DEbPeak User Guide
Yabing Song
School of Life Sciences, Tsinghua Universitysongyb18@mails.tsinghua.edu.cn
2 七月 2023
DEbPeak_All.RmdAbstract
The goal of DEbPeak is to explore, visualize, interpret multi-omics data and unravel the regulation of gene expression by combining RNA-seq with peak-related data (eg: ChIP-seq, ATAC-seq, m6a-seq et al.). It contains nine functional modules: Parse GEO (extract study information, raw count matrix and metadata), Quality Control (QC) on count matrix and samples, Principal Component Analysis (PCA) ,Differential Analysis and Visualization (Volcano Plot, Scatter Plot, MA Plot, Rank Plot, Gene Plot, Heatmap, Pie Plot for peak-related data), Functional Enrichment Analysis (GO enrichment analysis, KEGG enrichment analysis, Gene Set Enrichment Analysis), Integrate RNA-seq with peak-related data (Get consensus peaks, Peak profile plots, Peak annotaion, Integrate RNA-seq with peak-related data, Integrate summary, GO enrichment on integrated results, Find motif on integrated results), Integrate RNA-seq with RNA-seq (Integrate summary, GO enrichment on integrated results), Integrate peak-related data with peak-related data (Integrate summary, GO enrichment on integrated results), Utils (useful functions when dealing with RNA-seq data, including gene name conversion and count normalization).
Getting started
DEbPeak is an R package distributed on Github. To install the package, start R and enter:
# install via Github
# install.package("remotes") #In case you have not installed it.
remotes::install_github("showteeth/DEbPeak")Once DEbPeak is installed, it can be loaded by the following command.
library("DEbPeak")Introduction
DEbPeak aims to explore, visualize, interpret multi-omics data and unravel the regulation of gene expression by combining RNA-seq with peak-related data (eg: ChIP-seq, ATAC-seq, m6a-seq et al.). It contains nine functional modules:
- Parse GEO: Extract study information, raw count matrix and metadata from GEO database.
-
Quality Control (QC): QC on count matrix and samples.
- QC on count matrix: Proportion of genes detected in different samples under different CPM thresholds and the saturation of the number of genes detected.
- QC on samples: Euclidean distance and pearson correlation coefficient of samples across different conditions, sample similarity on selected principal components (check batch information and conduct batch correction) and outlier detection with robust PCA.
-
Principal Component Analysis (PCA): this module can be divided into three sub modules, basic info, loading related and 3D visualization.
- Basic info: scree plot (help to select the useful PCs), biplot (sample similarity with corresponding genes with larger loadings) and PC pairs plot (sample similarity under different PC combinations).
- Loading related: visualize genes with larger positive and negative loadings on selected PCs, conduct GO enrichment analysis on genes with larger positive and negative loadings on selected PCs.
- 3D visualization: visualize samples on three selected PCs.
- Differential Analysis and Visualization: this module includes seven powerful visualization methods (Volcano Plot, Scatter Plot, MA Plot, Rank Plot, Gene/Peak Plot, Heatmap, Pie Plot for peak-related data).
-
Functional Enrichment Analysis (FEA): GO enrichment analysis, KEGG enrichment analysis, Gene Set Enrichment Analysis (GSEA).
- GO (Biological Process, Molecular Function, Cellular Component) and KEGG on differential expression genes or accessible/binding peaks.
- GSEA on all genes (Notice: GSEA is not available for peak-related data)
-
Integrate RNA-seq with peak-related data:
- Get consensus peaks: For multiple peak files, get consensus peaks; for single peak file, use it directly (used in consensus integration mode).
- Peak profile plots: Heatmap of peak binding to TSS regions, Average Profile of ChIP peaks binding to TSS region, Profile of ChIP peaks binding to different regions (used in consensus integration mode).
- Peak annotaion (used in consensus integration mode).
- Integrate RNA-seq with peak-related data (consensus mode): Integrate RNA-seq with peak-related data to find direct targets, including up-regulated and down-regulated.
- Integrate RNA-seq with peak-related data (differential mode): Integrate RNA-seq and peak-related data based on differential analysis.
- Integration summary: include venn diagram and quadrant diagram (differential mode).
- GO enrichment on integrated results.
- Find motif on integrated results: Due to the nature of ATAC-seq, we usually need to find motif on integrated results to obtain potential regulatory factors.
- Utils: useful functions, including creating enrichment plot for selected enrichment terms, gene ID conversion and count normalization(DESeq2’s median of ratios, TMM, CPM, TPM, RPKM).
To enhance the ease of use of the tool, we have also developed an web server for DEbPeak that allows users to submit files to the web page and set parameters to get the desired results. Unlike the standalone R package, the web server has built-in DESeq2 for differential analysis, while the R package can accept user input results from DESeq2 or edgeR, which will be more flexible.
By the way, all plots generated are publication-ready , and most of them are based on ggplot2, so that users can easily modify them according to their needs. We also provide various color palettes, including discrete and continuous, color blind friendly and multiple categorical variables.
Parse GEO
Here, we will extract data from GSE122774.
# library DEbPeak
suppressWarnings(suppressMessages(library(DEbPeak)))
# extract data from GEO
GSE122774.list = ParseGEO(acce = "GSE122774", platform = "GPL17021")## Found 1 file(s)## GSE122774_series_matrix.txt.gz## Rows: 0 Columns: 7
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: "\t"
## chr (7): ID_REF, GSM3484767, GSM3484768, GSM3484769, GSM3484770, GSM3484771,...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
## File stored at:
##
## /tmp/RtmpXCxNnH/GPL17021.soft
##
## Matrix not available! Downloading supplementary files.The GEO object:
GSE122774.list$obj## ExpressionSet (storageMode: lockedEnvironment)
## assayData: 0 features, 6 samples
## element names: exprs
## protocolData: none
## phenoData
## sampleNames: GSM3484767 GSM3484768 ... GSM3484772 (6 total)
## varLabels: title geo_accession ... tissue:ch1 (43 total)
## varMetadata: labelDescription
## featureData: none
## experimentData: use 'experimentData(object)'
## Annotation: GPL17021Study information:
GSE122774.list$exp.info## Title
## 1 Runx1 and Runx3 cooperatively repress Pmp22 to drive neurofibromagenesis [RNA-seq]
## Type Organism
## 1 Expression profiling by high throughput sequencing Mus musculus
## Abstract
## 1 Neurofibromatosis type 1 (NF1) patients are predisposed to develop neurofibromas but the underlying molecular mechanism(s) of neurofibromagenesis are not fully understood. We showed that dual genetic deletion of Runx1 (Rx1) and Runx3 (Rx3) in Schwann cells (SCs) and Schwann cell precursors (SCPs) significantly delayed neurofibromagenesis and prolonged mouse survival. We identified peripheral myelin protein 22 (Pmp22/Gas3) related to tumor initiation. Knockdown of Pmp22 with shRNAs increased Rx1fl/fl;Rx3fl/fl;Nf1fl/fl;DhhCre sphere numbers and enabled significantly more neurofibroma like micro-lesions on transplantation. Conversely, overexpression of Pmp22 in mouse neurofibroma SCs decreased proliferation. Mechanistically, Rx1/3 regulated alterative Pmp22 promoter usage and reduced post transcriptional expression of Pmp22. Finally, pharmacological inhibition of Runx/core binding factor beta (Cbf-β) activity significantly reduced neurofibroma volume in vivo. Thus, we identified a novel signaling pathway involving Rx1/3 suppression of Pmp22 in neurofibroma initiation and/or maintenance. Targeting disruption of Runx/Cbf-β interaction might provide a novel therapy for neurofibroma patients.
## Design
## 1 Two group comparison between Nf1-/- mouse nerve tissues and Runx1/Runx3 double kockout neurofibroma tumors
## SampleCount Molecule
## 1 6 total RNA
## ExtractProtocol
## 1 Total RNAs isolated from Nf1fl/fl;DhhCre and Rx1fl/fl;Rx3fl/fl;Nf1fl/fl;DhhCre mouse DRG/tumors was amplified using the Ovation RNA-Seq System v2 (NuGEN) according to the manufacturer’s protocol.. The libraries were prepared with the Nextera XT DNA Sample Preparation kit (Illumina Technologies).
## LibraryStrategy
## 1 RNA-Seq
## DataProcessing
## 1 Basecalls performed using CASAVA version 1.4. RNA-seq paired reads were aligned to the mm10 genome assembly using TopHat. Raw read counts were calculated using featureCounts. Differential expression were predicted using limma/voom. Genome_build: mm10. Supplementary_files_format_and_content: raw read counts
## SupplementaryFile
## 1 ftp://ftp.ncbi.nlm.nih.gov/geo/series/GSE122nnn/GSE122774/suppl/GSE122774_RAW.tar
## Contact PMID
## 1 Kwangmin,,Choi;Raw count matrix:
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## a 0 1 0 0 0
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## Aak1 4136 5991 5010 4745 5282
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## Aamp 105 171 154 108 117
## Aanat 9 4 7 14 24
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## Aard 3 27 0 22 20
## Aars 308 447 392 384 414
## Aars2 26 65 56 46 66
## Aarsd1 94 158 138 97 109
## Aasdh 101 213 181 86 149
## Aasdhppt 381 408 354 350 368
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## Aatf 301 328 327 315 231
## Aatk 1879 2037 2121 2244 1508
## AB041803 530 999 461 619 672
## AB124611 235 183 264 81 54
## Abat 581 1035 439 638 576
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## Abca8a 18911 26897 16863 16385 11077
## Abca8b 6197 10016 5818 5870 4183
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## Abcb8 220 381 329 419 619
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## Abcc5 915 1191 1036 948 830
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## Abcd1 901 919 1066 494 512
## Abcd2 552 383 394 520 711
## Abcd3 1433 1301 1688 1980 2317
## Abcd4 331 355 292 223 193
## Abce1 945 1155 1039 935 945
## Abcf1 707 920 775 555 639
## Abcf2 427 523 618 583 448
## Abcf3 380 521 433 440 458
## Abcg1 156 245 304 300 318
## Abcg2 614 1018 601 736 652
## Abcg3 151 60 154 15 30
## Abcg4 69 180 97 132 144
## Abcg5 0 0 0 0 0
## Abcg8 4 7 0 0 2
## Abhd1 0 1 0 0 0
## Abhd10 199 240 164 278 231
## Abhd11 92 109 100 70 95
## Abhd11os 16 23 15 14 11
## Abhd12 868 782 1059 907 750
## Abhd12b 0 0 1 1 1
## Abhd13 516 518 613 468 450
## Abhd14a 134 142 98 110 92
## Abhd14b 279 416 209 328 251
## Abhd15 131 158 135 128 117
## Abhd16a 471 534 510 456 413
## Abhd16b 2 4 0 7 3
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## Abhd17b 473 528 468 548 463
## Abhd17c 252 222 166 213 238
## Abhd2 2288 2431 2356 1470 1384
## Abhd3 109 79 104 109 132
## Abhd4 1113 1040 1210 773 778
## Abhd5 1138 1298 1252 1809 1651
## Abhd6 122 170 149 171 225
## Abhd8 28 62 47 42 55
## Abi1 1759 1896 1922 1287 1186
## Abi2 2026 2199 2011 2044 1809
## Abi3 366 362 771 149 97
## Abi3bp 2017 1660 1416 1844 1180
## Abl1 681 748 742 490 418
## Abl2 1316 1325 1282 843 774
## Ablim1 1160 1623 1544 1926 1789
## Ablim2 109 254 107 247 423
## Ablim3 85 113 110 307 444
## Abo 0 0 0 0 4
## Abr 977 1354 1496 1311 1232
## Abra 8 191 12 8 167
## Abracl 25 52 81 9 12
## Abt1 142 148 136 100 103
## Abtb1 78 113 114 91 91
## Abtb2 402 432 345 317 229
## Acaa1a 314 374 404 347 304
## Acaa1b 18 3 25 29 57
## Acaa2 540 442 554 1264 2853
## Acaca 5008 2578 4683 11525 18309
## Acacb 662 403 701 2927 4768
## Acad10 64 50 101 104 97
## Acad11 429 372 455 1022 1068
## Acad12 21 22 26 27 35
## Acad8 381 282 186 232 314
## Acad9 578 507 472 461 406
## Acadl 1079 772 1023 2540 3561
## Acadm 637 395 567 1560 2451
## Acads 34 41 17 80 81
## Acadsb 1698 1787 1263 1679 1828
## Acadvl 752 453 676 1711 3663
## Acan 7 4 0 3 0
## Acap1 65 56 98 18 11
## Acap2 2513 3127 2561 1448 1289
## Acap3 249 220 213 203 219
## Acat1 1336 1271 1233 2288 2973
## Acat2 137 162 144 419 451
## Acat3 30 17 46 26 17
## Acbd3 1263 1446 1611 967 978
## Acbd4 150 181 142 199 225
## Acbd5 1833 2114 2191 2005 2310
## Acbd6 126 174 143 120 74
## Acbd7 0 2 0 1 4
## Accs 264 372 300 149 174
## Accsl 1 0 0 0 1
## Acd 85 100 104 70 58
## Ace 494 1019 602 680 396
## Ace2 6 73 6 83 93
## Ace3 0 0 0 0 3
## Acer1 124 99 116 96 80
## Acer2 162 207 113 276 261
## Acer3 837 833 1077 476 381
## Ache 8 23 15 18 80
## Acin1 1604 2170 1897 1115 1283
## Ackr1 548 813 638 1585 1359
## Ackr2 3 22 7 7 5
## Ackr3 407 938 430 743 458
## Ackr4 54 17 29 64 32
## Acly 1887 1811 2171 3746 12235
## Acmsd 89 114 110 61 81
## Acn9 17 23 44 57 111
## Acnat1 39 46 44 36 42
## Acnat2 0 0 0 0 0
## Aco1 330 349 340 416 492
## Aco2 2102 2083 2218 5232 9523
## Acot1 332 415 199 218 98
## Acot10 0 0 0 0 0
## Acot11 642 221 713 1352 4715
## Acot12 15 8 0 4 29
## Acot13 178 268 189 360 483
## Acot2 515 474 449 547 759
## Acot3 1 0 2 1 0
## Acot4 28 0 10 20 9
## Acot5 0 0 0 0 0
## Acot6 142 121 110 99 76
## Acot7 129 295 165 379 404
## Acot8 62 72 77 39 57
## Acot9 332 381 375 288 254
## Acox1 1530 1383 1523 2734 2690
## Acox2 3 4 1 7 9
## Acox3 465 501 515 357 368
## Acoxl 9 0 0 0 0
## Acp1 1151 1613 1089 1223 1502
## Acp2 1043 1250 1307 1034 742
## Acp5 69 154 118 136 141
## Acp6 137 167 133 151 110
## Acpp 510 1169 420 2143 2677
## Acpt 0 0 4 5 1
## Acr 3 11 2 13 7
## Acrbp 84 164 121 119 93
## Acrv1 0 0 0 0 1
## Acsbg1 226 297 253 201 188
## Acsbg2 0 0 0 1 0
## Acsf2 572 418 450 508 533
## Acsf3 59 50 34 56 163
## Acsl1 3367 1156 3202 11033 8643
## Acsl3 709 594 769 792 957
## Acsl4 1586 1546 1850 944 1030
## Acsl5 849 846 1089 1244 2789
## Acsl6 119 219 137 339 493
## Acsm1 0 0 0 0 0
## Acsm2 15 11 19 3 6
## Acsm3 86 25 47 224 178
## Acsm4 10 0 0 0 0
## Acsm5 7 6 34 46 29
## Acss1 864 751 865 752 1303
## Acss2 415 421 370 473 1556
## Acss2os 23 35 14 52 86
## Acss3 264 98 129 598 484
## Acta1 71 2992 1 63 6650
## Acta2 870 582 846 477 487
## Actb 9872 8536 13727 5455 4906
## Actbl2 0 2 1 0 0
## Actc1 125 46 173 8 111
## Actg1 2994 2900 3564 3330 3009
## Actg2 38 31 62 25 26
## Actl10 1 3 3 8 6
## Actl11 0 0 0 0 0
## Actl6a 241 271 193 276 222
## Actl6b 9 14 0 59 34
## Actl7a 3 0 0 1 0
## Actl7b 0 0 0 0 0
## Actl9 0 0 1 4 0
## Actn1 340 707 430 339 255
## Actn2 48 762 16 13 325
## Actn3 36 1489 20 124 5569
## Actn4 2344 3131 2847 1503 1443
## Actr10 1318 1356 1101 1326 1398
## Actr1a 983 1376 1053 1329 1167
## Actr1b 985 1416 982 1016 1168
## Actr2 3845 3761 5268 3191 2737
## Actr3 4173 3092 5696 2060 2158
## Actr3b 58 135 97 119 170
## Actr5 33 25 43 38 26
## Actr6 166 164 155 144 101
## Actr8 241 303 277 228 247
## Actrt1 0 0 0 0 0
## Actrt2 0 0 0 0 0
## Actrt3 0 0 0 1 0
## Acvr1 796 855 884 442 413
## Acvr1b 406 511 482 487 408
## Acvr1c 232 42 141 698 701
## Acvr2a 1384 1423 1335 1110 1244
## Acvr2b 34 42 28 17 23
## Acvrl1 255 379 356 166 137
## Acy1 22 63 11 45 33
## Acy3 45 90 56 60 75
## Acyp1 103 156 141 213 290
## Acyp2 261 304 332 371 755
## Ada 69 173 104 61 53
## Adad1 0 8 2 3 0
## Adad2 0 0 0 0 0
## Adal 165 279 197 162 214
## Adam10 1727 1585 2015 2272 1880
## Adam11 1576 1964 1645 1440 904
## Adam12 984 1350 708 1247 602
## Adam15 387 655 412 376 346
## Adam17 2103 1716 2378 1200 980
## Adam18 3 5 0 0 0
## Adam19 4525 2805 6379 2155 1647
## Adam1a 87 128 77 63 61
## Adam1b 19 39 7 14 6
## Adam2 1 2 3 0 0
## Adam20 0 1 0 0 0
## Adam21 18 46 43 20 26
## Adam22 687 1459 757 1665 1625
## Adam23 7945 7517 9077 5190 4136
## Adam24 0 0 0 0 0
## Adam25 0 1 0 1 0
## Adam26a 0 0 0 0 0
## Adam26b 0 0 0 0 0
## Adam28 251 259 268 208 213
## Adam29 0 0 0 0 0
## Adam3 14 5 3 6 2
## Adam30 0 11 0 0 1
## Adam32 49 89 56 62 28
## Adam33 153 227 271 134 134
## Adam34 0 0 0 0 0
## Adam39 2 12 0 0 0
## Adam4 113 158 146 111 80
## Adam5 123 184 176 71 50
## Adam6a 0 0 0 0 0
## Adam6b 0 0 0 0 0
## Adam7 0 0 0 0 3
## Adam8 221 45 194 73 46
## Adam9 967 1369 1012 666 571
## Adamdec1 41 36 22 9 3
## Adamts1 3063 3476 3379 1245 1192
## Adamts10 510 924 843 362 283
## Adamts12 546 655 647 371 251
## Adamts13 295 519 282 314 315
## Adamts14 835 487 673 341 136
## Adamts15 102 329 48 79 92
## Adamts16 33 9 133 30 10
## Adamts17 94 80 98 169 96
## Adamts18 1 22 9 5 4
## Adamts19 108 61 100 198 70
## Adamts2 1553 1680 2418 856 361
## Adamts20 1640 1386 1574 2330 1429
## Adamts3 72 112 89 70 95
## Adamts4 65 20 55 24 19
## Adamts5 990 1016 1087 1857 1574
## Adamts6 245 433 298 196 175
## Adamts7 136 195 104 63 37
## Adamts8 84 70 113 61 21
## Adamts9 469 493 434 498 414
## Adamtsl1 1535 1208 2052 1310 884
## Adamtsl2 19 58 7 21 12
## Adamtsl3 407 834 460 330 250
## Adamtsl4 374 883 400 409 216
## Adamtsl5 493 807 502 626 438
## Adap1 57 88 120 111 149
## Adap2 594 702 906 217 114
## Adar 294 496 671 306 166
## Adarb1 567 1752 505 423 375
## Adarb2 212 154 208 94 112
## Adat1 166 144 139 70 89
## Adat2 29 45 25 20 13
## Adat3 22 14 29 9 16
## Adc 78 68 66 39 62
## Adck1 57 98 55 102 64
## Adck2 154 155 142 136 98
## Adck3 96 350 155 273 1095
## Adck4 78 104 88 82 74
## Adck5 105 56 100 44 61
## Adcy1 314 592 398 1479 1549
## Adcy10 8 28 27 34 101
## Adcy2 88 276 60 101 284
## Adcy3 106 108 185 208 201
## Adcy4 139 255 170 114 150
## Adcy5 247 217 152 379 189
## Adcy6 587 632 648 654 699
## Adcy7 1181 1218 1651 372 281
## Adcy8 53 63 71 266 231
## Adcy9 807 850 689 809 1060
## Adcyap1 64 148 38 175 148
## Adcyap1r1 248 286 278 422 252
## Add1 2606 3905 2854 2965 2803
## Add2 488 1275 655 1553 1912
## Add3 3807 3844 3440 2380 1659
## Adgb 512 510 352 704 382
## Adh1 85 85 54 145 170
## Adh4 4 0 0 10 0
## Adh5 367 443 449 384 465
## Adh6-ps1 22 44 23 20 19
## Adh6a 0 0 0 2 0
## Adh7 22 41 21 12 18
## Adhfe1 723 666 469 876 808
## Adi1 707 684 1133 850 1315
## Adig 20 7 28 160 97
## Adipoq 385 41 398 1274 1014
## Adipor1 1373 1871 1581 1187 1466
## Adipor2 994 1182 1079 2101 1946
## Adk 225 334 302 312 278
## Adm 41 99 84 21 6
## Adm2 0 0 0 0 0
## Adnp 2698 2797 2763 2109 1937
## Adnp2 234 236 236 202 192
## Ado 650 518 570 547 657
## Adora1 355 704 199 748 1256
## Adora2a 27 17 28 28 15
## Adora2b 48 92 67 41 13
## Adora3 57 57 63 1 4
## Adpgk 158 181 216 109 95
## Adprh 218 239 223 131 130
## Adprhl1 0 5 0 8 57
## Adprhl2 16 2 11 6 7
## Adprm 109 151 124 105 85
## Adra1a 56 5 33 238 208
## Adra1b 25 82 21 9 7
## Adra1d 15 6 29 25 38
## Adra2a 59 68 18 50 52
## Adra2b 0 10 11 6 2
## Adra2c 5 6 2 25 23
## Adrb1 46 26 23 65 97
## Adrb2 174 201 144 204 106
## Adrb3 81 4 44 205 339
## Adrbk1 263 265 342 188 195
## Adrbk2 1208 658 1833 833 1092
## Adrm1 156 191 255 204 187
## Adsl 773 900 840 633 613
## Adss 850 890 978 825 905
## Adssl1 29 151 12 7 242
## Adtrp 86 7 67 215 181
## Aebp1 6243 5519 7721 2475 886
## Aebp2 2128 1918 2025 1655 1375
## Aen 189 227 265 139 157
## Aes 297 510 403 316 433
## AF067061 1 0 5 0 0
## AF067063 0 0 0 0 0
## AF251705 268 284 480 61 9
## AF357355 2 3 4 1 9
## AF357359 48 89 95 133 154
## AF357399 1 0 0 0 1
## AF357425 66 141 57 200 191
## AF357426 8 25 11 36 35
## AF366264 34 36 50 49 44
## AF529169 96 56 70 151 118
## Afap1 2218 2289 2397 1679 1378
## Afap1l1 370 257 443 273 300
## Afap1l2 1933 1500 1948 1574 1098
## Aff1 2565 5065 2650 2085 1813
## Aff2 288 390 142 217 170
## Aff3 1276 1744 983 1349 1016
## Aff4 4177 5114 4073 3699 3576
## Afg3l1 221 231 300 181 228
## Afg3l2 569 772 530 833 1179
## Afm 1 0 0 0 0
## Afmid 49 101 83 22 60
## Afp 1 0 0 0 0
## Aftph 1587 1715 1990 1009 928
## Aga 242 332 309 182 154
## Agap1 3268 4121 3456 2347 1863
## Agap2 112 150 129 56 75
## Agap3 191 371 181 280 276
## Agbl1 9 83 2 8 43
## Agbl2 296 174 174 86 66
## Agbl3 134 163 143 160 119
## Agbl4 9 18 11 19 10
## Agbl5 241 204 231 183 146
## Ager 10 23 8 12 13
## Agfg1 715 792 751 669 602
## Agfg2 157 373 168 223 155
## Aggf1 791 869 948 746 748
## Agk 322 352 370 317 301
## Agl 1316 2772 1169 1033 4347
## Agmat 0 0 0 0 0
## Agmo 673 810 502 388 346
## Ago1 1303 1169 1199 936 715
## Ago2 2328 3107 2638 2157 2172
## Ago3 1968 2120 1989 1724 1511
## Ago4 338 266 280 178 158
## Agpat1 380 474 537 404 464
## Agpat2 433 103 432 1159 2020
## Agpat3 801 688 767 1121 1284
## Agpat4 599 781 758 774 513
## Agpat5 358 467 330 403 404
## Agpat6 255 379 328 388 545
## Agpat9 34 71 44 117 51
## Agps 2665 2417 2964 2052 2200
## Agr2 2 0 0 11 13
## Agr3 0 0 0 0 0
## Agrn 1523 1594 2389 1000 940
## Agrp 12 8 12 4 14
## Agt 1 8 1 2 7
## Agtpbp1 1985 3000 1921 3024 3334
## Agtr1a 45 79 50 65 99
## Agtr1b 7 4 6 14 21
## Agtr2 0 0 0 7 8
## Agtrap 401 569 495 453 378
## Agxt 0 0 0 0 0
## Agxt2 0 0 0 0 0
## Ahctf1 2091 2396 2110 1567 1756
## Ahcy 163 223 285 212 265
## Ahcyl1 3197 3261 3088 4360 6188
## Ahcyl2 1585 1455 1367 1512 1364
## Ahdc1 253 393 269 231 195
## Ahi1 628 821 732 592 527
## Ahnak 47853 71001 44421 49311 38834
## Ahr 1446 1307 2642 1263 872
## Ahrr 5 1 3 1 22
## Ahsa1 239 366 282 362 332
## Ahsa2 316 384 341 391 304
## Ahsg 11 27 21 4 0
## AI115009 48 22 39 105 92
## AI118078 0 0 0 0 6
## AI182371 11 30 14 8 6
## AI197445 236 309 302 320 282
## AI314180 3044 3582 2820 2601 3062
## AI314278 11 6 8 2 5
## AI317395 21 32 14 30 75
## AI413582 47 75 89 104 91
## AI414108 509 304 428 313 262
## AI427809 69 42 27 15 1
## AI429214 256 285 386 273 314
## AI450353 175 145 149 105 96
## AI462493 40 42 34 44 53
## AI463170 14 4 5 6 6
## AI464131 127 183 88 239 354
## AI467606 39 18 57 3 7
## AI504432 487 299 918 176 132
## AI506816 60 91 84 24 36
## AI507597 0 1 0 0 0
## AI593442 368 451 263 922 944
## AI597479 715 1004 835 635 709
## AI606473 10 0 0 0 0
## AI607873 1943 2541 3967 604 169
## AI646519 0 0 0 0 0
## AI661453 24 78 55 18 20
## AI662270 107 72 139 28 13
## AI747448 0 0 0 5 6
## AI837181 134 167 118 85 92
## AI839979 89 196 58 74 30
## AI846148 201 334 148 171 110
## AI847159 1 0 3 1 5
## AI848285 8 5 7 1 3
## AI854517 5 6 7 0 0
## AI854703 7 11 38 86 51
## AI987944 289 407 394 252 190
## Aicda 3 2 0 2 0
## Aida 1440 1370 1577 932 930
## Aif1 177 80 331 56 15
## Aif1l 150 110 84 351 405
## Aifm1 244 324 269 378 557
## Aifm2 146 131 162 413 474
## Aifm3 9 5 11 42 59
## Aig1 264 239 285 130 160
## Aim1 176 114 380 84 82
## Aim1l 2 11 21 2 11
## Aim2 514 298 917 57 38
## Aimp1 112 158 120 102 136
## Aimp2 58 104 54 49 82
## Aip 192 311 248 225 213
## Aipl1 5 1 0 6 0
## Aire 2 0 1 0 0
## Airn 480 589 557 292 328
## Ajap1 887 752 1063 162 83
## Ajuba 341 347 347 240 182
## AK010878 127 107 122 101 75
## Ak1 72 94 94 25 252
## AK129341 227 299 148 422 355
## Ak2 694 399 841 1225 1142
## Ak3 1794 2672 1827 2768 3052
## Ak4 59 55 68 52 73
## Ak5 227 176 273 308 290
## Ak6 108 168 171 97 188
## Ak7 7 12 3 6 26
## Ak8 0 1 12 0 4
## Akap1 216 208 218 354 498
## Akap10 908 924 990 585 480
## Akap11 4578 5392 4808 4959 5220
## Akap12 11601 15520 11446 9250 10184
## Akap13 11093 16674 11690 5223 4032
## Akap14 17 28 11 5 6
## Akap17b 274 281 177 224 350
## Akap2 15662 14195 13067 10262 8225
## Akap3 2 0 1 0 0
## Akap4 0 0 1 0 0
## Akap5 258 330 409 259 286
## Akap6 1244 2406 1532 3166 4368
## Akap7 353 354 331 380 441
## Akap8 1528 1767 1655 1315 1113
## Akap8l 246 380 295 241 240
## Akap9 5020 5816 5391 4163 4653
## Akip1 50 68 85 58 48
## Akirin1 490 588 484 474 538
## Akirin2 693 780 746 599 649
## Akna 717 771 1186 270 142
## Aknad1 0 4 2 4 1
## Akp3 0 1 0 0 0
## Akr1a1 1238 1288 1460 1076 1071
## Akr1b10 169 220 183 168 218
## Akr1b3 0 0 0 0 0
## Akr1b7 0 0 0 2 0
## Akr1b8 188 139 163 74 109
## Akr1c12 8 1 6 5 0
## Akr1c13 39 21 18 35 32
## Akr1c14 30 12 20 66 79
## Akr1c18 26 8 17 4 15
## Akr1c19 0 0 0 3 3
## Akr1c20 0 0 0 0 0
## Akr1c21 4 26 4 2 16
## Akr1c6 0 0 0 0 0
## Akr1cl 0 0 0 0 0
## Akr1d1 0 1 0 1 1
## Akr1e1 418 606 206 416 471
## Akr7a5 17 21 12 24 13
## Akt1 370 413 442 227 213
## Akt1s1 15 17 21 6 26
## Akt2 985 1151 1246 1052 1502
## Akt3 3682 4309 4605 3640 3528
## Aktip 609 551 719 742 706
## Alad 64 95 80 82 99
## Alas1 223 209 227 463 422
## Alas2 306 403 285 377 318
## Alb 1 0 1 34 1
## Alcam 999 1169 1613 1533 1532
## Aldh16a1 25 15 88 34 25
## Aldh18a1 190 161 238 86 75
## Aldh1a1 2141 3643 3166 2633 1194
## Aldh1a2 146 169 207 8 12
## Aldh1a3 2033 1636 2425 249 160
## Aldh1a7 132 51 57 160 380
## Aldh1b1 13 0 4 5 0
## Aldh1l1 81 169 68 146 131
## Aldh1l2 148 317 261 124 117
## Aldh2 285 456 311 453 443
## Aldh3a1 1 0 0 0 0
## Aldh3a2 1042 1226 1135 1020 830
## Aldh3b1 106 108 133 64 48
## Aldh3b2 8 8 20 76 39
## Aldh4a1 105 142 99 143 156
## Aldh5a1 387 455 313 465 690
## Aldh6a1 990 831 837 1877 1890
## Aldh7a1 337 437 382 291 286
## Aldh8a1 0 14 0 4 2
## Aldh9a1 825 728 909 1015 1138
## Aldoa 1846 4199 1943 3249 12433
## Aldoart1 0 0 0 0 0
## Aldoart2 0 0 0 2 0
## Aldob 35 17 12 6 1
## Aldoc 219 484 272 587 888
## Alg1 53 105 69 39 40
## Alg10b 725 692 605 444 578
## Alg11 1344 2056 1753 1557 1388
## Alg12 326 273 298 250 244
## Alg13 442 522 457 314 297
## Alg14 345 491 388 486 365
## Alg2 761 1118 798 943 993
## Alg3 175 147 186 121 124
## Alg5 163 187 319 178 221
## Alg6 503 438 388 365 434
## Alg8 506 531 684 165 159
## Alg9 163 170 194 163 156
## Alk 14 55 28 16 22
## Alkbh1 1060 1183 1363 771 514
## Alkbh2 10 25 23 21 16
## Alkbh3 319 393 414 420 520
## Alkbh4 28 45 55 12 31
## Alkbh5 1187 1825 1291 1071 1320
## Alkbh6 97 119 147 120 94
## Alkbh7 35 18 17 27 34
## Alkbh8 298 391 404 333 328
## Allc 0 0 0 0 3
## Alms1 654 881 732 387 346
## Alms1-ps2 2 2 0 1 1
## Alox12 99 115 73 70 111
## Alox12b 0 0 0 16 10
## Alox12e 6 0 16 0 4
## Alox15 580 27 254 24 51
## Alox5 171 164 199 123 32
## Alox5ap 196 143 277 43 11
## Alox8 407 418 404 227 202
## Aloxe3 1 5 1 0 2
## Alpi 0 18 0 0 0
## Alpk1 778 768 779 253 243
## Alpk2 60 208 86 44 144
## Alpk3 8 508 12 16 270
## Alpl 151 70 179 182 171
## Alppl2 0 1 0 0 0
## Als2 787 772 861 707 780
## Als2cl 105 83 71 51 104
## Als2cr11 0 0 0 0 0
## Als2cr12 10 17 12 26 26
## Alx1 0 0 0 0 0
## Alx3 0 0 0 0 0
## Alx4 75 78 76 64 36
## Alyref 35 52 30 23 26
## Alyref2 18 21 17 13 5
## Amacr 168 168 127 179 238
## Ambn 0 0 0 0 0
## Ambp 0 2 0 1 0
## Ambra1 1319 1582 1378 1145 906
## Amd1 0 0 0 0 0
## Amd2 0 0 0 0 0
## Amdhd1 4 0 1 0 0
## Amdhd2 41 44 80 32 40
## Amelx 26 18 66 9 15
## Amer1 350 412 285 389 322
## Amer2 42 35 15 58 24
## Amer3 11 42 3 52 48
## Amfr 1004 1207 1286 1006 934
## Amh 0 3 0 0 2
## Amhr2 1 5 0 1 4
## Amica1 179 384 245 21 0
## Amigo1 498 884 494 774 1133
## Amigo2 63 89 54 114 116
## Amigo3 61 89 60 139 100
## Ammecr1 289 289 284 145 136
## Ammecr1l 966 1223 1268 994 890
## Amn 0 14 9 0 0
## Amn1 235 361 232 309 254
## Amot 436 779 413 342 529
## Amotl1 6950 10071 7610 5737 8738
## Amotl2 246 312 199 326 221
## Ampd1 11 218 0 5 686
## Ampd2 166 285 207 171 119
## Ampd3 601 631 784 492 646
## Amph 200 247 127 429 499
## Amt 95 140 79 74 35
## Amtn 0 0 0 0 0
## Amy1 331 389 263 916 1018
## Amy2a2 0 0 0 0 0
## Amy2a3 0 0 0 0 0
## Amy2a4 0 0 0 0 0
## Amy2a5 0 0 0 0 0
## Amy2b 0 0 0 0 0
## Amz1 58 34 102 9 11
## Amz2 328 322 352 278 328
## Anapc1 3070 2986 2992 2052 1924
## Anapc10 593 597 557 476 444
## Anapc11 75 106 96 63 99
## Anapc13 265 284 337 351 511
## Anapc15 108 101 107 48 47
## Anapc16 313 508 321 355 377
## Anapc2 445 455 512 341 404
## Anapc4 917 1019 920 645 580
## Anapc5 1010 1558 1225 910 1213
## Anapc7 121 130 162 83 102
## Ang 267 385 264 138 40
## Ang2 0 0 0 0 0
## Ang3 0 0 0 0 0
## Ang4 0 0 0 0 0
## Ang5 0 0 0 0 0
## Ang6 0 0 0 0 0
## Angel1 38 72 45 106 80
## Angel2 1024 1101 877 756 829
## Angpt1 133 181 208 83 134
## Angpt2 302 464 301 394 309
## Angpt4 7 8 9 0 0
## Angptl1 258 312 246 200 195
## Angptl2 3775 3199 4249 2518 1461
## Angptl3 156 92 137 57 39
## Angptl4 257 215 277 461 320
## Angptl6 3 16 10 10 3
## Angptl7 1497 5451 4076 2318 1704
## Ank 2456 2204 2402 1404 1551
## Ank1 334 679 184 1021 1659
## Ank2 3228 5759 3294 7534 7739
## Ank3 10227 11163 10505 11762 9284
## Ankar 1 0 1 3 2
## Ankdd1b 78 87 54 100 110
## Ankef1 59 7 24 72 93
## Ankfn1 176 160 112 620 687
## Ankfy1 2031 2203 2637 1401 1233
## Ankhd1 4564 4824 4949 3644 3220
## Ankib1 1908 1547 1841 1734 1667
## Ankk1 0 0 0 0 0
## Ankle1 157 183 67 117 29
## Ankle2 1194 1436 1420 882 815
## Ankmy1 2 1 4 0 6
## Ankmy2 461 537 588 384 373
## Ankra2 91 132 116 70 58
## Ankrd1 2 3 11 2 0
## Ankrd10 483 734 566 406 334
## Ankrd11 4653 5483 4937 3551 3363
## Ankrd12 4213 5035 4055 4161 3727
## Ankrd13a 502 567 570 330 323
## Ankrd13b 262 304 267 321 292
## Ankrd13c 761 715 777 644 622
## Ankrd13d 96 113 98 75 83
## Ankrd16 525 346 291 307 186
## Ankrd17 5116 6374 5772 4930 4761
## Ankrd2 14 293 0 2 55
## Ankrd22 0 3 0 0 0
## Ankrd23 127 1253 105 102 1075
## Ankrd24 46 45 28 60 85
## Ankrd26 557 540 518 506 467
## Ankrd27 676 752 706 561 552
## Ankrd28 2541 2715 2350 1797 1825
## Ankrd29 157 202 75 271 246
## Ankrd32 202 286 187 133 173
## Ankrd33 0 2 0 4 2
## Ankrd33b 206 359 176 242 372
## Ankrd34a 20 53 30 23 46
## Ankrd34b 8 35 14 35 25
## Ankrd34c 57 29 9 62 68
## Ankrd35 54 113 50 35 46
## Ankrd36 0 0 0 2 1
## Ankrd37 20 13 21 7 17
## Ankrd39 47 82 44 56 54
## Ankrd40 1365 1643 1397 1452 1757
## Ankrd42 79 76 117 85 127
## Ankrd44 3202 3327 3950 1413 1029
## Ankrd45 22 154 34 153 179
## Ankrd46 444 649 459 720 685
## Ankrd49 433 555 565 304 256
## Ankrd50 1060 803 1039 916 918
## Ankrd52 1367 1731 1533 1407 1594
## Ankrd53 7 1 15 4 9
## Ankrd54 48 95 51 42 47
## Ankrd55 19 32 6 26 49
## Ankrd6 111 125 132 184 223
## Ankrd60 0 0 0 0 0
## Ankrd61 51 56 27 23 24
## Ankrd63 68 244 41 37 21
## Ankrd66 7 1 0 0 5
## Ankrd7 0 0 1 0 0
## Ankrd9 20 34 22 32 59
## Anks1 629 774 664 708 379
## Anks1b 1157 932 844 757 625
## Anks3 367 380 490 244 175
## Anks4b 1 2 2 0 2
## Anks6 68 111 63 47 79
## Ankub1 16 10 26 36 35
## Ankzf1 97 183 98 124 42
## Anln 658 937 872 352 356
## Ano1 100 113 147 167 260
## Ano10 239 264 203 184 169
## Ano2 8 9 11 4 0
## Ano3 1504 2596 1009 3138 3077
## Ano4 52 103 26 233 272
## Ano5 16 274 0 12 587
## Ano6 4505 4334 3741 2799 2446
## Ano7 33 22 76 28 7
## Ano8 64 46 51 42 76
## Ano9 0 1 0 3 2
## Anp32a 949 1078 1233 775 967
## Anp32b 2983 3348 3182 1899 1943
## Anp32e 2334 2876 2261 1720 1699
## Anpep 796 896 902 426 204
## Antxr1 2575 2598 3041 1768 1153
## Antxr2 1319 1564 1515 1023 636
## Antxrl 1 3 1 2 10
## Anxa1 3035 3485 2955 1408 704
## Anxa10 0 0 1 0 0
## Anxa11 222 324 232 218 243
## Anxa13 4 2 2 6 3
## Anxa2 1411 1569 1941 1459 1495
## Anxa3 586 510 672 547 326
## Anxa4 1092 908 1237 683 604
## Anxa5 3847 3379 3812 3093 2674
## Anxa6 1420 1856 1595 1821 2025
## Anxa7 937 1121 816 847 980
## Anxa8 1 24 2 3 9
## Anxa9 126 116 100 72 70
## Aoah 992 747 1502 195 78
## Aoc1 0 0 1 0 0
## Aoc2 35 53 42 28 20
## Aoc3 737 277 774 1612 2179
## Aox1 320 445 245 599 916
## Aox2 0 2 2 0 1
## Aox3 13 37 26 11 37
## Aox4 3 9 0 23 29
## Ap1ar 720 1070 938 1200 1364
## Ap1b1 433 461 441 384 454
## Ap1g1 2573 2805 3102 2405 2375
## Ap1g2 153 158 129 113 75
## Ap1m1 225 295 306 326 290
## Ap1m2 0 0 0 0 0
## Ap1s1 32 29 48 16 29
## Ap1s2 930 1811 925 1008 861
## Ap1s3 797 1036 898 662 543
## Ap2a1 112 161 171 108 148
## Ap2a2 807 1325 1105 1013 997
## Ap2b1 2049 2183 2294 1850 1719
## Ap2m1 1088 1403 1168 1165 1128
## Ap2s1 35 57 40 24 52
## Ap3b1 2052 2277 2367 1325 1141
## Ap3b2 61 174 96 239 247
## Ap3d1 710 973 856 712 766
## Ap3m1 967 1136 1035 879 801
## Ap3m2 416 492 551 325 293
## Ap3s1 537 475 509 472 566
## Ap3s2 742 918 739 1260 1427
## Ap4b1 156 163 145 81 72
## Ap4e1 794 952 1026 581 564
## Ap4m1 162 189 175 100 119
## Ap4s1 200 298 148 225 266
## Ap5b1 97 52 91 42 31
## Ap5m1 236 189 205 156 182
## Ap5s1 38 51 41 30 48
## Ap5z1 488 426 470 341 248
## Apaf1 738 805 989 370 234
## Apba1 724 1143 862 1791 2061
## Apba2 169 212 188 108 121
## Apba3 76 113 106 74 100
## Apbb1 64 125 123 171 148
## Apbb1ip 703 563 1116 198 81
## Apbb2 1699 2639 1731 1617 1804
## Apbb3 187 201 179 143 149
## Apc 6752 8426 7139 8501 8271
## Apc2 188 358 283 379 522
## Apcdd1 44 32 51 59 86
## Apcs 1 0 0 0 0
## Apeh 155 132 117 123 178
## Apela 0 0 17 0 2
## Apex1 16 24 22 14 0
## Apex2 103 155 120 98 117
## Aph1a 327 307 283 278 304
## Aph1b 309 283 257 185 223
## Aph1c 411 433 346 169 208
## Api5 1319 1398 1612 1162 1176
## Apip 174 217 208 175 267
## Apitd1 3 3 4 14 1
## Aplf 651 711 573 562 465
## Apln 17 25 23 7 13
## Aplnr 61 59 103 66 96
## Aplp1 102 185 121 180 361
## Aplp2 5873 5133 5550 6959 6891
## Apmap 483 291 437 791 875
## Apoa1 0 0 0 6 0
## Apoa1bp 119 119 153 128 214
## Apoa2 0 0 2 0 2
## Apoa4 0 0 0 0 0
## Apoa5 0 0 0 0 0
## Apob 14 0 5 16 13
## Apobec1 2770 1820 4485 631 431
## Apobec2 13 497 2 11 554
## Apobec3 1429 1661 1524 479 385
## Apobec4 10 25 14 25 3
## Apobr 342 299 505 31 53
## Apoc1 69 32 66 255 328
## Apoc2 5 9 12 3 3
## Apoc3 0 0 0 6 1
## Apoc4 0 3 0 0 0
## Apod 209763 188924 179736 55318 23923
## Apoe 2435 2310 4289 1377 1022
## Apof 9 4 3 5 0
## Apoh 0 4 0 3 2
## Apol10a 0 0 0 0 9
## Apol10b 8 5 9 10 10
## Apol11a 0 0 0 0 3
## Apol11b 1 2 11 19 62
## Apol6 177 171 158 162 144
## Apol7a 2 0 0 0 0
## Apol7b 0 0 0 0 0
## Apol7c 2 0 14 0 0
## Apol7d 0 2 6 3 2
## Apol7e 4 1 8 5 0
## Apol8 6 0 0 2 1
## Apol9a 15 10 49 1 2
## Apol9b 8 29 31 3 2
## Apold1 20 60 31 32 40
## Apom 3 13 12 8 3
## Apon 3 0 3 0 2
## Apoo 105 102 144 223 370
## Apoo-ps 0 0 0 0 0
## Apool 162 199 124 103 193
## Apopt1 342 435 307 325 300
## App 5431 6673 6379 3780 2878
## Appbp2 1253 1521 1132 1238 1063
## Appl1 2511 2508 2609 1969 2016
## Appl2 2359 2879 2679 1914 1652
## Aprt 95 217 109 94 46
## Aptx 614 652 547 622 525
## Aqp1 451 1119 653 690 820
## Aqp11 17 21 7 41 52
## Aqp12 0 0 0 0 0
## Aqp2 2 0 0 0 6
## Aqp3 10 0 13 2 0
## Aqp4 49 73 19 73 336
## Aqp5 0 2 5 0 0
## Aqp6 0 0 0 0 0
## Aqp7 380 258 308 709 789
## Aqp8 0 0 0 0 0
## Aqp9 62 9 41 0 2
## Aqr 874 1048 1031 691 636
## Ar 33 90 51 148 218
## Araf 1047 1335 995 1028 911
## Arap1 802 1065 994 452 372
## Arap2 2058 2409 2250 1295 1037
## Arap3 666 477 814 322 265
## Arc 21 3 31 43 35
## Arcn1 2493 2850 2513 1826 1687
## Areg 0 0 0 2 0
## Arel1 750 961 788 805 841
## Arf1 2730 3383 3216 2322 2287
## Arf2 356 325 348 201 239
## Arf3 8915 10204 10536 8818 8589
## Arf4 3606 3444 3928 2340 1847
## Arf5 20 36 10 15 11
## Arf6 1129 741 1121 552 407
## Arfgap1 392 628 448 303 244
## Arfgap2 358 516 357 321 351
## Arfgap3 212 399 232 149 130
## Arfgef1 2386 2823 2393 2093 2288
## Arfgef2 1079 1301 1065 1429 1678
## Arfip1 1338 1176 1505 842 905
## Arfip2 275 385 376 279 294
## Arfrp1 316 358 335 356 228
## Arg1 354 118 666 12 22
## Arg2 45 46 39 44 39
## Arglu1 999 1069 960 772 676
## Arhgap1 688 739 787 514 470
## Arhgap10 287 483 361 261 304
## Arhgap11a 340 503 479 127 88
## Arhgap12 2103 2165 2055 1544 1395
## Arhgap15 590 308 837 170 53
## Arhgap15os 115 41 126 22 6
## Arhgap17 1118 1274 1517 769 677
## Arhgap18 989 800 1101 388 277
## Arhgap19 1588 2194 1930 3790 3296
## Arhgap20 203 332 181 375 557
## Arhgap20os 10 3 12 6 3
## Arhgap21 2073 2861 1944 2100 1878
## Arhgap22 138 129 170 37 22
## Arhgap23 716 977 894 1032 769
## Arhgap24 717 999 640 768 693
## Arhgap25 838 419 1166 150 109
## Arhgap26 1060 1549 1360 1371 1500
## Arhgap27 230 289 470 305 202
## Arhgap27os3 95 101 242 20 56
## Arhgap28 86 253 117 404 452
## Arhgap29 1762 2072 1278 1672 1568
## Arhgap30 1622 1437 2458 255 116
## Arhgap31 2294 2866 2418 2160 1969
## Arhgap32 5136 4643 5473 3038 2351
## Arhgap33 116 230 196 160 157
## Arhgap33os 7 10 0 11 9
## Arhgap35 4612 5237 4609 4947 5162
## Arhgap36 7 48 21 27 32
## Arhgap39 2702 2705 2860 2125 1411
## Arhgap4 189 176 360 67 41
## Arhgap40 0 3 0 0 1
## Arhgap42 1447 2470 1168 1273 842
## Arhgap44 97 170 97 385 489
## Arhgap5 1777 1595 1580 1680 1843
## Arhgap6 276 245 292 142 124
## Arhgap8 6 7 9 8 5
## Arhgap9 187 109 291 22 3
## Arhgdia 2544 2778 3596 2331 2000
## Arhgdib 1543 2086 2630 424 238
## Arhgdig 29 31 8 40 44
## Arhgef1 795 864 985 549 411
## Arhgef10 3014 4140 2610 3215 1968
## Arhgef10l 507 422 473 397 405
## Arhgef11 1528 2132 1586 1391 1445
## Arhgef12 8851 9226 9093 7522 7211
## Arhgef15 56 137 127 200 223
## Arhgef16 33 24 94 28 16
## Arhgef17 1998 2140 1604 1893 1754
## Arhgef18 327 558 345 320 315
## Arhgef19 114 165 109 29 19
## Arhgef2 629 713 932 335 258
## Arhgef25 194 315 180 182 226
## Arhgef26 1172 1451 1208 850 635
## Arhgef28 621 634 607 531 520
## Arhgef3 1043 854 1279 600 587
## Arhgef33 5 13 4 19 19
## Arhgef37 89 98 65 166 102
## Arhgef38 0 0 0 0 0
## Arhgef39 12 7 16 3 3
## Arhgef4 42 52 23 81 72
## Arhgef40 1507 1505 1562 766 633
## Arhgef5 304 429 229 203 167
## Arhgef6 3678 3985 4210 1686 1450
## Arhgef7 979 1108 1491 908 731
## Arhgef9 2574 2347 2221 1926 1778
## Arid1a 4314 5086 5289 3719 2932
## Arid1b 1201 1504 1330 1045 764
## Arid2 1933 2035 1980 1293 1142
## Arid3a 200 252 243 100 77
## Arid3b 231 201 304 89 77
## Arid3c 4 1 1 0 1
## Arid4a 2359 2420 2748 1459 1196
## Arid4b 1549 1879 1515 1165 969
## Arid5a 138 203 140 134 66
## Arid5b 731 1481 913 681 374
## Arih1 4983 5364 5397 4061 4000
## Arih2 613 877 807 597 589
## Arl1 136 166 217 123 111
## Arl10 143 128 102 102 75
## Arl11 70 100 48 22 0
## Arl13a 15 29 13 14 16
## Arl13b 287 397 332 194 185
## Arl14 4 0 2 0 0
## Arl14ep 789 764 838 599 587
## Arl14epl 16 30 13 1 0
## Arl15 373 454 548 310 321
## Arl16 105 178 142 194 293
## Arl2 77 80 85 51 90
## Arl2bp 569 514 586 472 459
## Arl3 247 251 217 240 267
## Arl4a 694 1237 615 1152 852
## Arl4c 860 594 1237 352 402
## Arl4d 7 38 2 30 9
## Arl5a 5974 5867 8005 3163 2643
## Arl5b 511 478 566 371 326
## Arl5c 35 29 95 11 3
## Arl6 246 394 285 342 327
## Arl6ip1 633 838 828 1086 921
## Arl6ip4 134 149 133 104 125
## Arl6ip5 173 137 191 133 147
## Arl6ip6 356 424 333 250 225
## Arl8a 1089 1114 1167 1051 1154
## Arl8b 1503 1702 1805 1813 1878
## Arl9 16 28 7 9 9
## Armc1 874 1014 876 873 915
## Armc10 360 428 410 315 351
## Armc12 0 0 0 0 0
## Armc2 131 138 92 115 64
## Armc3 3 1 9 0 0
## Armc4 5 0 1 5 4
## Armc5 129 95 135 117 113
## Armc6 8 13 33 44 17
## Armc7 40 65 74 37 13
## Armc8 1733 1827 1600 1618 1525
## Armc9 214 138 254 116 92
## Armcx1 240 339 247 428 500
## Armcx2 282 299 278 390 335
## Armcx3 1025 1327 1135 1174 1246
## Armcx4 600 934 747 561 529
## Armcx5 161 128 139 105 113
## Armcx6 26 11 29 33 29
## Arnt 2033 2859 2149 1646 1519
## Arnt2 934 829 722 784 755
## Arntl 146 111 164 87 76
## Arntl2 449 515 325 142 72
## Arpc1a 907 825 930 848 661
## Arpc1b 4495 3666 5657 2544 1638
## Arpc2 3212 3203 4227 2182 1817
## Arpc3 109 150 188 87 94
## Arpc4 367 398 490 275 230
## Arpc5 2329 1969 2712 1941 1698
## Arpc5l 280 428 372 273 327
## Arpp19 1808 1960 2163 2016 2140
## Arpp21 54 206 44 203 307
## Arr3 12 17 2 7 7
## Arrb1 2594 4020 2520 2357 1809
## Arrb2 471 533 750 188 149
## Arrdc1 86 69 161 54 40
## Arrdc2 46 155 21 40 48
## Arrdc3 1052 1402 1152 750 645
## Arrdc4 268 292 402 226 169
## Arrdc5 0 0 0 0 0
## Arsa 65 97 95 70 76
## Arsb 1877 1886 4210 1392 923
## Arsg 93 93 68 57 78
## Arsi 2 15 6 7 0
## Arsj 31 24 20 10 2
## Arsk 430 522 403 315 242
## Art1 3 36 2 0 105
## Art2a-ps 90 53 274 0 14
## Art2b 11 0 45 0 0
## Art3 2458 3115 2581 2815 2152
## Art4 11 44 14 49 37
## Art5 4 35 13 2 19
## Artn 0 0 0 0 0
## Arv1 28 64 61 30 35
## Arvcf 240 399 208 434 375
## Arx 0 0 0 0 0
## Arxes1 3 1 5 37 15
## Arxes2 38 24 45 157 112
## As3mt 191 160 215 126 94
## Asah1 1603 2341 1503 1303 753
## Asah2 730 882 652 521 686
## Asap1 1585 1744 1730 2256 2502
## Asap2 2624 2825 3240 2496 1251
## Asap3 245 341 175 123 131
## Asb1 294 340 285 357 334
## Asb10 3 9 0 5 114
## Asb11 0 66 0 4 118
## Asb12 2 52 0 0 32
## Asb13 186 251 233 195 266
## Asb14 127 244 71 73 315
## Asb15 38 802 19 30 682
## Asb16 0 0 0 0 3
## Asb17 0 3 0 0 5
## Asb17os 0 0 1 1 3
## Asb18 0 3 0 1 3
## Asb2 147 84 193 32 135
## Asb3 289 342 294 203 165
## Asb4 1 17 3 5 40
## Asb5 42 315 22 31 397
## Asb6 74 76 107 49 102
## Asb7 1060 1308 1115 919 838
## Asb8 479 399 530 502 603
## Asb9 0 0 0 0 0
## Ascc1 72 176 76 62 63
## Ascc2 398 468 440 328 210
## Ascc3 2400 2359 2972 1426 1265
## Ascl1 2 2 13 0 18
## Ascl2 10 17 0 11 11
## Ascl3 0 0 0 0 0
## Ascl4 1 0 3 2 8
## Ascl5 0 0 0 0 0
## Asf1a 401 439 464 369 285
## Asf1b 22 35 43 8 30
## Asgr1 3 0 3 0 0
## Asgr2 21 3 17 31 0
## Ash1l 6689 7983 7305 5555 5187
## Ash2l 824 947 762 738 696
## Asic1 72 100 82 207 214
## Asic2 51 120 63 167 172
## Asic3 58 139 40 172 157
## Asic4 6 13 3 18 17
## Asic5 2 0 0 0 0
## Asl 73 98 114 54 62
## Asmt 0 0 0 0 0
## Asna1 407 327 423 331 387
## Asns 151 244 212 444 416
## Asnsd1 317 360 395 255 377
## Aspa 1639 1719 1576 2484 2293
## Aspdh 23 8 17 31 18
## Aspg 49 13 22 48 181
## Asph 2415 2739 2603 2776 2377
## Asphd1 1 1 7 21 42
## Asphd2 41 52 22 61 29
## Aspm 176 264 196 89 24
## Aspn 290 909 389 245 197
## Asprv1 0 27 2 13 2
## Aspscr1 39 70 47 53 33
## Asrgl1 471 520 601 402 450
## Ass1 0 0 0 0 0
## Aste1 258 345 294 189 168
## Astl 0 6 0 0 0
## Astn1 436 376 404 1156 824
## Astn2 89 82 144 75 114
## Asun 513 557 612 295 339
## Asxl1 974 883 1112 785 675
## Asxl2 2655 2918 2904 2019 1704
## Asxl3 1029 763 978 762 549
## Asz1 3 0 0 0 0
## Atad1 2181 2238 2175 2206 2217
## Atad2 792 1181 940 574 508
## Atad2b 1233 1270 1408 699 678
## Atad3a 174 169 276 210 349
## Atad3aos 21 31 28 12 20
## Atad5 292 340 351 265 161
## Atat1 586 319 521 410 428
## Atcay 29 120 45 232 268
## Atcayos 0 0 0 0 7
## Ate1 840 841 909 858 860
## Atf1 1410 1739 1998 978 898
## Atf2 3614 3786 3355 3559 3783
## Atf3 110 114 146 116 84
## Atf4 572 762 687 517 567
## Atf5 198 329 338 195 239
## Atf6 2821 3155 3170 1993 1828
## Atf6b 129 188 150 118 87
## Atf7 589 820 577 532 458
## Atf7ip 2627 2971 3053 1867 1868
## Atf7ip2 8 0 1 0 0
## Atg10 135 193 153 182 189
## Atg101 29 81 63 42 65
## Atg12 284 299 313 275 405
## Atg13 381 931 522 544 476
## Atg14 186 205 222 203 171
## Atg16l1 255 344 299 220 200
## Atg16l2 79 106 75 62 56
## Atg2a 257 416 379 259 258
## Atg2b 1110 1489 1123 986 940
## Atg3 1057 1245 1440 1021 1266
## Atg4a 189 134 147 130 163
## Atg4b 220 238 291 175 169
## Atg4c 624 693 544 472 421
## Atg4d 139 212 83 147 109
## Atg5 209 229 164 169 207
## Atg7 366 514 372 252 239
## Atg9a 317 471 311 427 489
## Atg9b 3 24 7 24 47
## Athl1 139 167 126 86 95
## Atic 450 586 497 454 357
## Atl1 517 782 358 828 931
## Atl2 552 986 780 1235 1436
## Atl3 8594 9218 8254 7512 6926
## Atm 1592 1456 1865 1208 1218
## Atmin 379 412 517 595 554
## Atn1 1526 1878 1690 1086 1149
## Atoh1 0 0 0 0 0
## Atoh7 0 0 0 0 0
## Atoh8 7 24 21 14 11
## Atox1 91 71 132 88 62
## Atp10a 464 660 518 380 184
## Atp10b 23 10 0 22 36
## Atp10d 703 823 1060 377 303
## Atp11a 2040 2554 2211 2970 3709
## Atp11b 1923 1930 1957 1704 1237
## Atp11c 1197 1190 1210 955 768
## Atp12a 0 0 0 0 0
## Atp13a1 243 380 334 180 193
## Atp13a2 300 382 316 313 400
## Atp13a3 3859 4667 3556 3343 3047
## Atp13a4 0 2 0 1 13
## Atp13a5 0 17 0 4 17
## Atp1a1 2957 4516 3275 5543 5935
## Atp1a2 9839 11205 7403 8445 9750
## Atp1a3 346 713 516 1472 1908
## Atp1a4 0 6 1 1 5
## Atp1b1 1418 3479 1545 5104 7063
## Atp1b2 2381 2627 2176 2001 1626
## Atp1b3 1626 2345 1916 2742 2348
## Atp1b4 23 51 18 14 19
## Atp2a1 324 14784 18 177 28119
## Atp2a2 3599 4616 4012 3991 3785
## Atp2a3 112 111 154 72 68
## Atp2b1 3272 3932 3849 2876 2877
## Atp2b2 148 354 125 866 952
## Atp2b3 79 239 138 499 600
## Atp2b4 958 1970 970 1253 1075
## Atp2c1 2248 2114 2326 2185 2140
## Atp2c2 0 0 2 0 3
## Atp4a 3 11 3 0 2
## Atp4b 1 15 3 1 32
## Atp5a1 2715 3611 3380 5589 9266
## Atp5b 13956 15402 15905 29832 48915
## Atp5c1 1188 1410 1279 1615 2490
## Atp5d 384 485 459 554 820
## Atp5e 106 170 119 145 229
## Atp5f1 691 837 705 1105 1411
## Atp5g1 247 422 268 290 535
## Atp5g2 125 147 116 90 134
## Atp5g3 400 577 436 765 984
## Atp5h 454 579 524 706 1028
## Atp5j 626 836 696 752 1117
## Atp5j2 193 226 301 373 469
## Atp5k 91 113 85 143 213
## Atp5l 284 358 334 425 675
## Atp5o 298 293 361 360 772
## Atp5s 185 194 218 242 292
## Atp5sl 46 168 127 74 109
## Atp6ap1 3145 3532 3409 2618 2431
## Atp6ap1l 0 11 0 6 4
## Atp6ap2 394 437 432 413 409
## Atp6v0a1 1253 1595 1355 1308 1474
## Atp6v0a2 806 859 977 651 694
## Atp6v0a4 7 18 12 0 3
## Atp6v0b 399 691 631 558 471
## Atp6v0c 0 0 0 0 0
## Atp6v0c-ps2 0 0 0 0 0
## Atp6v0d1 633 933 626 925 845
## Atp6v0d2 74 188 75 7 19
## Atp6v0e 480 625 648 446 373
## Atp6v0e2 122 210 233 209 206
## Atp6v1a 3152 4123 3436 4454 4985
## Atp6v1b1 2 13 3 16 9
## Atp6v1b2 858 1006 1007 1108 1270
## Atp6v1c1 633 863 733 781 938
## Atp6v1c2 6 13 9 8 20
## Atp6v1d 602 699 754 744 859
## Atp6v1e1 174 251 230 289 253
## Atp6v1e2 0 0 0 0 0
## Atp6v1f 101 88 99 96 92
## Atp6v1g1 397 356 506 329 408
## Atp6v1g2 258 340 270 444 489
## Atp6v1g3 0 0 0 0 0
## Atp6v1h 352 425 328 412 440
## Atp7a 3673 3953 4220 2145 1586
## Atp7b 18 35 31 10 14
## Atp8a1 3002 3423 3545 3698 4055
## Atp8a2 117 166 85 410 529
## Atp8b1 2314 1711 1981 866 416
## Atp8b2 403 504 474 306 347
## Atp8b3 0 0 0 0 2
## Atp8b4 659 440 1013 109 15
## Atp8b5 52 28 38 35 51
## Atp9a 272 485 273 320 437
## Atp9b 831 933 878 630 660
## Atpaf1 430 468 339 389 649
## Atpaf2 151 138 101 226 246
## Atpif1 346 471 534 523 480
## Atr 814 1042 742 637 668
## Atraid 194 282 200 211 228
## Atrip 123 182 190 115 88
## Atrn 3757 3765 3479 3823 3204
## Atrnl1 768 1209 863 1512 1567
## Atrx 8319 8185 8162 4674 3920
## Atxn1 2507 3701 2622 4313 4518
## Atxn10 1096 1222 1209 1150 1152
## Atxn1l 1639 1783 1785 1326 1216
## Atxn2 3010 3232 3126 3231 3136
## Atxn2l 2398 2982 2704 2012 1574
## Atxn3 1055 1064 1150 675 621
## Atxn7 2243 2325 2312 1691 1531
## Atxn7l1 826 912 1145 709 598
## Atxn7l2 34 32 52 35 31
## Atxn7l3 212 246 237 224 196
## Atxn7l3b 1032 1144 1132 1029 775
## AU015228 0 0 0 0 1
## AU015791 2 0 3 1 3
## AU015836 0 0 0 0 0
## AU016765 0 0 0 0 0
## AU018091 4 0 0 4 1
## AU018829 0 0 0 0 0
## AU019823 498 493 388 333 230
## AU019990 8 3 3 5 5
## AU021063 0 0 0 0 0
## AU021092 23 20 27 24 20
## AU022252 64 75 73 53 88
## AU022751 0 3 0 11 1
## AU022754 0 7 0 7 3
## AU022793 16 0 7 1 0
## AU023762 173 171 156 111 80
## AU040320 258 392 369 239 284
## AU040972 481 395 516 255 241
## AU041133 119 129 66 78 91
## Auh 202 363 206 274 422
## Aup1 219 247 303 194 210
## Aurka 27 66 73 40 13
## Aurkaip1 141 183 184 156 228
## Aurkb 86 100 103 35 1
## Aurkc 0 0 2 8 0
## Auts2 887 1164 618 1140 716
## AV039307 59 76 39 56 62
## AV051173 21 14 20 14 19
## AV320801 0 0 0 0 0
## Aven 19 32 21 27 27
## Avil 218 558 214 913 1121
## Avl9 888 955 999 792 741
## Avp 0 0 0 0 0
## Avpi1 100 107 49 61 49
## Avpr1a 6 50 18 25 19
## Avpr1b 0 0 0 0 0
## Avpr2 20 14 18 5 0
## AW011738 147 148 292 84 69
## AW046200 39 86 60 26 29
## AW112010 240 175 407 105 49
## AW146154 182 132 175 99 105
## AW209491 82 74 60 115 155
## AW495222 0 0 0 1 0
## AW549542 12 13 11 13 28
## AW549877 2322 2518 2213 1909 1816
## AW551984 82 84 72 55 47
## AW554918 684 763 668 529 461
## AW822252 26 12 21 13 7
## Awat1 0 0 0 0 0
## Awat2 18 49 5 10 6
## Axin1 220 211 232 165 162
## Axin2 206 170 135 182 294
## Axl 8311 9661 9005 3634 1987
## AY074887 5 3 4 4 2
## AY358078 0 0 0 4 0
## AY512915 0 1 0 0 0
## AY512931 140 117 118 104 104
## AY761184 0 1 0 0 0
## AY761185 0 0 0 0 0
## Aym1 0 0 0 0 0
## Azgp1 0 18 0 2 0
## Azi2 2022 2349 2333 1611 1702
## Azin1 2144 2906 2028 2288 1442
## B020004C17Rik 0 0 0 0 0
## B020004J07Rik 21 16 12 21 15
## B020014A21Rik 10 5 3 1 3
## B020018J22Rik 0 0 3 0 2
## B020031M17Rik 0 0 4 0 0
## B130006D01Rik 340 197 324 133 89
## B130024G19Rik 840 976 534 571 325
## B130034C11Rik 8 24 16 14 18
## B230112J18Rik 2 6 2 6 1
## B230118H07Rik 181 175 149 174 255
## B230119M05Rik 3 0 0 1 2
## B230206H07Rik 290 254 277 546 418
## B230208H11Rik 31 41 25 49 33
## B230209E15Rik 3 4 5 11 4
## B230214G05Rik 0 0 0 0 0
## B230216G23Rik 27 46 32 28 13
## B230216N24Rik 81 84 62 77 26
## B230217C12Rik 118 109 157 148 143
## B230217O12Rik 29 24 54 27 26
## B230219D22Rik 3135 2998 2992 2543 2453
## B230312C02Rik 5 0 0 2 6
## B230319C09Rik 49 65 99 40 44
## B230323A14Rik 0 0 0 0 0
## B2m 36851 43869 70806 17660 13890
## B330016D10Rik 17 10 5 3 3
## B3galnt1 507 494 429 283 258
## B3galnt2 443 743 544 318 526
## B3galt1 101 182 102 233 278
## B3galt2 1267 880 1117 2120 1467
## B3galt4 7 5 14 0 2
## B3galt5 105 96 39 64 56
## B3galt6 50 69 50 43 41
## B3gat1 17 8 13 77 85
## B3gat2 99 92 75 69 85
## B3gat3 105 160 173 100 154
## B3glct 880 913 953 747 740
## B3gnt1 168 253 184 222 182
## B3gnt2 926 1292 2342 929 718
## B3gnt3 421 611 133 157 133
## B3gnt4 12 7 2 6 11
## B3gnt5 107 114 89 306 387
## B3gnt6 0 9 3 8 7
## B3gnt7 17 14 2 1 1
## B3gnt8 47 91 25 30 44
## B3gnt9 117 130 169 102 58
## B3gntl1 275 279 231 183 162
## B430010I23Rik 166 289 180 152 194
## B430212C06Rik 18 9 38 26 62
## B430306N03Rik 164 114 364 12 5
## B430319G15Rik 76 63 40 26 23
## B4galnt1 282 343 466 247 170
## B4galnt2 179 195 164 136 122
## B4galnt3 122 68 103 62 16
## B4galnt4 8 43 6 15 24
## B4galt1 1137 1738 1823 835 853
## B4galt2 88 98 81 59 54
## B4galt3 81 94 99 69 64
## B4galt4 442 440 505 243 230
## B4galt5 655 983 1006 645 485
## B4galt6 2040 3139 1728 1537 1265
## B4galt7 14 56 57 38 34
## B630005N14Rik 1471 1528 1485 1021 814
## B630019K06Rik 19 33 25 15 9
## B830017H08Rik 2 2 2 3 0
## B930003M22Rik 34 38 30 26 36
## B930018H19Rik 5 0 8 25 4
## B930025P03Rik 0 0 5 4 0
## B930041F14Rik 305 318 248 249 256
## B930059L03Rik 16 8 27 16 2
## B930092H01Rik 0 0 0 0 3
## B9d1 100 186 70 95 54
## B9d2 49 69 59 35 45
## Baalc 53 54 71 43 66
## Baat 5 7 8 4 1
## Babam1 176 216 141 133 132
## Bace1 779 1036 733 786 860
## Bace2 533 584 561 358 265
## Bach1 1412 1515 1254 1000 585
## Bach2 1021 1300 1257 942 900
## Bach2os 34 48 76 40 30
## Bad 48 111 61 176 164
## Bag1 605 675 567 729 837
## Bag2 51 55 85 93 147
## Bag3 1216 1788 1322 1157 1185
## Bag4 324 345 245 361 314
## Bag5 582 668 744 578 587
## Bag6 457 685 697 526 576
## Bahcc1 444 697 493 248 238
## Bahd1 183 167 208 185 127
## Bai1 162 90 100 151 223
## Bai2 62 75 36 22 31
## Bai3 66 108 83 157 248
## Baiap2 407 415 405 266 211
## Baiap2l1 158 214 156 282 229
## Baiap2l2 0 0 0 8 0
## Baiap3 7 14 3 1 3
## Bak1 465 596 702 300 181
## Bambi 88 74 47 55 33
## Bambi-ps1 17 5 18 3 6
## Banf1 181 313 224 188 217
## Banf2 0 0 0 0 0
## Bank1 152 64 278 130 58
## Banp 191 265 299 343 213
## Bap1 237 367 311 373 457
## Bard1 58 81 73 28 11
## Barhl1 1 0 0 0 0
## Barhl2 0 4 0 1 0
## Barx1 0 0 0 0 0
## Barx2 0 2 3 1 3
## Basp1 171 246 329 259 305
## Batf 17 33 49 2 2
## Batf2 61 11 58 3 4
## Batf3 37 7 51 6 2
## Bax 79 113 90 62 38
## Baz1a 1792 1340 2605 734 586
## Baz1b 2518 3188 2776 1936 1866
## Baz2a 1568 1910 2007 1571 1313
## Baz2b 4392 4504 4549 3005 2446
## BB014433 0 0 0 0 0
## BB019430 0 0 1 0 0
## BB031773 1 11 0 12 19
## BB123696 7 13 6 7 0
## BB283400 17 35 17 19 14
## BB287469 0 0 0 0 0
## BB557941 0 0 0 0 2
## Bbc3 10 27 22 6 3
## Bbip1 688 735 575 469 542
## Bbox1 22 8 15 3 6
## Bbs1 634 699 447 543 427
## Bbs10 159 165 191 175 166
## Bbs12 121 138 140 66 44
## Bbs2 453 673 476 506 441
## Bbs4 331 409 404 326 324
## Bbs5 154 147 110 121 87
## Bbs7 244 361 265 265 285
## Bbs9 418 607 539 535 471
## Bbx 2439 2871 2466 2117 1920
## BC002163 35 45 34 32 30
## BC003331 1224 1544 1352 1248 1229
## BC003965 354 468 429 478 422
## BC004004 371 440 405 500 602
## BC005537 1526 1907 1672 1103 1092
## BC005561 587 675 484 461 483
## BC005624 451 558 478 349 536
## BC005764 951 1148 1055 557 442
## BC006965 13 13 7 6 3
## BC016579 0 16 2 0 23
## BC017158 248 325 266 197 143
## BC017643 226 266 379 124 128
## BC018242 90 129 108 78 110
## BC018473 1 1 3 0 0
## BC018507 1993 2235 2018 1887 1626
## BC020402 54 92 51 31 45
## BC021614 2 1 0 3 1
## BC021767 11 6 4 2 4
## BC021785 44 68 47 28 29
## BC021891 6 8 10 38 44
## BC022687 32 11 17 12 6
## BC023829 306 357 283 281 248
## BC024139 0 0 0 0 0
## BC024386 5 12 2 9 12
## BC024978 273 381 317 251 270
## BC025920 26 28 23 37 69
## BC026585 86 36 95 53 78
## BC027072 0 0 0 0 0
## BC027231 557 619 556 408 411
## BC028528 74 121 103 68 86
## BC029214 24 36 44 33 29
## BC029722 8 34 17 12 21
## BC030307 38 66 19 68 62
## BC030336 894 856 975 864 953
## BC030499 58 24 48 47 35
## BC030500 0 7 1 2 0
## BC030867 17 12 34 2 2
## BC030870 0 0 2 0 0
## BC031181 275 294 312 315 347
## BC031361 56 71 108 30 63
## BC033916 160 160 190 147 132
## BC035044 132 72 240 12 3
## BC037032 3 5 6 12 28
## BC037034 371 382 382 175 147
## BC037704 32 30 61 33 30
## BC039771 184 219 155 124 94
## BC039966 0 0 0 0 0
## BC048403 99 92 107 92 77
## BC048502 0 3 0 1 0
## BC048507 0 0 0 3 1
## BC048546 84 191 76 281 446
## BC048562 0 0 0 0 0
## BC048602 3 1 0 0 0
## BC048609 3 3 3 5 2
## BC048644 0 1 0 2 1
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## BC048679 0 0 0 0 0
## BC049352 12 5 21 10 17
## BC049635 18 59 15 39 58
## BC049715 28 22 45 108 107
## BC049730 0 0 0 0 0
## BC049762 0 0 3 0 1
## BC051019 5 0 0 2 0
## BC051142 84 102 79 43 32
## BC051226 6 9 33 25 1
## BC051537 0 0 1 0 0
## BC051628 5 5 0 0 1
## BC051665 0 0 0 0 0
## BC052040 137 265 184 138 145
## BC052688 44 94 46 74 66
## BC053393 0 0 0 0 0
## BC053749 193 357 246 286 167
## BC055111 8 18 6 15 7
## BC055324 81 73 75 69 54
## BC055402 1 0 0 0 0
## BC061194 11 41 8 9 5
## BC061195 0 0 0 0 0
## BC061212 0 0 0 0 0
## BC061237 0 0 0 0 0
## BC064078 169 172 235 47 61
## BC065397 136 147 131 118 92
## BC068157 41 54 24 50 95
## BC068281 100 189 122 85 101
## BC080695 0 0 0 0 0
## BC089491 1 12 0 3 2
## BC089597 0 0 0 3 0
## BC094916 6 1 29 0 0
## Bc1 13 18 14 12 9
## BC100451 133 148 112 116 88
## BC100530 0 0 0 0 0
## BC107364 0 0 0 3 1
## BC117090 0 0 0 0 0
## BC147527 36 26 152 3 0
## Bcam 323 651 325 517 478
## Bcan 32 99 43 143 126
## Bcap29 202 271 234 231 250
## Bcap31 785 757 1067 910 940
## Bcar1 357 405 324 301 286
## Bcar3 114 132 126 154 123
## Bcas1 992 766 1061 1389 1230
## Bcas1os2 216 105 130 191 151
## Bcas2 466 532 485 454 406
## Bcas3 417 533 395 436 383
## Bcas3os1 241 336 220 221 168
## Bcas3os2 11 33 38 13 27
## Bcat1 113 270 103 189 150
## Bcat2 52 116 87 95 85
## Bccip 179 247 164 201 230
## Bcdin3d 22 31 33 17 35
## Bche 650 689 949 635 1092
## Bckdha 57 75 46 82 100
## Bckdhb 172 120 148 199 217
## Bckdk 444 457 377 384 524
## Bcl10 255 287 320 232 163
## Bcl11a 200 139 459 41 34
## Bcl11b 24 52 57 45 84
## Bcl2 7128 7722 7189 5166 3856
## Bcl2a1a 13 5 18 2 0
## Bcl2a1b 35 19 118 4 1
## Bcl2a1c 0 0 0 0 0
## Bcl2a1d 25 10 20 3 0
## Bcl2l1 238 619 263 282 124
## Bcl2l10 0 0 0 0 3
## Bcl2l11 1154 1139 1002 349 335
## Bcl2l12 21 35 25 11 22
## Bcl2l13 429 584 498 643 911
## Bcl2l14 0 7 27 4 4
## Bcl2l15 19 46 2 12 38
## Bcl2l2 1067 1196 1351 1225 1212
## Bcl3 115 178 168 65 52
## Bcl6 1381 2235 1527 1348 1331
## Bcl6b 31 25 81 22 59
## Bcl7a 107 180 113 189 142
## Bcl7b 108 91 161 99 130
## Bcl7c 36 69 51 46 17
## Bcl9 1081 1367 1418 792 673
## Bcl9l 582 845 618 547 513
## Bclaf1 6946 7916 6846 4632 4058
## Bcmo1 8 24 10 6 9
## Bco2 60 62 130 9 13
## Bcor 733 944 840 494 438
## Bcorl1 346 378 270 259 230
## Bcr 520 656 607 457 449
## Bcs1l 57 80 60 81 98
## Bdh1 46 88 13 29 52
## Bdh2 45 46 37 11 4
## Bdkrb1 2 0 0 0 0
## Bdkrb2 0 7 0 4 1
## Bdnf 49 145 54 91 81
## Bdp1 2252 2418 2470 1730 1528
## Bean1 291 667 365 1030 1045
## Becn1 344 443 390 256 201
## Becn2 0 0 0 0 0
## Begain 51 60 59 15 19
## Bend3 252 305 289 257 287
## Bend4 604 974 581 546 541
## Bend5 4 14 4 18 27
## Bend6 103 150 127 261 346
## Bend7 51 57 42 40 67
## Best1 149 189 145 85 59
## Best2 11 0 1 1 1
## Best3 4 37 5 55 130
## Bet1 358 357 372 263 228
## Bet1l 85 167 125 86 84
## Bex1 4 40 2 10 36
## Bex2 44 77 29 193 179
## Bex4 0 4 0 1 2
## Bex6 4 2 10 0 0
## Bfar 508 907 650 701 549
## Bfsp1 14 31 16 4 8
## Bfsp2 1 0 0 16 7
## Bglap 1 6 0 6 5
## Bglap2 0 2 0 0 0
## Bglap3 2 3 3 6 10
## Bgn 22853 41634 31926 7827 4007
## Bhlha15 11 0 10 15 0
## Bhlha9 0 0 0 5 3
## Bhlhb9 317 399 164 262 258
## Bhlhe22 97 72 162 71 41
## Bhlhe23 0 0 0 0 0
## Bhlhe40 2131 2604 2586 1335 1595
## Bhlhe41 1531 2198 1472 1407 1640
## Bhmt 0 0 0 0 0
## Bhmt2 0 0 0 0 1
## Bicc1 1327 1773 1425 498 365
## Bicd1 1780 2416 1515 2173 1910
## Bicd2 900 1059 954 999 819
## Bid 79 60 69 45 62
## Bik 1 0 3 0 1
## Bin1 192 233 336 189 386
## Bin2 656 724 1174 69 25
## Bin3 158 201 193 89 54
## Birc2 640 900 815 580 568
## Birc3 869 841 1074 438 330
## Birc5 175 192 171 86 74
## Birc6 7030 7103 7086 5264 4936
## Birc7 2 7 8 0 2
## Bivm 450 566 425 366 444
## Blcap 473 508 410 442 425
## Blk 2 0 16 0 1
## Blm 225 291 140 134 150
## Blmh 382 389 365 304 367
## Blnk 222 144 392 61 32
## Bloc1s1 348 491 416 306 334
## Bloc1s2 134 144 139 73 50
## Bloc1s3 174 234 241 194 133
## Bloc1s4 11 38 46 25 25
## Bloc1s5 83 68 40 113 84
## Bloc1s6 331 379 458 227 311
## Blvra 88 57 99 68 52
## Blvrb 43 48 86 40 63
## Blzf1 339 432 381 317 299
## Bmf 279 487 293 116 93
## Bmi1 1448 1377 1359 1055 1027
## Bmp1 1304 1661 1437 590 267
## Bmp10 0 0 0 0 0
## Bmp15 11 17 16 13 19
## Bmp2 75 20 83 33 38
## Bmp2k 1738 1402 2246 947 624
## Bmp3 279 397 134 542 275
## Bmp4 115 252 197 100 141
## Bmp5 66 55 95 76 67
## Bmp6 67 121 68 94 141
## Bmp7 1752 1940 1240 1217 891
## Bmp8a 1 5 0 1 1
## Bmp8b 32 34 38 125 30
## Bmper 280 515 261 137 160
## Bmpr1a 4356 5197 3800 3295 2928
## Bmpr1b 60 58 46 36 62
## Bmpr2 14189 20322 13754 14251 14589
## Bms1 1096 1164 1224 939 788
## Bmx 47 81 52 107 80
## Bmyc 137 150 219 74 115
## Bnc1 6 19 10 26 19
## Bnc2 2737 4380 2079 2218 1254
## Bnip1 41 81 60 33 51
## Bnip2 3410 3290 4132 2110 1969
## Bnip3 401 502 371 1177 1050
## Bnip3l 2168 2401 2136 2202 2154
## Bnipl 16 66 11 10 2
## Boc 93 247 100 133 130
## Bod1 230 369 207 283 466
## Bod1l 4050 5195 4634 3556 3390
## Bok 58 177 90 175 68
## Bola1 31 14 45 18 44
## Bola2 47 26 35 43 32
## Bola3 41 41 45 72 120
## Boll 0 0 2 0 0
## Bop1 68 95 98 63 76
## Bora 143 214 130 70 73
## Bpgm 546 572 569 545 514
## Bphl 114 80 94 72 162
## Bpi 0 0 0 0 0
## Bpifa1 0 0 0 0 4
## Bpifa2 0 3 0 0 1
## Bpifa3 0 0 0 0 0
## Bpifa5 0 0 0 0 0
## Bpifa6 0 0 0 0 0
## Bpifb1 0 9 4 4 7
## Bpifb2 0 0 0 0 0
## Bpifb3 0 0 0 0 0
## Bpifb4 2 0 1 0 0
## Bpifb5 3 17 23 5 4
## Bpifb6 0 0 0 0 0
## Bpifb9a 7 2 4 3 0
## Bpifb9b 5 0 6 7 2
## Bpifc 0 28 4 0 0
## Bpnt1 554 667 686 596 532
## Bptf 5571 6656 5802 4380 3740
## Braf 3332 4224 3576 3537 3387
## Brap 507 805 559 744 727
## Brat1 132 121 153 124 119
## Brca1 80 116 88 41 30
## Brca2 336 412 293 228 230
## Brcc3 755 829 901 732 860
## Brd1 1091 1414 1211 849 699
## Brd2 3237 3547 3711 2560 2284
## Brd3 693 827 891 531 616
## Brd4 3522 4810 3985 3159 2327
## Brd7 606 672 765 554 543
## Brd8 1411 1771 1570 1053 955
## Brd9 447 607 573 346 257
## Brdt 153 126 160 113 157
## Bre 325 420 264 306 211
## Brf1 428 551 463 297 262
## Brf2 42 16 33 23 15
## Bri3 219 280 277 173 259
## Bri3bp 516 412 622 440 423
## Bricd5 0 0 0 0 0
## Brinp1 19 38 20 23 52
## Brinp2 1 30 12 76 71
## Brinp3 6 12 0 2 7
## Brip1 429 523 496 318 271
## Brix1 213 337 189 170 239
## Brk1 407 449 465 312 356
## Brms1 94 73 79 72 40
## Brms1l 715 928 681 710 766
## Brox 972 1002 916 856 876
## Brpf1 465 636 498 367 345
## Brpf3 552 680 584 465 357
## Brs3 0 0 0 1 0
## Brsk1 78 81 95 61 60
## Brsk2 186 225 171 235 264
## Brwd1 3215 3791 3391 2431 2134
## Brwd3 1584 1646 1825 1080 900
## Bscl2 225 257 229 409 393
## Bsdc1 397 531 463 305 325
## Bsg 1747 2090 2439 1948 2196
## Bsn 560 1563 759 2958 2938
## Bsnd 0 0 0 0 0
## Bsph1 0 0 0 6 4
## Bsph2 0 0 0 5 0
## Bspry 2 12 22 2 1
## Bst1 42 55 72 5 23
## Bst2 155 208 102 35 24
## Bsx 0 0 0 2 0
## Btaf1 1447 1499 1836 1195 1164
## Btbd1 1118 1237 1215 1064 1220
## Btbd10 380 314 356 286 276
## Btbd11 79 124 63 95 113
## Btbd16 84 53 115 67 49
## Btbd17 17 14 5 32 21
## Btbd18 18 20 12 18 32
## Btbd19 653 712 566 470 313
## Btbd2 113 205 158 201 210
## Btbd3 2194 3285 1936 2300 1720
## Btbd6 104 107 91 118 111
## Btbd7 1197 1367 1225 968 672
## Btbd8 53 76 104 64 51
## Btbd9 401 352 326 337 364
## Btc 597 366 564 239 116
## Btd 268 292 329 274 247
## Btf3 315 443 393 316 240
## Btf3l4 1449 1450 1320 1149 1235
## Btg1 1002 814 1148 623 398
## Btg2 247 316 239 88 68
## Btg3 0 0 0 0 0
## Btg4 0 0 0 0 0
## Btk 125 129 255 44 26
## Btla 897 784 1717 131 55
## Btn1a1 0 0 0 0 0
## Btn2a2 0 0 0 0 0
## Btnl1 2 11 4 8 0
## Btnl10 2 35 0 2 0
## Btnl2 3 1 14 1 1
## Btnl4 0 2 0 0 0
## Btnl5-ps 0 29 22 4 4
## Btnl6 0 0 1 0 0
## Btnl9 84 32 151 460 613
## Btrc 337 518 380 342 428
## Bub1 111 50 73 21 23
## Bub1b 82 223 152 35 36
## Bub3 655 783 746 548 615
## Bud13 63 132 80 57 23
## Bud31 131 98 93 96 126
## Bves 12 116 26 34 135
## Bysl 134 103 171 168 120
## Bzrap1 5 2 24 14 9
## Bzw1 1606 1488 1399 1248 1101
## Bzw2 411 287 280 198 194
## C030006K11Rik 35 49 48 87 128
## C030007H22Rik 0 0 0 0 0
## C030013G03Rik 0 0 3 0 1
## C030016D13Rik 41 44 61 53 53
## C030018K13Rik 0 0 0 0 0
## C030023E24Rik 32 98 10 51 107
## C030029H02Rik 1 2 0 0 0
## C030034I22Rik 65 61 74 20 17
## C030034L19Rik 354 442 445 188 55
## C030037D09Rik 23 7 31 58 41
## C030039L03Rik 329 363 238 263 204
## C030046E11Rik 1261 1442 1320 1251 1161
## C130021I20Rik 0 24 0 15 12
## C130026I21Rik 71 69 228 10 3
## C130026L21Rik 0 0 0 0 0
## C130030K03Rik 65 70 40 32 46
## C130036L24Rik 5 52 1 12 1
## C130046K22Rik 118 211 164 231 235
## C130050O18Rik 50 39 74 22 8
## C130060C02Rik 36 27 46 34 27
## C130060K24Rik 5 1 0 11 25
## C130071C03Rik 17 7 52 34 29
## C130074G19Rik 270 295 276 361 517
## C130079G13Rik 0 0 0 0 0
## C130080G10Rik 1 0 2 0 0
## C130083M11Rik 110 106 105 134 149
## C1d 211 176 186 212 196
## C1galt1 767 560 641 369 387
## C1galt1c1 431 668 663 425 440
## C1qa 61 85 112 18 3
## C1qb 1509 1326 2630 386 90
## C1qbp 192 212 234 251 321
## C1qc 1337 1148 2284 345 109
## C1ql1 0 3 5 1 3
## C1ql2 5 0 3 0 0
## C1ql3 288 134 176 403 316
## C1ql4 0 0 2 8 0
## C1qtnf1 676 1197 729 596 302
## C1qtnf2 28 13 44 11 11
## C1qtnf3 47 35 63 4 20
## C1qtnf4 0 0 0 0 0
## C1qtnf5 0 0 0 0 0
## C1qtnf6 153 189 229 45 25
## C1qtnf7 120 384 196 53 54
## C1qtnf9 38 72 54 88 131
## C1ra 303 360 384 193 106
## C1rb 0 0 4 0 0
## C1rl 77 45 24 45 89
## C1s1 2940 4691 2891 1596 1027
## C1s2 1 3 34 0 1
## C2 253 444 292 118 107
## C230004F18Rik 74 74 60 163 140
## C230024C17Rik 4 1 22 2 4
## C230029M16 5 5 4 15 1
## C230035I16Rik 41 51 45 10 13
## C230037L18Rik 31 42 14 34 62
## C230052I12Rik 72 108 90 51 39
## C230079O03Rik 0 0 0 0 0
## C230091D08Rik 986 1120 954 984 961
## C2cd2 345 572 308 531 930
## C2cd2l 109 194 162 170 170
## C2cd3 684 900 666 609 515
## C2cd4a 1 0 0 0 0
## C2cd4b 0 0 1 0 0
## C2cd4c 8 23 11 19 34
## C2cd4d 16 20 3 14 5
## C2cd5 843 1068 975 783 956
## C3 5569 2133 5678 9799 3608
## C330006A16Rik 707 892 789 813 743
## C330007P06Rik 1099 1309 1251 1207 1008
## C330011F03Rik 0 0 7 0 1
## C330013E15Rik 7 16 3 9 8
## C330013F16Rik 0 0 0 0 0
## C330018D20Rik 127 166 140 143 164
## C330021F23Rik 12 1 1 0 6
## C330022C24Rik 0 0 1 0 0
## C330024C12Rik 5 12 3 0 3
## C330024D21Rik 90 113 101 77 91
## C330027C09Rik 106 107 66 34 52
## C330046G13Rik 0 0 0 0 0
## C3ar1 2454 1395 3535 388 193
## C430002E04Rik 3 6 3 8 1
## C430002N11Rik 10 3 7 3 5
## C430049B03Rik 28 20 20 10 30
## C4a 14 18 16 4 7
## C4b 3886 4875 6609 1642 956
## C4bp 5 0 0 1 4
## C4bp-ps1 0 9 0 6 14
## C530005A16Rik 48 54 98 95 61
## C530008M17Rik 142 175 162 261 349
## C530044C16Rik 0 5 0 6 4
## C5ar1 260 269 288 89 42
## C5ar2 359 306 477 74 35
## C6 144 33 141 101 123
## C630028M04Rik 0 0 0 0 0
## C630031E19Rik 20 18 12 41 22
## C630043F03Rik 79 93 77 63 66
## C7 147 563 191 44 204
## C730002L08Rik 5 21 11 7 4
## C730027H18Rik 0 12 0 0 0
## C730036E19Rik 3 18 1 4 4
## C77080 375 726 390 723 783
## C77370 21 16 6 21 56
## C78339 111 130 125 73 87
## C86187 18 26 0 7 17
## C86695 0 0 0 0 0
## C87198 0 0 0 0 0
## C87414 0 0 0 0 0
## C87436 139 113 123 80 112
## C87499 0 1 0 0 0
## C87977 0 0 0 0 0
## C8a 2 0 2 2 0
## C8b 0 0 0 0 0
## C8g 22 1 2 5 25
## C9 0 0 0 0 0
## C920006O11Rik 78 111 22 39 56
## C920009B18Rik 358 146 751 44 26
## C920021L13Rik 116 128 104 77 53
## C920025E04Rik 5 11 30 5 2
## Caap1 124 98 97 57 64
## Cab39 1302 1404 1200 1388 1333
## Cab39l 729 1184 655 1134 1060
## Cabin1 568 816 850 505 453
## Cables1 53 102 97 97 116
## Cables2 351 465 329 317 363
## Cabp1 3 25 15 43 52
## Cabp2 0 0 0 0 0
## Cabp4 38 23 47 8 14
## Cabp5 0 0 2 2 4
## Cabp7 0 0 0 4 6
## Cabs1 0 0 0 0 0
## Cabyr 102 95 79 108 99
## Cacfd1 579 730 599 462 502
## Cachd1 426 662 479 610 372
## Cacna1a 506 391 455 538 628
## Cacna1b 914 1345 632 2286 2172
## Cacna1c 931 1424 752 1349 1339
## Cacna1d 205 134 226 101 97
## Cacna1e 260 328 300 303 287
## Cacna1f 18 0 15 19 20
## Cacna1g 35 85 55 81 64
## Cacna1h 162 271 151 150 162
## Cacna1i 1 28 6 39 36
## Cacna1s 28 472 12 13 1067
## Cacna2d1 1504 2632 880 1461 2575
## Cacna2d2 59 231 62 499 585
## Cacna2d3 25 37 16 76 110
## Cacna2d4 15 11 40 88 13
## Cacnb1 76 213 102 130 246
## Cacnb2 99 64 79 69 47
## Cacnb3 248 542 347 717 666
## Cacnb4 339 954 340 1289 1487
## Cacng1 5 59 0 0 133
## Cacng2 6 16 7 45 58
## Cacng3 4 6 0 2 2
## Cacng4 0 1 3 0 0
## Cacng5 13 35 24 46 120
## Cacng6 3 1 0 0 9
## Cacng7 36 122 34 163 203
## Cacng8 2 0 0 0 1
## Cactin 34 54 79 63 34
## Cacul1 1503 1523 1513 1245 1274
## Cacybp 256 339 380 403 457
## Cad 191 272 259 201 194
## Cadm1 4004 2751 3254 2689 2170
## Cadm2 4210 4378 3234 4004 2567
## Cadm3 4189 5145 4531 9166 8564
## Cadm4 986 774 1098 667 475
## Cadps 655 1870 611 2696 3471
## Cadps2 85 117 63 288 245
## Cage1 20 33 7 31 41
## Calb1 20 21 2 42 65
## Calb2 3 0 0 3 6
## Calca 629 1739 534 2143 2151
## Calcb 42 81 6 173 192
## Calcoco1 1142 2060 1236 1141 1093
## Calcoco2 9 15 6 8 6
## Calcr 1 18 0 0 3
## Calcrl 2248 1645 1446 634 731
## Cald1 16332 18681 15347 7449 4571
## Calhm1 0 0 0 0 0
## Calhm2 312 425 575 202 124
## Calm1 8514 12779 9696 15895 19618
## Calm2 7495 9052 7984 9746 10375
## Calm3 970 1579 1246 1399 1597
## Calm4 0 0 0 0 0
## Calm5 0 0 0 0 0
## Calml3 0 5 1 12 0
## Calml4 25 30 26 22 30
## Caln1 8 10 15 22 16
## Calr 2566 2645 3981 1966 1190
## Calr3 18 31 10 20 25
## Calr4 33 23 30 43 75
## Calu 6008 6173 6583 2931 2419
## Caly 0 0 3 11 1
## Camk1 188 179 203 95 70
## Camk1d 2329 1391 2689 865 872
## Camk1g 38 59 34 80 72
## Camk2a 281 1789 209 1451 3711
## Camk2b 107 195 199 161 287
## Camk2d 2027 2363 1789 1999 1899
## Camk2g 903 1320 971 1210 1625
## Camk2n1 793 1354 771 1078 1033
## Camk2n2 28 39 45 61 87
## Camk4 858 1311 857 890 864
## Camkk1 75 39 31 31 60
## Camkk2 146 189 163 160 116
## Camkmt 93 116 83 59 90
## Camkv 0 5 3 2 0
## Caml 182 185 120 98 108
## Camp 1 47 1 3 0
## Camsap1 894 1240 1025 910 1017
## Camsap2 3728 4592 3663 4500 4312
## Camsap3 26 41 27 88 121
## Camta1 969 1937 730 2589 3073
## Camta2 627 827 768 592 590
## Cand1 1582 1446 1414 1715 1611
## Cand2 338 409 360 297 544
## Cant1 181 192 280 142 119
## Canx 5834 5842 6977 5044 4887
## Cap1 1628 1544 1998 1304 1164
## Cap2 191 1251 230 220 1340
## Capg 389 558 445 257 178
## Capn1 221 456 340 232 241
## Capn10 40 99 59 78 45
## Capn11 5 0 0 0 0
## Capn12 6 9 2 2 7
## Capn13 0 0 0 0 0
## Capn15 125 149 155 149 98
## Capn2 3293 4926 3789 3582 3230
## Capn3 86 140 148 33 167
## Capn5 1249 1322 1161 1446 1430
## Capn6 324 223 309 258 152
## Capn7 1616 1521 1853 1461 1354
## Capn8 0 0 0 0 0
## Capn9 0 6 0 11 5
## Capns1 6753 7959 7537 6903 6837
## Capns2 29 22 34 8 3
## Caprin1 5072 5767 6243 5043 4760
## Caprin2 232 169 164 185 149
## Caps2 2 0 1 5 0
## Capsl 0 1 2 0 8
## Capza1 2005 1977 2853 1510 1359
## Capza2 1781 1896 2110 1299 1532
## Capza3 0 0 0 0 0
## Capzb 1598 1946 1966 1459 1510
## Car1 2 21 3 0 1
## Car10 180 605 148 884 1035
## Car11 267 442 222 251 221
## Car12 226 23 73 89 37
## Car13 451 328 528 523 486
## Car14 10 26 5 39 66
## Car15 44 141 57 49 23
## Car2 102 386 88 358 461
## Car3 4873 1194 5188 16798 11381
## Car4 66 20 101 162 92
## Car5a 329 359 350 275 210
## Car5b 790 702 911 1770 840
## Car6 0 8 0 0 9
## Car7 4 8 4 9 23
## Car8 80 88 30 117 179
## Car9 43 54 44 37 19
## Card10 86 132 148 112 110
## Card11 249 111 599 20 7
## Card14 13 61 59 16 17
## Card6 483 723 860 256 216
## Card9 40 34 66 11 7
## Carf 506 428 561 418 400
## Carhsp1 228 574 372 382 436
## Carkd 158 162 159 134 96
## Carm1 436 638 552 471 378
## Carns1 313 312 250 382 456
## Cars 150 248 109 132 93
## Cars2 98 158 124 89 61
## Cartpt 1 8 4 12 11
## Casc1 29 12 12 16 19
## Casc3 677 899 792 526 539
## Casc4 4309 5105 4029 3650 3057
## Casc5 168 282 208 59 28
## Casd1 1180 1307 1320 861 878
## Cask 2173 2604 2458 1557 1468
## Caskin1 168 351 143 535 575
## Caskin2 240 208 244 363 375
## Casp1 704 798 745 219 125
## Casp12 739 823 713 454 317
## Casp14 0 0 0 0 0
## Casp2 351 418 430 181 194
## Casp3 130 290 127 87 59
## Casp4 994 905 1312 486 353
## Casp6 126 72 92 39 40
## Casp7 140 128 213 69 78
## Casp8 1055 883 1390 473 272
## Casp8ap2 1469 1410 1493 1082 1044
## Casp9 292 284 322 236 166
## Casq1 97 634 33 52 1968
## Casq2 899 490 672 270 131
## Casr 9 33 4 15 67
## Cass4 69 61 49 26 6
## Cast 1839 1972 1957 1486 1441
## Casz1 239 441 234 704 967
## Cat 7170 5916 6169 18106 12669
## Catip 83 37 75 25 13
## Catsper1 0 0 0 0 0
## Catsper2 84 159 87 111 87
## Catsper3 19 9 6 5 10
## Catsper4 0 5 0 0 6
## Catsperb 0 0 0 1 4
## Catsperd 1 18 11 0 2
## Catsperg1 70 74 72 32 84
## Catsperg2 0 4 0 1 1
## Cav1 2394 3523 1734 3438 4115
## Cav2 579 726 538 1039 1068
## Cav3 0 5 3 0 7
## Cbfa2t2 726 848 781 577 536
## Cbfa2t3 744 518 1016 227 248
## Cbfb 2744 3191 2940 2453 2610
## Cbl 3718 4108 4099 2170 1757
## Cblb 2739 5083 2710 1662 1689
## Cblc 2 0 0 7 0
## Cbll1 916 933 749 643 648
## Cbln1 0 12 0 13 14
## Cbln2 5 47 11 57 70
## Cbln3 229 296 219 171 162
## Cbln4 0 0 0 3 2
## Cbr1 168 172 164 173 206
## Cbr2 120 71 169 147 102
## Cbr3 23 53 21 20 7
## Cbr4 211 243 232 227 323
## Cbs 4 23 0 3 4
## Cbwd1 150 208 145 160 134
## Cbx1 241 283 282 166 247
## Cbx2 44 95 53 51 61
## Cbx3 1706 1919 1661 1286 1281
## Cbx4 238 172 262 211 226
## Cbx5 5832 6772 6481 4641 3864
## Cbx6 411 363 405 392 283
## Cbx7 432 596 335 548 431
## Cbx8 20 11 20 20 8
## Cby1 60 62 51 50 50
## Cc2d1a 141 154 161 106 87
## Cc2d1b 246 353 275 278 310
## Cc2d2a 976 1203 875 588 527
## Ccar1 2419 2946 2274 1811 1412
## Ccar2 262 249 285 144 173
## Ccbe1 64 76 37 43 56
## Ccbl1 69 65 56 56 81
## Ccbl2 143 192 85 137 194
## Ccdc101 274 309 185 308 285
## Ccdc102a 93 142 134 72 63
## Ccdc103 9 11 5 5 3
## Ccdc104 912 895 1013 711 740
## Ccdc105 0 5 3 21 6
## Ccdc106 2 8 10 11 12
## Ccdc107 31 65 72 36 50
## Ccdc108 0 0 0 4 3
## Ccdc109b 50 45 31 5 17
## Ccdc11 15 13 4 29 15
## Ccdc110 0 2 0 0 0
## Ccdc112 182 103 144 85 97
## Ccdc113 0 0 4 0 1
## Ccdc114 57 44 39 37 23
## Ccdc115 169 226 205 110 176
## Ccdc116 18 6 28 10 4
## Ccdc117 365 425 481 319 356
## Ccdc12 65 106 169 70 56
## Ccdc120 50 46 49 48 45
## Ccdc121 2 11 0 9 5
## Ccdc122 74 49 43 12 24
## Ccdc124 23 51 62 36 37
## Ccdc125 99 66 83 61 68
## Ccdc126 42 70 43 61 69
## Ccdc127 715 1043 704 795 767
## Ccdc129 10 0 2 0 0
## Ccdc13 5 12 33 22 31
## Ccdc130 98 87 97 49 109
## Ccdc132 920 893 837 696 765
## Ccdc134 54 98 118 77 48
## Ccdc135 0 0 0 0 0
## Ccdc136 184 238 132 248 292
## Ccdc137 269 239 215 249 192
## Ccdc138 86 157 114 123 102
## Ccdc14 127 73 87 47 122
## Ccdc141 353 445 288 819 776
## Ccdc142 19 57 39 14 18
## Ccdc144b 5 0 2 6 12
## Ccdc146 30 24 48 26 27
## Ccdc147 0 0 0 2 1
## Ccdc148 46 59 45 54 91
## Ccdc149 60 62 91 84 103
## Ccdc15 186 159 182 171 122
## Ccdc150 8 10 8 1 21
## Ccdc151 1 0 0 13 6
## Ccdc152 135 171 85 96 92
## Ccdc153 0 0 0 0 0
## Ccdc154 2 8 0 0 0
## Ccdc155 0 0 0 0 2
## Ccdc157 435 457 406 369 301
## Ccdc158 6 1 10 0 10
## Ccdc159 41 36 31 34 46
## Ccdc160 13 9 13 20 18
## Ccdc162 90 58 32 41 69
## Ccdc163 250 198 188 114 154
## Ccdc166 54 108 95 81 34
## Ccdc167 677 929 797 627 615
## Ccdc169 14 16 9 14 0
## Ccdc17 63 42 57 44 39
## Ccdc170 61 142 43 27 62
## Ccdc171 394 362 289 267 212
## Ccdc172 13 63 22 81 109
## Ccdc173 81 81 87 49 57
## Ccdc174 383 393 331 279 205
## Ccdc175 26 2 11 12 0
## Ccdc176 84 94 56 66 116
## Ccdc177 5 5 1 7 3
## Ccdc178 0 15 0 0 0
## Ccdc18 31 86 50 48 43
## Ccdc181 170 212 166 188 232
## Ccdc183 8 15 8 8 8
## Ccdc184 29 0 3 14 94
## Ccdc185 0 0 0 0 0
## Ccdc19 26 30 8 3 1
## Ccdc22 40 55 62 33 38
## Ccdc23 19 10 36 13 12
## Ccdc24 6 11 4 3 7
## Ccdc25 422 502 444 378 455
## Ccdc27 1 49 3 8 2
## Ccdc28a 32 77 27 32 48
## Ccdc28b 131 165 130 90 142
## Ccdc3 1474 2048 903 1558 1330
## Ccdc30 97 78 37 59 49
## Ccdc32 64 78 95 59 60
## Ccdc33 74 80 85 28 19
## Ccdc34 461 582 410 286 162
## Ccdc34os 8 27 31 21 11
## Ccdc36 21 16 8 18 5
## Ccdc37 287 523 290 651 518
## Ccdc38 45 22 21 11 4
## Ccdc39 244 284 206 209 119
## Ccdc40 35 16 52 96 71
## Ccdc42 1 0 2 0 0
## Ccdc42b 2 1 0 3 0
## Ccdc43 128 243 178 175 140
## Ccdc47 4150 5034 4206 4305 4619
## Ccdc50 3688 3400 3471 2648 2329
## Ccdc51 29 15 21 6 27
## Ccdc53 233 229 174 157 152
## Ccdc54 0 0 0 0 0
## Ccdc55 886 1300 1045 705 757
## Ccdc57 136 173 59 72 94
## Ccdc58 135 183 178 136 201
## Ccdc59 156 110 121 78 75
## Ccdc6 1335 1842 1648 1477 1746
## Ccdc60 16 26 3 2 6
## Ccdc61 67 112 51 70 41
## Ccdc62 161 136 42 121 109
## Ccdc63 0 3 1 0 0
## Ccdc64 2 6 9 20 16
## Ccdc64b 7 0 2 0 4
## Ccdc65 4 10 7 3 1
## Ccdc66 941 889 1160 715 727
## Ccdc67 18 17 6 2 16
## Ccdc68 10 33 17 42 61
## Ccdc69 38 35 99 68 71
## Ccdc7 2 3 2 0 2
## Ccdc70 0 0 0 0 0
## Ccdc71 159 184 177 103 104
## Ccdc71l 430 415 337 249 235
## Ccdc73 219 210 129 158 84
## Ccdc74a 19 53 45 78 50
## Ccdc77 257 418 267 260 237
## Ccdc78 58 83 134 39 43
## Ccdc79 17 24 6 12 13
## Ccdc8 9 33 7 0 0
## Ccdc80 301 247 492 284 345
## Ccdc81 2 1 3 13 6
## Ccdc82 8725 9817 8760 7039 5527
## Ccdc83 0 2 0 0 0
## Ccdc84 82 77 106 71 47
## Ccdc85a 124 189 88 311 494
## Ccdc85b 94 73 79 71 79
## Ccdc85c 7 6 4 5 7
## Ccdc86 67 67 93 45 50
## Ccdc87 13 0 9 0 5
## Ccdc88a 2780 3000 3231 1978 1629
## Ccdc88b 126 77 176 25 5
## Ccdc88c 100 90 183 43 173
## Ccdc89 32 5 9 26 18
## Ccdc9 162 226 132 73 95
## Ccdc90b 354 348 389 337 290
## Ccdc91 195 342 274 220 339
## Ccdc92 303 793 326 982 1059
## Ccdc93 818 1017 912 634 611
## Ccdc94 30 21 29 18 14
## Ccdc96 4 29 28 10 32
## Ccdc97 594 626 651 462 353
## Ccer1 0 0 0 0 8
## Cchcr1 31 32 30 7 32
## Ccin 2 0 0 8 0
## Cck 0 0 2 2 1
## Cckar 46 82 21 121 89
## Cckbr 19 78 11 5 1
## Ccl1 0 0 4 9 2
## Ccl11 7625 6647 10918 2887 1475
## Ccl12 214 70 549 17 9
## Ccl17 23 6 60 3 2
## Ccl19 18 23 21 26 19
## Ccl2 465 172 883 168 69
## Ccl20 0 0 0 0 0
## Ccl21a 0 0 0 0 0
## Ccl21b 0 0 0 0 0
## Ccl21c 0 0 0 0 0
## Ccl22 26 19 48 8 5
## Ccl24 3 6 14 0 10
## Ccl25 24 27 9 45 15
## Ccl26 0 4 1 2 5
## Ccl27a 114 135 87 156 128
## Ccl27b 0 0 0 0 0
## Ccl28 73 89 60 28 86
## Ccl3 19 8 56 15 0
## Ccl4 5 1 13 0 0
## Ccl5 6 20 113 4 0
## Ccl6 406 288 367 101 20
## Ccl7 169 40 291 39 12
## Ccl8 75 19 174 0 6
## Ccl9 1562 1848 1381 487 291
## Ccm2 264 319 311 180 172
## Ccm2l 24 58 62 64 52
## Ccna1 2 0 0 0 0
## Ccna2 231 267 194 92 51
## Ccnb1 72 108 115 18 11
## Ccnb1ip1 0 2 3 2 0
## Ccnb2 42 61 39 21 30
## Ccnb3 12 5 4 0 1
## Ccnc 482 531 375 389 488
## Ccnd1 15899 13612 22420 5000 2593
## Ccnd2 4368 2937 5238 1937 829
## Ccnd3 518 393 632 170 121
## Ccndbp1 506 706 607 521 518
## Ccne1 55 44 95 21 30
## Ccne2 70 74 32 45 49
## Ccnf 30 39 40 31 25
## Ccng1 4850 6988 5034 3079 7855
## Ccng2 432 418 403 258 265
## Ccnh 237 223 226 211 219
## Ccni 2819 3412 3047 2926 2665
## Ccnj 206 174 237 163 153
## Ccnjl 3 13 6 11 7
## Ccnk 584 917 750 635 750
## Ccnl1 1415 1747 1556 957 698
## Ccnl2 1330 1342 1166 943 713
## Ccno 0 0 0 0 0
## Ccnt1 1101 1608 1197 947 744
## Ccnt2 1161 1198 1362 821 830
## Ccny 1987 2832 2460 1821 1502
## Ccnyl1 667 547 722 416 321
## Ccp110 576 953 670 980 816
## Ccpg1 3000 3504 3099 2512 2321
## Ccpg1os 69 84 63 98 108
## Ccr1 117 57 142 26 9
## Ccr10 21 19 7 7 17
## Ccr1l1 24 10 11 0 0
## Ccr2 2594 1576 3388 395 170
## Ccr3 148 41 108 0 0
## Ccr4 48 44 30 32 15
## Ccr5 983 699 1822 94 31
## Ccr6 6 14 63 2 3
## Ccr7 4 40 94 1 2
## Ccr8 0 0 0 1 0
## Ccr9 117 149 244 58 73
## Ccrl2 94 42 240 34 20
## Ccrn4l 111 145 145 459 205
## Ccs 60 137 64 100 75
## Ccsap 28 49 28 55 20
## Ccser1 75 76 112 60 52
## Ccser2 8275 8740 7872 8708 10061
## Cct2 1125 1331 1212 929 923
## Cct3 343 362 373 324 347
## Cct4 579 559 574 538 558
## Cct5 717 784 847 696 810
## Cct6a 2327 2775 2874 2885 2933
## Cct6b 9 0 7 22 6
## Cct7 612 922 874 722 837
## Cct8 866 1022 1085 898 958
## Cct8l1 0 6 4 1 5
## Ccz1 334 510 444 304 333
## Cd101 132 58 158 9 0
## Cd109 932 906 1088 396 188
## Cd14 42 51 71 27 8
## Cd151 1932 2049 2308 1821 1554
## Cd160 61 111 79 65 44
## Cd163 651 536 267 486 185
## Cd163l1 19 1 2 2 1
## Cd164 4979 4997 5095 3947 4465
## Cd164l2 0 5 0 3 0
## Cd177 0 96 1 20 5
## Cd180 1476 530 2514 162 64
## Cd19 24 16 76 30 18
## Cd1d1 44 18 58 145 158
## Cd1d2 0 2 0 0 5
## Cd2 29 8 33 13 8
## Cd200 2435 2322 2471 1748 1587
## Cd200r1 93 44 194 15 8
## Cd200r2 0 0 0 2 0
## Cd200r3 25 6 12 10 0
## Cd200r4 48 7 48 23 2
## Cd207 1 0 0 0 0
## Cd209a 1341 369 2213 84 20
## Cd209b 9 9 327 10 13
## Cd209c 501 452 615 370 298
## Cd209d 25 5 51 4 6
## Cd209e 27 0 107 0 0
## Cd209f 6 3 30 8 14
## Cd209g 4 0 29 13 7
## Cd22 91 31 141 52 11
## Cd226 82 43 63 44 20
## Cd244 432 219 563 27 0
## Cd247 13 16 19 12 7
## Cd248 344 444 432 187 103
## Cd24a 2038 5214 1774 7193 8710
## Cd27 83 33 83 35 35
## Cd274 648 608 1063 420 558
## Cd276 352 306 642 190 96
## Cd28 68 56 192 12 62
## Cd2ap 4745 4614 5017 3623 3720
## Cd2bp2 205 312 254 225 219
## Cd300a 1505 1412 1926 875 629
## Cd300c 6 3 45 3 0
## Cd300e 5 3 29 0 0
## Cd300lb 109 49 94 30 5
## Cd300ld 406 186 376 58 17
## Cd300lf 133 104 182 43 22
## Cd300lg 151 95 177 340 451
## Cd300lh 1 1 17 1 0
## Cd302 343 504 415 194 195
## Cd320 102 86 103 120 95
## Cd33 2351 1219 3156 741 254
## Cd34 1693 1623 1899 807 520
## Cd36 1959 698 1492 5371 6588
## Cd37 96 54 165 32 18
## Cd38 1656 1475 1477 763 570
## Cd3d 21 13 44 13 10
## Cd3e 51 22 129 16 21
## Cd3eap 101 134 97 59 51
## Cd3g 7 1 13 0 4
## Cd4 44 56 364 21 17
## Cd40 107 28 173 12 3
## Cd40lg 14 0 6 6 0
## Cd44 5702 4812 6111 2942 2095
## Cd46 110 163 166 91 101
## Cd47 4044 4911 4762 3187 2782
## Cd48 303 155 532 55 16
## Cd5 10 5 61 13 3
## Cd52 403 161 732 20 7
## Cd53 1212 906 1975 202 77
## Cd55 876 1809 957 2959 3421
## Cd59a 3840 3597 4052 3862 3120
## Cd59b 41 21 26 38 29
## Cd5l 3 8 9 0 5
## Cd6 5 1 14 0 0
## Cd63 876 812 1029 618 370
## Cd68 720 585 1248 192 102
## Cd69 10 5 33 2 4
## Cd7 14 10 5 4 6
## Cd70 0 0 4 0 0
## Cd72 252 113 555 11 8
## Cd74 46892 21062 89446 6339 1791
## Cd79a 2 49 27 15 27
## Cd79b 11 13 49 10 6
## Cd80 365 447 451 24 3
## Cd81 6975 7635 8263 4884 3542
## Cd82 102 88 205 76 79
## Cd83 99 25 206 25 19
## Cd84 1879 949 1768 420 282
## Cd86 323 257 490 61 30
## Cd8a 37 103 106 21 13
## Cd8b1 21 25 60 16 11
## Cd9 1414 1439 1215 1551 1252
## Cd93 1627 1638 1721 1470 1122
## Cd96 27 15 75 9 13
## Cd97 2445 2242 2582 894 653
## Cd99l2 2068 2941 2457 3116 3339
## Cda 3 12 3 23 28
## Cdadc1 972 1016 836 925 775
## Cdan1 710 659 725 616 507
## Cdc123 1162 1391 1479 1096 1181
## Cdc14a 555 542 662 317 424
## Cdc14b 541 595 541 462 486
## Cdc16 568 657 761 379 410
## Cdc20 54 61 25 17 16
## Cdc20b 0 2 0 0 4
## Cdc23 629 716 836 536 501
## Cdc25a 75 195 91 67 80
## Cdc25b 97 210 90 45 71
## Cdc25c 8 10 23 8 3
## Cdc26 150 262 275 173 143
## Cdc27 2461 2333 2154 1943 1863
## Cdc34 61 74 49 81 110
## Cdc37 204 274 228 177 178
## Cdc37l1 1353 2368 1411 1518 1320
## Cdc40 1587 1841 1613 1330 1195
## Cdc42 3622 3451 4658 2834 2955
## Cdc42bpa 4982 6263 4513 5415 5374
## Cdc42bpb 812 959 883 724 662
## Cdc42bpg 116 180 199 45 77
## Cdc42ep1 217 294 306 218 142
## Cdc42ep2 28 69 30 41 68
## Cdc42ep3 45 69 57 101 108
## Cdc42ep4 706 1088 729 731 550
## Cdc42ep5 49 44 35 39 22
## Cdc42se1 944 717 912 505 388
## Cdc42se2 663 554 736 343 352
## Cdc45 28 86 67 40 47
## Cdc5l 776 752 712 583 570
## Cdc6 70 132 40 6 22
## Cdc7 74 204 101 66 64
## Cdc73 1112 1498 1270 1218 907
## Cdca2 41 54 43 7 5
## Cdca3 18 78 13 14 8
## Cdca4 160 151 199 77 72
## Cdca5 10 18 22 3 0
## Cdca7 71 56 69 34 22
## Cdca7l 42 109 94 8 10
## Cdca8 40 61 31 28 12
## Cdcp1 1 4 4 5 2
## Cdcp2 0 0 0 0 0
## Cdh1 961 962 1027 2314 2415
## Cdh10 192 84 261 208 146
## Cdh11 1893 2982 1211 1221 969
## Cdh12 43 9 22 86 146
## Cdh13 84 130 101 150 213
## Cdh15 0 15 5 7 23
## Cdh16 12 14 21 18 9
## Cdh17 3 4 1 0 0
## Cdh18 26 61 17 91 175
## Cdh19 4700 5659 4110 4907 2722
## Cdh2 341 561 480 667 651
## Cdh20 345 193 442 197 137
## Cdh22 0 0 0 8 0
## Cdh23 29 32 17 19 39
## Cdh24 9 21 30 7 28
## Cdh26 0 0 1 0 0
## Cdh3 8 1 3 27 27
## Cdh4 28 49 31 44 80
## Cdh5 916 1491 901 986 1072
## Cdh6 92 105 108 66 61
## Cdh7 0 4 0 27 7
## Cdh8 34 12 22 66 61
## Cdh9 22 48 6 69 82
## Cdhr1 55 82 15 200 166
## Cdhr2 4 0 1 3 0
## Cdhr3 6 12 10 31 34
## Cdhr5 3 0 0 0 0
## Cdip1 787 779 631 820 849
## Cdipt 107 186 168 136 111
## Cdk1 26 18 11 3 9
## Cdk10 208 349 310 223 204
## Cdk11b 1797 2060 1747 1569 1170
## Cdk12 2931 2940 2919 2280 1817
## Cdk13 2208 2926 2738 1870 1559
## Cdk14 745 914 868 648 663
## Cdk15 29 73 36 136 153
## Cdk16 935 1318 1159 1042 1358
## Cdk17 1287 992 1139 834 761
## Cdk18 22 33 23 22 38
## Cdk19 3138 3383 3015 2112 1987
## Cdk2 126 93 128 45 47
## Cdk20 34 45 32 23 9
## Cdk2ap1 699 765 868 705 593
## Cdk2ap2 66 84 83 132 78
## Cdk3-ps 3 5 0 8 2
## Cdk4 234 296 320 128 134
## Cdk5 156 186 140 175 164
## Cdk5r1 27 60 38 79 50
## Cdk5r2 41 188 57 215 269
## Cdk5rap1 111 119 89 58 80
## Cdk5rap2 561 549 628 338 360
## Cdk5rap3 99 80 82 79 50
## Cdk6 3014 2249 4904 1401 769
## Cdk7 1991 2595 1740 1718 1567
## Cdk8 888 1161 916 703 668
## Cdk9 230 230 348 172 179
## Cdkal1 247 325 261 215 242
## Cdkl1 6 17 1 9 19
## Cdkl2 327 462 313 589 582
## Cdkl3 171 170 162 115 121
## Cdkl4 35 7 10 28 20
## Cdkl5 259 228 255 201 197
## Cdkn1a 1645 2561 2057 1406 1094
## Cdkn1b 406 509 369 539 418
## Cdkn1c 50 183 22 58 77
## Cdkn2a 5 2 22 5 0
## Cdkn2aip 176 234 226 132 130
## Cdkn2aipnl 162 205 140 91 125
## Cdkn2b 283 171 255 59 53
## Cdkn2c 157 165 138 150 136
## Cdkn2d 78 122 66 76 95
## Cdkn3 43 40 46 26 11
## Cdnf 224 597 200 256 717
## Cdo1 1137 391 879 3009 3806
## Cdon 449 293 486 392 511
## Cdpf1 84 146 81 65 126
## Cdr1 596 1123 487 2515 3424
## Cdr2 306 315 405 302 254
## Cdr2l 202 277 188 216 149
## Cdrt4 22 61 26 15 19
## Cds1 245 230 239 284 424
## Cds2 2671 4785 2662 5055 6162
## Cdsn 3 3 6 1 13
## Cdt1 9 57 26 2 10
## Cdv3 1870 2205 1906 1981 2302
## Cdx1 0 0 0 0 0
## Cdx2 0 0 0 0 1
## Cdx4 4 0 0 0 0
## Cdyl 284 248 330 188 163
## Cdyl2 520 401 564 333 304
## Ceacam-ps1 0 0 0 0 0
## Ceacam1 457 1097 452 338 303
## Ceacam10 0 0 0 0 7
## Ceacam11 0 0 0 0 0
## Ceacam12 0 0 0 0 0
## Ceacam13 0 0 0 0 0
## Ceacam14 0 0 0 0 0
## Ceacam15 0 0 1 0 1
## Ceacam16 0 0 7 0 0
## Ceacam18 21 22 27 0 2
## Ceacam19 6 11 5 5 6
## Ceacam2 62 73 38 50 58
## Ceacam20 231 277 193 156 117
## Ceacam3 0 0 0 0 0
## Ceacam5 0 0 0 0 0
## Ceacam9 0 1 0 0 0
## Cebpa 213 111 242 340 417
## Cebpb 12 43 20 33 26
## Cebpd 168 419 201 117 77
## Cebpe 2 0 1 0 0
## Cebpg 1648 2123 2110 1471 1385
## Cebpz 659 576 731 498 417
## Cebpzos 57 47 40 45 33
## Cecr2 140 217 141 332 478
## Cecr5 31 69 45 24 23
## Cecr6 0 8 1 2 3
## Cel 7 5 0 0 1
## Cela1 154 101 235 51 74
## Cela2a 0 0 0 5 1
## Cela3b 0 0 0 0 0
## Celf1 2327 2272 2228 1485 1690
## Celf2 6477 6317 6525 5538 4467
## Celf3 155 256 136 110 108
## Celf4 370 579 467 470 670
## Celf5 111 55 84 52 55
## Celf6 12 19 14 34 68
## Celrr 0 0 0 0 0
## Celsr1 192 148 193 238 134
## Celsr2 606 581 737 798 651
## Celsr3 77 197 161 296 446
## Cemip 128 60 60 37 49
## Cend1 390 860 363 1547 2005
## Cenpa 48 30 56 18 13
## Cenpb 303 512 331 248 200
## Cenpc1 590 696 573 466 350
## Cenpe 216 425 263 107 67
## Cenpf 348 426 386 149 136
## Cenph 19 38 25 1 7
## Cenpi 39 57 53 20 23
## Cenpj 311 386 463 247 199
## Cenpk 18 28 31 22 13
## Cenpl 157 156 107 76 83
## Cenpm 2 7 8 7 2
## Cenpn 43 52 26 30 21
## Cenpo 112 137 176 97 63
## Cenpp 52 102 85 118 89
## Cenpq 45 56 60 44 38
## Cenpt 61 59 87 48 38
## Cenpu 26 15 17 17 9
## Cenpv 36 17 32 38 45
## Cenpw 17 26 12 12 9
## Cep104 364 396 341 456 470
## Cep112 684 800 608 510 529
## Cep120 1152 1593 1285 1446 1205
## Cep128 558 585 362 301 315
## Cep131 39 55 48 28 28
## Cep135 523 436 550 251 292
## Cep152 102 142 183 78 62
## Cep162 679 881 850 642 578
## Cep164 242 350 277 258 186
## Cep170 2949 2844 3140 1994 1873
## Cep170b 697 1113 759 996 1143
## Cep19 134 182 112 190 156
## Cep192 1253 1260 1574 646 507
## Cep250 500 665 657 367 347
## Cep290 1039 1301 974 832 607
## Cep350 3093 3373 3282 2023 2068
## Cep41 116 122 123 59 68
## Cep44 148 128 133 94 108
## Cep55 19 41 26 7 0
## Cep57 382 428 303 265 298
## Cep57l1 125 178 143 82 125
## Cep63 428 488 430 394 369
## Cep68 865 870 934 657 734
## Cep70 83 75 106 105 96
## Cep72 47 58 69 32 68
## Cep76 201 287 195 138 122
## Cep78 187 246 213 149 204
## Cep83 710 664 797 593 477
## Cep83os 267 342 324 333 308
## Cep85 157 209 132 61 150
## Cep85l 736 813 728 604 662
## Cep89 218 288 170 96 92
## Cep95 330 619 498 298 319
## Cep97 843 1282 1040 760 789
## Cept1 334 334 343 187 204
## Cer1 45 64 43 44 51
## Cercam 216 239 287 87 47
## Cerk 298 197 291 305 213
## Cerkl 42 36 50 22 44
## Cers1 0 0 0 0 0
## Cers2 2150 2180 2215 2460 2336
## Cers3 3 5 0 4 6
## Cers4 751 981 908 1015 1174
## Cers5 1171 1229 1296 936 721
## Cers6 1212 1413 1396 481 308
## Ces1a 31 3 13 2 6
## Ces1b 0 0 0 0 0
## Ces1c 0 0 0 0 0
## Ces1d 377 17 381 1370 1521
## Ces1e 0 0 0 0 3
## Ces1f 23 22 43 100 78
## Ces1g 0 0 0 0 0
## Ces2a 0 3 0 0 0
## Ces2b 0 0 0 0 6
## Ces2c 0 0 0 0 0
## Ces2d-ps 0 0 0 0 0
## Ces2e 0 4 15 0 3
## Ces2f 0 0 0 0 0
## Ces2g 50 161 106 74 47
## Ces2h 0 0 0 0 0
## Ces3a 0 0 0 0 0
## Ces3b 0 0 0 2 0
## Ces4a 0 0 1 3 7
## Ces5a 0 0 0 0 5
## Cetn1 0 0 0 0 0
## Cetn2 84 123 103 59 101
## Cetn3 631 775 751 669 583
## Cetn4 23 30 27 27 13
## Cfb 282 438 743 318 217
## Cfc1 0 0 0 0 0
## Cfd 531 112 785 2908 802
## Cfdp1 507 556 737 489 517
## Cfh 6680 9099 5782 2678 1671
## Cfhr1 4 0 4 1 0
## Cfhr2 21 23 24 10 0
## Cfi 0 1 25 11 1
## Cfl1 1675 1685 2170 1444 1202
## Cfl2 2079 2531 2235 2482 3306
## Cflar 5788 5673 6570 3463 2815
## Cfp 221 162 269 177 123
## Cftr 0 0 0 1 10
## Cga 0 0 0 0 0
## Cggbp1 1224 1209 1324 950 849
## Cgn 8 13 9 6 9
## Cgnl1 2602 4071 3201 1804 1984
## Cgref1 16 38 37 36 53
## Cgrrf1 216 251 221 241 269
## Ch25h 34 2 65 8 5
## Chac1 17 37 18 25 68
## Chac2 85 160 82 85 97
## Chad 18 152 3 3 7
## Chadl 48 66 44 37 37
## Chaf1a 72 94 69 56 42
## Chaf1b 16 15 20 7 8
## Champ1 197 260 224 206 154
## Chat 0 0 1 0 2
## Chchd1 61 95 92 88 82
## Chchd10 132 135 175 629 1002
## Chchd2 406 444 422 745 988
## Chchd3 202 286 285 382 601
## Chchd4 108 119 172 131 191
## Chchd5 60 75 50 65 56
## Chchd6 30 25 16 29 38
## Chchd7 78 90 87 130 129
## Chd1 2058 2499 2388 1669 1323
## Chd1l 203 295 167 102 149
## Chd2 3459 4152 3707 2577 2542
## Chd3 1335 1840 1463 1130 1141
## Chd3os 15 28 37 35 39
## Chd4 3766 4069 3947 3089 2793
## Chd5 498 643 662 395 265
## Chd6 3503 3730 3015 2675 2492
## Chd7 1325 981 1423 787 757
## Chd8 2073 2465 2504 1618 1579
## Chd9 6304 9640 6847 4365 3437
## Chdh 113 107 134 541 642
## Chek1 57 110 74 35 50
## Chek2 208 315 267 124 121
## Cherp 433 586 489 337 283
## Chfr 522 602 515 412 350
## Chga 6 16 8 36 54
## Chgb 167 332 291 585 717
## Chia1 6 1 0 14 51
## Chic1 1871 1929 1648 1020 982
## Chic2 235 207 208 122 100
## Chid1 176 201 244 241 207
## Chil1 79 144 36 18 25
## Chil3 88 994 100 85 38
## Chil4 0 0 0 0 0
## Chil6 0 0 0 1 2
## Chit1 2 5 0 1 1
## Chka 406 593 441 443 414
## Chkb 74 84 66 57 81
## ChkbCpt1b 0 0 0 0 0
## Chl1 18228 13500 19499 8858 6295
## Chm 1121 1092 947 851 773
## Chml 607 583 708 754 780
## Chmp1a 203 274 250 177 169
## Chmp1b 456 460 445 372 383
## Chmp2a 426 498 587 415 414
## Chmp2b 274 293 269 282 241
## Chmp3 770 710 761 796 764
## Chmp4b 303 330 384 260 326
## Chmp4c 168 117 219 100 38
## Chmp5 580 578 581 520 520
## Chmp6 28 42 56 45 42
## Chmp7 190 255 247 172 212
## Chn1 574 737 541 901 951
## Chn1os3 16 92 23 33 25
## Chn2 248 244 259 328 301
## Chodl 3 24 7 8 11
## Chordc1 735 888 898 803 738
## Chp1 1250 1298 1174 1887 1872
## Chp2 39 34 64 42 74
## Chpf 144 101 175 89 93
## Chpf2 157 173 178 92 130
## Chpt1 1764 981 1249 3956 5144
## Chrac1 66 94 138 33 55
## Chrd 13 61 18 20 8
## Chrdl1 1122 989 922 1736 1070
## Chrdl2 0 2 2 0 11
## Chrm1 11 22 21 18 14
## Chrm2 19 24 41 25 34
## Chrm3 16 5 1 22 4
## Chrm4 1 5 0 10 5
## Chrm5 4 2 0 2 2
## Chrna1 212 218 210 158 203
## Chrna10 3 19 0 0 24
## Chrna2 3 5 3 2 11
## Chrna3 14 87 149 114 74
## Chrna4 8 10 11 32 31
## Chrna5 3 0 0 0 12
## Chrna6 12 33 5 138 173
## Chrna7 39 64 23 159 179
## Chrna9 0 0 0 1 0
## Chrnb1 219 390 157 137 136
## Chrnb2 63 128 46 237 297
## Chrnb3 33 16 6 84 119
## Chrnb4 217 218 390 223 207
## Chrnd 0 16 0 0 5
## Chrne 16 21 1 8 52
## Chrng 0 0 2 1 3
## Chst1 25 27 41 38 33
## Chst10 5 12 19 19 9
## Chst11 688 1056 614 654 447
## Chst12 58 49 61 48 75
## Chst13 4 7 0 1 2
## Chst14 141 153 193 92 76
## Chst15 415 577 495 734 757
## Chst2 1363 1637 1209 2636 2696
## Chst3 411 339 619 396 407
## Chst4 0 0 0 2 5
## Chst5 0 0 0 3 2
## Chst7 15 11 9 4 4
## Chst8 48 92 34 47 39
## Chst9 4 0 0 1 17
## Chsy1 1734 1090 1222 566 441
## Chsy3 27 18 9 26 14
## Chtf18 7 9 6 4 2
## Chtf8 446 469 547 375 297
## Chtop 1348 1415 1554 1011 941
## Chuk 814 857 1039 720 712
## Churc1 443 500 519 478 465
## Ciao1 411 705 543 569 520
## Ciapin1 146 155 214 105 168
## Ciart 47 201 101 89 104
## Cib1 36 31 28 38 26
## Cib2 28 7 38 112 141
## Cib3 0 0 0 0 2
## Cib4 0 0 0 1 0
## Cic 1547 1714 1809 1102 1019
## Cidea 122 0 127 442 848
## Cideb 2 3 5 1 1
## Cidec 583 124 529 2633 1643
## Ciita 917 458 1604 170 64
## Cilp 184 415 295 80 21
## Cilp2 7 3 2 0 0
## Cinp 127 164 135 110 123
## Cipc 1058 1633 982 1161 1002
## Cir1 940 1525 957 874 969
## Cirbp 75 41 47 23 37
## Cirh1a 303 351 339 279 286
## Cisd1 140 133 101 256 398
## Cisd2 856 1155 1011 786 665
## Cisd3 60 103 126 136 184
## Cish 26 36 75 80 107
## Cistr-act 1 0 0 0 2
## Cit 42 46 57 37 44
## Cited1 9 1 1 6 6
## Cited2 126 173 247 61 81
## Cited4 0 1 0 0 3
## Ciz1 733 931 847 631 513
## CK137956 0 10 0 4 0
## Ckap2 59 82 82 55 11
## Ckap2l 64 147 120 39 6
## Ckap4 1088 1325 1419 462 294
## Ckap5 2370 2759 2510 2671 2745
## Ckb 825 738 1151 687 698
## Cklf 154 139 196 53 73
## Ckm 47 2316 7 57 7792
## Ckmt1 36 79 39 221 272
## Ckmt2 16 389 0 2 727
## Cks1b 59 105 51 33 29
## Cks1brt 12 9 19 6 2
## Cks2 30 23 19 8 17
## Clasp1 2645 3139 3268 2316 2456
## Clasp2 3168 3550 3398 3406 3150
## Clasrp 122 211 172 102 118
## Clca1 177 282 228 142 73
## Clca2 28 28 29 42 9
## Clca3 203 158 213 106 95
## Clca4 0 1 0 4 6
## Clca5 3 7 0 0 6
## Clca6 17 6 33 14 13
## Clcc1 623 724 769 427 402
## Clcf1 15 14 13 12 7
## Clcn1 12 86 10 6 258
## Clcn2 304 381 268 440 296
## Clcn3 1368 1345 1424 1482 1450
## Clcn4-2 827 921 680 717 609
## Clcn5 1249 575 1121 629 339
## Clcn6 403 553 539 597 535
## Clcn7 176 269 266 217 203
## Clcnka 0 0 0 0 0
## Clcnkb 0 0 0 0 0
## Cldn1 9806 17033 7221 2927 1427
## Cldn10 15 6 29 12 16
## Cldn11 28 22 4 24 15
## Cldn12 419 619 310 604 557
## Cldn13 0 3 0 2 1
## Cldn14 2 4 0 12 10
## Cldn15 42 62 36 47 15
## Cldn16 0 0 0 0 0
## Cldn17 0 0 0 0 0
## Cldn18 1 0 0 0 0
## Cldn19 601 733 591 1606 1236
## Cldn2 4 1 11 4 0
## Cldn20 22 22 13 8 22
## Cldn22 19 20 15 23 6
## Cldn23 0 0 0 0 0
## Cldn24 0 2 3 1 0
## Cldn25 609 758 660 639 556
## Cldn26 0 0 1 0 0
## Cldn3 0 0 0 0 0
## Cldn4 0 0 0 0 0
## Cldn5 14 6 13 29 27
## Cldn6 0 0 0 0 0
## Cldn7 1 0 2 0 2
## Cldn8 0 0 0 0 2
## Cldn9 10 13 12 11 20
## Cldnd2 4 7 3 16 1
## Clec10a 67 40 83 21 1
## Clec11a 61 81 69 44 44
## Clec12a 749 355 1104 120 53
## Clec12b 12 37 2 10 4
## Clec14a 199 219 250 179 144
## Clec16a 675 686 535 739 639
## Clec18a 0 4 1 15 5
## Clec1a 956 2166 1268 273 212
## Clec1b 13 49 21 7 4
## Clec2d 439 384 605 249 229
## Clec2e 14 11 5 50 39
## Clec2f 3 2 2 0 0
## Clec2g 87 113 174 16 5
## Clec2h 2 0 0 0 2
## Clec2i 179 72 279 25 3
## Clec2l 4 17 5 40 69
## Clec3a 0 17 0 0 0
## Clec3b 23 3 14 28 6
## Clec4a1 258 245 497 64 38
## Clec4a2 136 117 242 28 7
## Clec4a3 362 201 488 19 17
## Clec4a4 1 0 4 0 3
## Clec4b1 76 27 83 9 3
## Clec4b2 0 0 0 0 0
## Clec4d 0 15 7 5 1
## Clec4e 8 42 2 13 7
## Clec4f 0 0 0 0 0
## Clec4g 121 31 228 19 3
## Clec4n 8 7 19 3 5
## Clec5a 112 112 170 20 15
## Clec7a 371 134 527 60 33
## Clec9a 1161 1967 1991 288 139
## Clgn 87 249 59 504 602
## Clhc1 8 24 4 0 3
## Clic1 510 393 647 261 139
## Clic3 9 11 10 1 5
## Clic4 5492 5079 6424 3802 2504
## Clic5 209 563 162 591 1884
## Clic6 105 360 142 52 23
## Clint1 1633 1682 1961 912 1147
## Clip1 1610 2583 1720 1376 1902
## Clip2 281 327 455 391 332
## Clip3 3758 6188 3624 6043 5659
## Clip4 278 539 233 313 422
## Clk1 4469 5506 4397 3392 2638
## Clk2 573 753 686 580 369
## Clk3 605 1009 679 548 527
## Clk4 2252 2650 2049 1738 1522
## Clmn 676 632 728 971 867
## Clmp 430 563 361 448 370
## Cln3 289 254 468 205 154
## Cln5 1239 1511 1369 1136 1052
## Cln6 106 143 90 95 84
## Cln8 373 442 445 410 321
## Clnk 48 16 56 4 0
## Clns1a 575 807 706 498 669
## Clock 3224 3171 2990 2693 2355
## Clp1 93 65 97 70 59
## Clpb 196 218 225 282 294
## Clpp 123 138 87 59 84
## Clps 0 0 0 0 0
## Clpsl2 0 0 0 0 0
## Clptm1 1164 1282 1204 1206 1284
## Clptm1l 476 462 562 382 280
## Clpx 433 554 625 541 669
## Clrn1 18 36 14 100 73
## Clrn2 0 1 0 1 3
## Clrn3 0 0 0 4 0
## Clspn 128 167 173 66 26
## Clstn1 1427 1994 1980 2130 2099
## Clstn2 187 415 122 463 469
## Clstn3 10 13 7 94 140
## Clta 520 574 595 519 514
## Cltb 384 655 432 510 381
## Cltc 5770 5891 6366 5040 5172
## Clu 428 507 405 444 570
## Cluap1 428 509 430 302 262
## Cluh 672 560 601 1287 1647
## Clvs1 220 235 288 203 142
## Clvs2 5 19 2 17 49
## Clybl 98 96 72 161 269
## Cma1 102 24 46 28 5
## Cma2 0 0 0 1 0
## Cmah 1714 1548 2274 1090 755
## Cmas 636 873 724 785 899
## Cmbl 144 77 138 203 194
## Cmc1 63 85 92 98 61
## Cmc2 53 70 23 81 108
## Cmip 1568 2231 1779 1581 1600
## Cmklr1 310 482 462 255 101
## Cml1 6 18 11 21 14
## Cml2 4 0 0 7 9
## Cml3 0 0 7 2 1
## Cml5 1 0 0 0 0
## Cmpk1 713 681 842 797 931
## Cmpk2 237 276 533 132 149
## Cmss1 37 47 40 45 33
## Cmtm1 0 0 0 0 1
## Cmtm2a 1 3 2 1 2
## Cmtm2b 2 0 0 0 0
## Cmtm3 226 199 329 158 66
## Cmtm4 388 506 448 652 677
## Cmtm5 314 263 264 322 221
## Cmtm6 909 971 1261 725 619
## Cmtm7 133 128 152 35 17
## Cmtm8 9 6 17 5 15
## Cmtr1 759 1047 905 533 587
## Cmtr2 13 26 19 16 19
## Cmya5 311 6734 124 307 10258
## Cnbd2 75 140 77 84 58
## Cnbp 3221 3640 3373 2724 3056
## Cndp1 6 3 8 74 66
## Cndp2 359 348 427 207 231
## Cnep1r1 1026 1059 878 809 881
## Cnfn 0 0 0 0 0
## Cnga1 0 3 2 0 1
## Cnga2 0 7 2 22 0
## Cnga3 0 5 3 2 8
## Cnga4 4 2 1 0 0
## Cngb1 29 23 17 8 11
## Cngb3 0 0 0 0 0
## Cnih1 292 453 439 443 425
## Cnih2 23 31 18 33 46
## Cnih3 13 5 3 30 42
## Cnih4 903 921 989 734 736
## Cnksr1 0 40 0 5 6
## Cnksr2 3453 3293 2886 2372 1677
## Cnksr3 251 182 281 93 53
## Cnn1 68 46 36 25 14
## Cnn2 330 327 467 132 87
## Cnn3 1311 1315 1523 1285 917
## Cnnm1 44 123 24 115 152
## Cnnm2 93 160 115 254 180
## Cnnm3 525 609 458 439 402
## Cnnm4 163 188 171 147 134
## Cnot1 4551 5285 4913 3751 3325
## Cnot10 373 495 354 306 311
## Cnot11 456 497 567 247 319
## Cnot2 1208 1433 1466 854 782
## Cnot3 619 891 769 558 467
## Cnot4 1939 2460 2212 1767 1788
## Cnot6 1296 1151 1200 802 593
## Cnot6l 2154 1916 2288 1448 1270
## Cnot7 570 719 820 596 690
## Cnot8 317 281 315 172 161
## Cnp 2812 2895 2870 3024 1830
## Cnppd1 664 844 773 491 441
## Cnpy1 0 0 0 0 0
## Cnpy2 321 401 524 221 243
## Cnpy3 317 347 354 193 136
## Cnpy4 568 452 447 264 198
## Cnr1 72 93 58 280 327
## Cnr2 342 309 323 237 174
## Cnrip1 150 190 263 185 159
## Cnst 665 838 685 1372 2026
## Cntd1 34 62 48 35 17
## Cntf 27 13 46 35 35
## Cntfr 37 142 33 104 156
## Cntln 1253 1200 1189 1141 1021
## Cntn1 544 1307 466 1858 2452
## Cntn2 214 669 226 710 789
## Cntn3 24 58 56 176 177
## Cntn4 9 23 12 67 74
## Cntn5 1 0 3 5 18
## Cntn6 80 60 20 36 37
## Cntnap1 336 706 309 614 670
## Cntnap2 194 366 170 815 920
## Cntnap3 5 15 6 20 28
## Cntnap4 2 83 24 63 125
## Cntnap5a 36 37 23 72 67
## Cntnap5b 7 11 2 21 45
## Cntnap5c 2 17 16 15 40
## Cntrl 1296 1687 1709 814 732
## Cntrob 76 48 81 60 29
## Coa3 33 89 74 34 107
## Coa4 58 79 74 35 73
## Coa5 2232 2395 2950 3358 4733
## Coa6 42 38 71 64 34
## Coa7 24 32 23 30 53
## Coasy 182 160 216 386 420
## Cobl 563 662 389 596 607
## Cobll1 1138 1034 860 1013 888
## Coch 162 179 390 107 53
## Cog1 377 435 355 331 307
## Cog2 170 198 161 140 199
## Cog3 1477 1593 1752 1146 1006
## Cog4 374 523 469 500 484
## Cog5 488 477 598 467 358
## Cog6 466 531 543 466 639
## Cog7 254 176 124 146 138
## Cog8 82 123 80 114 95
## Coil 62 70 87 53 57
## Col10a1 192 223 190 108 86
## Col11a1 3049 2240 1782 1197 421
## Col11a2 6 20 11 7 16
## Col12a1 6482 4504 6521 1666 1160
## Col13a1 1 11 0 5 2
## Col14a1 2547 2406 3006 1124 792
## Col15a1 8051 5051 7552 3386 1791
## Col16a1 1030 1055 1535 480 290
## Col17a1 37 63 30 11 22
## Col18a1 1496 1882 1785 807 466
## Col19a1 11 15 8 24 53
## Col1a1 15169 14936 17398 9821 4655
## Col1a2 22581 24130 25682 12260 6685
## Col20a1 625 459 1254 133 106
## Col22a1 1 37 5 3 7
## Col23a1 290 292 314 1033 915
## Col24a1 292 460 408 1420 1566
## Col25a1 343 147 138 45 41
## Col26a1 135 78 213 139 53
## Col27a1 1791 1525 1751 1941 1534
## Col28a1 7311 7137 6916 2292 1042
## Col2a1 1061 726 1344 252 154
## Col3a1 19985 21509 23854 13039 6715
## Col4a1 3562 4419 3511 2770 1668
## Col4a2 5048 6156 4814 3395 1680
## Col4a3 104 156 115 136 134
## Col4a3bp 2480 3497 2309 2588 2807
## Col4a4 169 286 173 147 83
## Col4a5 351 187 231 269 92
## Col4a6 50 56 51 31 31
## Col5a1 6117 5590 7540 3382 2117
## Col5a2 7702 7223 7880 3266 1537
## Col5a3 2067 1915 2073 1743 1056
## Col6a1 2176 2442 2243 1385 784
## Col6a2 2787 2662 2817 1589 851
## Col6a3 3289 3541 2872 1777 937
## Col6a4 0 1 1 1 0
## Col6a5 877 20 497 155 109
## Col6a6 43 0 40 1 30
## Col7a1 36 68 71 15 60
## Col8a1 33612 42327 46876 10307 3146
## Col8a2 47 24 28 24 21
## Col9a1 1 0 7 3 0
## Col9a2 75 43 51 63 38
## Col9a3 78 33 74 65 55
## Colec10 2 11 2 0 0
## Colec11 4 5 3 2 10
## Colec12 2319 2709 2237 1488 1150
## Colgalt2 185 433 200 228 264
## Colq 5 15 10 4 15
## Commd1 59 93 100 65 78
## Commd10 120 105 129 118 80
## Commd2 178 162 151 138 95
## Commd3 287 331 327 185 266
## Commd4 92 69 101 77 64
## Commd5 16 19 31 18 14
## Commd6 293 230 358 390 379
## Commd7 414 403 415 308 311
## Commd8 719 653 924 467 401
## Commd9 46 28 56 32 47
## Comp 14 24 30 46 16
## Comt 1445 1419 1576 1445 2191
## Comtd1 57 36 58 33 44
## Copa 4299 4867 4348 3117 2551
## Copb1 1554 1629 1683 1137 1027
## Copb2 2674 2794 3050 1809 1720
## Cope 237 347 253 189 193
## Copg1 1632 2244 1979 1590 1738
## Copg2 770 630 887 586 605
## Coprs 75 46 63 93 87
## Cops2 1450 1647 1368 1634 1793
## Cops3 435 471 428 443 564
## Cops4 261 404 343 276 348
## Cops5 568 689 589 740 913
## Cops6 352 459 357 328 471
## Cops7a 433 429 600 400 441
## Cops7b 243 184 231 183 129
## Cops8 375 489 287 281 343
## Copz1 405 432 494 408 287
## Copz2 705 840 852 591 344
## Coq10a 240 645 300 361 806
## Coq10b 238 246 229 224 167
## Coq2 294 309 292 290 250
## Coq3 112 165 110 200 260
## Coq4 41 41 47 70 77
## Coq5 1050 1186 1243 1363 1914
## Coq6 83 56 68 93 88
## Coq7 54 69 49 68 111
## Coq9 133 201 156 270 516
## Corin 2515 1592 950 548 329
## Coro1a 333 304 510 113 93
## Coro1b 410 466 648 329 272
## Coro1c 1013 1280 1252 733 620
## Coro2a 488 644 870 411 531
## Coro2b 631 811 627 877 846
## Coro6 47 80 27 84 140
## Coro7 427 481 535 246 269
## Cort 0 13 0 0 2
## Cotl1 123 83 134 40 38
## Cox10 112 183 186 188 351
## Cox11 131 154 136 142 204
## Cox14 158 128 186 144 226
## Cox15 760 736 909 865 1041
## Cox16 841 899 735 616 586
## Cox17 113 106 138 185 265
## Cox18 79 78 114 87 84
## Cox19 18 41 40 78 75
## Cox20 317 348 317 247 277
## Cox4i1 319 408 336 650 923
## Cox4i2 6 13 0 2 10
## Cox5a 264 241 285 514 844
## Cox5b 386 529 563 849 1146
## Cox6a1 805 662 918 1493 2117
## Cox6a2 21 283 14 2 366
## Cox6b1 278 221 356 458 659
## Cox6b2 20 23 43 16 12
## Cox6c 418 376 529 604 962
## Cox7a1 42 61 111 202 453
## Cox7a2 269 288 314 376 533
## Cox7a2l 1028 1489 1191 1244 1474
## Cox7b 702 623 793 1412 2246
## Cox7b2 0 0 0 0 1
## Cox7c 583 721 614 936 1493
## Cox8a 586 433 591 946 989
## Cox8b 104 83 80 382 702
## Cox8c 0 0 0 0 0
## Cp 9937 14580 11452 5868 3567
## Cpa1 0 0 0 0 0
## Cpa2 0 7 3 4 0
## Cpa3 355 143 204 238 42
## Cpa4 173 165 159 22 13
## Cpa5 0 0 0 0 0
## Cpa6 17 18 0 3 0
## Cpb1 14 29 6 23 48
## Cpb2 1 1 0 3 7
## Cpd 3612 3767 3812 2955 2882
## Cpe 1919 2339 1866 2224 1861
## Cpeb1 985 1572 1054 1359 1448
## Cpeb2 1871 2203 1656 2761 2720
## Cpeb3 637 856 574 1001 1588
## Cpeb4 1681 2078 1804 1682 2303
## Cped1 1843 2511 1449 1429 1213
## Cphx1 0 0 0 0 0
## Cphx2 0 0 0 0 0
## Cplx1 431 820 303 1693 2180
## Cplx2 2219 2473 2982 2774 2572
## Cplx3 0 3 1 1 1
## Cplx4 0 0 0 0 0
## Cpm 32 62 88 60 69
## Cpn1 0 0 3 10 13
## Cpn2 5 0 13 43 245
## Cpne1 757 1116 830 595 593
## Cpne2 481 356 563 457 367
## Cpne3 4811 5821 5282 5257 5428
## Cpne4 77 245 114 613 742
## Cpne5 3 23 1 17 53
## Cpne6 69 317 88 488 517
## Cpne7 26 245 55 20 32
## Cpne8 2615 3045 3053 1657 1118
## Cpne9 22 23 16 44 38
## Cpox 237 392 222 176 208
## Cpped1 939 1229 798 805 937
## Cpq 383 294 379 166 147
## Cps1 0 0 0 0 1
## Cpsf1 328 419 385 323 235
## Cpsf2 1010 1004 1166 834 798
## Cpsf3 555 618 812 538 321
## Cpsf3l 123 161 152 141 116
## Cpsf4 54 75 63 64 41
## Cpsf4l 22 22 41 31 8
## Cpsf6 1326 1347 1315 845 685
## Cpsf7 1070 1114 1181 921 759
## Cpt1a 1341 1418 1472 1660 1266
## Cpt1b 8 3 2 1 24
## Cpt1c 208 291 220 177 152
## Cpt2 301 169 289 608 1036
## Cpvl 0 0 0 0 0
## Cpxcr1 0 0 0 0 0
## Cpxm1 406 214 479 267 112
## Cpxm2 469 1041 608 85 37
## Cpz 5 0 0 0 1
## Cr1l 1377 1365 1655 1055 893
## Cr2 203 163 260 126 113
## Crabp1 11 48 0 3 6
## Crabp2 36 23 28 21 27
## Cradd 314 489 351 284 297
## Cramp1l 1212 2049 1599 1414 1005
## Crat 1117 1118 1115 2436 3727
## Crb1 0 0 0 0 0
## Crb2 14 29 1 15 3
## Crb3 0 0 1 1 0
## Crbn 906 941 752 1059 1118
## Crcp 122 169 184 220 252
## Crct1 0 0 0 0 0
## Creb1 1783 2209 2202 1324 1104
## Creb3 175 209 148 148 91
## Creb3l1 1061 1256 933 487 323
## Creb3l2 5395 5212 4445 2007 1158
## Creb3l3 4 8 0 1 0
## Creb3l4 14 7 5 10 2
## Creb5 805 535 1084 615 342
## Crebbp 4634 6128 5241 3655 3309
## Crebl2 272 329 293 406 381
## Crebrf 3666 5033 3477 3446 3213
## Crebzf 917 769 837 664 668
## Creg1 763 1011 1000 715 798
## Creg2 56 197 68 138 186
## Creld1 98 144 174 182 186
## Creld2 218 262 379 229 169
## Crem 340 322 246 167 226
## Crh 0 1 0 0 0
## Crhbp 2 0 0 1 0
## Crhr1 0 0 0 0 0
## Crhr2 1 7 2 0 27
## Crim1 925 1716 884 917 943
## Crip1 174 171 323 216 108
## Crip2 586 881 676 869 707
## Crip3 9 11 10 16 14
## Cript 916 1196 947 1156 1117
## Crisp1 0 0 0 1 0
## Crisp2 8 3 0 0 0
## Crisp3 0 0 0 0 0
## Crisp4 0 0 0 0 0
## Crispld1 934 1262 588 385 361
## Crispld2 614 625 536 622 504
## Crk 2905 3235 3019 2652 2396
## Crkl 803 1133 1061 847 651
## Crlf1 484 706 604 175 42
## Crlf2 17 20 30 4 4
## Crlf3 466 637 629 272 261
## Crls1 174 154 185 335 288
## Crmp1 71 272 78 203 184
## Crnde 89 44 19 18 9
## Crnkl1 346 524 463 368 292
## Crnn 0 1 0 0 0
## Crocc 41 42 39 19 24
## Crot 992 1203 1157 799 945
## Crp 19 228 31 20 0
## Crtac1 22 35 5 50 38
## Crtam 14 1 13 17 0
## Crtap 659 712 752 416 306
## Crtc1 365 511 321 350 279
## Crtc2 804 802 849 542 406
## Crtc3 586 696 555 573 429
## Crx 11 6 13 12 9
## Crxos 1 12 8 0 0
## Cry1 92 183 69 97 135
## Cry2 453 849 481 811 822
## Cryaa 0 0 0 0 0
## Cryab 2197 2545 3174 4176 3741
## Cryba1 59 79 69 29 8
## Cryba2 0 0 2 1 4
## Cryba4 10 9 19 2 0
## Crybb1 4 13 2 6 10
## Crybb2 0 0 0 0 0
## Crybb3 5 12 0 4 17
## Crybg3 879 957 925 734 785
## Cryga 0 0 0 0 0
## Crygb 0 0 0 0 0
## Crygc 0 0 0 0 0
## Crygd 0 0 0 0 0
## Cryge 0 0 0 0 0
## Crygf 0 0 0 0 0
## Crygn 0 9 2 0 0
## Crygs 0 3 0 8 10
## Cryl1 65 73 81 39 56
## Crym 25 74 86 7 1
## Cryz 126 97 84 75 89
## Cryzl1 406 522 422 437 385
## Cs 2821 2678 2712 4496 8962
## Csad 351 357 395 392 268
## Csdc2 315 302 353 342 290
## Csde1 8913 11040 9787 7617 12090
## Cse1l 868 1151 1193 757 869
## Csf1 928 1228 1396 723 413
## Csf1r 2877 2196 5163 835 373
## Csf2 0 0 1 0 0
## Csf2ra 1310 899 1629 425 299
## Csf2rb 762 549 1037 311 172
## Csf2rb2 404 292 631 210 141
## Csf3 0 0 0 0 0
## Csf3r 500 530 662 310 225
## Csgalnact1 687 832 673 511 366
## Csgalnact2 637 513 635 378 348
## Csk 95 95 196 77 73
## Csl 0 0 0 0 0
## Csmd1 4986 6630 5454 3874 2474
## Csmd2 32 85 90 129 166
## Csmd2os 2 0 0 10 11
## Csmd3 19 15 5 43 66
## Csn1s1 0 0 0 0 0
## Csn1s2a 0 0 0 0 6
## Csn1s2b 0 0 0 0 0
## Csn2 0 0 0 0 0
## Csn3 2 3 0 0 0
## Csnk1a1 1786 2082 1923 1554 1510
## Csnk1d 1258 1479 1449 1116 1043
## Csnk1e 585 739 551 394 380
## Csnk1g1 1257 1528 1475 878 915
## Csnk1g2 389 449 485 361 309
## Csnk1g3 2130 2324 2113 1687 1565
## Csnk2a1 2165 2477 2117 1832 1835
## Csnk2a2 601 775 720 468 472
## Csnk2b 304 362 312 269 261
## Csnka2ip 0 0 0 0 1
## Cspg4 2189 2312 2352 1324 1096
## Cspg5 50 41 142 43 11
## Cspp1 932 1093 911 649 530
## Csprs 0 0 0 0 0
## Csrnp1 84 120 129 76 52
## Csrnp2 300 302 276 244 239
## Csrnp3 485 692 386 960 1115
## Csrp1 6421 10203 6217 6170 4258
## Csrp2 339 443 190 240 147
## Csrp2bp 284 449 307 273 248
## Csrp3 6 193 1 3 13
## Cst10 0 0 0 0 0
## Cst11 0 0 0 0 0
## Cst12 0 0 0 0 0
## Cst13 0 0 0 0 0
## Cst3 2538 3160 3942 1310 1166
## Cst6 51 31 135 17 10
## Cst7 30 26 31 45 75
## Cst8 0 0 0 0 0
## Cst9 0 0 0 1 0
## Csta1 23 14 14 31 11
## Cstad 28 44 5 36 32
## Cstb 284 276 335 230 216
## Cstf1 114 121 106 86 76
## Cstf2 443 359 340 386 398
## Cstf2t 346 472 336 330 369
## Cstf3 852 871 711 712 634
## Cstl1 1 18 7 0 46
## Ctag2 0 0 0 0 0
## Ctage5 1165 1378 1244 1112 1050
## Ctbp1 178 217 214 159 165
## Ctbp2 396 426 427 285 217
## Ctbs 691 608 648 441 310
## Ctc1 296 317 350 207 232
## Ctcf 778 1055 1066 726 587
## Ctcfl 385 500 364 384 346
## Ctcflos 154 29 252 986 659
## Ctdnep1 491 775 605 410 491
## Ctdp1 205 290 312 162 140
## Ctdsp1 1146 1365 1327 965 787
## Ctdsp2 4873 6544 5255 3694 2775
## Ctdspl 723 1242 760 866 683
## Ctdspl2 1376 1567 1335 835 796
## Ctf1 24 17 20 12 16
## Ctf2 4 6 0 4 1
## Ctgf 204 1414 402 208 113
## Cth 2 4 19 10 10
## Cthrc1 222 247 282 33 32
## Ctif 1903 2722 1797 3087 3368
## Ctla2a 317 407 328 303 245
## Ctla2b 80 77 166 70 24
## Ctla4 32 29 35 0 2
## Ctnna1 4399 4818 5162 3608 3239
## Ctnna2 154 442 199 520 607
## Ctnna3 79 147 52 221 247
## Ctnnal1 1565 977 1302 2149 1880
## Ctnnb1 4023 4501 4739 3564 3332
## Ctnnbip1 99 137 141 122 99
## Ctnnbl1 105 88 138 76 78
## Ctnnd1 8704 9440 8513 7202 5769
## Ctnnd2 691 715 1017 831 983
## Ctns 475 444 358 609 462
## Ctps 94 101 161 126 104
## Ctps2 734 837 867 638 602
## Ctr9 412 516 366 347 359
## Ctrb1 1 0 0 0 0
## Ctrc 0 0 0 0 0
## Ctrcos 0 0 0 0 1
## Ctrl 10 7 24 9 7
## Cts3 0 2 0 0 0
## Cts6 0 0 0 0 0
## Cts7 0 0 0 0 0
## Cts8 41 47 52 46 39
## Cts8-ps 0 0 0 0 0
## Ctsa 951 745 1069 521 405
## Ctsb 12083 12162 15009 8047 7062
## Ctsc 2162 1514 2795 495 424
## Ctsd 5593 8136 8763 5976 6796
## Ctse 197 1025 214 45 52
## Ctsf 137 219 141 186 189
## Ctsg 0 7 0 0 0
## Ctsh 1316 984 2373 278 146
## Ctsj 0 0 0 0 0
## Ctsk 355 539 202 93 46
## Ctsl 2885 4502 3064 3539 3884
## Ctsll3 0 0 0 0 0
## Ctsm 0 0 0 0 0
## Ctso 1171 723 1121 695 466
## Ctsq 0 0 0 0 0
## Ctsr 0 0 0 0 0
## Ctss 2753 1872 5676 321 86
## Ctsw 51 35 63 31 34
## Ctsz 764 822 965 553 481
## Cttn 1190 1023 945 612 481
## Cttnbp2 243 539 221 667 608
## Cttnbp2nl 4865 4687 5614 3391 1921
## Ctu1 85 66 78 33 53
## Ctu2 15 13 34 15 20
## Ctxn1 109 230 107 155 223
## Ctxn2 0 0 0 0 3
## Ctxn3 505 1082 275 462 600
## Cubn 547 494 350 323 209
## Cuedc1 157 230 178 133 194
## Cuedc2 148 151 157 155 125
## Cul1 1703 2090 1847 1541 1752
## Cul2 511 557 502 480 577
## Cul3 2820 3308 2879 2738 4221
## Cul4a 1437 1836 1622 1230 1611
## Cul4b 938 816 837 883 740
## Cul5 1267 1295 1189 988 1284
## Cul7 241 338 207 116 132
## Cul9 331 355 290 282 286
## Cuta 519 585 556 495 551
## Cutal 0 4 0 4 7
## Cutc 63 124 60 45 66
## Cux1 3984 4048 4428 3363 3038
## Cux2 8 21 15 16 31
## Cuzd1 2 3 0 1 4
## Cwc15 503 630 722 482 500
## Cwc22 799 709 729 554 456
## Cwc25 298 426 478 309 233
## Cwc27 497 451 482 288 347
## Cwf19l1 163 234 182 191 154
## Cwf19l2 929 1052 857 708 746
## Cwh43 79 11 39 29 16
## Cx3cl1 98 108 124 34 71
## Cx3cr1 1907 806 2281 298 128
## Cxadr 709 690 396 550 747
## Cxcl1 22 19 54 13 2
## Cxcl10 341 186 351 234 135
## Cxcl11 31 28 31 35 41
## Cxcl12 551 842 634 916 1042
## Cxcl13 50 74 125 37 27
## Cxcl14 429 469 462 40 53
## Cxcl15 4 4 2 0 1
## Cxcl16 710 405 1124 159 66
## Cxcl17 18 26 9 23 7
## Cxcl2 2 2 2 0 2
## Cxcl3 0 0 0 0 0
## Cxcl5 61 73 53 19 17
## Cxcl9 61 48 154 46 91
## Cxcr1 0 0 0 0 0
## Cxcr2 817 899 856 638 613
## Cxcr3 17 11 33 2 0
## Cxcr4 101 141 114 66 22
## Cxcr5 8 13 16 16 4
## Cxcr6 86 63 140 55 35
## Cxx1a 18 27 28 15 24
## Cxx1b 73 106 50 34 40
## Cxx1c 102 123 106 85 72
## Cxxc1 485 771 663 462 470
## Cxxc4 38 104 83 156 198
## Cxxc5 460 455 501 286 232
## Cyb5 495 675 609 516 485
## Cyb561 42 153 79 52 66
## Cyb561a3 537 638 873 344 295
## Cyb561d1 269 249 293 261 159
## Cyb561d2 36 9 20 20 12
## Cyb5b 1303 1470 1572 1878 2879
## Cyb5d1 49 35 54 69 55
## Cyb5d2 244 218 270 183 210
## Cyb5r1 275 426 279 253 363
## Cyb5r2 26 47 19 85 70
## Cyb5r3 11699 12436 8313 5298 6564
## Cyb5r4 475 526 615 519 517
## Cyb5rl 29 12 21 31 11
## Cyba 106 104 113 14 19
## Cybb 2060 1599 3741 407 220
## Cybrd1 448 430 368 312 275
## Cyc1 644 558 724 1424 2386
## Cycs 1436 1322 1407 3216 4941
## Cyct 0 0 0 0 0
## Cyfip1 3181 3603 3623 2170 1712
## Cyfip2 1061 2202 1151 2177 3148
## Cygb 431 613 620 228 218
## Cyhr1 434 574 533 458 572
## Cylc1 0 0 0 0 0
## Cylc2 0 0 0 0 0
## Cyld 2024 1909 2174 1337 1246
## Cym 0 0 0 3 0
## Cyp11a1 13 1 1 0 0
## Cyp11b1 0 0 0 0 0
## Cyp11b2 0 0 0 0 0
## Cyp17a1 3 3 4 3 0
## Cyp19a1 0 0 0 0 0
## Cyp1a1 6 6 0 9 5
## Cyp1a2 0 0 0 4 0
## Cyp1b1 2429 3815 2444 1003 753
## Cyp20a1 303 281 321 201 172
## Cyp21a1 3 11 6 11 7
## Cyp24a1 0 0 0 0 0
## Cyp26a1 3 2 5 0 2
## Cyp26b1 833 2475 535 346 207
## Cyp26c1 11 5 11 3 6
## Cyp27a1 291 425 378 145 124
## Cyp27b1 3 2 4 0 9
## Cyp2a12 0 0 0 0 0
## Cyp2a22 0 0 0 0 0
## Cyp2a4 0 0 0 0 0
## Cyp2a5 0 0 0 0 0
## Cyp2ab1 6 0 12 5 6
## Cyp2b10 17 16 0 119 37
## Cyp2b13 1 6 0 4 5
## Cyp2b19 0 0 0 0 0
## Cyp2b23 0 0 0 0 0
## Cyp2b9 0 0 0 1 0
## Cyp2c29 0 0 0 0 0
## Cyp2c37 0 0 0 0 0
## Cyp2c38 0 5 0 0 1
## Cyp2c39 0 0 0 0 0
## Cyp2c40 0 0 0 0 0
## Cyp2c44 9 0 1 8 2
## Cyp2c50 0 0 0 0 0
## Cyp2c53-ps 0 0 0 0 0
## Cyp2c54 0 0 0 0 0
## Cyp2c55 3 4 0 22 10
## Cyp2c65 0 0 1 5 0
## Cyp2c66 0 0 0 0 0
## Cyp2c67 0 0 0 0 0
## Cyp2c68 0 0 0 0 0
## Cyp2c69 0 0 0 0 0
## Cyp2c70 0 0 0 0 0
## Cyp2d10 0 6 0 0 0
## Cyp2d11 2 8 1 0 0
## Cyp2d12 0 0 0 0 0
## Cyp2d13 0 0 0 0 0
## Cyp2d22 657 1229 414 436 465
## Cyp2d26 0 0 0 0 0
## Cyp2d34 0 0 0 0 0
## Cyp2d37-ps 0 0 0 1 0
## Cyp2d40 0 0 0 0 0
## Cyp2d9 0 0 0 0 0
## Cyp2e1 1170 499 694 3093 1873
## Cyp2f2 87 89 128 42 88
## Cyp2g1 0 0 0 0 0
## Cyp2j11 0 0 1 0 0
## Cyp2j12 0 9 4 22 22
## Cyp2j13 4 0 13 53 80
## Cyp2j5 2 0 0 0 4
## Cyp2j6 2950 1971 2318 1636 1211
## Cyp2j8 21 6 19 5 8
## Cyp2j9 1999 1683 2109 1211 978
## Cyp2r1 88 63 69 42 38
## Cyp2s1 882 732 566 689 333
## Cyp2t4 33 81 24 49 32
## Cyp2u1 20 11 38 44 38
## Cyp2w1 0 0 0 0 0
## Cyp39a1 419 502 364 491 381
## Cyp3a11 0 0 0 0 0
## Cyp3a13 106 148 117 90 63
## Cyp3a16 0 0 0 0 0
## Cyp3a25 0 0 0 0 0
## Cyp3a41a 0 0 0 0 0
## Cyp3a41b 0 0 0 0 0
## Cyp3a44 0 0 0 0 0
## Cyp3a57 0 0 0 0 1
## Cyp3a59 0 0 0 0 0
## Cyp46a1 11 22 20 27 22
## Cyp4a10 7 0 0 0 5
## Cyp4a12a 0 0 0 0 0
## Cyp4a12b 0 0 0 0 0
## Cyp4a14 0 0 0 0 0
## Cyp4a29 0 0 0 0 0
## Cyp4a30b 0 0 0 0 0
## Cyp4a31 11 18 16 18 11
## Cyp4a32 7 14 10 6 3
## Cyp4b1 60 74 69 150 132
## Cyp4b1-ps2 0 0 0 0 0
## Cyp4f13 135 252 165 147 168
## Cyp4f14 6 51 17 64 61
## Cyp4f15 5 21 2 4 11
## Cyp4f16 353 329 571 109 112
## Cyp4f17 67 54 90 15 9
## Cyp4f18 89 82 35 19 8
## Cyp4f37 0 11 4 0 0
## Cyp4f39 5 0 0 11 26
## Cyp4f40 0 0 0 0 0
## Cyp4f41-ps 8 5 0 1 0
## Cyp4v3 578 371 607 468 504
## Cyp4x1 26 28 27 16 40
## Cyp51 1302 1011 1261 1297 1319
## Cyp7a1 0 0 0 0 0
## Cyp7b1 206 193 244 162 141
## Cyp8b1 2 9 0 4 2
## Cypt1 0 0 0 0 0
## Cypt10 0 0 0 0 0
## Cypt12 0 0 0 0 0
## Cypt14 0 0 0 0 0
## Cypt15 0 0 0 0 0
## Cypt2 0 5 0 0 0
## Cypt3 0 0 0 0 0
## Cypt4 0 0 0 0 0
## Cypt7 0 0 0 0 0
## Cypt8 0 0 0 0 0
## Cypt9 0 0 0 0 0
## Cyr61 122 257 258 201 145
## Cys1 405 719 569 535 247
## Cysltr1 522 214 662 52 34
## Cysltr2 29 29 36 98 53
## Cystm1 18 34 22 28 33
## Cyth1 162 267 190 222 201
## Cyth2 106 98 101 93 112
## Cyth3 1900 3588 2182 1475 1013
## Cyth4 703 492 1353 139 53
## Cytip 404 323 691 89 12
## Cytl1 64 48 51 64 85
## Cyyr1 177 233 146 213 237
## D030018L15Rik 0 0 0 0 0
## D030024E09Rik 0 0 0 0 0
## D030025E07Rik 0 0 0 0 0
## D030025P21Rik 22 65 3 1 8
## D030028A08Rik 80 105 95 60 50
## D030040B21Rik 34 38 48 34 23
## D030045P18Rik 6 7 11 11 5
## D030047H15Rik 64 118 48 60 40
## D030056L22Rik 115 151 144 90 93
## D10Bwg1379e 190 665 204 789 1022
## D10Jhu81e 47 54 20 86 101
## D10Wsu102e 619 665 745 473 567
## D11Wsu47e 108 70 136 81 100
## D130009I18Rik 22 52 11 126 88
## D130017N08Rik 42 137 109 114 142
## D130020L05Rik 308 333 313 264 167
## D130040H23Rik 209 144 209 143 105
## D130043K22Rik 47 101 61 241 311
## D130058E03 0 0 0 0 1
## D14Ertd670e 4 0 0 0 0
## D15Ertd621e 1940 1889 1857 1472 1277
## D16Ertd472e 754 873 732 554 491
## D16Ertd519e 0 0 0 0 0
## D17Ertd648e 36 54 40 36 38
## D17H6S53E 318 327 284 260 182
## D17Wsu104e 73 99 44 66 67
## D17Wsu92e 1373 1755 1745 1947 2367
## D19Bwg1357e 686 721 769 624 439
## D1Ertd622e 142 184 187 127 150
## D1Pas1 0 0 0 0 0
## D230025D16Rik 560 692 688 652 539
## D230030E09Rik 0 0 0 0 0
## D2hgdh 371 520 339 380 424
## D2Wsu81e 33 31 22 34 22
## D330023K18Rik 19 7 42 21 18
## D330041H03Rik 21 48 23 29 15
## D330045A20Rik 48 83 90 54 16
## D330050G23Rik 130 152 118 42 32
## D330050I16Rik 12 31 17 17 8
## D3Bwg0562e 185 236 213 164 162
## D3Ertd254e 1208 1310 1071 1072 1068
## D3Ertd751e 382 423 405 496 528
## D430019H16Rik 129 419 207 438 416
## D430020J02Rik 43 50 63 19 23
## D430036J16Rik 0 3 7 12 14
## D430041D05Rik 1213 1825 1407 2299 2232
## D430042O09Rik 295 418 244 290 224
## D4Ertd617e 5 3 4 3 13
## D530049I02Rik 0 0 0 0 0
## D5Ertd577e 0 0 0 0 0
## D5Ertd579e 2390 2531 2356 1950 2946
## D5Ertd605e 10 24 17 11 4
## D630003M21Rik 139 195 97 93 65
## D630010B17Rik 0 0 1 0 0
## D630013N20Rik 0 0 0 0 0
## D630023F18Rik 13 0 1 15 11
## D630024D03Rik 13 22 0 10 6
## D630029K05Rik 0 5 7 11 22
## D630032N06Rik 35 39 59 30 33
## D630033O11Rik 12 31 6 0 1
## D630039A03Rik 8 4 7 51 8
## D630041G03Rik 66 116 132 160 188
## D630045J12Rik 855 831 852 589 538
## D630045M09Rik 0 0 0 0 0
## D6Ertd474e 3 0 0 2 0
## D6Ertd527e 2 12 2 0 4
## D6Wsu163e 179 214 228 146 187
## D730001G18Rik 0 0 0 0 0
## D730005E14Rik 108 85 81 19 21
## D730045A05Rik 1 4 0 0 9
## D730048I06Rik 4 1 0 0 0
## D730050B12Rik 0 0 0 0 0
## D7Ertd143e 7 13 7 5 4
## D7Ertd443e 1 6 0 0 10
## D7Ertd715e 116 197 95 276 348
## D830005E20Rik 61 46 34 27 47
## D830013O20Rik 0 2 2 3 3
## D830015G02Rik 0 0 1 0 0
## D830026I12Rik 19 6 7 26 26
## D830030K20Rik 14 16 9 4 13
## D830031N03Rik 926 925 1036 655 505
## D830032E09Rik 0 2 0 0 1
## D830046C22Rik 4 3 15 2 8
## D8Ertd738e 88 122 116 91 66
## D8Ertd82e 161 115 207 148 142
## D930007P13Rik 12 2 6 4 14
## D930015E06Rik 492 466 1019 517 585
## D930015M05Rik 63 49 35 58 26
## D930016D06Rik 503 718 525 576 459
## D930020B18Rik 0 3 4 3 2
## D930028M14Rik 7 46 10 36 46
## D930032P07Rik 14 14 6 5 13
## D930048N14Rik 280 184 190 132 82
## Daam1 758 1084 1011 1126 1086
## Daam2 2716 2984 1989 2022 1225
## Dab1 6 20 15 27 9
## Dab2 3351 2528 3923 1013 595
## Dab2ip 714 999 821 849 838
## Dach1 115 75 122 76 87
## Dach2 4 17 0 2 23
## Dact1 1147 2450 873 459 314
## Dact2 3 1 7 3 5
## Dact3 84 102 86 57 39
## Dad1 592 749 670 494 436
## Daf2 22 1 6 10 23
## Dag1 19109 15423 19682 12771 11251
## Dagla 774 583 1045 462 413
## Daglb 224 211 237 132 121
## Dak 104 123 159 50 89
## Dalrd3 146 238 190 219 154
## Dancr 32 15 28 26 24
## Dand5 218 156 130 178 179
## Dao 0 0 3 0 0
## Dap 632 660 868 370 243
## Dap3 203 330 331 206 318
## Dapk1 370 446 490 357 331
## Dapk2 34 185 40 27 60
## Dapk3 50 86 103 54 65
## Dapl1 0 0 0 0 0
## Dapp1 742 625 905 180 54
## Dars 565 587 563 463 500
## Dars2 142 147 118 118 128
## Daw1 0 1 0 4 0
## Daxx 175 238 347 150 98
## Dazap1 267 349 354 202 161
## Dazap2 4784 4474 5421 3496 3001
## Dazl 2 2 0 0 2
## Dbf4 47 50 99 18 20
## Dbh 7 0 498 0 0
## Dbhos 635 719 607 493 524
## Dbi 3447 2564 3809 3965 5987
## Dbil5 1 2 3 7 8
## Dbn1 204 260 235 206 152
## Dbndd1 33 31 46 22 31
## Dbndd2 399 439 537 266 223
## Dbnl 375 354 365 239 257
## Dbp 50 68 96 32 55
## Dbpht2 38 105 42 104 128
## Dbr1 155 168 145 80 75
## Dbt 590 700 460 867 908
## Dbx1 0 0 0 0 0
## Dbx2 0 0 0 4 0
## Dcaf10 2214 2353 2215 1595 1612
## Dcaf11 336 411 365 292 415
## Dcaf12 613 695 771 444 492
## Dcaf12l1 9 18 1 24 21
## Dcaf12l2 0 0 0 0 0
## Dcaf13 250 299 328 164 221
## Dcaf15 53 67 91 30 39
## Dcaf17 1293 1130 1269 775 761
## Dcaf4 88 131 134 58 69
## Dcaf5 723 892 876 710 1009
## Dcaf6 1082 1520 891 1151 1549
## Dcaf7 1927 2150 2262 1470 1450
## Dcaf8 970 1060 955 752 845
## Dcakd 192 164 329 90 79
## Dcbld1 91 155 70 86 139
## Dcbld2 3564 5754 3256 2129 1348
## Dcc 46 70 55 35 54
## Dcdc2a 2 0 2 9 8
## Dcdc2b 79 132 146 86 96
## Dcdc2c 1069 1151 1218 800 697
## Dchs1 35 54 108 82 101
## Dck 550 596 1043 229 228
## Dclk1 1718 1813 1565 1981 1446
## Dclk2 246 249 214 284 274
## Dclk3 93 161 92 225 228
## Dclre1a 226 215 240 195 137
## Dclre1b 196 263 282 169 143
## Dclre1c 3938 4309 4494 2607 2008
## Dcn 49904 78610 50798 24476 17869
## Dcp1a 829 805 961 603 473
## Dcp1b 290 334 297 263 177
## Dcp2 1561 1684 2279 1423 1385
## Dcpp1 0 0 0 0 0
## Dcpp2 0 0 2 0 0
## Dcpp3 0 7 0 3 0
## Dcps 66 64 74 67 54
## Dcst1 36 50 15 19 17
## Dcstamp 4 2 0 9 0
## Dct 1 0 3 0 0
## Dctd 54 55 17 45 3
## Dctn1 266 305 195 250 321
## Dctn2 465 569 509 571 626
## Dctn3 297 535 335 429 542
## Dctn4 1706 2380 2066 2112 2018
## Dctn5 722 796 836 751 663
## Dctn6 460 455 345 453 473
## Dctpp1 14 26 22 19 22
## Dcun1d1 1132 1050 909 847 964
## Dcun1d2 234 348 303 295 491
## Dcun1d3 662 1249 1045 1136 1029
## Dcun1d4 610 615 453 714 602
## Dcun1d5 209 352 290 203 246
## Dcx 18 31 9 102 122
## Dcxr 23 37 18 18 18
## Dda1 192 251 254 171 184
## Ddah1 552 799 730 1791 1563
## Ddah2 132 89 150 107 69
## Ddb1 1509 1759 1703 1362 1378
## Ddb2 100 144 100 70 53
## Ddc 7 2 62 2 0
## Ddhd1 4229 3526 4104 3212 2143
## Ddhd2 1421 1284 1372 2160 2498
## Ddi1 8 19 48 2 11
## Ddi2 244 288 270 151 126
## Ddit3 139 142 206 184 125
## Ddit4 155 1927 155 352 162
## Ddit4l 118 166 100 42 614
## Ddn 37 82 34 426 255
## Ddo 165 138 183 368 684
## Ddost 474 520 610 306 251
## Ddr1 276 259 252 195 146
## Ddr2 3133 3112 3328 1273 1171
## Ddrgk1 199 235 231 177 170
## Ddt 54 29 40 105 102
## Ddx1 922 1062 1052 1169 1343
## Ddx10 531 477 517 471 378
## Ddx11 49 52 95 48 41
## Ddx17 12148 13482 13069 9301 8513
## Ddx18 296 342 324 255 170
## Ddx19a 719 908 677 611 634
## Ddx19b 541 479 437 320 439
## Ddx20 171 295 182 180 138
## Ddx21 554 688 655 381 318
## Ddx23 259 427 382 338 293
## Ddx24 740 739 753 574 619
## Ddx25 22 11 9 17 65
## Ddx26b 851 1107 772 573 488
## Ddx27 212 244 283 179 151
## Ddx28 27 8 37 23 29
## Ddx31 68 100 107 84 54
## Ddx39 137 145 206 109 73
## Ddx39b 750 793 842 517 479
## Ddx3x 5819 4753 5896 5258 4039
## Ddx3y 0 1495 0 0 1315
## Ddx4 2 5 1 4 24
## Ddx41 106 131 166 98 81
## Ddx42 1015 1152 1214 767 627
## Ddx43 14 40 111 19 0
## Ddx46 1392 1912 1524 1063 1129
## Ddx47 482 503 493 314 384
## Ddx49 20 13 33 18 22
## Ddx5 7806 8085 8721 5695 4888
## Ddx50 912 960 894 640 670
## Ddx51 318 393 276 198 226
## Ddx52 414 417 488 255 256
## Ddx54 137 139 154 95 148
## Ddx55 201 215 238 198 112
## Ddx56 127 172 178 94 113
## Ddx58 1153 1132 1886 606 462
## Ddx59 61 71 91 82 108
## Ddx6 4498 4792 4732 3515 3468
## Ddx60 1388 976 2513 488 325
## Deaf1 172 274 183 188 203
## Dear1 56 48 57 31 52
## Deb1 239 197 179 185 203
## Decr1 1002 754 996 1711 2894
## Decr2 817 878 787 709 639
## Dedd 182 338 197 203 196
## Dedd2 13 20 38 23 35
## Def6 72 67 101 34 37
## Def8 332 435 380 239 246
## Defa-ps1 0 0 0 0 0
## Defa-ps12 0 0 0 0 0
## Defa-ps13 0 0 0 0 0
## Defa-rs1 0 0 0 0 0
## Defa-rs7 0 0 0 0 0
## Defa17 0 0 0 0 0
## Defa2 0 0 0 0 0
## Defa20 0 0 0 0 0
## Defa21 0 0 0 0 0
## Defa22 0 0 0 0 0
## Defa23 0 0 0 0 0
## Defa24 0 0 0 0 0
## Defa25 0 0 0 0 0
## Defa26 0 0 0 0 0
## Defa3 0 0 0 0 0
## Defa4 0 0 0 0 0
## Defa5 0 0 0 0 0
## Defa6 0 0 0 0 0
## Defb1 0 0 0 0 0
## Defb10 0 0 0 0 0
## Defb11 0 0 0 0 0
## Defb12 0 0 0 0 0
## Defb13 0 0 0 0 0
## Defb14 0 0 0 0 0
## Defb15 0 0 0 0 0
## Defb18 0 0 0 0 0
## Defb19 0 0 0 0 0
## Defb2 0 0 0 0 0
## Defb20 0 0 0 0 0
## Defb21 0 0 0 0 0
## Defb22 0 0 0 0 0
## Defb23 0 0 0 0 0
## Defb25 0 2 1 0 0
## Defb26 0 0 0 0 0
## Defb28 0 0 0 0 0
## Defb29 0 0 0 0 0
## Defb3 0 0 0 0 0
## Defb30 0 0 2 1 0
## Defb33 2 0 0 0 0
## Defb34 0 0 0 0 0
## Defb35 0 0 0 0 0
## Defb36 0 0 0 0 0
## Defb37 3 0 0 0 1
## Defb38 0 0 0 0 0
## Defb39 0 0 0 0 0
## Defb4 7 0 0 0 0
## Defb40 0 3 0 0 0
## Defb41 0 0 0 0 0
## Defb42 0 0 3 2 1
## Defb43 0 0 0 0 0
## Defb44-ps 0 0 0 0 0
## Defb45 0 0 0 0 0
## Defb46 0 0 0 0 0
## Defb47 1 6 0 0 0
## Defb48 0 3 0 0 1
## Defb5 0 0 0 0 0
## Defb50 0 0 0 0 0
## Defb6 0 0 0 0 0
## Defb7 0 0 0 0 0
## Defb8 0 0 0 0 0
## Defb9 0 0 0 0 0
## Degs1 2236 2481 2452 2639 2243
## Degs2 50 80 182 41 91
## Dek 1870 2085 2651 1252 1181
## Dennd1a 518 695 679 414 397
## Dennd1b 1401 1303 1752 646 724
## Dennd1c 231 138 445 43 13
## Dennd2a 858 921 804 372 220
## Dennd2c 94 87 157 33 58
## Dennd2d 108 49 100 65 38
## Dennd3 223 244 345 92 87
## Dennd4a 1152 1292 1308 856 888
## Dennd4b 408 501 536 231 320
## Dennd4c 2225 2338 2188 1533 1514
## Dennd5a 2794 2536 3005 1910 1446
## Dennd5b 730 1040 753 833 739
## Dennd6a 2906 3407 3065 2673 2383
## Dennd6b 74 101 71 73 88
## Denr 293 229 274 201 250
## Depdc1a 11 57 19 10 5
## Depdc1b 6 10 10 11 6
## Depdc5 794 1265 1015 1155 1171
## Depdc7 249 253 229 239 231
## Deptor 3567 5282 4097 5659 9697
## Dera 71 54 66 50 39
## Derl1 704 705 749 657 640
## Derl2 336 411 451 312 329
## Derl3 12 7 22 16 7
## Des 125 1730 78 101 2661
## Desi1 322 422 373 440 384
## Desi2 1479 1962 1736 1112 1230
## Det1 31 31 18 26 43
## Dexi 191 127 192 74 79
## Dffa 181 408 303 471 570
## Dffb 54 85 77 61 63
## Dfna5 187 149 132 192 174
## Dfnb59 0 12 0 13 0
## Dgat1 299 324 386 413 548
## Dgat2 370 133 597 1496 2276
## Dgat2l6 0 0 0 0 7
## Dgcr14 142 197 201 157 101
## Dgcr2 230 371 393 237 189
## Dgcr6 43 116 28 65 100
## Dgcr8 453 549 533 258 330
## Dgka 1908 2347 1633 1162 778
## Dgkb 77 209 140 168 159
## Dgkd 838 991 1209 998 758
## Dgke 308 336 309 379 332
## Dgkeos 0 0 0 0 0
## Dgkg 230 430 108 489 389
## Dgkh 756 1572 905 2640 2794
## Dgki 179 405 135 739 981
## Dgkk 181 119 55 148 168
## Dgkq 445 422 477 363 385
## Dgkz 309 418 317 585 582
## Dguok 135 132 186 164 121
## Dhcr24 674 1301 799 1582 1719
## Dhcr7 342 543 405 332 520
## Dhdds 258 391 385 301 249
## Dhdh 1759 1655 1701 2202 3167
## Dhfr 84 185 95 118 99
## Dhh 9195 7349 10487 5788 4589
## Dhodh 73 33 55 63 29
## Dhps 24 74 31 34 47
## Dhrs1 1908 2030 2026 1099 808
## Dhrs11 30 31 19 28 32
## Dhrs13 5 6 23 2 10
## Dhrs2 45 18 38 15 14
## Dhrs3 648 395 984 529 685
## Dhrs4 336 434 389 264 325
## Dhrs7 151 140 143 189 309
## Dhrs7b 72 106 125 99 128
## Dhrs7c 0 17 0 0 89
## Dhrs9 43 2 41 110 31
## Dhrsx 0 0 0 0 0
## Dhtkd1 147 200 71 112 85
## Dhx15 1931 2373 2015 1586 1334
## Dhx16 241 375 220 222 159
## Dhx29 457 520 408 374 365
## Dhx30 370 515 442 433 327
## Dhx32 225 289 283 231 267
## Dhx33 482 626 477 372 374
## Dhx34 115 152 119 40 71
## Dhx35 202 323 197 174 165
## Dhx36 1215 1205 1387 824 844
## Dhx37 338 352 351 251 238
## Dhx38 310 469 344 240 205
## Dhx40 813 959 739 832 625
## Dhx57 904 1078 1124 1058 787
## Dhx58 177 175 320 49 24
## Dhx8 483 539 552 293 400
## Dhx9 2606 3211 2705 2188 1964
## Diablo 219 296 376 338 417
## Diap1 417 359 573 200 208
## Diap2 2861 3029 3137 2406 1942
## Diap3 61 94 110 75 38
## Dicer1 2072 2325 2044 1596 1532
## Dido1 2269 2881 2562 1789 1466
## Diexf 384 471 372 329 219
## Dimt1 556 871 522 566 482
## Dio1 0 0 0 0 0
## Dio2 1400 982 3491 4089 1650
## Dio3 1 16 2 0 1
## Dio3os 3 44 5 1 2
## Dip2a 728 761 831 565 554
## Dip2b 4276 4847 4979 4564 3888
## Dip2c 1630 2108 1751 1732 1601
## Diras1 139 189 143 391 464
## Diras2 46 204 44 319 342
## Dirc2 687 847 766 634 594
## Dis3 530 404 551 388 364
## Dis3l 230 325 283 256 210
## Dis3l2 219 253 216 123 149
## Disc1 67 75 75 41 33
## Disp1 538 495 508 688 642
## Disp2 176 681 292 907 1086
## Dixdc1 300 468 213 282 527
## Dkc1 926 946 1008 855 1070
## Dkk1 40 49 26 34 34
## Dkk2 25 49 56 17 46
## Dkk3 2423 2863 2514 2511 2581
## Dkk4 1 2 3 6 0
## Dkkl1 2 0 0 2 0
## Dlat 2168 1879 2199 4347 7980
## Dlc1 5688 7386 5256 5449 3742
## Dld 1740 1764 1767 3373 5255
## Dlec1 3 32 21 3 8
## Dleu2 651 861 824 622 452
## Dleu7 30 21 19 18 29
## Dlg1 1410 1370 1632 881 918
## Dlg2 265 545 314 655 862
## Dlg3 429 338 424 191 139
## Dlg4 324 529 498 362 307
## Dlg5 814 882 734 611 442
## Dlgap1 499 467 563 539 464
## Dlgap2 1 14 0 7 2
## Dlgap3 2 4 7 9 21
## Dlgap4 859 1057 887 592 586
## Dlgap5 79 98 104 82 63
## Dlk1 3 2 0 2 4
## Dlk2 2 8 0 0 3
## Dll1 5 29 18 15 11
## Dll3 0 0 0 2 0
## Dll4 15 29 41 23 21
## Dlst 1392 1272 1510 2473 3779
## Dlx1 0 2 2 0 2
## Dlx1as 0 0 1 1 0
## Dlx2 0 1 0 0 0
## Dlx3 0 4 0 0 4
## Dlx4 0 1 0 0 0
## Dlx5 0 10 0 0 5
## Dlx6 0 7 0 0 0
## Dlx6as2 0 0 0 0 0
## Dlx6os1 0 7 0 0 0
## Dmap1 76 90 98 96 67
## Dmbt1 0 3 0 0 0
## Dmbx1 0 0 0 0 0
## Dmc1 3 5 6 15 10
## Dmd 11196 12421 9327 8670 7241
## Dmgdh 0 0 0 0 0
## Dmkn 0 0 0 0 0
## Dmp1 16 24 22 13 4
## Dmpk 170 277 156 181 195
## Dmr 0 0 0 1 0
## Dmrt1 0 0 0 0 0
## Dmrt2 2 0 0 11 7
## Dmrt3 0 0 0 0 0
## Dmrta1 57 30 37 10 4
## Dmrta2 1 0 10 0 0
## Dmrtb1 0 0 0 0 0
## Dmrtc1a 0 0 1 0 5
## Dmrtc1b 0 0 0 0 0
## Dmrtc1c1 0 0 0 0 0
## Dmrtc1c2 0 0 0 0 0
## Dmrtc2 0 0 0 0 0
## Dmtf1 1426 1696 1791 1435 1148
## Dmtn 126 259 102 224 309
## Dmwd 249 404 272 213 259
## Dmxl1 3152 3236 3272 2585 2490
## Dmxl2 1621 2437 1749 2852 3498
## Dna2 254 132 275 40 11
## Dnaaf1 0 14 1 3 4
## Dnaaf2 75 71 122 74 42
## Dnaaf3 38 23 24 4 0
## Dnah1 55 87 67 29 28
## Dnah10 11 27 12 23 27
## Dnah11 8 9 3 4 3
## Dnah17 49 31 19 43 19
## Dnah2 51 53 73 65 17
## Dnah5 2 0 1 0 0
## Dnah6 3 10 20 10 12
## Dnah7a 10 12 12 16 10
## Dnah7b 624 647 483 376 278
## Dnah8 180 193 215 125 162
## Dnah9 22 43 10 8 16
## Dnaic1 1 20 0 8 1
## Dnaic2 182 80 172 92 48
## Dnaja1 5259 6159 6423 7962 7306
## Dnaja2 1501 1692 1528 1503 1679
## Dnaja3 200 309 319 375 611
## Dnaja4 223 369 213 262 289
## Dnajb1 1160 1540 1399 1376 1289
## Dnajb11 849 985 1559 657 484
## Dnajb12 200 186 186 192 152
## Dnajb13 15 17 13 4 6
## Dnajb14 313 207 316 223 250
## Dnajb2 155 219 207 296 274
## Dnajb3 7 2 7 13 11
## Dnajb4 620 1282 611 806 896
## Dnajb5 108 270 101 62 136
## Dnajb6 946 1310 1064 917 996
## Dnajb7 30 57 33 12 14
## Dnajb8 0 0 0 0 0
## Dnajb9 399 511 387 477 317
## Dnajc1 2027 2193 2070 1353 1055
## Dnajc10 1383 1481 1469 924 808
## Dnajc11 157 234 297 201 260
## Dnajc12 45 70 33 41 70
## Dnajc13 2449 2318 2542 1837 2035
## Dnajc14 440 387 497 286 293
## Dnajc15 110 80 159 249 311
## Dnajc16 147 141 131 132 102
## Dnajc17 55 74 40 64 50
## Dnajc18 917 1011 976 986 1093
## Dnajc19 489 591 618 407 501
## Dnajc2 566 515 632 374 397
## Dnajc21 474 721 656 584 834
## Dnajc22 0 3 0 0 11
## Dnajc24 140 115 116 91 103
## Dnajc25 155 181 168 163 118
## Dnajc27 315 393 301 381 683
## Dnajc28 132 205 203 109 263
## Dnajc3 3442 4011 3424 2517 1995
## Dnajc30 115 185 123 115 71
## Dnajc4 89 62 86 105 117
## Dnajc5 1576 2062 1781 1619 1645
## Dnajc5b 3 17 0 0 0
## Dnajc5g 0 0 0 0 0
## Dnajc6 204 493 157 618 745
## Dnajc7 1184 1333 1342 1343 1208
## Dnajc8 466 467 505 366 319
## Dnajc9 245 410 316 254 271
## Dnal1 888 763 824 835 780
## Dnal4 53 35 20 23 26
## Dnali1 10 4 5 20 11
## Dnase1 61 178 101 60 100
## Dnase1l1 195 306 208 171 259
## Dnase1l2 28 23 86 42 39
## Dnase1l3 65 113 433 153 185
## Dnase2a 84 127 126 77 59
## Dnase2b 0 0 0 0 0
## Dnd1 12 2 13 12 3
## Dner 57 56 49 156 212
## Dnlz 104 137 96 133 131
## Dnm1 2521 3531 1976 1778 1547
## Dnm1l 2230 2437 2096 2527 2875
## Dnm2 1140 1536 1482 998 946
## Dnm3 1379 2277 1107 3105 3604
## Dnm3os 683 673 587 571 456
## Dnmbp 463 585 564 323 270
## Dnmt1 615 730 703 370 328
## Dnmt3a 2113 1980 2624 1349 1343
## Dnmt3aos 53 16 54 25 14
## Dnmt3b 73 118 65 45 53
## Dnmt3l 9 6 0 0 0
## Dnpep 93 161 126 98 147
## Dnph1 10 19 19 27 22
## Dntt 2 2 16 0 3
## Dnttip1 105 205 137 91 78
## Dnttip2 622 763 626 504 491
## Doc2a 17 31 33 9 36
## Doc2b 37 43 42 22 10
## Doc2g 8 55 32 17 6
## Dock1 2178 2239 2082 1328 1032
## Dock10 8338 6316 12556 2985 2249
## Dock11 1580 1633 1951 1485 1282
## Dock2 1049 755 1521 244 152
## Dock3 154 391 217 450 864
## Dock4 892 1003 1211 573 584
## Dock5 3526 4598 2967 2107 1753
## Dock6 453 765 486 408 380
## Dock7 5886 4697 5542 3539 2773
## Dock8 1624 1265 2779 496 380
## Dock9 2924 6022 1784 3097 2505
## Dohh 33 18 36 39 40
## Dok1 18 35 25 12 4
## Dok2 40 12 73 27 6
## Dok3 24 49 59 13 2
## Dok4 192 521 261 522 631
## Dok5 23 9 15 13 21
## Dok6 54 35 48 46 49
## Dok7 4 12 1 6 7
## Dolk 111 137 131 225 176
## Dolpp1 47 50 32 41 50
## Donson 204 215 229 134 126
## Dopey1 1826 1930 1613 1796 1264
## Dopey2 616 901 753 778 752
## Dos 121 263 144 280 277
## Dot1l 318 422 314 265 262
## Doxl2 0 0 0 0 0
## Dpagt1 300 384 354 273 259
## Dpcd 46 55 60 66 65
## Dpcr1 5 5 5 6 8
## Dpep1 512 2544 309 720 497
## Dpep2 75 121 75 10 4
## Dpep3 2 1 2 15 0
## Dpf1 14 3 11 10 10
## Dpf2 753 1062 855 736 726
## Dpf3 6 9 5 15 34
## Dph1 16 17 19 10 18
## Dph2 43 23 36 26 43
## Dph3 463 653 520 455 559
## Dph5 614 710 599 432 466
## Dph6 858 781 753 535 569
## Dph7 210 231 185 152 119
## Dpm1 389 393 345 239 296
## Dpm2 195 264 311 146 154
## Dpm3 15 18 33 12 18
## Dpp10 83 258 58 614 536
## Dpp3 186 262 209 161 167
## Dpp4 785 560 1518 291 112
## Dpp6 231 501 158 811 1048
## Dpp7 51 175 102 80 62
## Dpp8 3377 3831 3767 3514 3727
## Dpp9 289 435 404 290 307
## Dppa1 0 0 0 0 0
## Dppa2 3 6 7 5 1
## Dppa3 20 3 20 0 9
## Dppa4 1 0 0 0 0
## Dppa5a 0 0 1 0 7
## Dpt 341 260 421 470 435
## Dpy19l1 1434 1313 1729 773 731
## Dpy19l2 0 0 0 0 5
## Dpy19l3 424 397 391 220 222
## Dpy19l4 947 985 1013 886 814
## Dpy30 98 139 187 166 159
## Dpyd 154 120 101 233 228
## Dpys 0 0 0 1 4
## Dpysl2 3508 4208 4312 3844 3245
## Dpysl3 2034 3106 2456 2719 2912
## Dpysl4 97 92 105 80 92
## Dpysl5 204 558 261 796 976
## DQ267100 15 22 8 13 14
## DQ267101 2 0 0 7 1
## DQ267102 4 2 1 5 2
## Dqx1 93 126 92 69 87
## Dr1 385 490 485 262 279
## Dram1 191 201 236 194 239
## Dram2 1515 1857 1299 1397 1364
## Drap1 70 86 61 69 77
## Draxin 0 12 13 22 7
## Drc1 2 0 2 5 11
## Drd1a 0 0 0 0 5
## Drd2 2 5 11 9 6
## Drd3 0 0 0 3 1
## Drd4 0 0 0 0 0
## Drd5 0 0 0 0 3
## Dreh 0 0 0 0 0
## Drg1 509 573 397 331 408
## Drg2 119 193 108 134 93
## Drosha 759 965 818 712 711
## Drp2 4139 4918 5384 16715 13413
## Dsc1 0 0 0 10 0
## Dsc2 4 1 15 1 4
## Dsc3 4 0 23 0 4
## Dscam 21 53 32 109 106
## Dscaml1 2 5 7 6 5
## Dscc1 5 6 8 6 3
## Dscr3 213 134 332 155 120
## Dse 398 345 413 167 76
## Dsel 1124 1142 934 666 570
## Dsg1a 0 0 0 13 0
## Dsg1b 0 0 0 2 0
## Dsg1c 0 11 0 0 0
## Dsg2 10 12 22 5 5
## Dsg3 0 6 2 0 0
## Dsg4 0 0 0 0 0
## Dsn1 51 45 69 40 39
## Dsp 20 1 37 0 0
## Dspp 3 2 0 3 10
## Dst 23669 32942 25753 26624 27934
## Dstn 1370 1473 1405 1207 1028
## Dstyk 1078 1538 951 838 961
## Dtd1 142 179 145 217 280
## Dtd2 134 174 95 98 123
## Dthd1 1 0 3 0 0
## Dtl 53 55 64 7 33
## Dtna 2464 2564 2471 2779 2528
## Dtnb 128 196 105 168 170
## Dtnbp1 196 231 235 216 225
## Dtwd1 40 56 57 28 43
## Dtwd2 65 68 48 38 52
## Dtx1 23 30 19 26 10
## Dtx2 173 136 179 112 99
## Dtx3 365 643 451 301 228
## Dtx3l 1399 1569 2111 904 714
## Dtx4 3837 3698 3152 1517 838
## Dtymk 144 227 199 114 109
## Duox1 1 8 5 9 17
## Duox2 5 0 2 3 0
## Duoxa1 11 5 17 12 0
## Duoxa2 0 0 0 0 0
## Dupd1 2 0 0 2 19
## Dus1l 93 93 79 100 100
## Dus2 112 118 99 88 87
## Dus3l 165 252 220 168 159
## Dus4l 78 90 104 54 81
## Dusp1 505 1451 576 698 1007
## Dusp10 86 95 108 112 142
## Dusp11 2425 2958 2924 2022 1326
## Dusp12 83 118 108 67 41
## Dusp13 0 21 0 3 36
## Dusp14 56 57 34 100 115
## Dusp15 837 1124 737 2659 2236
## Dusp16 912 973 1178 855 657
## Dusp18 622 754 607 683 460
## Dusp19 264 235 237 191 283
## Dusp2 4 6 25 3 0
## Dusp21 0 0 0 0 0
## Dusp22 1650 1739 1680 1508 1153
## Dusp23 71 191 58 72 120
## Dusp26 43 353 59 496 714
## Dusp27 5 47 5 1 84
## Dusp28 58 72 37 74 79
## Dusp3 945 1091 1015 991 1195
## Dusp4 84 42 144 144 304
## Dusp5 6 14 14 4 4
## Dusp6 847 664 913 377 298
## Dusp7 396 486 479 309 290
## Dusp8 117 151 130 130 122
## Dusp9 6 2 2 2 0
## Dut 92 126 123 73 55
## Dux 0 0 0 0 0
## Duxbl1 0 0 0 0 0
## Duxbl2 0 0 0 0 0
## Duxbl3 0 0 0 0 0
## Dvl1 144 290 156 250 241
## Dvl2 106 96 111 56 65
## Dvl3 618 787 674 548 538
## DXBay18 0 0 0 0 0
## Dxo 63 77 59 58 39
## Dydc1 0 4 2 0 0
## Dydc2 6 3 10 8 4
## Dym 406 662 429 493 700
## Dynap 0 0 0 0 0
## Dync1h1 6597 9084 8067 7903 8333
## Dync1i1 39 113 37 141 214
## Dync1i2 1683 2121 2043 2308 2118
## Dync1li1 450 612 416 531 479
## Dync1li2 3103 4122 3596 3173 3246
## Dync2h1 1122 1491 941 827 647
## Dync2li1 153 117 118 109 81
## Dynll1 979 1176 1190 968 938
## Dynll2 414 493 393 591 725
## Dynlrb1 3080 3433 3745 3147 3010
## Dynlrb2 2 0 6 0 0
## Dynlt1a 579 612 645 390 394
## Dynlt1b 18 29 40 20 8
## Dynlt1c 0 0 0 0 0
## Dynlt1f 2 4 1 2 1
## Dynlt3 5064 5227 4939 6708 6840
## Dyrk1a 1606 2181 1598 1235 1520
## Dyrk1b 205 211 262 212 247
## Dyrk2 132 195 147 106 111
## Dyrk3 6 8 4 3 4
## Dyrk4 13 47 9 18 22
## Dysf 148 240 192 322 472
## Dytn 0 2 0 4 6
## Dyx1c1 24 6 21 22 17
## Dzank1 684 1217 515 1461 1583
## Dzip1 825 1138 867 569 395
## Dzip1l 178 275 111 90 43
## Dzip3 691 833 733 617 644
## E030002O03Rik 0 0 0 0 0
## E030003E18Rik 28 84 9 23 50
## E030011O05Rik 110 112 98 100 42
## E030013I19Rik 10 7 15 1 4
## E030018B13Rik 16 59 10 46 35
## E030019B06Rik 0 0 0 0 1
## E030019B13Rik 0 0 0 0 0
## E030024N20Rik 542 482 690 294 284
## E030025P04Rik 0 0 0 0 0
## E030030I06Rik 372 488 476 335 290
## E030044B06Rik 0 0 0 0 0
## E130006D01Rik 0 0 0 0 0
## E130008D07Rik 7 8 12 64 60
## E130012A19Rik 0 5 0 0 1
## E130018N17Rik 1 1 4 2 4
## E130102H24Rik 102 78 66 50 46
## E130112N10Rik 52 41 31 25 59
## E130114P18Rik 19 34 14 11 19
## E130201H02Rik 0 0 0 0 0
## E130215H24Rik 2 8 8 4 2
## E130218I03Rik 0 0 0 0 0
## E130304I02Rik 0 0 1 0 0
## E130307A14Rik 98 117 162 92 100
## E130308A19Rik 226 362 323 301 239
## E130309D02Rik 97 98 134 109 90
## E130309D14Rik 31 107 25 150 152
## E130309F12Rik 2 5 0 2 2
## E130310I04Rik 27 18 36 34 27
## E130311K13Rik 123 147 159 118 175
## E130317F20Rik 11 10 11 9 16
## E230008N13Rik 10 1 2 7 6
## E230016K23Rik 68 49 37 29 16
## E230016M11Rik 111 126 60 103 80
## E230019M04Rik 0 0 0 0 0
## E230025N22Rik 12 11 24 7 18
## E230029C05Rik 211 176 253 80 16
## E2f1 1069 1215 918 820 713
## E2f2 161 120 217 76 67
## E2f3 357 404 366 360 371
## E2f4 245 293 362 137 157
## E2f5 296 276 258 191 163
## E2f6 380 619 419 454 671
## E2f7 33 69 74 20 11
## E2f8 179 292 364 54 14
## E330009J07Rik 62 168 95 88 32
## E330011O21Rik 16 25 19 11 19
## E330012B07Rik 7 0 0 0 0
## E330013P04Rik 114 95 106 60 39
## E330014E10Rik 0 0 0 0 0
## E330017A01Rik 0 0 0 2 0
## E330017L17Rik 4 5 1 0 0
## E330020D12Rik 447 559 459 349 268
## E330021D16Rik 0 0 0 0 0
## E330023G01Rik 370 429 290 368 296
## E330033B04Rik 973 1266 1126 802 694
## E330034G19Rik 17 1 28 0 11
## E430016F16Rik 4 3 14 25 14
## E430018J23Rik 77 60 65 64 50
## E430025E21Rik 1629 1548 1573 1254 1042
## E4f1 175 151 143 102 89
## E530001F21Rik 0 11 2 3 11
## E530011L22Rik 81 75 57 71 52
## Eaf1 481 492 531 343 449
## Eaf2 87 115 94 71 72
## Eapp 312 268 275 215 223
## Ear1 1 0 1 0 2
## Ear10 4 0 3 0 0
## Ear12 0 0 0 0 0
## Ear14 0 0 0 0 0
## Ear2 78 0 65 3 0
## Ear3 0 0 0 0 0
## Ear4 0 0 0 0 0
## Ear6 0 0 0 7 0
## Ear7 0 0 0 0 0
## Ears2 40 37 46 17 29
## Ebag9 885 895 832 679 830
## Ebf1 1209 1218 872 2220 2459
## Ebf2 3808 4914 2816 1451 1155
## Ebf3 383 614 395 1112 1968
## Ebf4 21 50 36 62 38
## Ebi3 10 10 38 7 2
## Ebna1bp2 225 235 247 219 151
## Ebp 102 136 119 98 64
## Ebpl 44 45 50 7 28
## Ecd 160 194 292 172 192
## Ece1 3165 3930 3382 2932 2591
## Ece2 92 189 140 190 151
## Ecel1 0 11 2 0 2
## Ech1 231 259 249 511 813
## Echdc1 67 37 79 169 169
## Echdc2 25 133 43 49 88
## Echdc3 35 30 44 40 74
## Echs1 249 179 271 395 606
## Eci1 166 79 177 391 612
## Eci2 306 291 346 315 395
## Eci3 2 15 9 22 20
## Ecm1 1335 1806 1475 680 424
## Ecm2 3684 6541 2820 1685 1421
## Ecscr 102 185 258 398 437
## Ecsit 136 157 132 174 230
## Ect2 57 83 61 36 16
## Ect2l 13 21 2 16 13
## Eda 284 307 366 269 243
## Eda2r 482 497 507 107 92
## Edar 6 0 0 3 11
## Edaradd 30 14 41 20 1
## Edc3 161 163 164 120 105
## Edc4 266 356 269 178 176
## Eddm3b 1 0 0 0 9
## Edem1 1687 1997 2501 1151 988
## Edem2 103 104 77 84 63
## Edem3 2173 2146 2221 1706 1484
## Edf1 469 529 562 551 718
## Edil3 684 1146 517 1461 1704
## Edn1 34 46 32 50 35
## Edn2 0 4 1 1 6
## Edn3 17 20 18 15 96
## Ednra 1478 1048 1497 398 324
## Ednrb 762 700 975 704 888
## Edrf1 569 727 680 480 479
## Eea1 2359 2660 2630 2358 2380
## Eed 428 421 579 300 264
## Eef1a1 13240 15045 14222 8138 6402
## Eef1a2 78 248 79 227 643
## Eef1b2 1299 1504 1585 970 1053
## Eef1d 261 529 372 335 293
## Eef1e1 39 42 56 91 75
## Eef1g 1550 2100 1959 1287 1456
## Eef2 5117 8123 6284 4580 5044
## Eef2k 406 473 501 317 392
## Eefsec 51 65 55 74 41
## Eepd1 64 130 68 203 274
## Efcab1 27 15 10 10 48
## Efcab10 0 0 2 5 3
## Efcab11 21 29 26 13 8
## Efcab12 31 55 39 13 15
## Efcab14 2198 2120 2262 1760 1872
## Efcab2 73 75 71 73 95
## Efcab3 0 6 0 0 2
## Efcab4a 52 62 75 55 39
## Efcab4b 25 26 14 8 5
## Efcab5 68 76 58 89 51
## Efcab6 13 10 0 0 9
## Efcab7 327 370 349 281 184
## Efcab8 0 1 1 0 0
## Efcab9 34 22 34 15 12
## Efcc1 81 175 84 158 115
## Efemp1 6868 6542 5226 2358 1444
## Efemp2 206 225 314 115 77
## Efhb 65 58 38 30 24
## Efhc1 122 209 181 84 49
## Efhc2 5 23 6 17 33
## Efhd1 1793 1431 1323 1362 794
## Efhd2 676 544 1200 257 227
## Efna1 35 31 27 55 40
## Efna2 6 17 7 4 5
## Efna3 4 30 12 2 6
## Efna4 62 91 81 45 26
## Efna5 413 656 443 449 554
## Efnb1 526 533 444 285 216
## Efnb2 1647 2143 1587 701 630
## Efnb3 51 66 57 80 30
## Efr3a 2359 2428 2562 1720 1669
## Efr3b 1062 1222 1307 1067 733
## Efs 104 127 92 62 71
## Eftud1 231 275 245 193 129
## Eftud2 439 584 655 455 316
## Egf 46 48 27 7 76
## Egfbp2 0 0 0 0 0
## Egfem1 174 141 364 98 123
## Egfl6 150 172 112 159 155
## Egfl7 67 135 100 126 170
## Egfl8 615 551 976 325 242
## Egflam 850 758 1113 340 196
## Egfr 3518 3169 2011 1176 609
## Egln1 1297 1553 1370 1756 2608
## Egln2 151 301 203 233 254
## Egln3 132 279 73 68 139
## Egr1 3153 2364 2423 905 765
## Egr2 1435 1303 1266 1538 916
## Egr3 1310 854 1056 389 310
## Egr4 0 0 0 0 0
## Ehbp1 2033 2347 1853 2732 1973
## Ehbp1l1 445 690 714 235 738
## Ehd1 127 159 171 128 134
## Ehd2 2185 2772 2133 2575 2310
## Ehd3 807 2555 1023 1570 1565
## Ehd4 1520 1334 2174 886 850
## Ehf 79 4 85 9 3
## Ehhadh 128 91 98 288 174
## Ehmt1 690 786 590 469 459
## Ehmt2 342 353 332 227 240
## Ei24 773 814 944 717 900
## Eid1 1987 1874 1743 1395 1277
## Eid2 45 67 39 45 75
## Eid2b 129 130 127 125 115
## Eid3 25 73 41 22 41
## Eif1 1325 1616 1393 1261 1562
## Eif1a 1286 1140 1360 1039 1053
## Eif1ad 239 339 451 277 322
## Eif1ax 152 151 161 149 182
## Eif1b 127 219 164 163 170
## Eif2a 1683 2156 2051 1474 1804
## Eif2ak1 706 886 858 598 675
## Eif2ak2 2286 1893 3367 924 915
## Eif2ak3 419 484 446 315 231
## Eif2ak4 543 548 617 424 345
## Eif2b1 136 191 122 158 141
## Eif2b2 106 172 82 84 84
## Eif2b3 301 317 284 189 237
## Eif2b4 83 70 82 69 79
## Eif2b5 198 229 231 191 188
## Eif2d 174 182 158 183 167
## Eif2s1 1328 1584 1581 1206 1031
## Eif2s2 853 941 834 797 993
## Eif2s3x 2322 1575 2375 2428 1545
## Eif2s3y 0 610 0 0 714
## Eif3a 9251 10802 10063 6787 7034
## Eif3b 201 381 283 218 192
## Eif3c 1954 2573 2282 2073 2008
## Eif3d 231 315 236 220 197
## Eif3e 585 851 721 558 596
## Eif3f 646 837 708 526 455
## Eif3g 356 464 416 331 331
## Eif3h 650 759 761 488 523
## Eif3i 369 546 483 407 515
## Eif3j1 0 0 0 0 0
## Eif3j2 0 0 0 0 0
## Eif3k 160 147 171 144 133
## Eif3l 476 717 541 552 570
## Eif3m 487 518 642 424 456
## Eif4a1 1603 1796 1981 1304 1140
## Eif4a2 4532 6000 5421 4357 3805
## Eif4a3 406 466 479 316 330
## Eif4b 2619 3369 3060 2359 2470
## Eif4e 937 1011 1118 878 1061
## Eif4e1b 5 1 0 0 7
## Eif4e2 1145 1299 1233 905 1046
## Eif4e3 1205 1163 1391 988 1343
## Eif4ebp1 100 185 193 186 185
## Eif4ebp2 1047 1300 1075 849 1260
## Eif4ebp3 97 84 64 39 41
## Eif4enif1 873 1221 1122 782 705
## Eif4g1 1842 2354 2089 2033 2321
## Eif4g2 15622 16629 16733 14335 13954
## Eif4g3 2899 3251 3438 2046 2363
## Eif4h 821 966 876 749 712
## Eif5 4709 5424 4747 4602 5246
## Eif5a 1518 1622 1775 1287 1450
## Eif5a2 776 1231 982 1599 1970
## Eif5b 4176 4498 4446 3204 3387
## Eif6 163 195 169 128 111
## Elac1 415 467 586 366 325
## Elac2 155 144 127 145 128
## Elane 2 33 8 6 2
## Elavl1 841 720 944 776 753
## Elavl2 270 651 338 1163 1651
## Elavl3 75 308 80 489 529
## Elavl4 248 647 190 1021 1293
## Elf1 1389 1425 1758 769 702
## Elf2 2149 2402 2414 1412 1243
## Elf3 0 0 0 0 0
## Elf4 1053 1320 1929 371 243
## Elf5 4 10 12 16 16
## Elfn1 96 194 75 217 338
## Elfn2 24 7 17 20 8
## Elk1 365 552 403 330 287
## Elk3 1407 1242 1979 527 569
## Elk4 1827 2144 1933 1306 1318
## Ell 238 270 263 212 155
## Ell2 588 756 558 762 768
## Ell3 58 110 71 75 54
## Elmo1 1029 1237 1166 952 676
## Elmo2 483 581 589 323 340
## Elmo3 78 84 47 85 57
## Elmod1 46 59 31 72 120
## Elmod2 314 440 468 380 382
## Elmod3 43 69 83 67 76
## Elmsan1 1580 1780 1658 1017 749
## Eln 231 234 262 189 170
## Elof1 34 53 47 34 40
## Elovl1 609 593 711 901 667
## Elovl2 18 88 20 69 157
## Elovl3 45 2 27 148 399
## Elovl4 103 92 81 267 236
## Elovl5 2313 2101 2690 2482 2040
## Elovl6 3435 1288 3373 7622 12588
## Elovl7 1043 1906 1366 3554 3925
## Elp2 854 1046 786 578 679
## Elp3 394 640 455 362 503
## Elp4 279 235 296 194 239
## Elp5 156 215 103 159 175
## Elp6 74 78 80 85 69
## Eltd1 312 634 379 652 593
## Emb 412 598 428 738 1035
## Emc1 879 943 1005 789 692
## Emc10 380 390 356 303 288
## Emc2 405 502 491 547 552
## Emc3 1170 1175 1136 933 1033
## Emc4 525 745 488 689 754
## Emc6 82 37 121 117 99
## Emc7 549 573 519 535 554
## Emc8 1206 1551 1369 1380 1445
## Emc9 46 91 59 85 86
## Emcn 249 516 204 228 312
## Emd 293 456 397 333 313
## Eme1 19 24 21 2 3
## Eme2 90 114 85 104 69
## Emg1 107 82 96 82 74
## Emid1 348 238 414 465 523
## Emilin1 201 194 209 46 39
## Emilin2 128 168 104 84 21
## Emilin3 85 163 19 11 28
## Eml1 1247 1683 1462 1714 1624
## Eml2 115 159 89 103 162
## Eml3 234 254 290 182 152
## Eml4 781 815 1004 530 504
## Eml5 1071 1492 1017 1231 1090
## Eml6 475 495 432 380 315
## Emp1 6722 7394 7648 1681 1056
## Emp2 1112 970 1117 932 688
## Emp3 458 348 514 193 160
## Emr1 1289 852 1649 238 87
## Emr4 116 39 51 9 12
## Emx1 0 0 0 1 0
## Emx2 10 40 33 10 17
## Emx2os 111 133 82 24 50
## En1 5 5 0 1 1
## En2 0 0 0 0 4
## Enah 2808 3690 1881 4067 5165
## Enam 0 5 0 0 0
## Enc1 177 244 263 148 113
## Endod1 1221 1615 1249 1377 1179
## Endog 1 2 0 2 1
## Endou 11 36 11 27 20
## Endov 408 512 482 404 347
## Eng 201 361 368 249 247
## Engase 42 41 65 17 21
## Enho 0 27 7 11 16
## Enkd1 18 40 35 8 17
## Enkur 64 79 43 30 13
## Eno1 2 5 8 2 3
## Eno1b 4 3 45 10 17
## Eno2 465 761 522 1116 1222
## Eno3 110 1306 89 54 3868
## Eno4 55 32 42 50 55
## Enoph1 353 250 299 224 166
## Enox1 60 102 35 160 189
## Enox2 329 287 375 240 269
## Enpep 493 107 386 144 120
## Enpp1 943 828 1174 710 625
## Enpp2 3844 3064 2581 3261 2295
## Enpp3 33 40 31 30 50
## Enpp4 887 916 987 983 1040
## Enpp5 1025 997 1241 1088 1425
## Enpp6 44 56 54 42 37
## Enpp7 0 0 0 0 0
## Ensa 1032 1444 1211 1051 945
## Enthd1 4 1 7 0 0
## Enthd2 53 52 95 30 51
## Entpd1 1096 1379 1355 845 567
## Entpd2 239 368 314 309 179
## Entpd3 25 61 42 183 234
## Entpd4 1 0 0 0 8
## Entpd5 525 501 556 845 1050
## Entpd6 80 36 132 107 56
## Entpd7 243 270 366 193 188
## Entpd8 0 0 0 0 0
## Eny2 771 944 623 711 738
## Eogt 1434 2002 1759 1662 1365
## Eomes 12 12 29 2 5
## Ep300 4513 5821 5792 3350 3135
## Ep400 1980 2683 2404 1612 1238
## Epas1 2574 3533 3018 4555 6109
## Epb4.1 975 1359 1101 1293 1457
## Epb4.1l1 1511 1271 1328 1311 1422
## Epb4.1l2 5661 5959 6623 6036 5170
## Epb4.1l3 1582 2255 1598 3046 3206
## Epb4.1l4a 263 171 205 151 161
## Epb4.1l4b 1641 1981 1483 1774 1146
## Epb4.1l5 317 397 348 335 284
## Epb4.2 12 43 16 5 16
## Epc1 2098 2712 2210 1685 1343
## Epc2 1834 1899 1751 1319 1158
## Epcam 40 2 66 4 0
## Epdr1 1182 1868 1358 2144 2497
## Epg5 1140 1208 930 863 928
## Epgn 5 0 0 2 0
## Epha1 127 214 115 94 38
## Epha10 9 1 5 9 18
## Epha2 120 102 127 59 41
## Epha3 16 19 12 6 12
## Epha4 183 173 143 263 222
## Epha5 128 69 97 138 70
## Epha6 35 82 17 168 216
## Epha7 184 267 133 225 341
## Epha8 0 0 0 3 0
## Ephb1 85 84 62 113 149
## Ephb2 482 436 473 184 122
## Ephb3 504 556 646 276 202
## Ephb4 227 377 290 220 166
## Ephb6 273 265 185 246 235
## Ephx1 403 717 461 422 331
## Ephx2 221 135 210 722 512
## Ephx3 35 15 18 12 12
## Ephx4 10 13 3 34 36
## Epm2a 32 39 18 25 54
## Epm2aip1 1104 1420 1181 1427 1383
## Epn1 233 366 331 257 159
## Epn2 998 1607 912 1195 1064
## Epn3 24 18 14 61 106
## Epo 0 0 0 0 0
## Epor 7 1 8 10 2
## Eppin 0 0 0 0 0
## Eppk1 43 123 49 32 80
## Eprs 2345 3186 2341 1972 2405
## Eps15 3339 3550 3753 3233 3310
## Eps15l1 1385 2022 1357 1235 1094
## Eps8 1237 1297 1498 411 357
## Eps8l1 240 242 10 150 179
## Eps8l2 49 53 90 90 129
## Eps8l3 1 3 6 0 0
## Epsti1 200 143 520 22 20
## Ept1 464 607 501 628 673
## Epx 6 9 0 4 0
## Epyc 486 446 506 143 65
## Eqtn 23 33 20 27 20
## Eral1 221 248 296 220 282
## Erap1 531 506 663 362 257
## Eras 0 0 0 0 0
## Erbb2 842 563 845 532 466
## Erbb2ip 3668 3039 3863 1801 1747
## Erbb3 1646 1532 1762 1498 1131
## Erbb4 24 43 32 175 115
## Erc1 1874 2716 2114 2196 2264
## Erc2 82 264 87 384 386
## Ercc1 63 62 47 35 67
## Ercc2 51 79 90 62 28
## Ercc3 273 368 315 204 213
## Ercc4 725 859 630 531 452
## Ercc5 668 873 750 498 437
## Ercc6 1057 1195 978 984 913
## Ercc6l 30 25 26 11 4
## Ercc6l2 998 1123 894 703 663
## Ercc8 77 91 88 100 48
## Erdr1 879 940 690 208 574
## Ereg 196 255 77 17 1
## Erf 273 290 329 157 159
## Erg 99 163 196 165 177
## Ergic1 668 756 780 564 715
## Ergic2 447 556 447 412 452
## Ergic3 591 684 830 565 399
## Erh 180 163 198 152 149
## Eri1 1198 1366 1264 775 499
## Eri2 295 411 266 219 227
## Eri3 241 221 247 210 165
## Erich1 253 338 320 205 186
## Erich2 5 2 0 0 1
## Erich3 67 48 50 50 78
## Erich4 0 0 0 0 0
## Erich5 17 32 10 8 15
## Erich6 21 43 34 38 36
## Erlec1 753 1126 643 564 550
## Erlin1 465 521 512 377 245
## Erlin2 1321 1318 1374 1318 1079
## Ermap 115 168 129 22 24
## Ermard 228 234 266 146 192
## Ermn 125 106 122 116 88
## Ermp1 1699 1645 1664 1920 1798
## Ern1 419 477 521 163 187
## Ern2 0 0 1 1 6
## Ero1l 1580 1629 1453 1430 1245
## Ero1lb 499 412 548 256 285
## Erp27 10 15 6 3 2
## Erp29 610 590 772 296 322
## Erp44 561 526 700 359 407
## Errfi1 866 1544 972 1536 1274
## Erv3 15 94 10 29 27
## Esam 70 205 101 189 161
## Esco1 693 722 640 503 570
## Esco2 29 33 35 7 7
## Esd 731 695 750 581 470
## Esf1 986 1096 1077 974 959
## Esm1 74 123 102 17 22
## Esp1 0 0 0 0 0
## Esp15 17 2 1 5 10
## Esp16 18 0 0 0 0
## Esp18 21 36 15 8 11
## Esp23 0 0 0 0 0
## Esp24 7 1 0 4 0
## Esp3 0 0 0 0 0
## Esp31 0 0 0 0 0
## Esp34 0 0 0 0 0
## Esp36 0 0 0 0 0
## Esp38 3 0 0 0 0
## Esp4 0 0 0 0 0
## Esp5 0 0 0 0 0
## Esp6 0 0 0 0 0
## Esp6-esp5 0 0 0 0 0
## Esp8 0 0 0 0 0
## Espl1 88 56 193 66 22
## Espn 6 5 15 3 23
## Espnl 1 2 0 9 6
## Esr1 105 107 125 176 147
## Esr2 15 6 14 3 8
## Esrp1 5 1 0 5 0
## Esrp2 22 14 13 21 17
## Esrra 41 52 50 48 53
## Esrrb 3 12 0 26 8
## Esrrg 164 164 120 258 481
## Esx1 0 0 0 0 0
## Esyt1 851 1050 1297 1038 844
## Esyt2 1814 2440 1835 1550 1472
## Esyt3 53 29 62 62 52
## Etaa1 281 346 238 169 126
## Etd 0 3 0 0 1
## Etf1 1044 1214 1200 842 975
## Etfa 796 703 884 1914 2995
## Etfb 219 186 305 446 550
## Etfdh 1035 1100 1063 2315 3935
## Ethe1 60 112 122 38 48
## Etl4 2222 3845 2149 1687 1877
## Etnk1 2882 3526 3512 3882 4098
## Etnk2 8 11 8 7 7
## Etnppl 8 65 12 148 195
## Etohd2 121 104 110 88 90
## Etohi1 938 871 410 657 657
## Ets1 805 739 990 507 593
## Ets2 268 314 216 276 375
## Etv1 4938 5016 3535 3480 2462
## Etv2 0 0 0 0 0
## Etv3 350 406 599 272 248
## Etv4 122 178 135 45 30
## Etv5 1121 1205 1280 767 617
## Etv6 1097 814 1186 627 401
## EU599041 0 6 15 33 46
## Eva1a 2 3 24 10 8
## Eva1b 16 34 35 21 20
## Eva1c 86 162 75 171 149
## Evc 201 320 227 162 151
## Evc2 213 256 221 264 163
## Evi2a 341 156 546 90 81
## Evi2a-evi2b 10 2 11 2 0
## Evi2b 1 2 3 5 7
## Evi5 2513 3007 2607 3134 2828
## Evi5l 112 249 94 175 131
## Evl 111 123 213 64 53
## Evpl 38 44 46 42 52
## Evx1 0 0 0 0 0
## Evx2 0 0 0 0 0
## Ewsr1 6695 7342 6839 4834 4128
## Exd1 22 19 6 35 27
## Exd2 674 757 830 752 773
## Exo1 28 17 22 11 0
## Exo5 132 44 117 30 88
## Exoc1 967 1130 987 553 678
## Exoc2 1085 1221 1244 935 772
## Exoc3 996 937 1147 972 1164
## Exoc3l 26 20 23 19 23
## Exoc3l4 2 7 7 3 13
## Exoc4 1554 1598 1887 1091 1198
## Exoc5 1313 1564 1217 1042 969
## Exoc6 594 559 907 485 543
## Exoc6b 1487 1831 1593 1501 1367
## Exoc7 228 264 287 207 259
## Exoc8 447 605 513 498 556
## Exog 26 85 82 37 56
## Exosc1 251 381 305 224 216
## Exosc10 392 556 512 289 254
## Exosc2 203 221 302 209 162
## Exosc3 185 241 262 103 90
## Exosc4 189 159 184 137 133
## Exosc5 26 27 24 17 23
## Exosc6 12 36 24 26 25
## Exosc7 145 107 123 108 113
## Exosc8 266 214 371 220 175
## Exosc9 209 148 148 118 121
## Exph5 8 18 4 35 92
## Ext1 918 1178 1211 631 494
## Ext2 808 1755 1167 566 414
## Extl1 12 25 4 20 34
## Extl2 389 392 340 232 320
## Extl3 2828 3505 3520 2132 1972
## Eya1 263 350 133 33 270
## Eya2 352 883 246 210 157
## Eya3 720 923 850 688 608
## Eya4 48 83 87 109 282
## Ezh1 821 1241 780 737 789
## Ezh2 540 497 603 357 319
## Ezr 1190 1414 1173 747 512
## F10 22 21 14 10 7
## F11 1 0 0 0 0
## F11r 722 767 1189 400 318
## F12 1 0 0 0 0
## F13a1 775 660 789 696 213
## F13b 0 0 0 0 0
## F2 8 5 0 4 4
## F2r 582 869 855 496 644
## F2rl1 269 1087 406 191 51
## F2rl2 834 1536 544 1301 971
## F2rl3 5 1 3 6 32
## F3 714 1730 575 709 348
## F420014N23Rik 194 180 160 104 63
## F5 800 199 287 118 155
## F630028O10Rik 556 384 763 202 61
## F630042J09Rik 0 4 2 0 0
## F630111L10Rik 434 308 482 247 183
## F630206G17Rik 9 7 14 0 0
## F7 13 15 9 11 1
## F730035M05Rik 41 44 40 30 35
## F730043M19Rik 23 7 43 46 31
## F8 133 187 250 134 206
## F830002L21Rik 12 0 2 2 17
## F830016B08Rik 620 784 962 179 417
## F830045P16Rik 0 0 0 0 0
## F8a 31 37 27 23 22
## F9 13 29 63 41 35
## F930015N05Rik 10 23 13 12 1
## Fa2h 825 1329 779 2500 1727
## Faah 40 64 41 88 60
## Fabp1 0 0 0 0 2
## Fabp12 0 0 0 0 0
## Fabp2 0 0 4 2 1
## Fabp3 51 87 87 138 323
## Fabp4 2439 233 2061 7828 8949
## Fabp5 470 177 281 267 460
## Fabp6 0 0 1 2 0
## Fabp7 178 228 277 506 577
## Fabp9 5 0 0 0 0
## Fadd 530 488 571 346 295
## Fads1 2815 3383 3358 2492 1910
## Fads2 528 495 601 370 296
## Fads3 478 592 427 459 331
## Fads6 31 49 10 43 52
## Faf1 480 663 529 660 537
## Faf2 635 980 675 432 450
## Fah 140 179 133 168 204
## Fahd1 127 83 71 89 152
## Fahd2a 63 16 68 52 58
## Faim 256 254 390 481 394
## Faim2 76 141 140 409 425
## Faim3 0 0 21 1 3
## Fam101a 80 45 39 68 37
## Fam101b 274 215 279 254 381
## Fam102a 726 720 957 564 446
## Fam102b 2326 4636 1964 1948 2094
## Fam103a1 786 913 859 735 861
## Fam104a 559 703 643 493 494
## Fam105a 620 513 876 166 49
## Fam107a 1131 4166 1128 2165 1303
## Fam107b 651 909 718 622 579
## Fam109a 14 19 23 10 13
## Fam109b 86 203 159 97 50
## Fam110a 34 11 52 7 12
## Fam110b 50 108 36 29 51
## Fam110c 0 1 4 8 0
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## Fam114a1 1935 1584 2343 1206 765
## Fam114a2 534 688 663 650 623
## Fam115a 764 1049 808 706 929
## Fam115c 158 152 140 174 108
## Fam115e 1 11 8 8 0
## Fam117a 94 111 221 137 79
## Fam117b 1258 1860 1321 1170 1020
## Fam118a 140 119 186 128 109
## Fam118b 256 319 268 240 220
## Fam120a 5232 5973 5171 3810 3906
## Fam120aos 67 103 144 109 143
## Fam120b 1280 1681 1389 1109 952
## Fam120c 1039 1211 969 999 936
## Fam122a 158 88 114 115 93
## Fam122b 146 167 164 151 138
## Fam122c 0 0 0 0 6
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## Fam124b 1 13 14 0 8
## Fam126a 958 955 997 783 703
## Fam126b 1061 1035 987 2306 1878
## Fam129a 3119 2052 3398 1660 1141
## Fam129b 1274 1617 1488 1045 665
## Fam129c 26 49 137 27 51
## Fam131a 31 41 35 17 53
## Fam131b 45 137 44 260 275
## Fam131c 2 0 1 0 2
## Fam132a 94 61 85 169 119
## Fam132b 32 48 17 19 22
## Fam133b 551 629 588 356 287
## Fam134a 231 410 290 250 248
## Fam134b 1642 1533 1839 1469 1778
## Fam134c 238 245 211 256 222
## Fam135a 914 864 654 708 780
## Fam135b 0 2 0 0 14
## Fam136a 55 55 70 86 66
## Fam13a 426 284 285 831 1086
## Fam13b 1180 1113 1088 957 942
## Fam13c 127 89 106 101 78
## Fam149a 447 412 326 252 339
## Fam149b 947 1386 1133 953 962
## Fam150a 1 0 0 0 0
## Fam150b 9 42 12 8 10
## Fam151a 4 6 3 7 0
## Fam151b 89 59 81 64 53
## Fam154a 4 3 0 6 0
## Fam154b 11 21 15 15 8
## Fam155a 19 80 38 67 123
## Fam159a 0 0 1 0 0
## Fam159b 0 0 6 0 0
## Fam160a1 113 326 111 112 178
## Fam160a2 552 684 477 517 449
## Fam160b1 750 945 700 571 548
## Fam160b2 2794 3646 2626 2778 3020
## Fam161a 27 73 49 42 37
## Fam161b 203 171 213 216 163
## Fam162a 163 164 148 157 173
## Fam162b 0 0 0 0 0
## Fam163a 31 3 22 13 16
## Fam163b 12 10 0 33 52
## Fam166a 4 4 1 5 15
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## Fam167a 69 77 69 77 61
## Fam167b 1 2 4 2 0
## Fam168a 2121 2885 2507 2091 2102
## Fam168b 2347 2608 2825 2019 1941
## Fam169a 136 175 58 286 359
## Fam169b 333 399 411 305 261
## Fam170a 2 0 0 0 0
## Fam170b 1 0 0 0 0
## Fam171a1 391 375 285 372 386
## Fam171a2 19 19 18 24 32
## Fam171b 290 468 253 426 509
## Fam172a 589 630 658 382 357
## Fam173a 82 115 110 85 78
## Fam173b 40 31 42 46 30
## Fam174a 259 385 336 317 326
## Fam174b 50 37 44 46 67
## Fam175a 316 312 322 141 174
## Fam175b 333 456 323 293 335
## Fam177a 0 0 0 0 0
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## Fam178b 111 136 99 579 565
## Fam179a 2 12 0 4 11
## Fam179b 1301 1584 1065 955 953
## Fam180a 111 76 18 31 9
## Fam181a 0 0 0 0 0
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## Fam183b 0 0 0 0 1
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## Fam184b 65 69 34 72 82
## Fam185a 139 169 125 156 152
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## Fam188b 98 183 123 100 43
## Fam189a1 46 31 21 71 45
## Fam189a2 88 106 59 51 63
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## Fam193a 2708 3348 3113 2526 2133
## Fam193b 379 625 421 383 316
## Fam195a 11 6 13 7 19
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## Fam196a 341 309 300 242 132
## Fam196b 1057 420 881 598 340
## Fam198a 43 63 46 82 102
## Fam198b 1087 1364 1366 1352 1136
## Fam199x 274 279 344 289 342
## Fam19a1 140 248 103 247 356
## Fam19a2 28 52 26 92 169
## Fam19a3 50 136 54 84 268
## Fam19a4 16 24 4 29 37
## Fam19a5 315 252 297 244 204
## Fam203a 33 21 40 27 21
## Fam204a 349 339 445 260 327
## Fam206a 726 540 565 489 279
## Fam207a 88 111 80 59 78
## Fam208a 3806 3933 3984 2772 2477
## Fam208b 1927 1906 2247 1355 1211
## Fam209 6 1 4 4 3
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## Fam20b 706 753 914 418 558
## Fam20c 397 270 257 126 123
## Fam21 855 1297 1006 972 739
## Fam210a 1821 2129 1502 1652 2450
## Fam210b 408 592 378 298 336
## Fam212a 50 52 43 42 30
## Fam212b 2192 1699 3250 1340 1070
## Fam213a 1519 790 1389 2225 3414
## Fam213b 30 35 35 32 111
## Fam214a 986 1133 1110 959 637
## Fam214b 594 873 525 475 411
## Fam216a 347 304 236 237 278
## Fam216b 0 0 0 0 0
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## Fam217b 36 104 62 76 106
## Fam219a 130 197 203 196 204
## Fam219aos 60 65 49 61 83
## Fam219b 176 333 237 243 226
## Fam220a 153 275 179 198 202
## Fam221a 12 24 21 13 16
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## Fam222b 966 907 895 832 912
## Fam227a 112 183 68 69 67
## Fam227b 27 44 43 19 16
## Fam228a 29 45 33 40 52
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## Fam229a 1 0 0 0 0
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## Fam26e 381 297 317 436 291
## Fam26f 6 6 43 6 6
## Fam32a 903 967 393 777 509
## Fam35a 120 138 158 94 132
## Fam3a 186 204 266 191 132
## Fam3b 3 0 3 0 4
## Fam3c 846 881 1138 611 669
## Fam43a 293 593 377 219 221
## Fam43b 6 10 13 34 44
## Fam45a 430 443 378 293 348
## Fam46a 1898 1903 2620 976 772
## Fam46b 1 23 2 7 3
## Fam46c 85 106 133 92 100
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## Fam50a 216 333 204 167 137
## Fam50b 0 0 0 0 0
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## Fam53b 430 672 452 593 608
## Fam53c 673 906 704 556 600
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## Fam57b 41 90 39 143 275
## Fam58b 192 114 152 136 156
## Fam60a 276 296 415 158 248
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## Fam64a 1 10 4 2 0
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## Fam65b 514 549 579 454 361
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## Fam73a 281 386 288 477 684
## Fam73b 125 93 150 323 337
## Fam76a 477 533 450 339 303
## Fam76b 980 894 946 551 385
## Fam78a 12 36 71 2 37
## Fam78b 2306 2539 2653 2132 2087
## Fam81a 24 42 34 97 124
## Fam83a 52 71 41 96 61
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## Fam83d 112 82 104 91 57
## Fam83e 2 0 0 0 4
## Fam83f 45 23 39 50 20
## Fam83g 6 8 1 3 11
## Fam83h 49 44 16 30 27
## Fam84a 12 0 4 9 4
## Fam84b 76 106 118 55 120
## Fam86 615 612 663 472 416
## Fam89a 53 40 48 53 49
## Fam89b 72 138 92 52 105
## Fam92a 323 412 340 260 204
## Fam92b 1 7 3 9 1
## Fam96a 315 324 391 294 365
## Fam96b 30 78 56 32 42
## Fam98a 687 856 826 825 774
## Fam98b 779 1004 792 568 605
## Fam98c 5 1 3 2 3
## Fan1 73 88 67 72 81
## Fanca 65 53 69 46 42
## Fancb 25 42 24 11 33
## Fancc 365 303 373 288 219
## Fancd2 57 86 84 24 15
## Fancd2os 11 6 10 8 3
## Fance 132 141 136 88 90
## Fancf 161 178 163 111 110
## Fancg 127 96 131 138 95
## Fanci 73 186 87 60 60
## Fancl 166 111 199 68 84
## Fancm 429 465 337 287 333
## Fank1 15 30 9 11 4
## Fap 1365 1176 996 505 308
## Far1 2033 1960 2088 1937 1707
## Far2 139 180 125 116 171
## Farp1 250 394 322 187 178
## Farp2 233 289 178 191 232
## Fars2 76 79 98 86 85
## Farsa 51 124 87 36 57
## Farsb 629 672 655 684 541
## Fas 93 95 108 77 116
## Fasl 4 4 21 2 5
## Fasn 6513 1920 6435 18205 33586
## Fastk 137 178 163 162 153
## Fastkd1 144 133 185 165 256
## Fastkd2 111 95 101 89 180
## Fastkd3 143 134 126 139 173
## Fastkd5 167 243 230 185 198
## Fat1 3301 4145 3798 2867 2462
## Fat2 2 5 13 0 6
## Fat3 815 841 631 1645 1899
## Fat4 400 471 366 636 768
## Fate1 0 13 0 0 5
## Fau 327 446 489 251 241
## Faxc 1269 2191 1068 2869 3413
## Fbf1 289 411 261 253 249
## Fbl 183 181 248 145 95
## Fblim1 580 887 793 67 33
## Fbll1 0 0 0 0 0
## Fbln1 112 339 71 82 60
## Fbln2 2811 4758 3652 1256 877
## Fbln5 782 1209 699 1152 700
## Fbln7 1117 715 1102 475 226
## Fbn1 10072 11282 13341 4498 2177
## Fbn2 3323 3233 2580 686 229
## Fbp1 1 1 1 3 4
## Fbp2 7 3 7 9 65
## Fbrs 641 784 761 440 374
## Fbrsl1 250 315 438 168 145
## Fbxl12 182 232 182 118 167
## Fbxl12os 300 322 255 179 143
## Fbxl13 18 31 10 3 2
## Fbxl14 719 1126 640 509 418
## Fbxl15 6 12 10 6 5
## Fbxl16 122 279 148 338 457
## Fbxl17 6264 7707 6025 5280 5890
## Fbxl18 45 30 43 25 40
## Fbxl19 170 224 308 153 169
## Fbxl2 412 506 481 444 506
## Fbxl20 3206 4059 3417 2873 2817
## Fbxl21 106 105 85 99 112
## Fbxl22 38 25 28 24 38
## Fbxl3 2653 3104 2483 2186 1974
## Fbxl4 653 566 731 505 511
## Fbxl5 733 619 855 509 498
## Fbxl6 32 36 27 33 17
## Fbxl7 244 178 212 121 86
## Fbxl8 30 8 49 12 23
## Fbxo10 180 174 138 157 146
## Fbxo11 3322 3334 2974 2867 3049
## Fbxo15 0 0 0 0 0
## Fbxo16 13 24 11 21 25
## Fbxo17 68 133 85 64 50
## Fbxo18 702 949 726 540 537
## Fbxo2 19 58 26 94 166
## Fbxo21 192 193 207 368 404
## Fbxo22 1205 1418 1277 1612 1478
## Fbxo24 33 63 38 26 25
## Fbxo25 209 357 324 263 314
## Fbxo27 97 158 99 130 108
## Fbxo28 854 1014 859 828 749
## Fbxo3 1517 1710 1620 1391 1579
## Fbxo30 1202 1491 1122 1115 973
## Fbxo31 163 215 160 382 419
## Fbxo32 704 1673 478 556 1087
## Fbxo33 264 208 265 138 165
## Fbxo34 208 211 371 202 213
## Fbxo36 48 52 23 25 52
## Fbxo38 666 1012 689 479 518
## Fbxo39 18 10 5 5 3
## Fbxo4 290 300 277 283 216
## Fbxo40 18 95 16 7 176
## Fbxo41 44 39 11 113 129
## Fbxo42 321 421 489 368 332
## Fbxo43 121 137 128 101 87
## Fbxo44 80 159 77 103 147
## Fbxo45 670 684 768 834 1030
## Fbxo46 26 33 29 31 17
## Fbxo47 39 16 14 23 52
## Fbxo48 8 16 12 4 4
## Fbxo5 41 51 83 41 12
## Fbxo6 65 104 73 42 46
## Fbxo7 1095 933 1027 721 582
## Fbxo8 358 354 376 306 300
## Fbxo9 552 699 485 656 763
## Fbxw10 63 49 56 4 27
## Fbxw11 1300 1530 1849 1267 1354
## Fbxw13 0 0 1 1 0
## Fbxw14 0 0 0 0 0
## Fbxw15 0 0 0 2 0
## Fbxw16 0 0 0 0 0
## Fbxw17 159 183 195 133 91
## Fbxw18 11 0 0 0 6
## Fbxw19 0 0 0 0 0
## Fbxw2 1259 1611 1184 1035 944
## Fbxw20 0 0 0 0 0
## Fbxw21 0 0 2 0 0
## Fbxw22 0 0 0 0 0
## Fbxw24 0 0 0 6 0
## Fbxw26 0 0 0 1 0
## Fbxw28 0 0 0 0 0
## Fbxw4 96 90 119 49 55
## Fbxw5 378 695 550 439 581
## Fbxw7 849 1065 810 871 1032
## Fbxw8 328 424 291 207 226
## Fbxw9 79 57 53 44 44
## Fcamr 0 0 7 8 0
## Fcer1a 28 22 12 2 0
## Fcer1g 1441 1131 2840 253 93
## Fcer2a 148 153 247 109 99
## Fcf1 329 386 346 277 296
## Fcgbp 0 0 1 0 1
## Fcgr1 277 127 424 17 40
## Fcgr2b 881 750 1436 187 45
## Fcgr3 242 248 327 47 27
## Fcgr4 75 93 194 0 0
## Fcgrt 217 257 337 184 174
## Fcho1 9 4 32 23 22
## Fcho2 2753 2926 2567 1681 1506
## Fchsd1 36 36 87 30 26
## Fchsd2 738 678 981 510 524
## Fcna 7 47 23 20 12
## Fcnb 1 19 0 2 0
## Fcrl1 32 4 99 6 3
## Fcrl5 12 0 13 2 0
## Fcrl6 48 39 50 40 22
## Fcrla 35 12 36 4 7
## Fcrlb 8 0 7 2 0
## Fcrls 454 166 527 141 48
## Fdft1 1001 1266 1095 1358 2154
## Fdps 137 112 154 173 259
## Fdx1 150 144 124 205 283
## Fdx1l 0 0 0 0 0
## Fdxacb1 117 170 111 93 116
## Fdxr 21 55 49 39 43
## Fech 1575 2031 1588 1983 2209
## Fem1a 546 918 646 616 1053
## Fem1b 1923 2124 2015 1585 1503
## Fem1c 1031 799 1130 522 437
## Fen1 30 42 35 19 22
## Fendrr 6 20 26 34 33
## Fer1l4 0 0 0 0 0
## Fer1l5 107 159 82 87 106
## Ferd3l 0 0 0 0 0
## Fermt1 11 0 4 12 27
## Fermt2 3122 3274 3310 2858 3007
## Fermt3 134 139 254 42 34
## Fert2 832 872 855 643 576
## Fes 178 158 313 52 35
## Fetub 88 141 111 4 14
## Fev 0 0 0 0 0
## Fez1 287 471 315 558 565
## Fez2 675 664 790 577 732
## Fezf1 0 0 0 0 1
## Fezf2 0 0 0 0 0
## Ffar1 0 0 0 0 0
## Ffar2 24 13 38 27 4
## Ffar3 2 0 2 0 0
## Ffar4 9 12 31 22 20
## Fga 5 3 0 3 0
## Fgb 4 6 0 0 0
## Fgd1 128 149 134 66 85
## Fgd2 266 190 525 77 14
## Fgd3 194 94 131 26 12
## Fgd4 1153 966 941 696 556
## Fgd5 611 915 901 541 425
## Fgd6 865 846 838 550 348
## Fgf1 4117 5694 3673 8287 10340
## Fgf10 44 48 59 68 46
## Fgf11 721 927 1020 860 705
## Fgf12 270 586 185 1217 1571
## Fgf13 357 893 487 1343 1585
## Fgf14 275 251 118 138 117
## Fgf15 0 5 0 0 0
## Fgf16 6 10 5 2 1
## Fgf17 0 1 2 0 1
## Fgf18 68 78 49 95 96
## Fgf2 290 320 260 170 71
## Fgf20 0 0 0 0 5
## Fgf21 0 0 0 0 0
## Fgf22 0 0 0 0 0
## Fgf23 0 35 0 0 5
## Fgf3 0 0 0 0 5
## Fgf4 25 8 16 56 89
## Fgf5 0 20 21 18 37
## Fgf6 0 14 0 0 1
## Fgf7 893 774 632 786 882
## Fgf8 0 0 0 0 0
## Fgf9 66 65 59 212 225
## Fgfbp1 3 1 0 3 2
## Fgfbp3 10 6 2 4 21
## Fgfr1 2104 3390 2054 1741 1415
## Fgfr1op 343 586 329 332 463
## Fgfr1op2 2283 2474 2045 1714 1760
## Fgfr2 543 608 357 163 177
## Fgfr3 15 65 40 35 35
## Fgfr4 1 11 4 0 6
## Fgfrl1 229 127 239 196 171
## Fgg 2 19 5 1 0
## Fggy 140 181 124 153 190
## Fgl1 4 2 0 11 0
## Fgl2 2314 1607 3156 2594 2740
## Fgr 294 174 432 16 24
## Fh1 401 340 404 495 988
## Fhad1 21 20 16 6 6
## Fhad1os1 0 0 10 0 0
## Fhdc1 59 65 90 105 102
## Fhit 22 19 10 10 16
## Fhl1 794 5000 789 1032 2452
## Fhl2 97 174 167 29 30
## Fhl3 173 188 233 126 300
## Fhl4 20 6 16 5 13
## Fhl5 14 66 22 27 49
## Fhod1 317 347 279 171 165
## Fhod3 150 175 147 155 153
## Fibcd1 0 0 0 0 0
## Fibin 467 425 449 189 82
## Fibp 483 557 525 414 290
## Ficd 153 182 242 165 104
## Fig4 407 475 397 360 360
## Figf 56 91 70 83 148
## Figla 0 0 0 0 0
## Fign 2699 2508 2710 2261 1450
## Fignl1 65 34 67 26 13
## Fignl2 111 129 118 129 82
## Filip1 617 880 734 834 1141
## Filip1l 1497 2358 2172 1402 1325
## Fip1l1 1790 1909 1861 1248 1059
## Firre 769 987 532 596 540
## Fis1 91 132 191 107 100
## Fitm1 0 21 0 0 45
## Fitm2 32 56 52 55 55
## Fiz1 135 132 144 146 119
## Fjx1 66 54 53 47 14
## Fkbp10 166 207 294 97 70
## Fkbp11 18 27 25 4 2
## Fkbp14 655 926 519 433 374
## Fkbp15 955 931 1084 678 477
## Fkbp1a 4785 5303 4812 4214 3106
## Fkbp1b 109 399 207 421 377
## Fkbp2 264 311 331 351 371
## Fkbp3 470 609 451 641 714
## Fkbp4 460 833 600 765 881
## Fkbp5 285 2496 140 400 215
## Fkbp6 11 12 0 3 0
## Fkbp7 223 307 151 113 79
## Fkbp8 216 318 280 237 176
## Fkbp9 2034 1961 2155 1454 767
## Fkbpl 10 5 2 5 2
## Fkrp 386 394 394 224 290
## Fktn 837 920 790 902 921
## Flad1 84 75 88 117 100
## Flcn 385 454 304 350 362
## Flg2 0 0 0 0 0
## Fli1 574 588 832 238 234
## Flii 772 964 931 735 825
## Flna 4362 4853 4800 2871 1983
## Flnb 4415 4682 4671 3604 2834
## Flnc 524 1459 625 358 543
## Flot1 860 1183 927 976 961
## Flot2 381 616 522 530 624
## Flrt1 159 397 93 212 214
## Flrt2 764 1566 897 670 414
## Flrt3 1479 1324 1308 934 591
## Flt1 371 680 522 731 926
## Flt3 230 308 571 77 48
## Flt3l 168 185 227 155 129
## Flt4 174 247 249 199 168
## Flywch1 44 74 36 55 74
## Flywch2 4 2 1 18 11
## Fmn1 756 1244 829 1532 1926
## Fmn2 1063 755 937 1224 948
## Fmnl1 436 348 645 178 117
## Fmnl2 4681 6525 4862 4328 3939
## Fmnl3 752 573 735 339 242
## Fmo1 1349 4043 1097 3081 2784
## Fmo2 654 2948 590 1145 907
## Fmo3 11 0 0 5 0
## Fmo4 5 40 3 13 13
## Fmo5 720 914 641 571 525
## Fmo6 2 0 0 0 6
## Fmo9 0 0 0 0 0
## Fmod 159 309 89 102 64
## Fmr1 1220 1266 1286 1195 970
## Fmr1nb 1 2 0 0 2
## Fn1 45897 36972 58909 14077 5386
## Fn3k 37 75 17 78 123
## Fn3krp 159 157 212 185 320
## Fnbp1 5265 4458 6316 3530 3576
## Fnbp1l 797 1022 1048 846 717
## Fnbp4 1512 1513 1655 1058 792
## Fnd3c2 2 2 0 1 10
## Fndc1 1886 2418 1714 639 382
## Fndc3a 3331 4042 4129 1688 1562
## Fndc3b 3619 3895 4098 1595 1113
## Fndc3c1 9 0 4 0 1
## Fndc4 43 37 68 22 43
## Fndc5 161 138 112 142 198
## Fndc7 28 30 74 5 0
## Fndc8 7 10 2 7 16
## Fndc9 12 106 31 35 56
## Fnip1 1264 1475 1239 992 799
## Fnip2 1296 1235 1209 976 721
## Fnta 1264 1064 1296 1153 1201
## Fntb 402 360 393 708 561
## Focad 683 582 773 417 538
## Folh1 47 137 32 281 280
## Folr1 0 0 0 0 2
## Folr2 67 16 64 44 16
## Folr4 3 3 11 0 0
## Fopnl 221 342 292 227 319
## Fos 204 111 200 68 49
## Fosb 27 24 22 15 10
## Fosl1 0 0 7 12 0
## Fosl2 2146 2830 2303 1019 581
## Foxa1 4 0 0 5 0
## Foxa2 0 0 0 0 0
## Foxa3 0 7 0 0 3
## Foxb1 0 0 0 0 0
## Foxb2 0 0 0 0 0
## Foxc1 261 343 136 90 64
## Foxc2 153 133 123 38 40
## Foxd1 138 238 84 36 33
## Foxd2 161 167 148 72 41
## Foxd2os 374 342 252 122 76
## Foxd3 245 352 234 175 123
## Foxd4 0 0 0 0 0
## Foxe1 0 0 0 0 0
## Foxe3 0 1 0 0 0
## Foxf1 7 31 27 6 14
## Foxf2 22 51 10 6 0
## Foxg1 0 0 0 0 0
## Foxh1 0 2 0 0 0
## Foxi1 0 0 0 0 0
## Foxi2 0 0 0 0 7
## Foxi3 0 0 0 0 0
## Foxj1 9 20 8 26 24
## Foxj2 1067 1524 1110 767 698
## Foxj3 1580 1830 1650 1533 1237
## Foxk1 1245 1959 1555 971 933
## Foxk2 709 870 841 597 716
## Foxl1 62 129 59 38 24
## Foxl2 0 0 0 0 0
## Foxl2os 0 3 0 0 0
## Foxm1 123 289 232 56 23
## Foxn1 0 0 0 0 0
## Foxn2 919 707 1055 613 595
## Foxn3 790 1248 876 846 1207
## Foxn4 0 0 0 0 0
## Foxo1 3126 4622 2923 3872 2216
## Foxo3 1071 1641 1088 770 619
## Foxo4 147 225 158 124 137
## Foxo6 55 86 73 31 20
## Foxp1 2553 2423 2475 1400 1008
## Foxp2 542 365 361 257 238
## Foxp3 79 28 68 23 36
## Foxp4 360 479 375 224 250
## Foxq1 0 0 2 8 10
## Foxr1 64 85 80 41 71
## Foxr2 0 0 0 1 0
## Foxred1 154 152 160 164 209
## Foxred2 64 162 137 74 122
## Foxs1 158 225 77 83 40
## Fpgs 10 15 25 17 30
## Fpgt 429 444 466 416 431
## Fpr-rs3 0 0 0 0 0
## Fpr-rs4 0 0 0 0 0
## Fpr-rs6 0 0 0 0 0
## Fpr1 10 47 19 2 0
## Fpr2 15 56 10 13 0
## Fpr3 0 0 0 0 0
## Fra10ac1 179 153 140 100 129
## Fras1 19 38 85 67 63
## Frat1 5 14 4 6 11
## Frat2 145 244 119 165 135
## Frem1 1238 1237 983 648 486
## Frem2 65 71 49 65 99
## Frem3 3 7 4 5 2
## Frg1 140 154 130 84 132
## Frk 83 86 30 22 55
## Frmd3 740 859 560 1385 1441
## Frmd4a 2907 2539 3443 1416 920
## Frmd4b 955 1093 1021 474 295
## Frmd5 193 75 146 197 117
## Frmd6 2846 2379 2959 1699 1135
## Frmd7 106 193 171 75 61
## Frmd8 813 932 706 488 305
## Frmpd1 75 334 137 392 500
## Frmpd1os 0 0 0 5 8
## Frmpd3 4 10 1 22 11
## Frmpd4 98 158 113 308 502
## Frrs1 244 278 405 150 153
## Frrs1l 43 63 42 147 199
## Frs2 2372 2510 2350 1959 2079
## Frs3 27 16 30 17 15
## Frs3os 5 6 10 9 15
## Fry 894 1846 816 1521 2304
## Fryl 5896 7758 6080 8271 6859
## Frzb 262 137 236 554 517
## Fsbp 4 1 0 0 4
## Fscb 0 0 0 0 0
## Fscn1 210 212 293 223 184
## Fscn2 4 14 4 8 18
## Fscn3 0 0 0 1 0
## Fsd1 23 63 16 50 36
## Fsd1l 1407 2129 1386 3107 3087
## Fsd2 42 242 38 28 747
## Fshb 0 0 0 0 0
## Fshr 0 1 0 0 0
## Fsip1 0 2 1 6 3
## Fst 66 54 68 77 102
## Fstl1 6718 9700 9198 7604 6851
## Fstl3 34 81 30 20 9
## Fstl4 12 16 16 4 4
## Fstl5 69 57 72 169 190
## Ftcd 0 3 0 14 6
## Fth1 7407 12116 10040 12606 12089
## Fthl17 0 0 0 0 0
## Ftl1 1904 2097 2724 1674 1249
## Ftmt 0 0 0 0 0
## Fto 757 504 451 590 584
## Ftsj1 213 266 227 240 203
## Ftsj2 12 13 17 31 19
## Ftsj3 489 682 449 350 317
## Ftx 927 1152 864 695 562
## Fubp1 3173 3369 3909 2207 2205
## Fubp3 769 670 667 459 499
## Fuca1 892 929 1255 732 621
## Fuca2 423 442 581 409 444
## Fuk 76 69 122 70 57
## Fundc1 678 653 757 582 567
## Fundc2 1190 1635 951 1102 1755
## Fuom 29 34 34 55 45
## Furin 387 390 402 279 278
## Fus 1593 1828 1631 1192 1003
## Fut1 0 0 0 0 1
## Fut10 214 383 257 236 171
## Fut11 490 585 355 303 203
## Fut2 27 29 27 18 17
## Fut4 160 171 174 35 50
## Fut4-ps1 0 0 0 0 0
## Fut7 10 7 10 0 0
## Fut8 2110 2046 1848 2485 2029
## Fut9 0 7 0 8 13
## Fuz 74 64 81 51 32
## Fv1 60 58 158 204 181
## Fxn 444 490 385 302 246
## Fxr1 1651 2376 1910 1807 2703
## Fxr2 212 282 203 164 198
## Fxyd1 998 1356 1159 1164 891
## Fxyd2 40 171 37 327 308
## Fxyd3 105 147 174 184 162
## Fxyd4 50 71 41 25 51
## Fxyd5 1984 2119 3226 595 409
## Fxyd6 775 1405 846 2065 1447
## Fxyd7 44 33 30 35 68
## Fyb 2152 2222 3909 377 181
## Fyco1 2787 4520 3243 2887 3560
## Fyn 1108 1060 1094 786 686
## Fyttd1 1609 1377 1456 1195 1301
## Fzd1 3109 3495 3110 2096 1125
## Fzd10 3 5 2 1 0
## Fzd2 625 1238 574 307 178
## Fzd3 1764 1749 1337 3280 3424
## Fzd4 242 414 278 450 690
## Fzd5 150 269 191 152 79
## Fzd6 52 86 96 108 165
## Fzd7 804 842 797 403 566
## Fzd8 247 228 242 120 98
## Fzd9 4 11 0 0 0
## Fzr1 82 69 87 54 55
## G0s2 10 34 24 166 162
## G2e3 688 807 487 355 380
## G3bp1 243 213 311 176 170
## G3bp2 3286 3682 3777 4127 3906
## G530011O06Rik 1537 1042 973 433 931
## G630025P09Rik 6 15 5 10 0
## G630055G22Rik 0 0 2 0 0
## G630071F17Rik 94 147 110 83 64
## G630090E17Rik 18 52 47 0 16
## G630093K05Rik 4 0 0 1 4
## G6b 8 23 0 13 10
## G6bos 0 0 0 0 0
## G6pc 0 0 0 0 0
## G6pc2 0 0 0 0 0
## G6pc3 529 489 452 482 465
## G6pd2 0 0 1 0 0
## G6pdx 1001 997 1111 1478 1961
## G730013B05Rik 36 42 28 35 25
## Gaa 453 715 719 548 731
## Gab1 5067 7723 4187 4283 3049
## Gab2 2213 2781 2750 974 828
## Gab3 144 225 222 65 84
## Gabarap 950 1232 1108 1055 938
## Gabarapl1 478 741 525 856 872
## Gabarapl2 204 263 230 303 358
## Gabbr1 951 1582 960 1179 1172
## Gabbr2 113 232 107 354 638
## Gabpa 3390 3448 3537 2392 2631
## Gabpb1 438 639 475 248 337
## Gabpb2 2791 3384 3182 2148 1772
## Gabra1 71 223 45 514 454
## Gabra2 95 206 84 270 327
## Gabra3 147 79 98 87 77
## Gabra4 3 0 1 4 5
## Gabra5 9 58 19 26 28
## Gabra6 0 0 0 0 0
## Gabrb1 2 2 0 1 5
## Gabrb2 34 54 56 151 196
## Gabrb3 404 709 284 1021 1322
## Gabrd 0 0 0 6 0
## Gabre 23 47 15 30 20
## Gabrg1 32 21 25 50 73
## Gabrg2 62 135 38 227 372
## Gabrg3 95 51 7 21 7
## Gabrp 0 0 0 0 0
## Gabrq 75 82 21 43 15
## Gabrr1 1 0 0 0 2
## Gabrr2 1 47 2 22 8
## Gabrr3 0 3 0 0 2
## Gad1 94 8 7 11 3
## Gad1os 4 0 0 0 0
## Gad2 108 127 84 101 70
## Gadd45a 126 184 113 113 69
## Gadd45b 18 22 45 5 7
## Gadd45g 10 11 14 36 33
## Gadd45gip1 36 40 18 37 35
## Gadl1 71 51 11 38 113
## Gak 1269 1484 1505 1259 1012
## Gal 1 8 19 14 24
## Gal3st1 64 51 93 94 76
## Gal3st2 16 21 15 0 0
## Gal3st3 314 253 333 212 158
## Gal3st4 101 37 93 43 8
## Galc 623 564 695 535 550
## Gale 33 14 32 14 23
## Galk1 37 52 38 16 30
## Galk2 85 107 65 51 58
## Galm 186 123 205 260 378
## Galns 58 57 51 17 25
## Galnt1 2355 3044 3111 1481 1355
## Galnt10 145 230 242 120 94
## Galnt11 242 260 203 120 107
## Galnt12 73 27 71 12 7
## Galnt13 113 268 117 513 670
## Galnt14 20 50 19 125 165
## Galnt15 32 111 41 97 36
## Galnt16 215 716 108 518 329
## Galnt18 25 56 20 55 66
## Galnt2 576 690 696 473 341
## Galnt3 51 61 63 28 42
## Galnt4 310 328 338 142 93
## Galnt5 33 112 41 170 175
## Galnt6 590 621 967 215 228
## Galnt7 325 294 420 159 200
## Galnt9 22 41 13 68 64
## Galntl5 1 0 0 5 3
## Galntl6 13 13 10 13 9
## Galp 6 0 0 0 0
## Galr1 16 0 3 41 47
## Galr2 1 0 4 2 8
## Galr3 0 0 0 0 0
## Galt 127 178 185 67 120
## Gamt 71 56 57 60 56
## Gan 369 328 315 364 528
## Ganab 1573 1745 1524 1263 1040
## Ganc 481 555 523 379 530
## Gap43 198 317 292 488 544
## Gapdh 5555 9306 5751 7970 23131
## Gapdhs 165 164 197 147 96
## Gapt 255 41 177 18 4
## Gapvd1 1766 1851 2064 1467 1339
## Gar1 185 147 142 84 68
## Garem 714 682 560 414 309
## Gareml 8 1 12 18 18
## Garnl3 132 193 121 190 210
## Gars 458 559 574 665 886
## Gart 273 365 417 184 237
## Gas1 260 251 179 156 198
## Gas2 302 138 208 315 237
## Gas2l1 218 273 296 268 161
## Gas2l2 2 5 0 0 8
## Gas2l3 13693 9099 11011 15054 11591
## Gas5 3122 4158 3968 2670 2338
## Gas6 767 1245 1087 868 531
## Gas7 15199 10417 15863 8704 4527
## Gas8 82 170 136 121 95
## Gast 0 0 0 0 0
## Gata1 4 2 2 0 0
## Gata2 98 69 115 40 40
## Gata3 16 5 12 4 4
## Gata4 0 0 4 4 0
## Gata5 0 0 0 0 0
## Gata5os 0 1 0 0 4
## Gata6 24 47 28 14 31
## Gatad1 1250 1492 1315 1447 1502
## Gatad2a 1041 1102 743 685 696
## Gatad2b 1578 1974 1787 1301 1269
## Gatc 1058 1361 1085 977 970
## Gatm 3308 1879 3176 3567 2624
## Gatsl2 494 1159 490 532 601
## Gatsl3 48 71 69 75 23
## Gba 526 591 606 392 330
## Gba2 201 221 223 94 122
## Gbas 505 738 554 633 962
## Gbe1 513 507 455 1057 1805
## Gbf1 1365 1687 1495 1244 1409
## Gbgt1 47 58 32 12 19
## Gbp10 11 39 19 10 13
## Gbp11 101 77 101 117 46
## Gbp2 600 611 838 298 225
## Gbp2b 3 3 10 3 7
## Gbp3 1022 1002 1801 435 224
## Gbp4 257 260 542 225 140
## Gbp5 364 333 450 225 114
## Gbp6 533 732 1150 268 169
## Gbp7 1832 1952 2750 1278 920
## Gbp8 109 85 347 18 2
## Gbp9 1318 1090 2705 467 372
## Gbx1 0 0 0 0 0
## Gbx2 0 0 0 0 0
## Gc 0 0 4 14 0
## Gca 1896 1916 1773 2242 1926
## Gcat 20 18 9 28 13
## Gcc1 248 288 284 218 197
## Gcc2 1488 1871 1472 1282 1234
## Gcdh 145 157 134 144 190
## Gcfc2 138 228 141 87 84
## Gcg 402 274 298 134 27
## Gcgr 0 0 3 0 0
## Gch1 47 64 107 45 49
## Gchfr 0 0 0 0 0
## Gck 0 2 0 0 12
## Gckr 0 7 0 1 0
## Gclc 480 675 534 629 667
## Gclm 246 383 265 437 419
## Gcm1 20 37 12 19 12
## Gcm2 1 0 0 0 0
## Gcn1l1 373 491 523 311 348
## Gcnt1 472 311 745 153 98
## Gcnt2 1067 1958 1116 1906 1837
## Gcnt3 0 0 0 0 0
## Gcnt4 588 591 578 181 85
## Gcnt7 52 40 51 20 27
## Gcsam 41 40 44 3 2
## Gcsh 385 560 400 719 844
## Gda 2031 2153 1839 1031 714
## Gdap1 274 766 281 1300 1781
## Gdap10 1343 1418 1745 1821 1406
## Gdap1l1 6 7 8 67 59
## Gdap2 311 396 305 240 287
## Gde1 172 239 217 304 351
## Gdf1 0 0 0 0 0
## Gdf10 79 83 87 34 39
## Gdf11 124 134 109 71 56
## Gdf15 1 1 16 0 0
## Gdf2 0 0 0 0 0
## Gdf3 154 183 284 110 110
## Gdf5 1 0 0 0 3
## Gdf6 4 0 6 0 10
## Gdf7 1 18 0 0 2
## Gdf9 18 7 33 17 12
## Gdi1 5084 7276 6875 6089 6708
## Gdi2 4521 4594 5446 3610 3709
## Gdnf 111 175 145 37 11
## Gdpd1 293 431 181 323 361
## Gdpd2 24 53 33 13 30
## Gdpd3 75 84 99 57 48
## Gdpd4 4 0 0 0 0
## Gdpd5 97 149 118 134 117
## Gdpgp1 287 339 296 258 240
## Gem 100 86 67 43 17
## Gemin2 49 67 53 35 54
## Gemin4 90 112 133 89 66
## Gemin5 504 453 465 294 267
## Gemin6 32 17 46 66 30
## Gemin7 105 110 95 150 76
## Gemin8 204 176 153 182 135
## Gen1 29 58 63 65 42
## Get4 166 188 180 147 155
## Gfap 335 517 437 80 73
## Gfer 71 29 44 34 37
## Gfi1 12 5 21 2 0
## Gfi1b 8 0 0 1 0
## Gfm1 581 584 637 760 1218
## Gfm2 968 778 1226 507 522
## Gfod1 299 360 316 449 645
## Gfod2 8 0 6 12 10
## Gfpt1 2644 2430 3124 1972 1881
## Gfpt2 877 1317 914 502 201
## Gfra1 1677 1770 1324 2039 1947
## Gfra2 1500 1910 2114 2286 1857
## Gfra3 88 310 93 67 60
## Gfra4 27 22 23 28 36
## Gfral 1 4 0 0 0
## Gfy 0 0 0 0 2
## Gga1 121 122 123 86 89
## Gga2 419 625 378 516 574
## Gga3 415 485 568 379 353
## Ggact 104 63 92 73 113
## Ggct 143 104 160 198 167
## Ggcx 708 744 595 457 332
## Ggh 154 139 124 114 118
## Ggn 12 24 23 5 3
## Ggnbp1 49 51 39 27 68
## Ggnbp2 2102 2293 2111 1582 1680
## Ggps1 839 1091 792 864 843
## Ggt1 6 0 1 0 1
## Ggt5 137 127 139 70 52
## Ggt6 0 8 0 0 6
## Ggt7 111 96 125 88 92
## Ggta1 1067 1427 1302 714 446
## Gh 0 0 0 0 0
## Ghdc 97 138 111 93 104
## Ghitm 2078 2791 2097 3943 5628
## Ghr 1247 1175 1186 3441 2785
## Ghrh 0 0 0 0 1
## Ghrhr 0 0 0 0 0
## Ghrl 15 18 20 11 13
## Ghsr 0 0 2 1 1
## Gid4 1452 1902 1737 1522 2017
## Gid8 924 1046 1045 678 726
## Gif 0 3 1 6 11
## Gigyf1 130 199 117 130 101
## Gigyf2 1962 2734 2003 1468 1355
## Gimap1 393 504 490 336 272
## Gimap3 186 94 316 37 24
## Gimap4 147 102 268 114 100
## Gimap5 102 141 119 109 177
## Gimap6 43 50 143 79 69
## Gimap7 10 1 18 0 2
## Gimap8 99 108 179 76 84
## Gimap9 15 7 25 4 6
## Gin1 216 191 226 188 173
## Ginm1 721 840 699 910 1249
## Gins1 23 57 38 15 17
## Gins2 50 44 68 28 20
## Gins3 35 47 41 23 59
## Gins4 285 339 243 182 249
## Gip 0 4 2 0 0
## Gipc1 51 59 48 44 44
## Gipc2 5 7 8 10 18
## Gipc3 0 0 0 0 0
## Gipr 0 2 1 1 12
## Git1 776 966 868 921 852
## Git2 986 1006 1299 664 542
## Gja1 631 438 617 598 711
## Gja10 0 0 0 1 0
## Gja3 0 0 0 0 0
## Gja4 43 49 36 23 34
## Gja5 33 30 76 36 48
## Gja6 6 24 6 21 6
## Gja8 1 0 0 1 0
## Gjb1 51 60 85 160 137
## Gjb2 312 148 201 44 42
## Gjb3 0 0 5 0 1
## Gjb4 0 0 0 7 0
## Gjb5 35 118 32 37 26
## Gjb6 15 11 14 10 18
## Gjc1 299 278 360 297 213
## Gjc2 0 1 2 0 1
## Gjc3 11189 6725 10608 8106 5991
## Gjd2 0 2 1 1 16
## Gjd3 0 0 0 0 0
## Gjd4 0 0 1 1 0
## Gje1 189 249 173 188 122
## Gk2 1 0 0 0 0
## Gk5 185 165 218 146 71
## Gkap1 241 310 203 263 247
## Gkn1 0 0 0 0 0
## Gkn2 0 0 0 0 0
## Gkn3 1 0 0 4 5
## Gla 199 229 279 199 216
## Glb1 302 274 168 136 114
## Glb1l 403 396 467 244 174
## Glb1l2 150 76 64 270 417
## Glb1l3 0 0 4 0 0
## Glcci1 659 628 576 505 540
## Glce 1560 1816 1589 1476 1651
## Gldc 1 9 9 17 14
## Gldn 6789 5431 6987 2895 1856
## Gldnos 149 192 143 96 69
## Gle1 268 346 389 267 275
## Glg1 2367 2787 2756 1872 1588
## Gli1 776 1586 462 474 257
## Gli2 345 1023 253 214 97
## Gli3 546 672 561 262 143
## Glipr1 44 35 77 4 5
## Glipr1l1 0 0 0 0 0
## Glipr1l2 0 0 0 0 4
## Glipr2 302 456 377 277 126
## Glis1 4 0 12 3 25
## Glis2 485 563 602 379 205
## Glis3 186 207 188 50 56
## Glmn 237 228 309 159 183
## Glo1 402 631 409 809 1011
## Glod4 710 781 639 945 979
## Glod5 5 1 3 0 2
## Glp1r 133 115 179 8 12
## Glp2r 58 94 44 27 26
## Glra1 8 5 0 5 5
## Glra2 0 0 0 2 0
## Glra3 0 0 0 0 0
## Glra4 34 21 41 17 39
## Glrb 210 417 106 535 636
## Glrp1 5 8 14 2 0
## Glrx 268 226 266 150 120
## Glrx2 1012 1177 921 802 796
## Glrx3 85 90 74 117 101
## Glrx5 23 23 22 50 76
## Gls 3468 4804 3806 4611 5135
## Gls2 18 11 24 15 21
## Glt1d1 1 1 3 0 7
## Glt25d1 641 676 707 408 267
## Glt28d2 42 171 55 67 79
## Glt6d1 0 0 0 0 0
## Glt8d1 767 922 841 680 587
## Glt8d2 64 153 56 35 51
## Gltp 836 760 1059 493 346
## Gltpd1 124 135 90 176 210
## Gltpd2 0 1 0 0 0
## Gltscr1 543 722 654 466 363
## Gltscr1l 1090 1593 1134 948 752
## Gltscr2 240 367 380 188 225
## Glud1 6663 8025 7380 6561 6258
## Glul 4676 13106 4006 11154 10978
## Glyat 0 5 0 16 4
## Glyatl3 0 0 0 0 0
## Glycam1 2 0 532 5 1
## Glyctk 15 5 14 21 16
## Glyr1 431 563 472 344 381
## Gm10007 8 13 10 7 5
## Gm10012 8 5 14 8 6
## Gm10024 0 0 0 0 0
## Gm10033 383 466 458 431 459
## Gm10046 527 534 345 239 175
## Gm10052 0 0 0 0 0
## Gm10057 0 0 0 0 0
## Gm10058 0 0 0 0 0
## Gm10069 101 101 97 101 58
## Gm10081 0 0 0 0 0
## Gm10094 0 0 0 0 0
## Gm10096 0 0 0 0 0
## Gm101 1 0 0 3 2
## Gm10100 0 0 0 0 0
## Gm10104 0 0 0 0 0
## Gm10125 111 147 76 75 59
## Gm10142 0 0 0 0 0
## Gm10147 0 0 0 0 0
## Gm10190 31 33 31 23 17
## Gm10220 5 7 28 4 13
## Gm10228 0 0 0 0 0
## Gm10229 0 0 0 0 0
## Gm10230 0 0 0 0 0
## Gm10248 1 10 2 8 10
## Gm10256 0 0 0 0 0
## Gm10267 0 0 0 0 2
## Gm10272 0 0 0 0 0
## Gm10280 0 0 0 0 0
## Gm10318 0 0 0 1 0
## Gm10319 0 0 0 0 0
## Gm10324 0 0 0 0 1
## Gm10334 0 0 0 0 0
## Gm10336 584 745 622 419 457
## Gm10352 0 0 0 0 0
## Gm10354 0 1 0 4 0
## Gm10364 1 9 2 3 0
## Gm10373 1 0 5 6 4
## Gm10375 0 0 0 0 0
## Gm10377 0 0 0 0 0
## Gm10389 934 986 857 598 611
## Gm10390 41 50 35 50 33
## Gm10400 55 51 45 29 11
## Gm10406 2 3 1 2 5
## Gm10408 0 0 0 0 0
## Gm10409 0 0 0 0 0
## Gm10413 0 0 0 0 0
## Gm10415 0 0 0 0 0
## Gm10416 19 13 66 11 31
## Gm10421 6 24 1 1 0
## Gm10432 19 15 44 24 11
## Gm10433 1 6 2 0 10
## Gm10436 0 0 0 0 0
## Gm10439 0 0 0 0 0
## Gm10440 0 0 0 0 3
## Gm10445 0 0 0 0 0
## Gm1045 2 7 0 3 6
## Gm10451 0 5 8 3 1
## Gm10466 0 1 0 3 1
## Gm10471 2 23 24 3 7
## Gm10474 1 2 0 0 0
## Gm10486 0 0 0 0 0
## Gm10487 0 0 0 0 0
## Gm10488 0 0 0 0 0
## Gm10494 0 0 0 0 0
## Gm10509 171 100 131 67 84
## Gm10510 0 0 0 0 0
## Gm10512 0 0 0 0 0
## Gm10516 119 144 93 127 116
## Gm10532 29 29 24 15 18
## Gm10536 20 32 33 18 18
## Gm10538 36 15 27 67 32
## Gm10548 64 24 37 43 62
## Gm10549 6 7 0 0 0
## Gm10556 0 0 0 0 0
## Gm10560 22 21 22 18 33
## Gm10578 15 87 17 86 152
## Gm10584 7 8 16 9 2
## Gm10591 0 0 0 0 0
## Gm10619 0 0 0 4 0
## Gm10635 0 0 0 0 0
## Gm10636 78 120 70 68 59
## Gm10637 0 0 0 0 0
## Gm10638 4 26 18 16 10
## Gm10639 0 0 0 0 0
## Gm10640 0 0 14 5 0
## Gm10649 0 2 0 3 0
## Gm10653 26 31 29 26 30
## Gm10658 21 21 25 14 29
## Gm10662 0 0 0 0 0
## Gm10665 0 0 0 0 0
## Gm10666 0 0 0 0 0
## Gm10670 0 0 0 0 0
## Gm10677 378 239 346 345 323
## Gm10681 0 0 0 0 0
## Gm10684 2 14 3 2 1
## Gm10696 4 4 0 0 0
## Gm10697 0 0 0 0 0
## Gm10714 11 0 17 0 0
## Gm10731 0 3 3 2 4
## Gm10745 0 0 0 0 2
## Gm10754 215 214 196 73 63
## Gm10767 48 61 18 62 38
## Gm10768 27 13 12 3 1
## Gm10778 4 5 9 3 9
## Gm10782 0 0 0 0 2
## Gm10785 99 116 83 58 44
## Gm10787 0 0 0 0 0
## Gm10789 3 7 11 13 5
## Gm10790 6 7 2 1 4
## Gm10791 173 124 113 92 27
## Gm10804 61 30 54 22 37
## Gm10814 31 30 43 19 12
## Gm10823 0 0 0 0 0
## Gm10825 714 561 1320 197 309
## Gm10845 1235 1304 1189 1097 1022
## Gm10857 0 0 0 0 0
## Gm10863 198 200 220 192 118
## Gm10865 9 14 10 12 9
## Gm10872 0 5 0 2 1
## Gm10921 0 0 0 0 0
## Gm10922 0 0 0 0 0
## Gm10941 12 8 10 8 7
## Gm1110 0 0 0 2 0
## Gm11110 19 21 12 15 0
## Gm11127 93 110 152 88 56
## Gm11128 0 3 0 1 0
## Gm11149 104 106 111 80 47
## Gm11166 0 1 0 0 3
## Gm11186 3 0 1 0 3
## Gm11190 0 0 0 2 0
## Gm11201 109 147 56 122 78
## Gm11213 0 2 0 0 0
## Gm1123 6 1 3 4 18
## Gm11236 0 0 0 0 0
## Gm11237 0 0 0 0 0
## Gm11240 0 0 0 2 1
## Gm11346 11 9 12 18 1
## Gm11351 0 0 0 0 1
## Gm1140 0 0 0 0 0
## Gm1141 5 5 9 7 2
## Gm11413 0 0 0 6 4
## Gm11426 0 0 1 0 0
## Gm11437 35 91 58 62 59
## Gm11468 5 0 0 2 0
## Gm11487 0 0 0 0 0
## Gm11517 49 50 32 26 12
## Gm11529 0 0 0 0 0
## Gm11538 5 4 0 0 0
## Gm11541 2 0 1 0 0
## Gm11544 0 0 0 0 0
## Gm11545 24 2 59 0 0
## Gm11548 0 0 0 0 0
## Gm11549 516 305 72 223 132
## Gm11554 0 0 0 0 0
## Gm11559 0 0 0 0 0
## Gm11562 2 1 0 1 0
## Gm11563 0 0 0 0 0
## Gm11564 0 0 0 0 0
## Gm11565 0 0 0 0 0
## Gm11567 0 0 0 0 0
## Gm11568 0 0 0 0 0
## Gm11569 0 0 0 0 0
## Gm11570 0 0 0 0 0
## Gm11595 0 0 0 0 0
## Gm11596 0 0 0 0 0
## Gm11627 7 9 10 2 2
## Gm11651 0 1 10 1 0
## Gm11696 72 82 70 86 55
## Gm11710 0 0 0 0 0
## Gm11711 0 0 0 0 0
## Gm11744 5 10 2 0 1
## Gm11747 20 27 21 6 7
## Gm11757 0 0 0 0 0
## Gm11758 0 0 0 0 0
## Gm11762 0 0 0 2 0
## Gm11780 2 8 0 0 1
## Gm11837 8 0 1 4 9
## Gm11937 1 0 0 0 0
## Gm11938 3 8 3 0 0
## Gm11944 51 79 76 92 78
## Gm11961 0 0 0 6 2
## Gm11974 45 35 31 29 11
## Gm11978 0 0 0 0 0
## Gm11981 0 0 0 0 0
## Gm11985 0 0 0 5 3
## Gm11992 7 11 5 0 15
## Gm12 0 0 0 0 0
## Gm12060 18 18 9 4 3
## Gm12070 82 108 66 117 287
## Gm12130 0 0 0 2 0
## Gm12159 4 0 10 0 3
## Gm12169 0 0 0 0 0
## Gm12171 0 0 0 0 0
## Gm12185 109 99 218 63 21
## Gm12191 2 1 0 1 2
## Gm12216 30 26 37 18 29
## Gm12238 19 18 24 3 12
## Gm12250 129 139 165 52 24
## Gm12253 0 6 3 2 0
## Gm12295 7 16 1 2 8
## Gm12298 0 0 0 4 5
## Gm12338 46 31 60 50 18
## Gm12359 216 173 216 146 74
## Gm12409 0 6 0 0 0
## Gm12429 0 4 0 20 26
## Gm12504 83 90 107 73 58
## Gm12505 16 25 19 14 12
## Gm12522 19 15 23 22 13
## Gm12530 13 11 10 22 8
## Gm12603 0 0 0 0 0
## Gm12633 0 0 0 0 8
## Gm12657 70 52 58 59 29
## Gm12669 0 0 0 0 0
## Gm12695 12 1 1 0 0
## Gm12709 4 11 5 21 7
## Gm12718 0 0 0 0 3
## Gm12789 0 0 0 0 0
## Gm12794 0 0 0 0 0
## Gm128 26 6 24 23 10
## Gm12830 325 296 349 212 87
## Gm12886 0 0 0 0 0
## Gm12887 0 0 0 0 0
## Gm12888 0 0 0 0 0
## Gm12942 79 68 105 59 47
## Gm12992 28 33 28 38 30
## Gm13003 0 0 0 0 0
## Gm13011 0 0 0 0 0
## Gm13023 0 0 0 0 0
## Gm13031 30 30 54 23 33
## Gm13032 0 0 0 0 0
## Gm13034 0 2 0 2 0
## Gm13040 0 0 0 0 0
## Gm13043 0 0 0 0 0
## Gm13051 0 2 16 2 3
## Gm13057 0 0 0 0 0
## Gm13078 0 0 0 0 0
## Gm13083 0 2 1 1 0
## Gm13084 0 0 0 0 0
## Gm13088 0 0 0 0 0
## Gm13102 0 3 0 0 0
## Gm13103 0 0 0 0 0
## Gm13119 0 2 0 0 0
## Gm13124 0 0 0 0 0
## Gm13125 0 0 0 0 0
## Gm13128 0 0 0 0 0
## Gm13139 7 16 14 7 8
## Gm13152 58 40 35 4 7
## Gm13154 1 0 41 11 13
## Gm13157 222 223 275 33 32
## Gm13177 0 0 0 0 0
## Gm13178 1 0 19 0 0
## Gm13212 41 18 115 11 6
## Gm1322 0 0 0 0 0
## Gm13238 56 47 34 16 20
## Gm13242 4 0 2 2 0
## Gm13247 3 7 14 2 4
## Gm13251 60 49 55 32 27
## Gm13271 0 0 0 0 0
## Gm13272 0 0 0 0 0
## Gm13275 0 5 0 5 2
## Gm13276 0 0 0 0 0
## Gm13277 0 0 0 0 0
## Gm13278 0 0 0 0 0
## Gm13279 0 0 0 0 0
## Gm13283 0 0 0 0 0
## Gm13285 0 0 0 0 0
## Gm13286 0 0 0 0 0
## Gm13287 0 0 0 0 0
## Gm13288 3 14 0 0 8
## Gm13289 0 0 0 0 0
## Gm13290 0 0 0 0 0
## Gm13293 42 5 14 19 15
## Gm13298 0 1 0 0 0
## Gm13304 0 0 0 0 0
## Gm13305 0 0 0 0 0
## Gm13306 0 0 0 0 0
## Gm13308 0 0 0 0 0
## Gm13315 50 9 34 3 13
## Gm13363 0 0 0 0 0
## Gm13375 25 49 28 18 26
## Gm13446 2 3 3 4 4
## Gm13483 82 51 58 56 38
## Gm13490 0 25 0 1 11
## Gm13497 0 0 0 1 0
## Gm13498 0 1 7 2 0
## Gm13539 0 0 0 0 0
## Gm13544 12 3 18 11 48
## Gm13546 6 0 8 0 0
## Gm13547 2 13 4 5 7
## Gm13580 9 0 0 0 0
## Gm13582 23 79 22 9 60
## Gm136 0 0 0 0 0
## Gm13629 4 7 10 16 31
## Gm13710 13 2 14 13 8
## Gm13749 95 109 64 118 88
## Gm13752 1 0 0 0 0
## Gm13769 0 0 0 0 0
## Gm13807 28 60 33 21 32
## Gm13826 14 27 21 11 8
## Gm13871 0 0 0 0 0
## Gm13889 15 57 14 38 65
## Gm13939 10 20 13 10 19
## Gm13944 0 2 0 3 4
## Gm14005 268 420 420 165 129
## Gm14015 0 0 0 0 0
## Gm14023 41 34 21 7 5
## Gm14057 108 111 156 199 66
## Gm14085 1 0 0 0 0
## Gm14092 25 10 16 34 31
## Gm14124 16 33 8 8 6
## Gm14137 24 31 17 26 4
## Gm14139 0 0 0 0 0
## Gm14151 0 0 0 0 0
## Gm14164 1 0 0 0 0
## Gm14169 0 6 8 4 0
## Gm14204 9 9 10 14 11
## Gm14207 3 0 5 0 8
## Gm14288 0 0 0 0 0
## Gm14295 485 560 267 631 636
## Gm14305 118 159 68 112 124
## Gm14306 0 0 0 0 0
## Gm14308 0 0 0 0 0
## Gm14322 333 381 179 392 520
## Gm14325 503 511 268 415 494
## Gm14326 485 569 292 451 415
## Gm14327 215 256 185 208 209
## Gm14345 0 0 0 0 0
## Gm14346 0 0 0 0 0
## Gm14347 0 0 0 0 0
## Gm14351 0 0 0 0 0
## Gm14374 0 0 0 0 0
## Gm14378 67 44 35 36 55
## Gm14379 14 0 9 2 9
## Gm14391 0 1 0 0 0
## Gm14393 38 43 15 32 65
## Gm14403 285 242 189 328 417
## Gm14405 0 0 0 1 0
## Gm14420 1622 2122 1464 1501 1463
## Gm14430 0 0 0 0 0
## Gm14431 0 0 0 0 0
## Gm14434 0 0 0 0 0
## Gm14436 221 281 105 213 241
## Gm14440 0 7 0 0 3
## Gm14446 94 118 271 73 55
## Gm14458 0 0 0 0 0
## Gm14459 0 0 0 0 0
## Gm14461 42 36 15 15 8
## Gm14474 0 0 0 0 0
## Gm14475 0 0 0 0 0
## Gm14476 0 0 0 0 0
## Gm14477 0 0 0 0 0
## Gm14478 0 0 0 0 0
## Gm14479 0 0 0 0 0
## Gm14482 0 0 0 0 0
## Gm14483 0 0 0 0 0
## Gm14484 0 0 0 0 0
## Gm14496 0 0 1 0 0
## Gm14499 0 0 0 0 0
## Gm14501 0 0 0 0 0
## Gm14511 0 0 0 0 0
## Gm14525 0 0 0 0 0
## Gm14548 0 0 0 0 0
## Gm14625 0 0 0 0 0
## Gm14632 0 0 0 0 0
## Gm14634 7 4 6 14 8
## Gm14635 0 0 0 0 0
## Gm14685 0 0 0 0 0
## Gm14692 0 0 0 0 0
## Gm14718 0 0 0 0 0
## Gm14725 0 0 0 0 0
## Gm14743 0 0 0 0 0
## Gm14744 0 0 0 0 0
## Gm14781 0 0 0 0 0
## Gm14812 37 41 16 21 16
## Gm14819 0 0 0 0 0
## Gm14827 52 130 68 169 112
## Gm14850 0 0 0 0 0
## Gm14851 0 0 0 0 0
## Gm14858 0 13 0 0 0
## Gm14920 0 0 0 0 0
## Gm15008 0 0 0 0 0
## Gm15023 0 0 0 0 0
## Gm15055 49 73 59 9 6
## Gm15056 0 0 0 0 0
## Gm15080 0 0 0 0 0
## Gm15085 0 0 0 0 0
## Gm15091 0 0 0 0 0
## Gm15093 0 0 0 0 0
## Gm15097 0 0 0 0 0
## Gm15104 0 0 1 0 0
## Gm15107 0 0 0 0 0
## Gm15114 0 0 0 0 0
## Gm15127 0 0 0 0 0
## Gm15133 21 24 34 8 10
## Gm15140 0 0 0 0 0
## Gm15179 3 7 0 5 41
## Gm15217 0 0 0 0 0
## Gm1527 0 0 0 0 0
## Gm15284 0 0 0 0 0
## Gm15292 0 0 0 0 0
## Gm15293 0 0 0 0 0
## Gm15299 0 0 0 0 0
## Gm15308 0 0 0 0 0
## Gm15315 0 0 0 0 0
## Gm15319 6 6 8 12 13
## Gm15328 14 6 10 9 16
## Gm15348 0 0 0 0 0
## Gm15350 2 21 1 1 1
## Gm15386 0 0 0 0 0
## Gm15401 242 247 248 152 135
## Gm15408 15 7 18 10 37
## Gm15412 4 0 3 5 5
## Gm15413 15 4 9 22 2
## Gm15417 120 140 78 97 73
## Gm15421 38 30 19 47 9
## Gm15441 0 12 1 7 2
## Gm15446 81 111 92 51 86
## Gm15455 2 1 1 1 3
## Gm15471 20 23 12 22 12
## Gm1553 0 0 0 0 1
## Gm15545 70 69 48 31 27
## Gm156 0 0 0 0 0
## Gm15612 12 30 9 9 21
## Gm1564 28 16 28 29 29
## Gm15645 964 1128 967 756 642
## Gm15663 72 65 47 65 43
## Gm15679 0 0 0 0 4
## Gm15698 0 2 1 0 1
## Gm15706 11 16 8 26 32
## Gm15708 50 112 49 43 48
## Gm15713 312 330 248 223 158
## Gm15760 180 217 191 169 170
## Gm15772 0 0 0 0 0
## Gm15787 91 127 71 49 54
## Gm15800 1852 2851 1991 2783 2841
## Gm15816 9 93 8 24 337
## Gm15850 5 5 6 0 1
## Gm1587 0 0 0 0 0
## Gm15880 183 214 245 147 108
## Gm15881 0 0 0 1 3
## Gm15910 188 246 178 237 240
## Gm15915 91 207 100 48 26
## Gm15941 31 28 33 21 11
## Gm15987 109 44 120 2 0
## Gm15997 0 0 0 0 0
## Gm16023 115 163 125 100 112
## Gm16039 59 136 128 59 86
## Gm1604b 0 3 0 1 0
## Gm16062 13 6 16 3 14
## Gm16063 3 4 0 0 7
## Gm16130 6 14 21 0 2
## Gm16157 0 0 0 0 0
## Gm16287 166 180 135 105 116
## Gm16291 0 0 0 0 0
## Gm16294 0 0 0 0 0
## Gm1631 0 0 0 0 0
## Gm16325 0 1 0 2 0
## Gm16336 1 4 0 2 0
## Gm16367 0 0 0 0 0
## Gm16381 0 0 0 0 0
## Gm16386 255 281 186 197 165
## Gm16390 0 0 0 0 0
## Gm16404 0 0 0 0 0
## Gm16405 0 0 0 0 0
## Gm16430 0 0 0 0 0
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## Gm9767 0 2 0 0 0
## Gm9776 234 141 166 104 125
## Gm9833 1 0 4 1 0
## Gm9839 2 6 2 0 4
## Gm9855 0 0 0 0 0
## Gm9866 4 0 0 0 1
## Gm9871 1 0 0 0 0
## Gm9895 0 11 3 5 12
## Gm9899 31 1 27 103 139
## Gm9920 8 11 2 9 4
## Gm9926 12 24 14 14 19
## Gm9958 91 72 82 76 78
## Gm996 7 12 9 26 40
## Gm9961 33 38 21 11 13
## Gm9962 5 5 2 2 3
## Gm9992 0 0 4 5 0
## Gm9994 0 0 0 0 0
## Gm9999 4 0 1 0 0
## Gmcl1 227 307 245 250 209
## Gmcl1l 0 0 0 0 0
## Gmds 102 132 124 73 61
## Gmeb1 1221 1347 1430 991 908
## Gmeb2 163 229 130 111 135
## Gmfb 5070 5693 5384 7545 7421
## Gmfg 65 40 131 13 6
## Gmip 324 282 402 108 93
## Gml 0 0 0 0 0
## Gmnc 0 1 0 2 3
## Gmnn 32 51 18 31 58
## Gmppa 299 369 411 224 166
## Gmppb 39 36 74 31 25
## Gmpr 27 69 42 27 90
## Gmpr2 420 510 345 307 279
## Gmps 915 1238 1157 916 1190
## Gna11 653 952 1029 657 700
## Gna12 260 262 417 206 201
## Gna13 2493 3232 2886 2106 2014
## Gna14 155 314 137 354 335
## Gna15 67 28 72 15 8
## Gnai1 3629 3044 3247 3983 3515
## Gnai2 2272 2339 3182 1578 1340
## Gnai3 1792 1860 2037 1320 988
## Gnal 831 2583 787 4011 4687
## Gnao1 993 2340 768 3880 4736
## Gnaq 3601 4353 3675 3992 4023
## Gnas 6581 8016 7829 9039 13321
## Gnat1 0 0 0 0 0
## Gnat2 23 36 22 4 8
## Gnat3 3 0 1 2 3
## Gnaz 124 258 133 263 328
## Gnb1 4633 5497 5000 4810 5490
## Gnb1l 19 45 6 1 14
## Gnb2 101 84 125 65 63
## Gnb2l1 1177 1430 1002 523 385
## Gnb3 0 5 4 0 2
## Gnb4 838 811 860 713 627
## Gnb5 292 152 244 385 385
## Gne 700 961 803 706 610
## Gng10 201 170 261 104 76
## Gng11 318 398 380 136 159
## Gng12 2161 2307 2051 1486 1348
## Gng13 0 0 0 0 0
## Gng2 2418 2624 2548 3301 3132
## Gng3 318 872 378 1028 1337
## Gng4 41 29 16 33 64
## Gng5 553 535 662 440 558
## Gng7 147 194 149 164 154
## Gng8 14 10 47 20 17
## Gngt1 13 10 8 11 16
## Gngt2 159 223 575 127 83
## Gnl1 244 308 262 236 247
## Gnl2 491 427 511 442 467
## Gnl3 338 277 380 256 221
## Gnl3l 1573 2036 1504 2035 2050
## Gnmt 3 9 3 1 0
## Gnpat 681 767 757 948 1346
## Gnpda1 259 286 313 141 148
## Gnpda2 602 805 569 567 647
## Gnpnat1 345 331 322 271 154
## Gnptab 1834 2248 2208 1579 1442
## Gnptg 209 224 237 182 181
## Gnrh1 57 162 66 57 67
## Gnrhr 0 0 1 0 2
## Gns 2693 3105 3485 1785 1593
## Golga1 715 1009 909 722 592
## Golga2 365 569 492 418 361
## Golga3 1251 1550 1332 800 928
## Golga4 2619 4495 2754 2150 3776
## Golga5 293 310 281 239 227
## Golga7 2382 2873 2781 2014 1929
## Golga7b 7 44 9 48 51
## Golgb1 4642 5574 4874 3198 3316
## Golim4 2025 2380 2124 1283 1152
## Golm1 336 412 482 167 218
## Golph3 3403 4121 3189 3052 2986
## Golph3l 783 829 742 483 432
## Golt1a 0 2 0 0 0
## Golt1b 1055 994 932 728 562
## Gon4l 662 790 677 546 488
## Gopc 555 774 571 547 674
## Gorab 194 118 138 105 100
## Gorasp1 77 96 122 80 65
## Gorasp2 1648 1404 1629 986 975
## Gosr1 547 556 594 420 527
## Gosr2 1485 1301 1557 990 955
## Got1 370 1044 454 590 1184
## Got1l1 0 0 0 1 4
## Got2 669 991 736 740 985
## Gp1ba 24 54 13 41 24
## Gp1bb 3 4 8 0 10
## Gp2 0 0 0 0 0
## Gp49a 624 169 420 83 71
## Gp5 0 4 13 0 3
## Gp6 0 6 0 3 2
## Gp9 0 7 0 2 7
## Gpa33 0 0 0 0 0
## Gpaa1 47 46 50 35 43
## Gpalpp1 675 833 830 637 532
## Gpam 547 339 522 1351 918
## Gpank1 65 54 48 32 38
## Gpat2 17 11 26 15 20
## Gpatch1 254 309 222 236 180
## Gpatch11 263 398 354 309 381
## Gpatch2 415 402 368 296 250
## Gpatch2l 586 704 748 522 498
## Gpatch3 14 35 44 28 15
## Gpatch4 184 353 156 245 182
## Gpatch8 3916 5534 4415 3811 3705
## Gpbar1 0 0 0 0 0
## Gpbp1 1843 1848 2065 1395 1419
## Gpbp1l1 1241 1463 1287 1051 961
## Gpc1 562 602 597 254 289
## Gpc2 51 51 45 18 20
## Gpc3 3588 3264 3746 1885 1395
## Gpc4 626 897 954 385 319
## Gpc5 2 22 3 32 47
## Gpc6 2580 3368 2940 1221 845
## Gpcpd1 1311 1301 1527 1176 2004
## Gpd1 1855 300 1856 6033 14938
## Gpd1l 712 986 767 969 1017
## Gpd2 1646 880 1591 3263 6482
## Gper1 18 8 4 7 7
## Gpha2 9 2 2 5 2
## Gphb5 9 20 1 6 11
## Gphn 656 767 668 733 783
## Gpi1 988 1258 1059 1110 2097
## Gpihbp1 46 45 28 84 114
## Gpkow 1549 1898 1571 1364 1325
## Gpld1 573 777 790 691 884
## Gpm6a 298 530 226 908 752
## Gpm6b 11659 10029 11322 8926 5987
## Gpn1 165 126 133 71 158
## Gpn2 12 25 24 11 32
## Gpn3 183 185 227 203 221
## Gpnmb 802 877 1379 1119 524
## Gpr1 2 1 3 7 2
## Gpr101 0 0 0 3 0
## Gpr107 695 941 865 629 443
## Gpr108 295 479 404 338 294
## Gpr110 13 2 19 1 0
## Gpr111 4 10 4 1 5
## Gpr113 4 3 0 0 1
## Gpr114 200 191 341 2 7
## Gpr115 5 10 4 6 18
## Gpr116 1173 2352 1301 2645 3147
## Gpr119 4 9 1 14 14
## Gpr12 0 0 0 0 0
## Gpr123 20 45 53 117 157
## Gpr124 969 859 1270 442 249
## Gpr125 522 720 680 428 393
## Gpr126 2831 2348 2795 2455 1732
## Gpr128 10 21 21 7 1
## Gpr132 109 39 168 9 8
## Gpr133 307 729 721 358 177
## Gpr135 3 1 7 6 3
## Gpr137 68 50 85 103 79
## Gpr137b 389 323 490 278 256
## Gpr137b-ps 308 224 353 260 199
## Gpr137c 713 647 788 324 229
## Gpr139 124 124 72 60 26
## Gpr141 8 77 39 11 1
## Gpr142 0 0 0 0 0
## Gpr143 0 0 0 0 0
## Gpr146 545 526 544 518 637
## Gpr149 9 44 13 45 74
## Gpr15 0 0 6 6 0
## Gpr150 0 35 14 3 2
## Gpr151 15 17 13 18 6
## Gpr152 1 0 4 3 2
## Gpr153 369 629 403 184 167
## Gpr155 1206 1026 1010 949 800
## Gpr156 32 31 29 15 31
## Gpr157 676 747 635 485 569
## Gpr158 263 576 241 881 1102
## Gpr160 117 67 212 76 82
## Gpr161 58 74 53 49 67
## Gpr162 18 13 22 7 12
## Gpr165 80 35 150 71 39
## Gpr17 77 140 84 162 121
## Gpr171 102 109 88 70 77
## Gpr173 80 91 63 74 89
## Gpr174 55 23 59 22 17
## Gpr176 85 83 56 154 120
## Gpr179 7 15 20 47 20
## Gpr18 99 155 145 36 43
## Gpr180 311 311 259 206 232
## Gpr182 26 41 27 43 33
## Gpr183 500 210 744 142 61
## Gpr19 202 180 188 182 132
## Gpr20 10 2 12 13 7
## Gpr21 185 183 158 94 68
## Gpr22 101 98 121 119 105
## Gpr25 10 4 5 2 0
## Gpr26 0 10 0 5 9
## Gpr27 1 0 2 2 0
## Gpr3 2 18 8 22 7
## Gpr31b 6 12 12 0 1
## Gpr33 10 7 26 0 2
## Gpr34 249 83 293 90 33
## Gpr35 388 406 762 216 232
## Gpr37 0 15 2 10 21
## Gpr37l1 633 420 719 434 304
## Gpr39 3 0 0 1 0
## Gpr4 70 135 68 78 86
## Gpr45 0 0 1 0 4
## Gpr50 0 0 0 0 0
## Gpr52 28 47 63 34 19
## Gpr55 1 6 16 0 0
## Gpr56 342 526 352 496 455
## Gpr6 0 0 0 0 0
## Gpr61 14 9 9 16 19
## Gpr62 18 9 10 32 23
## Gpr63 203 168 184 137 109
## Gpr64 325 317 260 592 668
## Gpr65 473 260 935 60 29
## Gpr68 299 168 398 119 87
## Gpr75 100 108 85 151 181
## Gpr82 215 152 192 84 39
## Gpr83 7 8 4 3 3
## Gpr84 22 4 32 12 4
## Gpr85 66 35 49 65 54
## Gpr87 6 1 20 6 13
## Gpr88 1 2 1 0 4
## Gpr89 111 151 120 192 181
## Gpr97 39 46 18 26 14
## Gpr98 0 4 1 7 6
## Gprasp1 1305 1687 1176 1807 2151
## Gprasp2 78 119 59 194 176
## Gprc5a 1 5 4 1 2
## Gprc5b 1252 1129 1142 1579 1484
## Gprc5c 53 104 82 59 171
## Gprc5d 0 0 0 0 0
## Gprc6a 0 0 0 0 0
## Gprin1 50 24 119 31 32
## Gprin2 0 0 0 0 0
## Gprin3 176 158 103 82 81
## Gps1 240 252 178 219 267
## Gps2 371 376 347 240 245
## Gpsm1 143 127 90 109 109
## Gpsm2 254 290 211 298 183
## Gpsm3 104 90 106 25 8
## Gpt 6 18 22 39 36
## Gpt2 1354 2454 1321 1804 1018
## Gpx1 658 553 877 422 444
## Gpx2 0 1 0 1 4
## Gpx2-ps1 2 11 3 3 1
## Gpx3 902 1023 1121 5661 1492
## Gpx4 163 171 161 208 360
## Gpx5 0 0 0 0 0
## Gpx6 0 0 0 0 0
## Gpx7 102 105 162 53 35
## Gpx8 373 425 467 317 181
## Gramd1a 241 366 363 236 204
## Gramd1b 966 902 990 763 743
## Gramd1c 145 138 136 107 61
## Gramd2 3 4 3 6 12
## Gramd3 216 286 275 92 108
## Gramd4 338 295 295 225 371
## Grap 256 198 439 182 89
## Grap2 162 164 291 21 10
## Grasp 201 213 155 107 101
## Grb10 865 1169 1563 1051 896
## Grb14 592 393 477 519 467
## Grb2 308 276 367 170 200
## Grb7 13 33 21 4 10
## Grcc10 47 52 49 46 62
## Greb1 1391 2748 587 267 205
## Greb1l 176 141 156 139 100
## Grem1 1 10 26 1 2
## Grem2 26 19 28 27 75
## Grhl1 24 19 44 46 37
## Grhl2 56 30 48 87 25
## Grhl3 37 85 53 39 56
## Grhpr 77 66 69 39 70
## Gria1 532 541 444 80 61
## Gria2 79 199 101 181 300
## Gria3 5571 4831 5124 2825 1911
## Gria4 169 515 236 661 638
## Grid1 5 14 3 17 21
## Grid2 23 32 22 73 85
## Grid2ip 7 6 2 21 8
## Grifin 0 0 0 0 0
## Grik1 82 245 39 661 744
## Grik2 1733 1493 1654 1154 814
## Grik3 1605 1963 1858 799 592
## Grik4 41 109 43 115 131
## Grik5 207 293 203 276 195
## Grin1 23 83 41 160 219
## Grin1os 0 2 1 0 4
## Grin2a 1 0 0 1 3
## Grin2b 65 22 44 68 47
## Grin2c 0 6 0 5 6
## Grin2d 28 29 33 15 30
## Grin3a 68 141 83 133 173
## Grin3b 15 57 11 18 14
## Grina 1046 1374 1122 1731 1835
## Grip1 34 136 35 222 298
## Grip1os2 7 2 0 19 16
## Grip2 38 53 34 38 32
## Gripap1 226 316 242 180 172
## Grk1 297 349 325 237 225
## Grk4 1588 1625 1400 1234 915
## Grk5 515 601 651 436 466
## Grk6 204 274 267 172 161
## Grm1 20 23 20 11 8
## Grm2 0 0 0 1 0
## Grm3 6 7 5 22 14
## Grm4 20 47 23 92 84
## Grm5 35 13 58 10 10
## Grm6 0 30 0 3 0
## Grm7 47 141 45 241 334
## Grm8 4 11 3 49 73
## Grn 2464 2386 3766 1486 919
## Grp 0 0 0 0 0
## Grpel1 164 188 115 253 365
## Grpel2 331 355 322 293 301
## Grpr 2 15 2 1 5
## Grrp1 4 11 11 4 7
## Grsf1 1098 1394 1111 1204 1479
## Grtp1 36 68 29 37 99
## Grwd1 21 22 18 17 17
## Grxcr1 0 0 0 0 0
## Grxcr2 4 6 0 9 7
## Gsap 1436 1125 1930 704 427
## Gsc 0 0 0 0 0
## Gsc2 0 0 0 0 0
## Gsdma 0 0 14 2 0
## Gsdma2 0 0 0 0 0
## Gsdma3 3 0 0 0 0
## Gsdmc 0 1 0 0 0
## Gsdmc2 0 0 0 0 0
## Gsdmc3 0 0 0 0 0
## Gsdmc4 9 0 13 0 0
## Gsdmcl-ps 12 18 14 7 13
## Gsdmcl1 0 0 0 0 0
## Gsdmcl2 0 0 0 0 0
## Gsdmd 353 304 432 138 81
## Gse1 709 740 745 387 353
## Gsg1 6 3 3 14 0
## Gsg1l 11 17 0 29 19
## Gsg2 54 32 66 21 4
## Gsk3a 413 585 590 446 550
## Gsk3b 11292 13264 11692 11676 14233
## Gskip 154 152 187 214 193
## Gsn 4364 6320 3075 2499 1554
## Gspt1 1723 1759 1657 1590 1578
## Gspt2 50 76 43 82 65
## Gsr 327 329 258 253 263
## Gss 180 195 180 277 453
## Gsta1 0 0 0 0 0
## Gsta2 0 0 0 0 0
## Gsta3 92 233 71 146 117
## Gsta4 238 270 317 649 575
## Gstcd 73 80 108 61 56
## Gstk1 91 132 82 78 144
## Gstm1 1040 2015 1133 1445 1629
## Gstm2 119 222 128 122 83
## Gstm3 0 0 0 0 0
## Gstm4 17 29 18 33 43
## Gstm5 164 217 110 197 263
## Gstm6 33 33 5 26 15
## Gstm7 85 94 76 91 66
## Gsto1 64 72 65 89 102
## Gsto2 26 0 18 15 9
## Gstp1 42 49 42 24 36
## Gstp2 10 24 12 4 9
## Gstt1 74 109 140 84 108
## Gstt2 48 80 62 61 69
## Gstt3 170 170 109 113 78
## Gstt4 3 0 0 0 4
## Gstz1 789 557 598 1210 1158
## Gsx1 0 0 0 0 0
## Gsx2 0 0 0 0 0
## Gt(ROSA)26Sor 192 138 140 98 128
## Gtdc1 1310 1586 1351 1175 1008
## Gtf2a1 1925 1962 2185 1559 1596
## Gtf2a1l 0 6 0 0 0
## Gtf2a2 449 499 348 309 319
## Gtf2b 288 427 309 280 266
## Gtf2e1 202 213 181 103 179
## Gtf2e2 187 194 165 131 146
## Gtf2f1 374 536 452 370 327
## Gtf2f2 69 45 107 71 76
## Gtf2h1 377 343 345 242 235
## Gtf2h2 424 453 402 444 410
## Gtf2h3 98 117 107 131 99
## Gtf2h4 9 23 41 13 27
## Gtf2h5 186 194 198 226 256
## Gtf2i 1391 1737 1395 1333 1290
## Gtf2ird1 334 301 357 246 219
## Gtf2ird2 129 98 93 56 59
## Gtf3a 53 57 63 30 34
## Gtf3c1 894 1029 1050 980 944
## Gtf3c2 2202 2952 2368 1666 1394
## Gtf3c3 442 576 507 532 513
## Gtf3c4 552 700 622 495 436
## Gtf3c5 206 178 192 126 164
## Gtf3c6 362 349 430 236 363
## Gtl3 377 339 327 213 358
## Gtpbp1 398 575 476 250 202
## Gtpbp10 291 270 400 265 255
## Gtpbp2 449 817 713 461 470
## Gtpbp3 88 105 169 129 69
## Gtpbp4 977 1179 1068 908 920
## Gtpbp6 11 3 2 0 1
## Gtpbp8 203 214 199 184 204
## Gtse1 11 58 12 6 1
## Gtsf1 0 0 0 0 0
## Gtsf1l 0 3 12 0 0
## Guca1a 9 5 1 0 0
## Guca1b 16 23 34 18 7
## Guca2a 0 0 0 0 0
## Guca2b 0 0 0 0 0
## Gucd1 217 375 202 388 370
## Gucy1a2 884 1394 801 1421 1584
## Gucy1a3 158 151 382 379 337
## Gucy1b2 0 0 9 7 3
## Gucy1b3 101 103 125 101 121
## Gucy2c 0 13 4 1 0
## Gucy2d 0 0 0 0 0
## Gucy2e 59 337 51 42 25
## Gucy2f 0 0 1 0 0
## Gucy2g 2 0 1 2 0
## Guf1 514 538 539 442 471
## Guk1 119 228 174 189 248
## Gulo 0 0 0 3 2
## Gulp1 1609 1382 1482 1924 1267
## Gusb 467 439 590 267 171
## Gvin1 0 0 0 0 0
## Gxylt1 1877 2090 1998 1417 1060
## Gxylt2 45 76 72 38 19
## Gyg 773 1505 817 1477 2143
## Gyk 390 220 384 594 412
## Gykl1 0 0 0 0 0
## Gyltl1b 3 1 4 1 1
## Gypa 11 82 1 25 8
## Gypc 233 272 249 146 236
## Gys1 88 321 172 313 523
## Gys2 49 1 50 187 463
## Gzf1 538 551 572 389 363
## Gzma 1 0 17 3 8
## Gzmb 9 1 31 0 1
## Gzmc 0 0 5 0 0
## Gzmd 0 0 0 0 0
## Gzme 0 0 1 0 0
## Gzmf 0 0 0 0 0
## Gzmg 0 0 0 0 0
## Gzmk 0 0 4 0 0
## Gzmm 1 1 8 3 2
## Gzmn 0 0 0 0 0
## H13 1353 1589 1632 1141 852
## H19 134 336 112 50 307
## H1f0 898 687 890 569 647
## H1fnt 0 0 49 10 42
## H1foo 0 3 2 1 0
## H1fx 2 0 0 1 0
## H2-Aa 11061 4961 21298 1568 401
## H2-Ab1 15136 7051 31192 2090 501
## H2-Bl 2 0 4 5 0
## H2-D1 5963 8153 12990 2640 2473
## H2-DMa 398 262 749 232 124
## H2-DMb1 206 139 507 124 93
## H2-DMb2 58 14 205 2 1
## H2-Ea-ps 0 0 0 0 0
## H2-Eb1 2457 1242 4469 398 94
## H2-Eb2 8 8 15 0 0
## H2-K1 4969 7048 12342 2691 2287
## H2-K2 46 36 67 41 45
## H2-Ke2 38 32 56 26 24
## H2-Ke6 106 138 140 121 136
## H2-L 1 1 3 1 1
## H2-M1 0 0 0 0 2
## H2-M10.1 0 5 0 0 0
## H2-M10.2 4 11 3 0 4
## H2-M10.3 0 0 0 0 0
## H2-M10.4 0 0 0 0 0
## H2-M10.5 0 0 0 0 0
## H2-M10.6 0 0 0 0 0
## H2-M11 0 1 0 6 1
## H2-M2 7 0 144 0 0
## H2-M3 680 436 1441 150 135
## H2-M5 6 2 10 9 13
## H2-M9 9 0 0 22 24
## H2-Oa 88 23 106 2 1
## H2-Ob 268 157 690 66 14
## H2-Q1 1 6 0 0 0
## H2-Q10 131 52 118 265 213
## H2-Q2 0 0 0 0 0
## H2-Q4 1099 1422 2282 408 306
## H2-Q5 543 720 1360 218 263
## H2-Q6 0 0 0 0 0
## H2-Q7 0 0 0 0 0
## H2-Q8 0 0 0 0 0
## H2-Q9 0 0 0 0 0
## H2-T10 57 88 127 38 38
## H2-T22 1 0 0 0 0
## H2-T23 836 1114 1476 250 253
## H2-T24 1249 1427 1767 917 796
## H2-T3 8 11 0 5 0
## H2-T9 0 0 0 0 0
## H2afb1 0 0 0 0 0
## H2afb2 0 0 0 0 0
## H2afb3 0 2 0 0 1
## H2afj 110 127 97 71 32
## H2afv 203 316 231 155 139
## H2afx 44 84 62 26 42
## H2afy 713 787 796 378 365
## H2afy2 133 136 109 129 92
## H2afy3 60 125 150 42 25
## H2afz 1803 1854 2264 1161 1273
## H2bfm 0 0 0 0 0
## H3f3a 1027 981 1286 801 593
## H3f3b 1679 1560 1537 907 686
## H60b 331 193 621 42 199
## H60c 39 5 29 6 11
## H6pd 1930 3261 2161 1631 1903
## Haao 103 27 175 11 26
## Habp2 0 4 0 0 2
## Habp4 377 535 373 416 517
## Hace1 393 491 359 396 336
## Hacl1 118 146 119 195 173
## Hadh 381 309 340 628 1096
## Hadha 1258 1084 1298 2840 4623
## Hadhb 3402 2140 3271 8190 14027
## Hagh 105 87 62 143 107
## Haghl 8 8 23 8 7
## Hal 51 47 10 17 34
## Hamp 4 7 16 2 2
## Hamp2 15 9 12 23 18
## Hand1 0 0 21 0 2
## Hand2 0 2 42 0 0
## Hao1 0 1 1 0 0
## Hao2 3 0 0 0 0
## Hap1 32 42 73 24 12
## Hapln1 49 83 20 202 214
## Hapln2 5 37 26 12 23
## Hapln3 5 22 1 5 3
## Hapln4 31 63 50 169 257
## Harbi1 109 126 86 81 69
## Hars 283 239 237 259 218
## Hars2 292 299 237 202 281
## Has1 71 98 29 58 29
## Has2 810 364 430 369 231
## Has2os 14 16 16 17 9
## Has3 248 383 224 239 247
## Hat1 372 459 457 267 272
## Haus1 54 102 80 72 56
## Haus2 931 1115 993 747 829
## Haus3 255 213 213 202 127
## Haus4 51 87 69 23 54
## Haus5 122 141 132 79 58
## Haus6 452 502 391 276 373
## Haus7 22 46 76 49 41
## Haus8 76 52 43 45 24
## Havcr1 5 0 31 1 0
## Havcr2 1298 939 1576 135 56
## Hax1 267 392 354 288 342
## Hba-a1 0 0 0 0 0
## Hba-a2 0 0 0 0 0
## Hba-x 0 0 0 0 0
## Hbb-b1 0 0 0 0 0
## Hbb-b2 0 0 0 0 0
## Hbb-bh1 0 0 0 0 0
## Hbb-bh2 0 0 0 0 0
## Hbb-bs 0 0 0 0 0
## Hbb-bt 0 0 0 0 0
## Hbb-y 0 0 0 0 0
## Hbegf 1019 626 1149 447 315
## Hbp1 3790 4848 3370 3037 2823
## Hbq1a 0 0 0 0 0
## Hbq1b 2 0 2 8 1
## Hbs1l 590 812 703 549 548
## Hc 22 18 5 3 5
## Hcar1 47 0 64 305 131
## Hcar2 7 3 28 29 9
## Hccs 180 229 237 176 247
## Hcfc1 2125 2795 2690 2107 1953
## Hcfc1r1 76 93 104 140 140
## Hcfc2 376 388 336 306 297
## Hck 235 154 317 23 5
## Hcls1 229 224 381 25 12
## Hcn1 877 1373 578 1670 1812
## Hcn2 5 31 4 24 48
## Hcn3 16 14 10 68 59
## Hcn4 96 162 109 99 43
## Hcrt 0 0 0 0 0
## Hcrtr1 0 1 2 4 13
## Hcrtr2 4 45 4 48 65
## Hcst 8 14 36 0 0
## Hdac1 659 606 755 469 352
## Hdac10 87 107 105 128 69
## Hdac11 104 123 117 132 172
## Hdac2 1222 1488 1257 1173 1057
## Hdac3 263 213 233 188 222
## Hdac4 505 474 486 354 349
## Hdac5 375 427 330 301 293
## Hdac6 71 62 154 67 85
## Hdac7 479 652 543 396 317
## Hdac8 148 172 141 90 50
## Hdac9 642 531 628 590 565
## Hdc 15 23 10 11 17
## Hddc2 30 39 39 48 34
## Hddc3 41 43 39 36 60
## Hdgf 761 915 897 931 988
## Hdgfl1 0 0 0 0 0
## Hdgfrp2 198 366 237 209 185
## Hdgfrp3 1170 1129 958 1206 988
## Hdhd1a 0 0 0 0 0
## Hdhd2 251 305 235 298 359
## Hdhd3 4 2 8 3 11
## Hdlbp 4909 6270 5386 4675 5108
## Hdx 139 111 100 148 119
## Heatr1 579 526 568 397 342
## Heatr2 514 496 424 408 383
## Heatr3 480 497 408 321 379
## Heatr5a 1814 1797 2156 1370 1279
## Heatr5b 669 764 672 615 668
## Heatr6 742 945 750 735 692
## Heatr9 9 15 29 11 5
## Hebp1 12 16 12 16 11
## Hebp2 74 32 32 73 75
## Heca 373 464 412 262 375
## Hectd1 3454 4346 3755 2756 2874
## Hectd2 359 281 302 195 159
## Hectd3 365 578 514 408 441
## Hecw1 208 493 187 1031 1279
## Hecw2 762 775 531 657 625
## Heg1 5176 8094 6816 4240 3089
## Helb 343 410 399 245 178
## Hells 56 59 104 99 65
## Helq 92 114 91 96 90
## Helt 0 0 0 0 0
## Helz 1514 1640 1643 1259 1127
## Helz2 567 757 1047 428 344
## Hemgn 0 73 7 10 6
## Hemk1 100 149 103 93 122
## Hemt1 0 0 0 0 0
## Henmt1 20 31 2 2 7
## Hepacam 275 324 189 448 337
## Hepacam2 190 78 194 22 9
## Heph 28 14 12 34 77
## Hephl1 11 20 1 11 302
## Herc1 4679 5917 4465 3879 4202
## Herc2 3368 4357 3262 2893 2827
## Herc3 583 702 667 789 1031
## Herc4 981 994 999 548 581
## Herc6 1658 1834 3190 1072 542
## Herpud1 294 390 306 185 244
## Herpud2 867 1002 832 570 628
## Hes1 212 235 203 70 58
## Hes2 0 0 0 0 0
## Hes3 0 2 0 0 0
## Hes5 0 1 0 1 0
## Hes6 13 11 5 8 14
## Hes7 3 1 3 1 1
## Hesx1 0 0 0 0 0
## Hexa 1102 923 1458 468 414
## Hexb 2286 1635 3826 841 424
## Hexdc 51 80 35 50 34
## Hexim1 450 436 439 330 315
## Hexim2 36 37 26 36 25
## Hey1 187 272 208 229 207
## Hey2 52 99 71 148 184
## Heyl 234 285 327 242 326
## Hfe 420 367 399 103 96
## Hfe2 3 257 0 0 570
## Hfm1 41 59 42 82 105
## Hgd 1 0 3 4 3
## Hgf 124 110 147 53 59
## Hgfac 2 3 0 5 0
## Hgs 186 321 200 227 224
## Hgsnat 547 791 566 681 637
## Hhat 138 142 82 35 49
## Hhatl 6 27 20 8 42
## Hhex 197 112 272 33 65
## Hhip 6 65 44 3 42
## Hhipl1 36 73 46 20 18
## Hhipl2 12 4 26 8 1
## Hhla1 0 0 0 0 0
## Hiat1 1663 1670 1598 1487 1222
## Hiatl1 424 439 414 232 250
## Hibadh 508 544 435 640 819
## Hibch 446 365 467 768 1070
## Hic1 204 124 310 134 91
## Hic2 86 103 136 114 79
## Hid1 269 523 330 634 573
## Hif1a 1695 1677 2238 1360 1247
## Hif1an 444 636 347 394 704
## Hif3a 190 1578 82 386 191
## Higd1a 629 791 804 726 909
## Higd1b 7 10 4 17 7
## Higd1c 0 0 0 0 0
## Higd2a 152 166 173 218 187
## Hilpda 22 30 44 29 24
## Hils1 0 0 0 0 4
## Hinfp 94 80 135 68 48
## Hint1 241 349 225 281 327
## Hint2 89 65 95 133 194
## Hint3 75 86 73 115 98
## Hip1 1050 1428 972 803 624
## Hip1r 57 75 63 56 82
## Hipk1 6886 11874 7652 6729 5653
## Hipk2 3070 2825 3507 3361 3446
## Hipk3 3532 5095 3932 3210 4054
## Hipk4 47 51 25 50 80
## Hira 298 356 345 270 274
## Hirip3 205 339 326 181 146
## Hist1h1a 0 4 1 2 0
## Hist1h1b 2 9 7 0 0
## Hist1h1c 21 28 15 16 22
## Hist1h1d 4 0 3 1 0
## Hist1h1e 37 53 65 34 40
## Hist1h1t 0 2 0 0 0
## Hist1h2aa 0 0 0 0 0
## Hist1h2ab 1 5 3 1 0
## Hist1h2ac 0 0 0 0 0
## Hist1h2ad 0 1 4 0 0
## Hist1h2ae 1 5 2 0 1
## Hist1h2af 0 0 0 0 0
## Hist1h2ag 0 0 0 0 0
## Hist1h2ah 0 0 0 0 0
## Hist1h2ai 0 12 0 0 0
## Hist1h2ak 7 8 5 11 1
## Hist1h2an 0 1 0 0 0
## Hist1h2ao 0 0 0 0 0
## Hist1h2ap 0 0 0 0 0
## Hist1h2ba 0 0 0 0 0
## Hist1h2bb 4 7 7 0 2
## Hist1h2bc 261 318 368 346 341
## Hist1h2be 53 106 39 71 44
## Hist1h2bf 0 6 5 1 0
## Hist1h2bg 9 3 2 5 1
## Hist1h2bh 0 0 1 0 0
## Hist1h2bj 0 0 1 0 0
## Hist1h2bk 3 0 0 0 0
## Hist1h2bl 11 23 6 3 0
## Hist1h2bm 7 8 11 4 0
## Hist1h2bn 0 4 0 0 0
## Hist1h2bp 0 1 3 0 0
## Hist1h2bq 0 0 0 0 0
## Hist1h2br 0 0 0 0 0
## Hist1h3a 0 2 0 0 0
## Hist1h3b 0 0 0 0 0
## Hist1h3c 0 1 0 0 1
## Hist1h3d 3 2 17 16 10
## Hist1h3e 2 3 2 1 0
## Hist1h3f 0 3 0 0 0
## Hist1h3g 0 1 0 0 0
## Hist1h3h 0 0 0 0 0
## Hist1h3i 0 3 0 1 0
## Hist1h4a 0 0 0 0 0
## Hist1h4b 0 1 2 0 0
## Hist1h4c 7 22 28 14 15
## Hist1h4d 122 135 153 78 69
## Hist1h4f 1 0 0 3 0
## Hist1h4h 0 1 0 1 2
## Hist1h4i 0 0 2 0 0
## Hist1h4j 0 0 0 0 0
## Hist1h4k 13 16 8 5 2
## Hist1h4m 0 0 0 0 0
## Hist1h4n 0 0 0 0 0
## Hist2h2aa1 0 0 0 0 0
## Hist2h2aa2 0 0 0 0 0
## Hist2h2ab 1 3 8 8 3
## Hist2h2ac 14 24 17 21 9
## Hist2h2bb 0 2 16 4 0
## Hist2h2be 699 764 468 431 494
## Hist2h3b 0 0 1 3 0
## Hist2h3c1 0 0 0 0 0
## Hist2h3c2 0 0 0 0 0
## Hist2h4 8 21 8 9 2
## Hist3h2a 5 5 15 5 4
## Hist3h2ba 0 2 0 5 2
## Hist3h2bb-ps 1 0 3 0 0
## Hist4h4 0 0 0 0 0
## Hivep1 1888 2205 1969 1566 1688
## Hivep2 2617 3414 3314 2079 1969
## Hivep3 744 744 760 391 320
## Hjurp 124 153 47 63 79
## Hk1 400 542 488 565 530
## Hk1os 14 7 19 23 8
## Hk2 1161 1530 1186 1742 4375
## Hk3 52 46 87 43 3
## Hkdc1 0 0 0 0 3
## Hlcs 388 450 449 236 493
## Hlf 820 1140 664 1275 1406
## Hltf 1123 1197 1328 606 496
## Hlx 111 115 159 47 37
## Hmbox1 839 1206 941 988 1249
## Hmbs 76 98 89 91 87
## Hmces 68 176 157 187 106
## Hmcn1 170 476 223 264 341
## Hmg20a 968 1306 1270 821 806
## Hmg20b 78 118 77 81 74
## Hmga1 0 0 0 0 0
## Hmga1-rs1 0 0 0 0 0
## Hmga2 169 147 286 109 92
## Hmga2-ps1 227 125 283 63 70
## Hmgb1 1671 1596 1682 1159 1241
## Hmgb1-rs17 3 7 8 8 8
## Hmgb2 307 461 378 164 84
## Hmgb3 440 539 508 421 456
## Hmgb4 0 0 0 0 2
## Hmgcl 156 137 169 119 102
## Hmgcll1 46 40 46 40 51
## Hmgcr 634 784 774 519 665
## Hmgcs1 1665 1542 1430 2498 2884
## Hmgcs2 659 1338 388 1217 519
## Hmgn1 961 979 1112 570 495
## Hmgn2 302 410 340 253 226
## Hmgn3 118 119 95 83 82
## Hmgn5 316 647 327 411 313
## Hmgxb3 441 490 437 328 336
## Hmgxb4 575 688 577 472 379
## Hmha1 408 430 825 134 56
## Hmmr 418 559 383 348 278
## Hmox1 96 128 192 258 122
## Hmox2 232 344 287 248 244
## Hmx1 0 1 0 0 1
## Hmx2 0 0 0 0 0
## Hmx3 0 0 0 0 0
## Hn1 185 191 218 144 95
## Hn1l 288 284 337 170 92
## Hnf1a 16 9 18 8 19
## Hnf1b 0 0 7 0 0
## Hnf4a 0 0 0 0 0
## Hnf4aos 0 0 0 0 0
## Hnf4g 0 2 0 14 6
## Hnmt 66 44 38 109 129
## Hnrnpa0 819 678 775 583 489
## Hnrnpa1 344 375 330 227 184
## Hnrnpa2b1 6566 7288 7341 5128 5129
## Hnrnpa3 3949 4348 4548 2952 2572
## Hnrnpab 1352 1406 1642 1131 1091
## Hnrnpc 1275 1367 1314 1072 996
## Hnrnpd 2765 2694 2712 1770 1827
## Hnrnpdl 1912 2078 2126 1461 1313
## Hnrnpf 1977 1945 2530 1308 1233
## Hnrnph1 5702 6166 5478 4090 3740
## Hnrnph2 1087 1154 1105 833 940
## Hnrnph3 256 284 287 230 197
## Hnrnpk 3705 3686 3867 2966 2630
## Hnrnpl 526 567 582 394 302
## Hnrnpll 1388 1387 1362 1105 993
## Hnrnpm 1181 1350 1246 770 703
## Hnrnpr 2162 1904 1935 1383 1290
## Hnrnpu 3673 3706 4046 2771 2475
## Hnrnpul1 1947 2546 2199 1349 1428
## Hnrnpul2 3569 4168 3927 3074 2530
## Hoga1 42 59 23 7 21
## Homer1 466 557 453 453 619
## Homer2 806 1515 858 1109 978
## Homer3 37 29 54 21 18
## Homez 113 195 128 130 91
## Hook1 42 64 9 73 173
## Hook2 53 25 67 17 28
## Hook3 11111 11682 10819 7919 7099
## Hopx 72 136 77 258 299
## Hormad1 0 2 0 2 1
## Hormad2 0 2 2 6 2
## Hotair 0 0 0 0 0
## Hottip 0 0 0 0 0
## Hoxa1 24 15 5 0 19
## Hoxa10 19 0 3 5 23
## Hoxa11 0 0 0 0 1
## Hoxa11os 0 0 0 0 0
## Hoxa13 0 0 0 0 6
## Hoxa2 47 52 46 36 18
## Hoxa3 29 88 49 12 32
## Hoxa4 18 18 17 23 26
## Hoxa5 63 38 65 116 89
## Hoxa6 10 2 3 17 27
## Hoxa7 43 15 28 73 87
## Hoxa9 20 0 35 28 26
## Hoxb1 0 0 0 0 0
## Hoxb13 0 0 0 0 0
## Hoxb2 14 26 12 1 18
## Hoxb3 285 330 217 223 229
## Hoxb4 122 207 132 83 74
## Hoxb5 68 43 72 93 67
## Hoxb6 56 72 61 51 45
## Hoxb7 94 71 111 55 82
## Hoxb8 17 21 12 9 6
## Hoxb9 6 0 0 8 1
## Hoxc10 3 0 0 0 0
## Hoxc11 0 0 0 0 0
## Hoxc12 0 0 3 0 0
## Hoxc13 0 0 0 0 0
## Hoxc4 93 35 90 58 63
## Hoxc5 96 15 116 86 95
## Hoxc6 116 13 113 76 68
## Hoxc8 119 8 32 50 57
## Hoxc9 3 0 0 1 4
## Hoxd1 30 76 14 101 132
## Hoxd10 0 0 1 0 0
## Hoxd11 20 36 23 23 19
## Hoxd12 0 0 0 0 0
## Hoxd13 0 0 0 1 0
## Hoxd3 4 23 10 31 25
## Hoxd3os1 2 2 2 18 6
## Hoxd4 10 7 14 14 21
## Hoxd8 50 60 40 125 214
## Hoxd9 9 4 9 29 36
## Hp 120 81 84 176 361
## Hp1bp3 2159 2400 2110 1830 1786
## Hpca 287 175 106 171 241
## Hpcal1 116 169 120 114 141
## Hpcal4 3 7 47 16 16
## Hpd 0 0 0 2 0
## Hpdl 0 1 1 2 7
## Hpgd 186 367 125 113 61
## Hpgds 726 313 1009 136 95
## Hpn 24 24 21 11 11
## Hprt 726 745 842 693 762
## Hps1 49 73 78 30 32
## Hps3 1607 1543 1662 821 519
## Hps4 112 108 129 108 63
## Hps5 567 713 743 326 333
## Hps6 48 39 44 42 26
## Hpse 44 64 131 20 21
## Hpse2 0 3 0 5 3
## Hpx 5 1 7 1 4
## Hr 238 744 424 356 295
## Hras 138 131 78 115 246
## Hrasls 13 94 5 15 184
## Hrasls5 2 1 9 6 11
## Hrc 101 1963 40 36 4523
## Hrct1 15 15 5 19 2
## Hrg 3 0 0 0 0
## Hrh1 98 61 126 53 84
## Hrh2 101 36 106 32 40
## Hrh3 0 1 0 12 4
## Hrh4 17 1 1 0 0
## Hrk 13 85 14 17 16
## Hrnr 0 0 0 0 0
## Hrsp12 220 300 144 271 191
## Hs1bp3 353 415 392 439 330
## Hs2st1 2257 2091 2154 1329 1177
## Hs3st1 58 75 42 41 56
## Hs3st2 28 39 32 65 92
## Hs3st3a1 46 155 40 21 15
## Hs3st3b1 60 100 81 71 107
## Hs3st4 0 1 0 18 20
## Hs3st5 14 31 10 43 66
## Hs3st6 0 0 0 2 1
## Hs6st1 392 520 351 317 347
## Hs6st2 88 200 66 265 227
## Hs6st3 8 28 2 15 24
## Hsbp1 2559 2931 3225 2623 2371
## Hsbp1l1 22 109 45 242 266
## Hscb 84 102 105 83 168
## Hsd11b1 57 30 86 50 178
## Hsd11b2 40 29 19 15 22
## Hsd17b1 0 4 2 9 2
## Hsd17b10 275 349 238 374 317
## Hsd17b11 867 1027 936 719 683
## Hsd17b12 333 222 355 466 592
## Hsd17b13 0 3 2 0 0
## Hsd17b14 46 74 39 83 38
## Hsd17b2 1 0 0 0 0
## Hsd17b3 0 1 0 0 0
## Hsd17b4 869 918 1123 1123 1478
## Hsd17b6 0 0 0 0 0
## Hsd17b7 354 342 413 558 490
## Hsd3b1 2 0 0 0 0
## Hsd3b2 6 0 3 5 8
## Hsd3b3 3 3 0 1 3
## Hsd3b4 0 20 2 1 0
## Hsd3b5 3 20 2 0 1
## Hsd3b6 0 1 0 0 2
## Hsd3b7 265 268 319 157 195
## Hsdl1 98 188 149 187 211
## Hsdl2 750 664 730 1382 1926
## Hsf1 674 924 754 687 544
## Hsf2 297 338 396 295 304
## Hsf2bp 2 2 2 3 4
## Hsf3 20 14 17 20 2
## Hsf4 17 54 33 26 36
## Hsf5 53 30 11 32 17
## Hsfy2 0 0 0 0 0
## Hsh2d 10 2 20 0 0
## Hsp90aa1 4052 5838 4480 8776 9262
## Hsp90ab1 10963 16684 14687 14729 16049
## Hsp90b1 13134 12576 19329 10114 7900
## Hspa12a 21157 25509 17142 20081 14018
## Hspa12b 319 674 470 388 580
## Hspa13 941 851 839 497 488
## Hspa14 537 464 433 238 292
## Hspa1a 73 71 14 52 43
## Hspa1b 26 38 16 26 33
## Hspa1l 26 112 56 44 45
## Hspa2 173 219 203 174 158
## Hspa4 3850 4341 4554 3947 4474
## Hspa4l 621 800 741 1239 1243
## Hspa5 4051 3733 6575 3219 2501
## Hspa8 9077 15245 12459 14506 15143
## Hspa9 1281 1452 1470 2333 3856
## Hspb1 267 573 363 326 422
## Hspb11 49 24 35 37 27
## Hspb2 32 19 30 25 34
## Hspb3 0 2 0 0 19
## Hspb6 279 4928 151 255 2778
## Hspb7 172 3079 164 149 465
## Hspb8 411 1525 653 953 2155
## Hspb9 2 3 0 0 1
## Hspbap1 188 195 155 120 76
## Hspbp1 56 42 57 37 57
## Hspd1 2886 2908 3043 4484 5871
## Hspe1 222 242 375 438 430
## Hspg2 14225 11630 17784 9372 5896
## Hsph1 1651 3207 2746 3330 2777
## Htatip2 24 21 54 45 35
## Htatsf1 1468 2182 1602 1366 1559
## Htr1a 5 40 3 23 31
## Htr1b 7 22 13 38 22
## Htr1d 48 46 38 119 177
## Htr1f 15 22 8 94 84
## Htr2a 47 51 34 78 44
## Htr2b 144 93 127 61 68
## Htr2c 0 0 0 0 0
## Htr3a 39 73 51 169 198
## Htr3b 7 60 10 99 46
## Htr4 2 28 0 45 31
## Htr5a 1 24 28 19 50
## Htr5b 4 15 19 27 52
## Htr6 0 2 0 0 0
## Htr7 7 20 11 31 41
## Htra1 398 579 325 181 155
## Htra2 74 69 90 34 46
## Htra3 162 511 191 206 172
## Htra4 48 93 103 54 25
## Htt 2714 3139 2929 2336 1746
## Hunk 178 70 250 114 112
## Hus1 382 467 434 276 293
## Hus1b 6 5 4 1 6
## Huwe1 14352 18474 14464 14023 13717
## Hvcn1 66 53 100 6 18
## Hyal1 332 227 301 244 349
## Hyal2 70 59 66 77 50
## Hyal3 104 126 102 74 77
## Hyal4 6 0 0 0 1
## Hyal5 7 0 2 0 0
## Hyal6 0 0 2 0 0
## Hydin 2 6 7 25 2
## Hyi 75 55 130 67 86
## Hykk 570 841 506 411 359
## Hyls1 98 90 66 66 59
## Hyou1 778 815 939 573 537
## Hypk 406 375 466 383 399
## I730028E13Rik 0 0 2 0 0
## I730030J21Rik 555 262 552 220 148
## I830012O16Rik 308 292 643 118 87
## I830077J02Rik 324 166 424 34 31
## Iah1 73 142 99 90 81
## Iapp 0 0 0 1 0
## Iars 1618 2587 1645 1679 1901
## Iars2 1027 1110 1035 1074 1291
## Iba57 24 10 17 28 21
## Ibsp 2 493 3 21 12
## Ibtk 1059 1271 1405 615 762
## Ica1 44 69 70 104 84
## Ica1l 171 235 158 191 197
## Icam1 242 377 452 103 50
## Icam2 13 11 30 11 40
## Icam4 0 0 0 0 0
## Icam5 15 24 6 13 1
## Ick 3105 2799 2216 2110 1819
## Icmt 395 560 389 430 532
## Icos 58 12 60 2 7
## Icosl 445 475 686 103 68
## Ict1 87 119 78 125 99
## Id1 18 46 17 20 21
## Id2 505 248 316 89 61
## Id3 475 1014 639 464 416
## Id4 48 35 27 94 91
## Ide 854 1126 877 850 1958
## Idh1 917 1042 1024 1313 1312
## Idh2 101 154 149 184 254
## Idh3a 462 444 528 1102 1944
## Idh3b 1384 1439 1450 2528 4637
## Idh3g 1017 1026 1037 1952 3527
## Idi1 513 488 529 708 872
## Idi2 5 14 2 19 17
## Idnk 199 203 177 126 156
## Ido1 3 3 4 6 2
## Ido2 18 23 2 8 24
## Ids 8386 10528 8172 8707 8608
## Idua 748 967 949 642 592
## Ier2 27 22 25 5 10
## Ier3 192 143 254 86 107
## Ier3ip1 215 291 356 190 156
## Ier5 259 196 300 106 68
## Ier5l 3 11 7 2 2
## Iffo1 243 278 274 187 199
## Iffo2 897 751 1076 542 602
## Ifi202b 18 1 15 14 9
## Ifi203 1876 2444 3830 585 462
## Ifi204 675 842 1497 149 50
## Ifi205 71 160 165 114 24
## Ifi27 662 655 885 1053 1130
## Ifi27l2a 371 430 950 341 277
## Ifi27l2b 0 1 0 0 1
## Ifi30 500 270 741 82 86
## Ifi35 180 201 346 90 76
## Ifi44 742 947 1946 120 181
## Ifi44l 0 17 0 1 20
## Ifi47 601 384 1031 111 52
## Ifih1 1220 1266 1790 474 378
## Ifit1 1664 1547 3232 535 333
## Ifit2 959 1047 1725 633 513
## Ifit3 640 800 1872 199 129
## Ifitm1 35 60 28 31 17
## Ifitm10 1 3 2 4 10
## Ifitm2 1927 2729 2436 894 690
## Ifitm3 5073 6786 9754 1908 1247
## Ifitm5 19 56 21 21 10
## Ifitm6 66 174 169 41 22
## Ifitm7 3 0 2 5 3
## Ifltd1 37 32 14 24 8
## Ifna1 0 0 0 0 0
## Ifna11 0 0 0 0 0
## Ifna12 0 0 0 0 0
## Ifna13 0 0 0 0 0
## Ifna14 0 0 0 0 0
## Ifna15 0 0 0 0 0
## Ifna16 0 0 0 0 0
## Ifna2 1 0 0 0 0
## Ifna4 0 0 0 0 0
## Ifna5 0 0 0 0 0
## Ifna6 0 0 0 0 0
## Ifna7 0 1 0 0 0
## Ifna9 0 0 0 0 0
## Ifnab 0 0 0 0 0
## Ifnar1 2273 2275 2536 1449 1227
## Ifnar2 1764 1684 3010 1177 1027
## Ifnb1 0 0 1 0 0
## Ifne 0 0 0 0 0
## Ifng 0 0 1 0 2
## Ifngr1 1322 1981 1942 851 697
## Ifngr2 707 763 991 386 366
## Ifnk 49 19 71 42 25
## Ifnl2 0 0 0 0 0
## Ifnl3 0 0 0 0 0
## Ifnlr1 103 85 180 16 36
## Ifnz 1 0 0 0 1
## Ifrd1 468 486 438 435 372
## Ifrd2 19 98 82 59 71
## Ift122 192 278 204 211 229
## Ift140 257 409 266 313 214
## Ift172 515 687 644 664 562
## Ift20 295 397 368 334 382
## Ift22 101 110 64 73 69
## Ift27 34 47 18 18 31
## Ift43 113 124 79 99 104
## Ift46 311 290 262 197 184
## Ift52 246 315 312 221 244
## Ift57 467 713 455 335 303
## Ift74 476 324 373 264 204
## Ift80 393 462 543 477 363
## Ift81 298 540 356 303 287
## Ift88 307 477 313 274 262
## Igbp1 916 756 860 591 574
## Igbp1b 0 0 0 0 0
## Igdcc3 45 102 10 14 12
## Igdcc4 180 247 231 134 151
## Igf1 6410 5301 5523 1973 1047
## Igf1r 2145 2758 2188 2602 2370
## Igf2 268 403 201 302 496
## Igf2bp1 0 1 0 6 2
## Igf2bp2 35 75 84 106 121
## Igf2bp3 409 570 420 351 297
## Igf2os 1 3 0 0 4
## Igf2r 1408 1667 1721 1104 1381
## Igfals 3 4 6 20 4
## Igfbp1 0 0 0 0 0
## Igfbp2 3 3 0 0 3
## Igfbp3 622 1329 964 360 232
## Igfbp4 2186 4817 2735 1238 869
## Igfbp5 10226 13727 14513 5574 5675
## Igfbp6 372 700 253 387 188
## Igfbp7 11032 15945 13821 4036 2222
## Igfbpl1 1 0 4 0 0
## Igfl3 0 0 0 0 0
## Igflr1 45 44 36 41 29
## Igfn1 60 779 0 28 83
## Ighmbp2 83 79 96 79 71
## Igip 553 658 592 644 570
## Igj 102 14 116 17 13
## Igll1 0 2 0 0 0
## Iglon5 1831 1303 2122 964 544
## Igsf1 0 5 0 0 0
## Igsf10 961 1316 1332 609 414
## Igsf11 4211 4411 3943 3793 2715
## Igsf21 14 28 18 40 64
## Igsf23 3 6 5 0 0
## Igsf3 2559 2847 2591 1977 1651
## Igsf5 5 0 0 2 0
## Igsf6 1062 1122 1547 332 236
## Igsf8 332 467 439 207 196
## Igsf9 54 46 139 33 37
## Igsf9b 206 230 189 146 88
## Igtp 473 458 909 345 217
## Ihh 0 0 0 0 4
## Iigp1 459 389 790 148 122
## Ik 2215 2992 2591 2096 2129
## Ikbip 939 787 841 372 300
## Ikbkap 528 581 613 537 462
## Ikbkb 523 561 533 302 235
## Ikbke 49 156 84 64 14
## Ikbkg 803 966 801 561 731
## Ikzf1 1337 925 2157 207 131
## Ikzf2 545 694 445 416 498
## Ikzf3 158 29 345 54 17
## Ikzf4 48 73 21 36 8
## Ikzf5 472 542 456 468 397
## Il10 11 10 21 3 0
## Il10ra 238 148 595 63 33
## Il10rb 344 288 480 171 168
## Il11 97 95 95 88 79
## Il11ra1 106 180 159 96 107
## Il11ra2 0 0 0 0 0
## Il12a 2 20 0 7 4
## Il12b 0 5 24 0 0
## Il12rb1 18 1 1 6 0
## Il12rb2 50 60 81 49 43
## Il13 1 2 0 1 0
## Il13ra1 569 468 793 193 130
## Il13ra2 1 3 12 0 0
## Il15 147 160 199 65 54
## Il15ra 211 275 205 335 395
## Il16 1430 2137 1644 1383 976
## Il17a 0 0 0 0 0
## Il17b 3 4 3 5 4
## Il17c 9 1 0 0 0
## Il17d 9 9 11 4 5
## Il17f 0 0 0 0 0
## Il17ra 1260 1601 2254 733 365
## Il17rb 92 105 52 111 128
## Il17rc 76 100 112 49 65
## Il17rd 250 411 271 305 192
## Il17re 2 0 2 13 10
## Il18 134 239 156 89 44
## Il18bp 216 306 337 135 148
## Il18r1 246 102 289 27 24
## Il18rap 145 178 221 28 4
## Il19 0 0 0 0 2
## Il1a 35 2 26 6 4
## Il1b 136 41 313 5 13
## Il1bos 11 0 24 0 0
## Il1f10 0 0 0 0 0
## Il1f5 0 0 0 0 0
## Il1f6 0 0 0 0 0
## Il1f8 0 0 0 0 0
## Il1f9 132 180 168 138 129
## Il1r1 1450 2011 1337 821 694
## Il1r2 24 17 19 0 0
## Il1rap 2690 1998 2293 1122 571
## Il1rapl1 54 96 35 49 64
## Il1rapl2 5 4 0 0 6
## Il1rl1 383 112 256 127 37
## Il1rl2 294 345 175 111 45
## Il1rn 234 91 316 22 22
## Il2 2 0 0 0 0
## Il20 0 0 0 0 0
## Il20ra 0 0 0 0 0
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## Il21 0 0 0 0 0
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## Il22 0 0 0 0 0
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## Il23a 0 0 2 0 0
## Il23r 20 1 7 0 1
## Il24 0 0 0 0 0
## Il25 1 4 9 1 2
## Il27 1 9 8 0 3
## Il27ra 115 78 208 63 24
## Il2ra 404 509 646 296 161
## Il2rb 42 57 120 1 10
## Il2rg 520 271 1145 123 106
## Il3 0 0 0 0 0
## Il31 0 0 0 0 0
## Il31ra 29 82 23 150 100
## Il33 2020 1884 1790 854 547
## Il34 309 378 278 256 162
## Il3ra 6 5 10 2 1
## Il4 13 4 10 4 7
## Il4i1 0 0 2 2 0
## Il4ra 393 499 659 160 134
## Il5 7 0 6 13 2
## Il5ra 101 27 60 26 25
## Il6 2 0 0 0 0
## Il6ra 549 937 715 468 162
## Il6st 12233 13982 14940 9707 7602
## Il7 21 61 21 31 55
## Il7r 107 180 235 30 12
## Il9 0 0 0 0 0
## Il9r 2 2 0 0 6
## Ildr1 4 12 15 5 8
## Ildr2 2850 4825 1791 1638 952
## Ilf2 406 487 590 335 322
## Ilf3 523 580 711 428 445
## Ilk 1313 1474 1394 997 1047
## Ilkap 401 457 422 366 422
## Iltifb 0 0 1 0 0
## Ilvbl 226 183 205 130 133
## Immp1l 363 353 358 281 319
## Immp2l 46 26 30 21 52
## Immt 1318 1555 1434 2084 3193
## Imp3 55 116 67 81 62
## Imp4 389 406 452 281 241
## Impa1 485 515 612 412 290
## Impa2 17 12 31 27 54
## Impact 1077 1178 955 1041 920
## Impad1 1714 1677 1472 1291 1415
## Impdh1 60 116 111 104 165
## Impdh2 154 193 148 143 89
## Impg1 12 23 32 7 7
## Impg2 35 65 27 46 17
## Ina 21 44 21 45 86
## Inadl 156 167 181 313 341
## Inca1 52 31 41 71 67
## Incenp 139 165 99 77 50
## Inf2 1451 2356 1445 1349 945
## Ing1 244 325 225 156 132
## Ing2 73 81 145 72 65
## Ing3 257 361 245 294 247
## Ing4 326 446 266 267 244
## Ing5 339 402 359 240 214
## Inha 14 43 23 16 15
## Inhba 1548 2327 3675 213 159
## Inhbb 93 210 141 8 35
## Inhbc 0 0 0 0 0
## Inhbe 0 10 9 0 0
## Inip 356 306 556 331 238
## Inmt 74 184 36 79 80
## Ino80 1040 1052 949 658 612
## Ino80b 25 17 18 18 33
## Ino80c 745 709 684 520 362
## Ino80d 4399 4946 4849 3444 2998
## Ino80dos 163 237 245 134 169
## Ino80e 18 42 53 11 33
## Inpp1 217 261 220 227 164
## Inpp4a 713 933 880 878 840
## Inpp4b 256 214 421 160 127
## Inpp5a 153 204 150 196 160
## Inpp5b 469 529 454 412 249
## Inpp5d 604 525 887 142 67
## Inpp5e 531 677 620 432 444
## Inpp5f 1893 1825 2021 1287 1204
## Inpp5j 61 42 45 55 67
## Inpp5k 569 602 466 431 444
## Inppl1 345 525 506 411 529
## Ins1 0 0 0 0 0
## Ins2 0 0 0 0 1
## Insc 310 208 331 286 252
## Insig1 1239 753 1570 1952 3537
## Insig2 559 591 534 508 655
## Insl3 0 1 1 0 0
## Insl5 12 1 0 0 1
## Insl6 7 3 10 2 12
## Insm1 0 2 0 11 10
## Insm2 7 24 11 33 39
## Insr 3001 4687 3144 3293 3217
## Insrr 12 7 18 17 20
## Ints1 284 334 370 338 308
## Ints10 264 305 403 231 323
## Ints12 338 291 401 283 253
## Ints2 695 735 873 496 446
## Ints3 595 836 731 570 618
## Ints4 1131 1343 1234 995 940
## Ints5 120 157 105 104 90
## Ints6 575 893 581 586 534
## Ints7 218 175 263 143 125
## Ints8 1380 1620 1759 1248 1127
## Ints9 405 571 528 369 383
## Intu 1131 1228 1087 778 679
## Invs 727 850 777 537 490
## Ip6k1 741 1015 576 607 542
## Ip6k2 266 653 266 485 254
## Ip6k3 3 61 0 0 15
## Ipcef1 560 249 835 102 44
## Ipmk 539 745 707 515 647
## Ipo11 845 1234 893 1006 1023
## Ipo13 457 748 395 454 712
## Ipo4 262 328 353 221 213
## Ipo5 974 1412 1129 1008 1081
## Ipo7 1062 1082 1103 911 942
## Ipo8 805 827 902 722 697
## Ipo9 1458 1677 1638 1071 1049
## Ipp 137 200 199 107 102
## Ippk 206 265 172 233 182
## Ipw 11 28 16 20 92
## Iqca 0 0 0 0 0
## Iqcb1 226 288 238 246 238
## Iqcc 89 243 150 132 120
## Iqcd 18 11 5 2 9
## Iqce 242 297 277 181 192
## Iqcf1 0 0 0 0 0
## Iqcf3 0 0 0 0 0
## Iqcf4 0 0 0 0 0
## Iqcf5 0 0 0 0 0
## Iqcf6 0 0 0 0 0
## Iqcg 74 47 70 56 85
## Iqch 70 104 33 103 79
## Iqcj 12 1 17 7 10
## Iqck 397 557 222 576 535
## Iqgap1 4829 4338 5322 2522 2046
## Iqgap2 4558 7270 3689 4079 2129
## Iqgap3 27 98 118 54 30
## Iqsec1 2834 3277 2860 4286 4421
## Iqsec2 387 520 429 349 229
## Iqsec3 133 179 141 209 375
## Iqub 6 16 4 13 9
## Irak1 1857 2070 2205 1553 1470
## Irak1bp1 145 191 127 146 137
## Irak2 433 368 503 351 312
## Irak3 369 632 252 227 146
## Irak4 475 353 633 241 195
## Ireb2 1743 1994 2204 1217 1222
## Irf1 305 314 493 160 167
## Irf2 822 1009 864 574 436
## Irf2bp1 57 134 87 68 77
## Irf2bp2 6436 8819 6815 4454 2948
## Irf2bpl 242 345 185 144 132
## Irf3 271 366 411 198 145
## Irf4 770 192 883 1085 177
## Irf5 216 154 378 44 44
## Irf6 43 83 78 98 66
## Irf7 118 200 488 31 27
## Irf8 401 334 851 61 52
## Irf9 478 591 892 288 199
## Irg1 6 0 2 0 0
## Irgc1 0 0 0 0 0
## Irgm1 346 352 647 110 53
## Irgm2 1147 1441 2479 800 449
## Irgq 1404 1775 1406 2098 2093
## Irs1 1031 1127 1239 1615 1111
## Irs2 190 377 223 194 173
## Irs3 31 36 17 50 30
## Irs4 0 1 0 0 0
## Irx1 0 0 0 0 1
## Irx2 8 6 3 0 3
## Irx3 1 5 0 2 1
## Irx4 0 0 0 0 0
## Irx5 20 10 1 0 21
## Irx6 0 0 1 3 0
## Isca1 433 540 355 657 911
## Isca2 740 839 747 980 1202
## Iscu 294 303 379 442 544
## Isg15 90 92 298 25 18
## Isg20 147 182 278 83 63
## Isg20l2 243 208 334 181 150
## Isl1 46 83 43 174 212
## Isl2 18 44 0 41 74
## Islr 3904 5075 2951 1506 628
## Islr2 36 81 56 37 29
## Ism1 11 13 3 17 14
## Ism2 0 1 0 0 0
## Isoc1 532 440 602 362 460
## Isoc2a 35 41 36 23 30
## Isoc2b 14 55 15 15 19
## Ispd 410 337 549 380 348
## Ist1 554 707 718 527 500
## Isx 0 0 0 0 0
## Isy1 374 515 361 285 244
## Isyna1 120 175 147 122 100
## Itch 3028 3202 3327 2296 2336
## Itfg1 3036 3616 3202 3170 3412
## Itfg2 106 214 177 192 170
## Itfg3 250 234 259 218 284
## Itga1 2416 2436 2824 1059 1018
## Itga10 266 543 310 180 75
## Itga11 148 111 114 131 171
## Itga2 1570 902 1729 660 640
## Itga2b 13 27 7 21 11
## Itga3 151 209 126 279 201
## Itga4 2854 2137 4576 1011 739
## Itga5 581 1226 826 314 190
## Itga6 4772 4499 5110 4152 3274
## Itga7 312 428 266 303 291
## Itga8 387 220 380 156 180
## Itga9 1044 1206 1383 484 362
## Itgad 15 8 9 1 10
## Itgae 240 120 320 29 28
## Itgal 167 160 305 58 26
## Itgam 9666 7849 14600 1583 559
## Itgav 5802 4822 6089 2930 2014
## Itgax 479 199 1088 13 12
## Itgb1 6450 6593 7502 3680 3296
## Itgb1bp1 523 640 450 416 382
## Itgb1bp2 16 61 16 6 80
## Itgb2 1102 917 2018 244 124
## Itgb2l 11 29 6 7 1
## Itgb3 1790 1299 1605 1248 688
## Itgb3bp 138 151 138 116 154
## Itgb4 2813 4658 2721 2821 1869
## Itgb5 457 564 694 331 280
## Itgb6 11 126 8 9 134
## Itgb7 239 190 252 51 55
## Itgb8 6081 4240 5410 3346 2029
## Itgbl1 1284 1869 667 480 222
## Itih1 0 0 0 0 0
## Itih2 134 211 109 40 36
## Itih3 12 13 4 14 1
## Itih4 6 0 13 5 7
## Itih5 17367 12562 49498 7498 5824
## Itk 28 57 71 5 16
## Itln1 0 0 0 0 0
## Itm2a 1271 1351 1089 780 584
## Itm2b 5490 5542 8687 4507 4365
## Itm2c 746 705 993 584 424
## Itpa 92 46 61 67 58
## Itpk1 481 650 629 699 656
## Itpka 4 0 0 2 0
## Itpkb 312 340 321 376 392
## Itpkc 73 69 80 90 40
## Itpr1 1833 1946 2437 1594 1858
## Itpr2 1694 2403 1778 1234 1551
## Itpr3 1196 1325 1138 1197 950
## Itprip 106 139 176 55 47
## Itpripl1 209 240 324 131 84
## Itpripl2 5817 5398 5838 2605 1928
## Itsn1 1964 1863 1986 1377 1273
## Itsn2 3083 3617 3758 2581 2233
## Ivd 364 501 280 367 370
## Ivl 1 0 1 0 0
## Ivns1abp 8051 8490 8196 5994 4357
## Iws1 1965 1973 2137 1485 1253
## Iyd 1 0 0 0 0
## Izumo1 0 3 6 2 5
## Izumo2 0 0 0 0 0
## Izumo3 0 0 0 0 0
## Izumo4 145 110 85 86 81
## Jade1 838 1229 989 880 998
## Jade2 274 712 234 319 188
## Jade3 147 88 183 180 144
## Jag1 562 534 443 397 379
## Jag2 23 53 33 34 70
## Jagn1 313 397 394 439 353
## Jak1 3458 3791 4011 3138 3133
## Jak2 1974 1565 2550 1008 951
## Jak3 124 184 157 78 75
## Jakmip1 26 25 6 86 94
## Jakmip2 67 139 75 331 354
## Jakmip3 22 127 7 174 174
## Jam2 2771 3194 3006 2461 2070
## Jam3 373 410 384 528 487
## Jarid2 961 823 1060 559 563
## Jazf1 250 232 235 312 237
## Jdp2 68 98 88 71 70
## Jkamp 268 276 292 214 311
## Jmjd1c 6998 8457 7839 3929 3319
## Jmjd4 297 344 289 328 347
## Jmjd6 121 124 116 106 124
## Jmjd7 2 12 3 21 9
## Jmjd7-pla2g4b 2 3 1 7 9
## Jmjd8 89 99 126 106 74
## Jmy 3324 3872 2986 2720 2571
## Josd1 220 285 259 257 237
## Josd2 186 197 278 160 96
## Jph1 43 617 27 82 1274
## Jph2 31 209 20 4 339
## Jph3 34 50 30 81 117
## Jph4 162 444 157 503 679
## Jpx 492 446 535 330 167
## Jrk 59 73 70 79 60
## Jrkl 283 183 160 141 184
## Jsrp1 0 23 0 1 21
## Jtb 146 137 171 129 136
## Jun 1576 1560 1436 871 791
## Junb 35 36 64 18 15
## Jund 181 217 297 135 131
## Jup 805 1350 887 808 908
## Kalrn 294 544 311 511 551
## Kank1 375 319 358 355 342
## Kank2 5475 6823 5934 3862 2801
## Kank3 105 188 131 232 165
## Kank4 3503 3865 4021 1899 1334
## Kank4os 795 741 560 304 219
## Kansl1 2004 2024 2244 1562 1327
## Kansl1l 1393 1341 1359 1068 1002
## Kansl2 517 587 537 342 368
## Kansl3 1450 1711 1404 1414 1107
## Kap 0 0 0 0 0
## Kars 250 338 240 198 229
## Kat2a 593 597 597 521 400
## Kat2b 1194 1291 1257 1123 887
## Kat5 232 263 199 241 162
## Kat6a 4187 4881 5242 3148 2771
## Kat6b 1897 2388 1858 1451 1301
## Kat7 967 1220 959 673 774
## Kat8 125 181 144 120 100
## Katna1 178 141 177 138 164
## Katnal1 1182 1385 974 1305 1270
## Katnal2 39 21 42 20 13
## Katnb1 52 59 91 87 76
## Katnbl1 464 468 374 307 235
## Kazald1 31 25 17 24 35
## Kazn 166 360 208 533 468
## Kbtbd11 1153 1290 1771 1428 1759
## Kbtbd12 1 11 6 1 22
## Kbtbd13 0 16 0 3 25
## Kbtbd2 1061 1126 1134 1174 1132
## Kbtbd3 109 87 141 84 143
## Kbtbd4 229 200 277 198 213
## Kbtbd7 397 380 528 361 330
## Kbtbd8 94 114 77 132 112
## Kcmf1 1390 2119 1617 1314 2627
## Kcna1 32652 28147 25013 40104 21717
## Kcna10 0 0 0 5 4
## Kcna2 18349 22832 21060 29986 22659
## Kcna3 38 34 59 5 2
## Kcna4 32 86 19 143 213
## Kcna5 23 29 8 33 55
## Kcna6 2476 2517 2540 3310 2483
## Kcna7 0 163 0 20 207
## Kcnab1 320 366 209 449 461
## Kcnab2 347 645 259 733 1036
## Kcnab3 30 19 6 15 6
## Kcnb1 546 1141 452 1923 3317
## Kcnb2 169 479 130 818 1041
## Kcnc1 67 481 93 359 621
## Kcnc2 16 86 30 83 116
## Kcnc3 56 164 46 205 230
## Kcnc4 28 206 76 222 243
## Kcnd1 139 271 140 378 376
## Kcnd2 11 3 4 7 7
## Kcnd3 542 1069 226 1067 1145
## Kcnd3os 0 3 0 4 11
## Kcne1 0 0 0 0 1
## Kcne1l 0 0 2 1 3
## Kcne2 1 0 0 1 0
## Kcne3 9 11 73 7 6
## Kcne4 13 16 26 36 21
## Kcnf1 2 3 5 44 68
## Kcng1 1 2 3 0 10
## Kcng2 6 0 8 5 2
## Kcng3 101 277 62 288 360
## Kcng4 8 29 6 7 108
## Kcnh1 69 149 49 196 160
## Kcnh2 46 43 56 136 153
## Kcnh3 0 0 0 1 4
## Kcnh4 9 3 12 2 10
## Kcnh5 15 34 54 53 104
## Kcnh6 3 48 19 70 73
## Kcnh7 145 320 129 577 600
## Kcnh8 461 233 489 262 302
## Kcnip1 37 38 20 74 168
## Kcnip2 33 139 44 192 187
## Kcnip3 533 1309 714 1349 1741
## Kcnip4 277 686 210 1141 1189
## Kcnj1 0 0 1 0 0
## Kcnj10 6225 6055 6435 2271 1442
## Kcnj11 0 53 7 3 83
## Kcnj12 95 278 116 237 392
## Kcnj13 375 673 276 371 306
## Kcnj14 13 8 5 2 12
## Kcnj15 166 142 88 1197 513
## Kcnj16 73 88 80 71 86
## Kcnj2 439 868 743 289 881
## Kcnj3 5 11 37 44 55
## Kcnj4 2 0 0 4 11
## Kcnj5 26 7 0 1 10
## Kcnj6 5 25 5 19 26
## Kcnj8 39 65 80 126 180
## Kcnj9 47 27 32 20 18
## Kcnk1 146 588 132 754 561
## Kcnk10 28 17 23 13 15
## Kcnk12 0 1 0 1 2
## Kcnk13 143 56 50 66 68
## Kcnk15 0 0 0 0 0
## Kcnk16 6 0 0 0 0
## Kcnk18 12 127 35 71 73
## Kcnk2 349 198 354 327 237
## Kcnk3 47 9 99 323 314
## Kcnk4 3 25 1 24 14
## Kcnk5 136 146 188 113 79
## Kcnk6 205 259 267 72 69
## Kcnk7 5 5 7 2 4
## Kcnk9 0 0 0 1 0
## Kcnma1 1121 1231 1253 384 502
## Kcnmb1 168 295 137 383 371
## Kcnmb2 2 4 1 18 29
## Kcnmb3 0 1 1 0 2
## Kcnmb4 34 26 7 44 51
## Kcnmb4os1 1 0 0 0 0
## Kcnn1 126 226 146 241 214
## Kcnn2 87 100 55 82 40
## Kcnn3 101 125 96 64 80
## Kcnn4 270 187 395 90 64
## Kcnq1 10 12 23 13 11
## Kcnq1ot1 15306 18667 13043 12641 10885
## Kcnq2 25 129 38 147 247
## Kcnq3 18 30 21 70 101
## Kcnq4 39 58 38 42 59
## Kcnq5 158 264 122 231 379
## Kcnrg 511 620 590 404 440
## Kcns1 34 23 57 46 89
## Kcns2 3 24 2 5 7
## Kcns3 110 185 50 183 341
## Kcnt1 559 1485 127 928 823
## Kcnt2 443 616 182 282 334
## Kcnu1 21 14 19 14 7
## Kcnv1 33 78 31 150 163
## Kcnv2 2 17 11 5 0
## Kcp 88 99 220 34 90
## Kctd1 233 263 251 200 264
## Kctd10 584 800 635 494 566
## Kctd11 724 544 756 407 277
## Kctd12 3046 2704 5225 1183 757
## Kctd12b 313 412 296 209 193
## Kctd13 89 73 119 117 81
## Kctd14 115 89 170 55 19
## Kctd15 275 409 492 196 264
## Kctd16 16 49 17 62 41
## Kctd17 171 238 214 185 146
## Kctd18 426 418 554 327 319
## Kctd19 6 21 5 15 9
## Kctd2 271 400 379 382 425
## Kctd20 193 173 192 151 143
## Kctd21 74 142 156 216 111
## Kctd3 417 289 413 337 385
## Kctd4 75 79 107 58 48
## Kctd5 55 81 81 64 45
## Kctd6 176 195 189 180 172
## Kctd7 144 94 188 61 88
## Kctd8 33 45 9 88 146
## Kctd9 1414 2398 1109 1019 1322
## Kdelc1 263 329 300 179 86
## Kdelc2 1019 1262 1044 759 556
## Kdelr1 479 430 493 277 256
## Kdelr2 883 922 1111 574 385
## Kdelr3 227 156 218 134 70
## Kdf1 1 0 2 9 0
## Kdm1a 849 814 833 663 531
## Kdm1b 373 366 436 392 323
## Kdm2a 3579 4555 4068 3011 2756
## Kdm2b 374 402 452 248 175
## Kdm3a 1505 1366 1478 994 831
## Kdm3b 2450 2737 2967 1742 1364
## Kdm4a 317 285 340 269 176
## Kdm4b 132 188 167 132 135
## Kdm4c 1280 1454 1280 951 1079
## Kdm4d 18 16 30 11 16
## Kdm5a 4298 4359 4467 2756 2553
## Kdm5b 927 1245 1030 748 633
## Kdm5c 1374 928 1604 1180 663
## Kdm5d 0 1208 1 0 777
## Kdm6a 2347 1778 2634 1870 1127
## Kdm6b 448 594 544 412 399
## Kdm7a 5807 5270 5403 2818 2268
## Kdm8 44 50 38 22 57
## Kdr 197 198 363 406 573
## Kdsr 581 597 583 578 455
## Keap1 247 295 208 218 337
## Keg1 0 0 0 0 0
## Kel 0 45 0 13 2
## Kera 0 5 0 0 0
## Khdc1a 3 0 11 0 12
## Khdc1b 13 18 22 4 5
## Khdc1c 0 0 0 0 1
## Khdc3 3 0 0 1 3
## Khdrbs1 1742 1504 1930 1108 1023
## Khdrbs2 10 15 0 13 31
## Khdrbs3 139 147 142 230 208
## Khk 53 94 65 33 63
## Khnyn 202 322 333 190 146
## Khsrp 616 684 567 356 324
## Kidins220 3263 3766 3310 4132 4145
## Kif11 195 335 283 182 86
## Kif12 0 0 0 0 0
## Kif13a 958 1418 1174 932 969
## Kif13b 880 1029 926 998 910
## Kif14 76 40 44 36 5
## Kif15 120 121 173 30 25
## Kif16b 722 573 660 501 653
## Kif17 4 2 7 3 25
## Kif18a 53 82 76 47 16
## Kif18b 31 73 51 15 3
## Kif19a 139 122 58 241 186
## Kif1a 6544 9650 5835 13289 12598
## Kif1b 6975 10833 6883 12143 13389
## Kif1c 1103 1648 1188 1070 1648
## Kif20a 90 65 48 49 48
## Kif20b 134 234 167 81 36
## Kif21a 2257 4118 2053 5406 6320
## Kif21b 608 449 883 170 166
## Kif22 53 79 49 34 41
## Kif23 117 175 137 53 30
## Kif24 153 314 213 128 152
## Kif26a 4 15 34 18 16
## Kif26b 42 35 17 66 67
## Kif27 15 40 9 27 34
## Kif2a 1693 1865 1676 1534 1479
## Kif2b 0 0 0 0 0
## Kif2c 10 4 7 2 3
## Kif3a 1570 1877 1686 3098 3092
## Kif3b 1022 1172 1169 788 803
## Kif3c 532 884 586 1052 856
## Kif4 64 131 99 30 14
## Kif4-ps 0 0 0 0 0
## Kif5a 1317 2471 1175 5016 5576
## Kif5b 7450 7918 7281 7773 7547
## Kif5c 855 1910 833 3614 4416
## Kif6 25 13 17 4 1
## Kif7 43 90 81 35 41
## Kif9 259 320 263 155 85
## Kifap3 1258 1746 1202 1899 1901
## Kifc1 1 4 3 0 1
## Kifc2 62 142 64 122 191
## Kifc3 182 160 159 128 132
## Kifc5b 5 10 8 5 12
## Kin 159 319 230 141 171
## Kir3dl1 0 0 0 0 0
## Kir3dl2 0 0 0 0 0
## Kirrel 3629 2556 5230 1858 1094
## Kirrel2 2 0 0 13 2
## Kirrel3 144 123 135 158 94
## Kis2 0 6 5 0 0
## Kiss1 0 0 0 0 0
## Kiss1r 10 40 13 10 5
## Kit 574 400 645 621 589
## Kitl 1369 1084 1270 884 739
## Kiz 424 427 422 438 468
## Kl 38 24 9 26 18
## Klb 25 3 42 32 71
## Klc1 930 1489 1087 1841 1720
## Klc2 118 131 73 193 210
## Klc3 8 7 11 0 3
## Klc4 74 126 65 46 80
## Klf1 2 19 4 13 4
## Klf10 453 505 474 284 355
## Klf11 282 285 387 457 216
## Klf12 839 1582 999 541 659
## Klf13 1354 3092 1452 1562 1212
## Klf14 0 0 0 0 0
## Klf15 104 382 49 227 130
## Klf16 15 29 43 22 20
## Klf17 3 0 0 0 0
## Klf2 32 48 72 50 66
## Klf3 2871 3759 2708 1534 1236
## Klf4 179 272 223 126 140
## Klf5 869 2352 653 528 361
## Klf6 4893 5709 5347 3372 2799
## Klf7 1818 3608 1855 3196 2915
## Klf8 170 189 152 157 208
## Klf9 2085 6604 1594 3031 1820
## Klhdc1 136 386 231 201 281
## Klhdc10 1617 1634 1376 1246 1243
## Klhdc2 1141 1317 1137 1378 1737
## Klhdc3 98 207 128 100 95
## Klhdc4 120 132 155 120 43
## Klhdc7a 53 2 34 76 412
## Klhdc7b 0 0 0 0 0
## Klhdc8a 27 31 9 56 60
## Klhdc8b 102 156 93 127 110
## Klhdc9 64 81 62 48 63
## Klhl1 10 36 4 0 17
## Klhl10 21 18 13 8 1
## Klhl11 184 231 214 138 165
## Klhl12 300 385 276 246 345
## Klhl13 867 697 833 369 302
## Klhl14 1 0 0 0 0
## Klhl15 256 269 224 178 160
## Klhl17 276 361 283 204 171
## Klhl18 594 694 801 426 342
## Klhl2 479 694 467 654 594
## Klhl20 1161 1499 1110 932 1116
## Klhl21 496 1000 697 684 1308
## Klhl22 526 704 486 439 551
## Klhl23 152 117 107 113 114
## Klhl24 3173 4239 2860 2482 3275
## Klhl25 155 176 179 137 96
## Klhl26 166 200 170 112 127
## Klhl28 387 545 477 338 338
## Klhl29 290 668 272 332 257
## Klhl3 20 47 27 71 43
## Klhl30 19 104 7 6 59
## Klhl31 63 2753 4 21 8884
## Klhl32 0 15 9 6 18
## Klhl33 11 5 12 5 25
## Klhl34 213 298 212 194 125
## Klhl35 13 5 19 24 2
## Klhl36 35 27 46 23 14
## Klhl38 8 95 5 5 33
## Klhl4 105 144 57 118 108
## Klhl40 0 51 0 0 19
## Klhl41 189 803 142 141 705
## Klhl42 1123 1471 1052 750 652
## Klhl5 1157 1079 1235 923 815
## Klhl6 265 193 433 109 16
## Klhl7 682 1031 832 855 974
## Klhl8 117 144 161 134 120
## Klhl9 1583 1854 1799 1498 1582
## Klk1 4 0 4 4 27
## Klk10 170 69 159 61 66
## Klk11 147 83 157 63 70
## Klk12 84 38 56 25 14
## Klk13 102 82 146 32 32
## Klk14 9 17 7 15 7
## Klk15 0 0 0 0 0
## Klk1b1 0 0 0 0 0
## Klk1b11 0 0 0 0 0
## Klk1b16 0 0 0 0 0
## Klk1b21 0 0 0 0 3
## Klk1b22 0 0 0 0 0
## Klk1b24 0 0 0 0 0
## Klk1b26 0 0 0 0 0
## Klk1b27 0 0 3 0 0
## Klk1b3 0 0 0 0 0
## Klk1b4 0 0 0 0 0
## Klk1b5 0 0 0 0 0
## Klk1b7-ps 0 0 0 0 0
## Klk1b8 0 0 0 0 0
## Klk1b9 0 0 0 0 0
## Klk4 0 4 3 0 0
## Klk5 0 0 0 10 3
## Klk6 3 0 0 0 0
## Klk7 22 13 17 1 2
## Klk8 193 103 297 72 27
## Klk9 1293 796 1163 58 30
## Klkb1 5 5 1 1 6
## Klra1 0 0 2 1 0
## Klra10 0 0 1 0 0
## Klra12 0 0 0 0 0
## Klra13-ps 0 0 0 0 0
## Klra14-ps 0 0 1 0 0
## Klra15 0 0 0 0 0
## Klra17 6 30 76 0 1
## Klra18 1 0 0 1 0
## Klra19 0 0 0 0 0
## Klra2 436 465 1159 89 18
## Klra21 0 0 0 0 0
## Klra22 0 0 0 0 0
## Klra23 0 0 0 0 0
## Klra3 0 1 3 0 0
## Klra33 0 0 0 0 0
## Klra4 0 0 0 0 0
## Klra5 0 4 0 0 0
## Klra6 0 0 0 0 0
## Klra7 7 1 14 0 1
## Klra8 0 0 0 0 0
## Klra9 1 0 2 1 0
## Klrb1 6 0 0 1 0
## Klrb1-ps1 2 0 7 0 7
## Klrb1a 203 168 204 157 244
## Klrb1b 75 96 212 9 0
## Klrb1c 43 27 30 2 1
## Klrb1f 28 21 91 2 5
## Klrc1 14 16 61 9 1
## Klrc2 4 10 8 1 0
## Klrc3 1 4 4 2 1
## Klrd1 129 155 233 6 0
## Klre1 13 10 16 0 0
## Klrg1 4 18 0 3 0
## Klrg2 31 63 51 56 45
## Klri1 68 67 204 13 0
## Klri2 222 128 471 25 3
## Klrk1 120 76 388 32 0
## Kmo 594 239 1107 27 2
## Kmt2a 6235 7796 6657 5596 4386
## Kmt2b 513 576 677 498 390
## Kmt2c 7197 8375 7341 5852 4899
## Kmt2d 3740 4253 4393 3566 3167
## Kmt2e 7366 9046 7431 6003 4768
## Kncn 1 1 0 0 0
## Kndc1 10 15 20 45 74
## Kng1 18 4 23 2 5
## Kng2 196 79 205 55 182
## Knop1 850 869 742 507 606
## Knstrn 98 162 89 68 49
## Kntc1 72 93 124 41 27
## Kpna1 770 1115 815 925 1293
## Kpna2 382 683 496 199 277
## Kpna3 759 1029 1116 909 1320
## Kpna4 3396 3996 3906 2630 3169
## Kpna6 1905 2074 2091 2088 2148
## Kpna7 0 0 0 0 0
## Kpnb1 3553 3893 4468 2833 2730
## Kprp 0 0 0 0 0
## Kptn 45 43 66 46 67
## Kras 2486 3253 2822 3565 3225
## Krba1 191 225 199 161 210
## Krcc1 1207 1359 1662 1222 1339
## Kremen1 174 354 247 208 245
## Kremen2 64 49 28 39 26
## Kri1 170 249 177 118 158
## Krit1 1177 1668 1316 1029 1004
## Krr1 1262 1243 1300 847 730
## Krt1 0 1 0 3 0
## Krt10 50 32 87 51 46
## Krt12 0 0 0 0 0
## Krt13 0 0 0 0 0
## Krt14 0 0 0 0 0
## Krt15 0 0 0 0 0
## Krt16 0 0 0 0 0
## Krt17 0 0 0 0 4
## Krt18 4 0 1 0 0
## Krt19 12 22 22 15 8
## Krt2 0 0 0 0 0
## Krt20 2 2 4 0 0
## Krt222 81 194 285 233 354
## Krt23 0 2 7 1 3
## Krt24 0 0 0 2 1
## Krt25 1 0 1 5 0
## Krt26 2 2 2 28 5
## Krt27 1 11 0 11 9
## Krt28 9 2 2 0 1
## Krt31 0 0 0 0 0
## Krt32 0 0 0 0 0
## Krt33a 0 0 0 0 0
## Krt33b 0 0 0 0 0
## Krt34 0 0 0 0 0
## Krt35 0 0 0 0 0
## Krt36 0 0 0 2 0
## Krt39 0 0 0 2 2
## Krt4 0 3 0 5 0
## Krt40 0 0 0 0 6
## Krt42 0 3 0 0 0
## Krt5 0 0 0 0 0
## Krt6a 0 0 0 0 0
## Krt6b 0 0 0 0 0
## Krt7 16 8 14 13 1
## Krt71 0 0 0 0 0
## Krt72 0 0 0 0 0
## Krt73 0 0 0 0 0
## Krt74 0 0 0 0 0
## Krt75 0 0 0 0 0
## Krt76 0 0 0 0 0
## Krt77 0 0 0 0 3
## Krt78 0 0 0 0 0
## Krt79 1 2 1 7 16
## Krt8 0 0 0 0 0
## Krt80 34 42 75 12 35
## Krt81 0 0 0 0 0
## Krt82 0 0 0 0 0
## Krt83 1 0 0 0 0
## Krt84 0 0 0 0 0
## Krt85 12 4 13 0 2
## Krt86 0 0 0 0 0
## Krt9 0 0 0 2 5
## Krtap1-3 0 0 1 0 0
## Krtap1-4 19 22 13 3 2
## Krtap1-5 0 0 0 0 0
## Krtap10-10 0 0 0 2 0
## Krtap10-4 0 0 0 0 0
## Krtap11-1 0 0 0 0 0
## Krtap12-1 0 0 0 0 0
## Krtap13 0 0 0 0 0
## Krtap13-1 0 0 0 0 0
## Krtap14 0 0 0 0 0
## Krtap15 0 0 0 0 0
## Krtap16-1 0 0 0 0 0
## Krtap16-3 0 0 0 0 0
## Krtap17-1 0 0 0 0 0
## Krtap19-1 0 0 0 0 0
## Krtap19-3 0 0 0 1 0
## Krtap19-4 0 0 0 0 0
## Krtap19-5 0 0 0 0 0
## Krtap19-9b 0 0 0 0 0
## Krtap2-4 3 7 1 1 0
## Krtap20-2 0 0 0 0 0
## Krtap21-1 0 0 0 0 0
## Krtap22-2 0 0 0 0 0
## Krtap24-1 0 0 0 0 0
## Krtap26-1 0 0 0 0 0
## Krtap27-1 0 0 0 0 0
## Krtap3-1 0 0 0 0 0
## Krtap3-2 0 0 0 0 1
## Krtap3-3 0 0 0 2 0
## Krtap31-1 0 0 0 0 0
## Krtap31-2 0 0 0 0 0
## Krtap4-1 2 13 0 2 6
## Krtap4-13 0 0 0 0 0
## Krtap4-16 1 0 4 0 0
## Krtap4-2 1 1 0 2 1
## Krtap4-6 0 0 0 0 0
## Krtap4-7 0 0 0 0 0
## Krtap4-8 0 0 0 0 0
## Krtap4-9 0 0 0 0 0
## Krtap5-1 0 0 0 0 0
## Krtap5-2 0 0 0 8 0
## Krtap5-3 0 0 0 0 0
## Krtap5-4 0 0 0 0 0
## Krtap5-5 0 0 0 0 0
## Krtap6-1 0 0 0 0 0
## Krtap6-2 0 0 0 0 0
## Krtap6-5 0 0 0 0 0
## Krtap7-1 0 0 0 0 0
## Krtap8-1 0 0 0 0 0
## Krtap9-1 0 0 0 0 0
## Krtap9-3 5 8 1 1 1
## Krtap9-5 0 0 0 0 0
## Krtcap2 64 72 99 38 42
## Krtcap3 6 30 27 21 25
## Krtdap 0 0 0 0 1
## Ksr1 138 215 149 187 265
## Ksr2 14 36 34 185 157
## Kti12 27 38 23 32 32
## Ktn1 2229 3105 2267 1834 2235
## Kxd1 214 374 226 169 170
## Ky 7 6 5 5 615
## Kynu 302 148 561 21 17
## L1cam 6714 7509 8847 7973 5833
## L1td1 11 10 6 10 8
## L2hgdh 779 898 483 864 1371
## L3hypdh 123 175 63 121 227
## L3mbtl1 4 70 27 54 119
## L3mbtl2 144 186 201 192 146
## L3mbtl3 332 400 261 157 153
## L3mbtl4 9 6 21 24 46
## l7Rn6 452 540 435 537 601
## Lacc1 675 549 967 236 219
## Lace1 118 128 108 174 271
## Lactb 118 95 245 155 161
## Lactb2 564 385 509 408 657
## Lactbl1 0 0 0 0 0
## Lad1 8 9 16 16 10
## Lag3 28 35 43 10 12
## Lage3 72 59 76 33 87
## Lair1 2990 1590 2626 564 172
## Lalba 0 0 0 0 0
## Lama1 8 42 13 24 7
## Lama2 9589 12756 9209 5207 3126
## Lama3 115 197 158 203 211
## Lama4 7249 6332 7056 3744 3105
## Lama5 670 550 702 414 290
## Lamb1 3622 2756 3454 2948 1970
## Lamb2 1292 1997 1387 752 556
## Lamb3 6 0 2 22 17
## Lamc1 10761 12761 12426 5885 3590
## Lamc2 45 73 24 60 19
## Lamc3 25 77 20 50 39
## Lamp1 5684 6182 6476 5171 5089
## Lamp2 7275 7921 7756 5758 4825
## Lamp3 0 0 0 1 3
## Lamp5 0 1 5 0 6
## Lamtor1 180 272 306 243 281
## Lamtor2 82 142 137 133 155
## Lamtor3 285 332 303 238 241
## Lamtor4 49 43 48 78 42
## Lamtor5 386 463 646 395 379
## Lancl1 416 505 400 614 533
## Lancl2 630 1026 584 821 567
## Lancl3 39 66 66 146 318
## Lao1 0 7 0 7 0
## Lap3 515 410 596 482 432
## Laptm4a 2556 2664 2774 1723 1688
## Laptm4b 1065 1500 811 1048 613
## Laptm5 1946 1370 3649 307 121
## Large 556 724 440 665 558
## Larp1 2272 2835 2167 2102 2420
## Larp1b 246 258 183 257 277
## Larp4 2111 2183 2018 2262 2498
## Larp4b 2084 3006 2101 1797 1966
## Larp6 28 21 17 73 44
## Larp7 306 464 383 292 247
## Lars 539 709 721 531 509
## Lars2 207685 360941 258376 198310 190072
## Las1l 615 647 566 540 615
## Lasp1 1213 1164 1739 876 645
## Lat 5 19 63 11 18
## Lat2 198 173 296 69 25
## Lats1 4715 4368 4667 3475 3269
## Lats2 2408 2773 2650 2746 2099
## Lax1 20 11 60 8 9
## Layn 736 1201 685 595 280
## Lbh 4151 2732 4761 1477 915
## Lbp 1310 2441 1084 594 236
## Lbr 474 620 598 287 320
## Lbx1 0 0 0 0 0
## Lbx2 0 3 11 1 2
## Lca5 109 143 121 89 103
## Lca5l 112 100 84 57 59
## Lcat 230 354 250 255 164
## Lce1a1 0 0 0 0 0
## Lce1a2 0 0 0 0 0
## Lce1b 0 0 0 0 0
## Lce1c 0 0 0 0 0
## Lce1d 0 0 0 0 0
## Lce1e 0 0 0 0 0
## Lce1f 0 0 0 0 0
## Lce1g 0 0 0 7 8
## Lce1h 0 0 0 0 0
## Lce1i 0 0 0 0 0
## Lce1j 0 0 0 0 0
## Lce1k 0 0 0 0 0
## Lce1l 0 0 0 0 0
## Lce1m 0 0 0 0 0
## Lce3a 0 0 0 0 0
## Lce3b 0 0 0 0 0
## Lce3c 0 0 0 0 0
## Lce3d 0 0 0 0 0
## Lce3e 0 0 0 0 0
## Lce3f 0 0 0 0 0
## Lce6a 0 0 9 0 2
## Lck 17 3 39 1 3
## Lclat1 2188 1953 1923 1383 1288
## Lcmt1 181 161 238 158 171
## Lcmt2 609 489 584 383 391
## Lcn10 0 0 3 0 0
## Lcn11 0 0 0 0 0
## Lcn12 0 4 0 0 0
## Lcn2 17 248 6 40 22
## Lcn3 0 0 0 0 0
## Lcn4 0 1 1 0 0
## Lcn5 0 0 0 0 0
## Lcn6 0 0 0 0 0
## Lcn8 0 0 0 0 0
## Lcn9 0 0 0 0 0
## Lcor 857 808 914 589 534
## Lcorl 881 909 966 1054 898
## Lcp1 2861 1970 5488 1132 937
## Lcp2 1346 741 1057 387 234
## Lct 0 4 0 5 3
## Lctl 79 48 84 424 268
## Ldb1 246 305 279 298 167
## Ldb2 646 1147 594 1240 1345
## Ldb3 132 1901 54 197 2751
## Ldha 5366 6251 6280 8647 19250
## Ldhal6b 15 13 24 24 6
## Ldhb 959 1341 997 2511 3207
## Ldhc 12 13 4 11 2
## Ldhd 55 23 53 90 99
## Ldlr 1199 1075 1429 1243 1379
## Ldlrad1 6 0 2 3 1
## Ldlrad2 48 30 55 41 33
## Ldlrad3 3420 2921 2913 2314 1804
## Ldlrad4 250 464 286 167 149
## Ldlrap1 56 101 70 24 16
## Ldoc1 0 0 0 0 0
## Ldoc1l 85 118 128 119 99
## Leap2 48 65 31 19 19
## Lect1 135 66 127 378 363
## Lect2 2 0 0 6 1
## Lef1 130 159 172 108 101
## Lefty1 41 32 26 17 14
## Lefty2 0 0 0 0 0
## Lekr1 113 156 132 92 119
## Lelp1 0 0 0 0 0
## Lemd1 0 0 0 0 0
## Lemd2 153 135 152 85 79
## Lemd3 726 851 816 492 502
## Lenep 18 28 31 47 40
## Leng1 156 171 257 193 210
## Leng8 5085 5957 4767 4180 3360
## Leng9 19 16 12 18 3
## Leo1 525 524 628 473 548
## Lep 14 0 37 44 402
## Lepr 1642 2957 1834 1068 752
## Lepre1 479 424 737 275 165
## Leprel1 2735 2148 3251 2814 1678
## Leprel2 384 564 389 267 164
## Leprel4 155 166 148 76 64
## Leprot 740 635 813 374 277
## Leprotl1 576 781 755 766 740
## Letm1 501 506 494 905 1228
## Letm2 190 409 253 292 181
## Letmd1 539 538 631 1241 2266
## Lfng 88 95 90 31 24
## Lgals1 319 260 551 207 268
## Lgals12 204 61 171 683 686
## Lgals2 21 27 30 20 9
## Lgals3 248 167 277 107 88
## Lgals3bp 2928 3320 7147 971 697
## Lgals4 32 36 25 48 24
## Lgals6 0 0 0 0 0
## Lgals7 2 1 0 0 0
## Lgals8 2263 2773 2396 2240 2005
## Lgals9 1345 1783 2424 728 559
## Lgalsl 541 889 543 563 593
## Lgi1 522 530 502 1301 1167
## Lgi2 18 36 26 37 68
## Lgi3 33 71 40 103 174
## Lgi4 2736 3091 3104 1798 1435
## Lgmn 684 650 784 419 280
## Lgr4 1233 1483 1053 1163 1137
## Lgr5 141 136 142 263 210
## Lgr6 564 304 543 114 232
## Lgsn 0 0 0 0 0
## Lhb 0 1 0 0 1
## Lhcgr 17 32 27 45 50
## Lhfp 646 864 983 687 580
## Lhfpl1 38 50 21 88 124
## Lhfpl2 3275 3066 3657 2417 1946
## Lhfpl3 43 94 42 214 205
## Lhfpl4 550 1308 422 2061 2260
## Lhfpl5 1 0 5 21 11
## Lhpp 45 43 33 27 28
## Lhx1 0 0 0 0 0
## Lhx1os 0 0 0 0 0
## Lhx2 0 1 0 0 0
## Lhx3 0 0 0 0 0
## Lhx4 0 0 0 0 0
## Lhx5 19 21 22 17 16
## Lhx6 285 252 269 63 54
## Lhx8 3 0 5 5 2
## Lhx9 0 0 3 0 0
## Lias 212 222 220 256 312
## Lif 77 146 143 46 43
## Lifr 3725 5935 3770 5962 6131
## Lig1 216 355 249 175 152
## Lig3 826 796 907 674 591
## Lig4 161 174 193 174 160
## Lilra5 201 179 287 44 18
## Lilra6 140 87 225 13 7
## Lilrb4 1039 460 1111 191 123
## Lim2 0 0 0 0 0
## Lima1 2543 2860 2861 1240 1067
## Limch1 2673 3412 2593 5061 4395
## Limd1 2212 2311 2186 1401 1007
## Limd2 209 137 364 69 68
## Lime1 210 312 325 283 186
## Limk1 241 408 224 253 230
## Limk2 489 791 562 567 654
## Lims1 2585 2698 3051 1758 1651
## Lims2 581 1055 517 1043 994
## Lin28a 1 5 0 3 20
## Lin28b 30 46 11 100 99
## Lin37 146 120 167 100 96
## Lin52 152 273 192 177 171
## Lin54 440 611 419 418 478
## Lin7a 191 367 174 618 666
## Lin7b 10 14 20 12 36
## Lin7c 3365 3322 3412 2308 2193
## Lin9 202 249 294 113 86
## Lincrna-cox2 11 1 1 0 0
## Lingo1 89 120 49 213 165
## Lingo2 20 61 18 107 169
## Lingo3 0 5 4 17 11
## Lingo4 0 10 6 16 34
## Lins 273 274 267 304 266
## Lipa 1979 1752 2476 1742 1813
## Lipc 3 4 5 4 9
## Lipe 388 157 470 1032 1257
## Lipf 0 0 0 0 3
## Lipg 6 12 17 45 11
## Liph 3 0 5 2 0
## Lipi 0 0 0 0 0
## Lipk 0 5 0 4 8
## Lipm 0 0 0 0 0
## Lipn 0 0 0 0 0
## Lipo1 256 251 266 211 189
## Lipt1 13 23 19 30 74
## Lipt2 62 43 44 24 63
## Litaf 1243 986 1467 646 457
## Lix1 722 937 475 1255 1266
## Lix1l 1173 1312 1195 605 434
## Lkaaear1 1 13 0 0 0
## Llgl1 228 299 183 192 182
## Llgl2 30 7 13 6 19
## Llph 437 667 642 398 407
## Lman1 1069 1336 1379 984 978
## Lman1l 11 4 15 5 0
## Lman2 1033 1366 1213 950 990
## Lman2l 190 207 229 152 159
## Lmbr1 472 687 419 528 502
## Lmbr1l 446 584 446 399 272
## Lmbrd1 1267 1292 1311 1191 1149
## Lmbrd2 724 757 1022 853 1132
## Lmcd1 40 197 50 14 61
## Lmf1 237 289 308 262 253
## Lmf2 271 321 380 243 182
## Lmln 178 183 253 172 138
## Lmna 604 647 701 443 313
## Lmnb1 121 128 155 39 54
## Lmnb2 131 98 101 102 108
## Lmo1 13 4 11 19 19
## Lmo2 306 282 625 131 91
## Lmo3 2 0 3 24 17
## Lmo4 2347 2400 2382 1400 1073
## Lmo7 487 725 345 446 472
## Lmod1 68 99 63 39 53
## Lmod2 31 2089 16 5 164
## Lmod3 8 173 2 10 271
## Lmtk2 470 568 528 450 573
## Lmtk3 5 18 8 4 11
## Lmx1a 1 0 0 0 5
## Lmx1b 0 2 0 1 0
## Lnp 2854 3746 2696 2967 3806
## Lnpep 3749 5080 3737 3123 2845
## Lnx1 154 158 110 122 156
## Lnx2 240 238 319 351 344
## LOC100038947 45 34 14 1 1
## LOC100040786 0 0 0 0 0
## LOC100043315 5 0 0 0 16
## LOC100048884 0 0 0 0 0
## LOC100502896 0 0 0 0 0
## LOC100503280 6 13 6 1 3
## LOC100503496 0 0 0 0 0
## LOC100503676 12 3 9 2 14
## LOC100504039 0 0 0 0 0
## LOC100504608 9 1 3 0 4
## LOC100504703 5 3 8 10 3
## LOC100505025 13 17 18 14 9
## LOC100861615 1 1 0 1 2
## LOC100861978 0 0 0 0 0
## LOC100862015 0 0 0 0 0
## LOC100862268 111 168 89 95 104
## LOC101055769 3 0 0 0 0
## LOC101055863 0 0 0 0 0
## LOC101056043 114 203 201 113 85
## LOC101056136 0 0 2 1 3
## LOC101056149 0 1 0 0 0
## LOC101056236 0 0 0 0 0
## LOC101243624 29 45 28 24 34
## LOC101669761 32 57 59 40 26
## LOC102308570 0 0 0 0 0
## LOC102631757 0 0 0 0 0
## LOC102632423 0 0 0 0 0
## LOC102632430 2 12 2 12 4
## LOC102633035 0 0 0 0 0
## LOC102633315 69 140 107 64 78
## LOC102634101 89 120 120 70 62
## LOC102634401 0 10 0 2 2
## LOC102634431 3 8 13 8 10
## LOC102634753 0 0 0 0 0
## LOC102635087 87 11 55 8 1
## LOC102636514 0 0 27 0 0
## LOC106740 87 134 127 103 156
## LOC171588 15 8 6 9 1
## LOC381967 122 159 183 125 77
## LOC666331 0 0 0 0 0
## Loh12cr1 34 41 53 24 28
## Lonp1 189 140 224 323 334
## Lonp2 887 852 892 957 974
## Lonrf1 300 480 354 690 658
## Lonrf2 395 628 492 914 1002
## Lonrf3 174 254 130 106 109
## Lor 0 0 0 0 0
## Lox 576 1006 595 2554 1328
## Loxhd1 1 3 0 1 0
## Loxl1 118 109 162 97 41
## Loxl2 3236 3356 4030 2116 1356
## Loxl3 757 788 999 311 300
## Loxl4 167 226 194 101 107
## Lpar1 3126 3507 2974 2331 2011
## Lpar2 58 38 14 7 1
## Lpar3 59 196 40 279 260
## Lpar4 113 83 108 35 51
## Lpar5 18 39 45 9 19
## Lpar6 642 351 705 325 236
## Lpcat1 670 617 891 363 360
## Lpcat2 553 250 770 349 132
## Lpcat2b 0 0 0 0 0
## Lpcat3 343 318 362 295 299
## Lpcat4 99 222 110 132 173
## Lpgat1 1410 1338 1352 1446 1659
## Lphn1 1019 1665 768 1057 938
## Lphn2 548 417 459 305 452
## Lphn3 2835 2719 3797 1976 1865
## Lpin1 856 1254 980 2419 3786
## Lpin2 771 972 1137 501 525
## Lpin3 34 65 30 25 11
## Lpl 3530 1593 4355 17009 12790
## Lpo 1 0 0 0 0
## Lpp 10688 12037 10049 6122 4710
## Lpxn 128 73 165 14 11
## Lrat 142 314 1056 102 119
## Lrba 2143 2158 2289 1379 1297
## Lrch1 1658 1723 1708 839 601
## Lrch2 31 26 20 35 59
## Lrch3 2084 2338 2544 1485 1238
## Lrch4 0 0 0 0 0
## Lrcol1 0 0 0 0 0
## Lrfn1 10 0 3 14 7
## Lrfn2 12 2 3 20 5
## Lrfn3 39 37 35 30 48
## Lrfn4 64 64 57 54 72
## Lrfn5 28 49 27 161 232
## Lrg1 76 113 68 122 94
## Lrguk 19 16 10 20 29
## Lrif1 469 507 512 364 307
## Lrig1 743 839 687 460 480
## Lrig2 1680 1738 1418 1453 1596
## Lrig3 137 301 143 106 93
## Lrit1 0 0 0 0 0
## Lrit2 0 0 0 0 0
## Lrit3 0 0 0 0 2
## Lrmp 157 175 309 34 24
## Lrp1 7341 9439 7260 4478 2876
## Lrp10 507 518 598 532 451
## Lrp11 203 397 233 779 744
## Lrp12 309 261 320 175 215
## Lrp1b 45 80 56 182 246
## Lrp2 7 1 6 4 8
## Lrp2bp 22 29 31 17 52
## Lrp3 184 278 130 248 250
## Lrp4 1702 3078 1467 541 456
## Lrp5 493 527 591 250 274
## Lrp6 5297 5499 6010 3835 3333
## Lrp8 392 441 395 457 523
## Lrpap1 545 718 576 467 491
## Lrpprc 604 717 698 676 1043
## Lrr1 14 7 19 2 0
## Lrrc1 177 193 103 65 88
## Lrrc10 0 0 1 0 0
## Lrrc10b 0 30 0 6 11
## Lrrc14 58 87 75 38 28
## Lrrc14b 161 197 148 152 282
## Lrrc15 4 19 24 10 26
## Lrrc16a 471 621 468 334 320
## Lrrc16b 137 214 107 274 212
## Lrrc17 76 47 44 52 55
## Lrrc18 212 58 331 27 17
## Lrrc19 156 140 119 99 81
## Lrrc2 368 1094 376 286 645
## Lrrc20 107 303 109 133 388
## Lrrc23 27 19 14 13 4
## Lrrc24 13 21 7 9 6
## Lrrc25 19 26 31 6 2
## Lrrc26 0 0 0 3 5
## Lrrc27 76 70 62 109 165
## Lrrc28 254 390 322 247 234
## Lrrc29 29 39 23 23 31
## Lrrc3 404 440 563 384 288
## Lrrc30 2 93 0 0 76
## Lrrc32 371 416 724 151 166
## Lrrc34 2 7 0 7 7
## Lrrc36 42 21 29 33 13
## Lrrc38 0 1 0 0 46
## Lrrc39 225 249 225 181 291
## Lrrc3b 13 22 7 90 60
## Lrrc4 403 607 525 314 255
## Lrrc40 205 269 249 177 131
## Lrrc41 296 260 319 258 253
## Lrrc42 48 55 39 57 35
## Lrrc43 0 0 1 0 0
## Lrrc45 156 210 147 148 132
## Lrrc46 2 6 1 3 0
## Lrrc47 239 280 394 205 259
## Lrrc48 14 17 18 17 14
## Lrrc49 304 371 227 344 340
## Lrrc4b 65 24 85 56 43
## Lrrc4c 688 717 616 866 654
## Lrrc51 68 70 94 74 77
## Lrrc52 1 36 10 21 1
## Lrrc55 19 44 44 20 29
## Lrrc56 23 37 33 32 23
## Lrrc57 417 556 567 368 368
## Lrrc58 12468 13501 13454 10677 9666
## Lrrc59 1645 1883 1973 1803 1804
## Lrrc6 7 2 0 16 5
## Lrrc61 327 414 335 396 403
## Lrrc63 13 1 8 2 14
## Lrrc66 1 6 3 10 0
## Lrrc69 1 5 3 2 1
## Lrrc7 33 43 42 134 127
## Lrrc71 56 105 72 61 36
## Lrrc72 0 0 7 0 0
## Lrrc73 4 6 9 23 13
## Lrrc74 0 0 0 0 0
## Lrrc75a 121 151 133 155 101
## Lrrc75b 821 1164 898 2094 2099
## Lrrc8a 1729 3557 1863 1887 1408
## Lrrc8b 887 841 966 782 638
## Lrrc8c 1093 1210 1268 716 598
## Lrrc8d 664 630 713 582 525
## Lrrc8e 164 207 224 130 92
## Lrrc9 40 15 47 76 40
## Lrrcc1 778 645 602 574 514
## Lrrd1 22 9 12 8 11
## Lrrfip1 2315 1960 2692 825 840
## Lrrfip2 578 595 640 413 475
## Lrriq1 7 41 11 64 62
## Lrriq3 21 23 9 24 20
## Lrriq4 0 0 0 0 0
## Lrrk1 710 773 1062 293 169
## Lrrk2 2400 1784 2466 1609 1169
## Lrrn1 492 1202 428 1694 1952
## Lrrn2 162 128 177 109 100
## Lrrn3 466 578 600 575 436
## Lrrn4 6 9 11 14 21
## Lrrn4cl 1251 2500 1585 1001 828
## Lrrtm1 29 24 20 24 47
## Lrrtm2 728 834 820 731 785
## Lrrtm3 96 217 98 288 312
## Lrrtm4 572 476 327 330 228
## Lrsam1 144 243 143 294 306
## Lrtm1 26 137 19 66 157
## Lrtm2 82 65 109 157 151
## Lrwd1 84 106 113 78 66
## Lsamp 129 300 78 143 328
## Lsg1 307 292 346 212 233
## Lsm1 149 155 184 127 110
## Lsm10 42 39 32 26 23
## Lsm11 137 140 216 177 179
## Lsm12 450 478 530 403 523
## Lsm14a 1846 2030 2021 1354 1322
## Lsm14b 256 374 403 291 317
## Lsm2 166 335 228 122 102
## Lsm3 157 138 147 129 103
## Lsm4 50 48 46 46 42
## Lsm5 26 19 28 12 22
## Lsm6 300 367 452 180 307
## Lsm7 70 53 79 29 36
## Lsm8 166 200 228 137 144
## Lsmem1 3 19 1 1 150
## Lsp1 1123 1776 1675 427 228
## Lsr 137 164 118 71 98
## Lss 496 597 596 606 983
## Lst1 76 25 147 6 5
## Lta 0 0 4 0 0
## Lta4h 366 412 417 244 240
## Ltb 4 0 4 0 1
## Ltb4r1 16 4 26 6 0
## Ltb4r2 0 2 0 0 0
## Ltbp1 5043 5858 5142 1212 755
## Ltbp2 108 752 155 174 272
## Ltbp3 1055 1418 1334 673 750
## Ltbp4 2606 5969 3953 1533 1105
## Ltbr 125 144 157 103 71
## Ltc4s 14 1 3 9 1
## Ltf 16 160 0 22 21
## Ltk 0 0 2 0 0
## Ltn1 1887 1883 1657 1567 1571
## Ltv1 218 391 306 239 253
## Luc7l 651 705 599 536 422
## Luc7l2 6148 6680 6024 4825 4469
## Luc7l3 2982 4070 3320 2563 2125
## Lum 22001 21352 29770 9436 4318
## Lurap1 62 49 58 87 128
## Lurap1l 30 10 36 65 30
## Luzp1 1575 2180 1750 1469 1458
## Luzp2 717 867 771 1146 1056
## Luzp4 0 0 0 0 0
## Lxn 557 690 438 792 766
## Ly6a 610 1476 2190 444 465
## Ly6c1 128 272 166 251 269
## Ly6c2 10 24 38 12 4
## Ly6d 0 0 2 0 6
## Ly6e 3415 4633 8401 938 821
## Ly6f 0 0 0 0 0
## Ly6g5b 1 2 0 0 0
## Ly6g5c 0 0 0 0 0
## Ly6g6c 0 13 0 0 0
## Ly6g6d 2 0 4 0 3
## Ly6g6e 8 0 0 0 1
## Ly6g6f 0 1 4 1 2
## Ly6h 0 0 0 1 5
## Ly6i 15 16 19 6 0
## Ly6k 0 6 5 0 3
## Ly75 74 37 108 48 65
## Ly86 1377 709 2323 590 564
## Ly9 362 206 674 149 54
## Ly96 273 255 487 163 95
## Lyar 72 105 99 87 66
## Lyg1 0 0 0 0 0
## Lyg2 0 0 0 0 0
## Lyl1 171 170 204 57 28
## Lyn 1240 1078 2136 344 236
## Lynx1 823 1662 969 1641 2241
## Lypd1 0 7 2 27 9
## Lypd2 15 29 4 17 36
## Lypd3 0 0 0 0 0
## Lypd4 0 0 0 0 0
## Lypd5 0 0 0 0 0
## Lypd6 76 72 54 70 91
## Lypd6b 12 32 15 111 44
## Lypd8 4 2 0 3 0
## Lypla1 526 562 565 522 706
## Lypla2 52 50 32 14 31
## Lyplal1 80 84 64 82 90
## Lyrm1 56 84 47 48 73
## Lyrm2 127 130 120 125 139
## Lyrm4 177 263 240 222 241
## Lyrm5 347 213 346 356 557
## Lyrm7 42 66 90 240 129
## Lyrm7os 0 0 0 0 0
## Lyrm9 571 540 445 818 1004
## Lysmd1 107 100 149 119 87
## Lysmd2 103 152 139 113 90
## Lysmd3 506 453 547 410 522
## Lysmd4 67 75 50 69 52
## Lyst 3660 2690 4097 1954 1744
## Lyve1 256 523 381 297 187
## Lyz1 327 433 523 180 86
## Lyz2 2978 3790 3936 1591 760
## Lyzl1 0 0 0 0 0
## Lyzl4 0 0 3 0 0
## Lyzl4os 6 0 1 0 0
## Lyzl6 0 0 0 0 0
## Lzic 446 536 618 519 531
## Lztfl1 870 947 854 626 628
## Lztr1 380 525 472 388 378
## Lzts1 6 2 4 12 14
## Lzts2 95 116 80 96 69
## Lzts3 70 95 91 106 90
## M1ap 21 30 40 7 4
## M6pr 1460 1169 1671 1163 1042
## Maats1 7 1 2 0 6
## Mab21l1 36 45 33 25 26
## Mab21l2 27 45 26 65 78
## Mab21l3 11 0 56 1 1
## Macc1 10 1 0 0 0
## Macf1 10036 9028 13645 6300 6375
## Macrod1 19 31 13 22 50
## Macrod2 82 176 78 141 272
## Mad1l1 70 84 151 74 42
## Mad2l1 166 160 211 121 80
## Mad2l1bp 30 14 35 16 23
## Mad2l2 120 143 121 80 141
## Madcam1 0 0 0 0 0
## Madd 633 770 1149 830 835
## Maea 264 299 405 311 346
## Mael 2 3 5 4 2
## Maf 1897 1954 2248 2448 2446
## Maf1 192 148 177 121 156
## Mafa 0 0 0 0 2
## Mafb 1308 1180 1653 546 323
## Maff 138 179 189 46 142
## Mafg 215 346 196 238 192
## Mafk 240 375 270 213 168
## Mag 112 114 110 168 145
## Magea1 0 1 0 0 0
## Magea10 0 0 0 0 0
## Magea2 0 0 0 0 0
## Magea3 0 0 0 0 0
## Magea4 0 0 0 0 0
## Magea5 0 0 0 0 0
## Magea6 0 0 0 0 0
## Magea8 0 0 0 0 0
## Mageb1 0 0 0 0 0
## Mageb16 126 220 154 352 246
## Mageb16-ps1 9 17 12 22 16
## Mageb18 0 0 0 0 0
## Mageb2 0 0 0 0 0
## Mageb3 0 0 0 0 0
## Mageb4 0 0 0 0 0
## Mageb5 0 0 0 0 0
## Maged1 1623 2116 1867 2243 2006
## Maged2 428 350 465 258 212
## Magee1 364 535 312 720 676
## Magee2 68 237 24 139 175
## Mageh1 130 109 179 64 75
## Magel2 0 0 0 0 0
## Magi1 754 1183 791 1105 1208
## Magi2 481 468 402 870 874
## Magi3 1250 1569 1131 2005 1875
## Magix 23 62 40 61 42
## Magoh 196 197 205 169 121
## Magohb 48 45 51 12 23
## Magt1 2208 2530 2802 2071 1679
## Mak 14 6 7 12 21
## Mak16 286 305 381 211 198
## Mal 2412 3016 2049 4910 3824
## Mal2 88 211 43 487 524
## Malat1 826959 1077617 776715 761585 660391
## Mall 68 156 123 125 81
## Malsu1 171 292 211 192 341
## Malt1 968 1008 1190 583 553
## Mamdc2 1226 713 635 487 324
## Mamdc4 87 92 55 29 69
## Maml1 618 699 696 397 335
## Maml2 1292 1552 1394 748 501
## Maml3 908 1185 841 391 339
## Mamld1 890 861 673 735 561
## Mamstr 51 118 46 46 43
## Man1a 1397 1279 1405 744 392
## Man1a2 2277 2619 2287 2458 2244
## Man1b1 333 323 423 304 266
## Man1c1 984 1011 1319 734 607
## Man2a1 1486 1830 1568 817 669
## Man2a2 4010 4665 4173 2358 3035
## Man2b1 1619 1564 2275 533 353
## Man2b2 543 800 893 370 295
## Man2c1 156 179 133 124 71
## Man2c1os 29 5 16 7 11
## Manba 357 269 398 115 91
## Manbal 78 75 63 67 52
## Manea 1157 1139 1113 900 919
## Maneal 101 158 83 223 206
## Manf 139 151 205 129 79
## Manr 1 0 2 1 8
## Mansc1 165 214 221 135 138
## Mansc4 6 21 4 15 3
## Maoa 982 1219 1297 1066 923
## Maob 105 29 99 228 240
## Map10 49 61 68 43 30
## Map1a 3421 7668 3392 10091 12084
## Map1b 36231 63609 35202 90850 105855
## Map1lc3a 174 273 162 296 373
## Map1lc3b 1705 2799 1865 2331 2584
## Map1s 64 64 90 44 44
## Map2 389 495 363 561 758
## Map2k1 741 757 841 575 748
## Map2k2 134 148 148 131 169
## Map2k3 168 391 182 130 231
## Map2k3os 26 26 8 6 32
## Map2k4 781 1268 973 1095 1271
## Map2k5 371 374 400 294 252
## Map2k6 151 204 182 123 148
## Map2k7 1176 1491 1384 1067 1353
## Map3k1 1860 1733 2080 957 833
## Map3k10 58 89 66 47 40
## Map3k11 363 381 606 318 355
## Map3k12 499 687 622 538 441
## Map3k13 111 227 123 205 242
## Map3k14 209 153 268 62 77
## Map3k15 128 129 173 98 64
## Map3k19 35 27 7 25 17
## Map3k2 1523 1637 1505 1020 985
## Map3k3 515 517 457 273 226
## Map3k4 836 795 1100 903 800
## Map3k5 553 664 679 536 320
## Map3k6 197 1079 189 233 115
## Map3k7 2347 2342 2137 1683 1647
## Map3k7cl 142 298 138 80 167
## Map3k8 221 305 324 124 72
## Map3k9 338 491 511 596 864
## Map4 25346 27783 29547 21579 18600
## Map4k1 165 92 252 24 19
## Map4k2 514 522 607 541 509
## Map4k3 3041 2426 2769 1831 1820
## Map4k4 6164 6021 7565 4080 2808
## Map4k5 1207 1352 1224 939 873
## Map6 592 752 746 918 928
## Map6d1 59 24 43 52 31
## Map7 137 193 117 273 308
## Map7d1 898 1106 994 772 721
## Map7d2 350 576 225 835 1071
## Map9 565 811 607 887 895
## Mapk1 1925 2492 2353 2204 2087
## Mapk10 555 1286 333 1693 2008
## Mapk11 67 129 116 139 190
## Mapk12 135 198 97 153 137
## Mapk13 0 3 0 0 0
## Mapk14 2718 3243 3374 1881 1889
## Mapk15 1 2 5 0 0
## Mapk1ip1 216 326 146 229 181
## Mapk1ip1l 2584 2749 2873 2332 1764
## Mapk3 2081 2374 2287 2915 3020
## Mapk4 28 58 23 80 68
## Mapk6 991 807 1125 1025 838
## Mapk7 137 223 224 159 144
## Mapk8 800 1002 801 796 922
## Mapk8ip1 186 275 206 526 421
## Mapk8ip2 28 160 68 216 312
## Mapk8ip3 1048 1425 1250 1601 1849
## Mapk9 1554 1693 1675 1584 1845
## Mapkap1 1452 1499 1605 1344 1453
## Mapkapk2 325 319 476 266 396
## Mapkapk3 295 254 466 173 237
## Mapkapk5 388 414 471 302 317
## Mapkbp1 993 1200 982 1046 769
## Mapre1 4303 4209 5348 3256 3129
## Mapre2 2557 3815 2912 3584 3885
## Mapre3 593 548 510 769 845
## Mapt 462 858 375 1045 1193
## Marc1 9 2 3 10 23
## Marc2 302 420 404 478 448
## March1 501 424 628 74 13
## March10 12 7 9 12 5
## March11 3 31 5 35 45
## March2 498 663 549 551 560
## March3 24 16 30 13 5
## March4 643 600 599 252 264
## March5 1267 1209 1373 1307 1342
## March6 6669 8374 6715 7011 9083
## March7 525 479 517 334 340
## March8 756 940 778 632 602
## March9 3 16 6 9 11
## Marcks 6123 4473 6889 2798 1934
## Marcksl1 78 21 155 27 28
## Marcksl1-ps4 2 0 1 2 0
## Marco 0 0 288 0 4
## Marf1 3099 4396 3733 2977 2801
## Mark1 79 87 47 121 155
## Mark2 806 1086 1043 785 799
## Mark3 1420 1643 1254 956 972
## Mark4 97 92 95 70 97
## Mars 432 457 477 353 379
## Mars2 37 55 33 39 59
## Marveld1 947 1027 928 625 482
## Marveld2 16 30 47 21 16
## Marveld3 5 1 8 15 29
## Mas1 70 105 49 51 61
## Masp1 57 69 40 23 37
## Masp2 19 20 28 26 21
## Mast1 71 219 114 260 310
## Mast2 1844 1826 2028 1792 1982
## Mast3 986 1311 760 765 447
## Mast4 1310 1369 1353 819 967
## Mastl 59 104 78 68 51
## Mat1a 12 13 0 2 1
## Mat2a 5337 6876 5100 6066 5361
## Mat2b 469 542 428 384 499
## Matk 27 45 18 5 6
## Matn1 0 0 0 0 0
## Matn2 9192 11495 7663 7611 4291
## Matn3 0 0 0 0 0
## Matn4 45 20 74 36 27
## Matr3 1455 1556 1497 1147 1183
## Mau2 1304 1578 1128 991 945
## Mavs 628 894 559 551 775
## Max 2283 2791 2899 1713 1585
## Maz 213 257 230 204 162
## Mb 64 1432 50 11 862
## Mb21d1 316 326 577 132 61
## Mb21d2 158 312 183 175 154
## Mbd1 271 385 298 214 172
## Mbd2 1488 1673 1562 1018 1009
## Mbd3 88 134 145 71 88
## Mbd3l1 0 0 11 0 0
## Mbd3l2 3 5 0 13 4
## Mbd4 1315 1476 1380 948 807
## Mbd5 1885 2281 1892 1721 1488
## Mbd6 531 619 703 444 394
## Mbip 336 370 347 263 222
## Mbl1 0 0 0 0 0
## Mbl2 0 4 0 0 5
## Mblac1 61 63 73 46 41
## Mblac2 510 483 530 731 799
## Mbnl1 12971 13838 13718 10182 11351
## Mbnl2 7438 8756 6458 6967 6409
## Mbnl3 252 241 268 136 117
## Mboat1 144 145 160 425 390
## Mboat2 956 924 753 677 711
## Mboat4 2 6 4 0 2
## Mboat7 273 303 480 250 228
## Mbp 12708 11482 11054 25451 20914
## Mbtd1 1992 2173 2077 1232 1183
## Mbtps1 776 1001 897 675 507
## Mbtps2 832 1047 941 609 788
## Mc1r 37 39 44 16 23
## Mc2r 9 3 7 17 13
## Mc3r 0 0 0 0 1
## Mc4r 0 0 0 12 0
## Mc5r 8 4 0 30 5
## Mcam 2738 2072 3017 1330 966
## Mcat 74 67 104 71 124
## Mcc 510 415 493 566 612
## Mccc1 418 460 527 562 570
## Mccc1os 52 78 63 61 59
## Mccc2 142 163 110 145 216
## Mcee 132 117 152 157 276
## Mcemp1 67 28 224 16 25
## Mcf2 17 0 1 39 57
## Mcf2l 98 199 48 310 362
## Mcfd2 375 299 415 306 308
## Mchr1 2 40 3 56 44
## Mcidas 20 8 8 10 11
## Mcl1 7492 9242 9103 4423 3124
## Mcm10 17 44 16 8 8
## Mcm2 52 145 128 44 38
## Mcm3 98 159 152 47 32
## Mcm3ap 509 724 677 456 443
## Mcm4 305 428 302 208 145
## Mcm5 82 107 114 44 25
## Mcm6 167 266 211 86 44
## Mcm7 163 233 215 139 119
## Mcm8 62 50 83 54 82
## Mcm9 285 381 376 202 143
## Mcmbp 1394 1673 1511 1021 830
## Mcmdc2 670 615 617 494 438
## Mcoln1 250 321 257 271 207
## Mcoln2 10 10 51 9 0
## Mcoln3 0 0 7 0 0
## Mcph1 478 444 457 515 601
## Mcpt-ps1 3 0 9 1 0
## Mcpt1 0 0 6 0 0
## Mcpt2 58 0 70 1 0
## Mcpt4 161 80 137 116 46
## Mcpt8 0 17 0 0 0
## Mcpt9 4 0 0 0 0
## Mcrs1 43 66 27 25 43
## Mctp1 535 446 581 387 406
## Mctp2 131 159 218 243 219
## Mcts1 191 151 115 138 159
## Mcts2 194 134 166 188 219
## Mcu 101 284 110 140 132
## Mcur1 793 679 803 709 978
## Mdc1 2601 3047 3065 1881 1520
## Mdfi 2 0 1 1 0
## Mdfic 708 576 639 342 252
## Mdga1 64 248 108 236 302
## Mdga2 289 395 317 343 434
## Mdh1 889 1082 992 1790 2520
## Mdh1b 0 0 0 1 5
## Mdh2 925 1133 1245 1432 2296
## Mdk 95 112 87 28 44
## Mdm1 162 118 106 78 105
## Mdm2 2105 2617 2350 1525 1638
## Mdm4 3214 3041 3328 1797 1626
## Mdn1 2050 1845 2670 2106 2025
## Mdp1 267 232 263 140 149
## Me1 2000 1198 2040 3984 6087
## Me2 786 696 1001 673 560
## Me3 63 47 53 81 166
## Mea1 80 101 110 127 135
## Meaf6 178 241 206 178 167
## Mecom 178 194 60 171 229
## Mecp2 3329 4416 3250 3354 2924
## Mecr 77 60 70 116 94
## Med1 2600 3272 3090 2390 2057
## Med10 71 116 74 77 91
## Med11 48 28 62 23 20
## Med12 1893 2371 2076 1420 1402
## Med12l 757 596 771 609 665
## Med13 7619 8808 8012 5226 5702
## Med13l 1889 2905 1954 1502 1398
## Med14 2515 2983 2720 1907 1925
## Med15 840 919 991 615 528
## Med16 741 865 795 591 548
## Med17 262 362 437 247 282
## Med18 75 70 51 34 42
## Med19 139 154 159 108 103
## Med20 463 478 628 413 418
## Med21 405 390 506 476 397
## Med22 187 112 128 149 98
## Med23 545 597 567 371 315
## Med24 173 183 237 178 125
## Med25 40 81 140 61 83
## Med26 67 120 54 80 51
## Med27 281 348 350 306 251
## Med28 341 529 418 243 301
## Med29 87 63 75 90 68
## Med30 70 88 96 64 61
## Med31 237 238 223 174 147
## Med4 187 194 189 111 131
## Med6 320 397 323 248 206
## Med7 287 253 319 153 165
## Med8 158 128 185 137 211
## Med9 111 168 125 203 218
## Med9os 5 0 0 1 8
## Medag 1121 1315 1387 534 256
## Mef2a 4320 4179 4725 3147 3306
## Mef2b 0 9 10 1 3
## Mef2c 1775 3142 2432 733 3150
## Mef2d 799 1251 1027 777 968
## Mefv 48 9 10 0 0
## Meg3 3930 10064 4676 15499 18492
## Megf10 2607 2025 3306 1124 912
## Megf11 498 687 432 653 753
## Megf6 29 10 17 34 52
## Megf8 628 774 707 690 634
## Megf9 2851 3739 3168 3449 2273
## Mei1 0 3 1 0 0
## Mei4 27 25 18 20 16
## Meig1 0 1 0 2 0
## Meiob 16 7 56 3 11
## Meis1 111 110 118 165 98
## Meis2 212 282 210 261 278
## Meis3 199 227 134 153 128
## Melk 20 20 33 13 1
## Memo1 459 402 445 415 444
## Men1 159 203 232 196 192
## Meox1 1174 940 1188 463 178
## Meox2 1380 2357 1237 653 422
## Mep1a 0 0 0 7 0
## Mep1b 0 5 0 1 0
## Mepce 165 217 189 113 161
## Mepe 0 5 0 0 0
## Mertk 1366 2379 1374 1536 903
## Mesdc1 117 126 162 153 107
## Mesdc2 1166 1307 1406 838 798
## Mesp1 0 0 0 0 0
## Mesp2 0 1 0 1 0
## Mest 337 346 348 579 437
## Met 366 289 434 450 436
## Metap1 721 723 779 768 689
## Metap1d 266 360 306 227 309
## Metap2 1612 2186 1750 1626 1744
## Metrn 67 66 84 38 17
## Metrnl 691 484 590 402 498
## Mettl1 10 15 9 13 10
## Mettl10 209 229 252 134 147
## Mettl11b 0 0 0 0 18
## Mettl13 87 88 102 78 60
## Mettl14 534 591 627 446 494
## Mettl15 84 104 84 71 50
## Mettl16 362 367 366 279 304
## Mettl17 127 145 141 101 75
## Mettl18 13 10 27 21 25
## Mettl2 423 517 407 333 272
## Mettl20 80 110 135 154 149
## Mettl21a 149 173 168 120 154
## Mettl21c 67 107 59 36 122
## Mettl21e 26 118 44 16 52
## Mettl22 71 57 61 87 128
## Mettl23 106 116 98 138 100
## Mettl24 18 1 10 7 8
## Mettl25 131 97 154 136 90
## Mettl3 245 327 275 204 203
## Mettl4 443 517 666 426 445
## Mettl5 131 132 150 121 89
## Mettl6 176 241 252 147 150
## Mettl7a1 866 2020 985 2453 1726
## Mettl7a2 0 0 0 8 0
## Mettl7a2Higd1c 1 0 0 3 0
## Mettl7a3 10 39 7 56 64
## Mettl7b 2 2 3 5 0
## Mettl8 154 329 192 187 164
## Mettl9 429 394 596 340 313
## Mex3a 136 102 97 34 21
## Mex3b 163 122 107 77 54
## Mex3c 812 716 919 741 638
## Mex3d 83 93 96 66 62
## Mfap1a 1065 1491 1302 1171 1075
## Mfap1b 20 24 29 12 10
## Mfap2 42 66 50 12 2
## Mfap3 838 917 1140 766 468
## Mfap3l 5404 4344 4951 4635 3524
## Mfap4 146 57 141 46 22
## Mfap5 633 1955 816 1441 964
## Mff 800 913 852 859 1083
## Mfge8 345 371 502 136 99
## Mfhas1 343 365 313 318 444
## Mfi2 1 0 0 0 1
## Mfn1 1332 1459 1180 1081 1104
## Mfn2 815 1179 815 865 1442
## Mfng 120 110 214 85 76
## Mfrp 0 0 0 0 0
## Mfsd1 1472 1365 1438 993 826
## Mfsd10 79 61 80 54 33
## Mfsd11 458 541 434 446 407
## Mfsd12 35 12 45 8 18
## Mfsd2a 162 349 110 628 344
## Mfsd2b 68 115 29 51 119
## Mfsd3 46 47 42 19 70
## Mfsd4 587 620 605 436 439
## Mfsd5 185 184 177 155 127
## Mfsd6 3625 5530 3254 4689 3958
## Mfsd6l 6 0 1 0 0
## Mfsd7a 57 87 49 49 30
## Mfsd7b 352 430 339 296 338
## Mfsd7c 77 55 53 53 44
## Mfsd8 411 411 372 372 352
## Mfsd9 9 40 20 52 46
## Mga 4123 4907 4355 3236 2659
## Mgam 66 12 0 7 3
## Mgarp 27 0 35 50 5
## Mgat1 116 124 179 112 105
## Mgat2 160 181 170 83 79
## Mgat3 852 1021 852 1112 854
## Mgat4a 704 647 913 552 535
## Mgat4b 162 164 167 175 123
## Mgat4c 11 15 4 4 25
## Mgat5 206 212 243 115 105
## Mgat5b 4 13 0 3 18
## Mgea5 4474 5010 4868 3287 3694
## Mgl2 328 50 417 110 12
## Mgll 339 184 404 958 1154
## Mgme1 136 107 58 146 170
## Mgmt 5 24 3 8 4
## Mgp 1722 3635 2316 345 206
## Mgrn1 554 628 704 531 499
## Mgst1 315 93 318 1030 773
## Mgst2 50 22 29 15 28
## Mgst3 24 40 34 78 126
## Mia 13 7 0 0 0
## Mia2 3 9 0 6 3
## Mia3 2262 2907 2204 1471 1828
## Miat 654 1367 654 2791 3159
## Mib1 1074 1167 1173 781 825
## Mib2 121 214 166 87 102
## Mical1 531 468 586 323 335
## Mical2 1426 2598 2041 609 784
## Mical3 1321 1931 1115 1989 1993
## Micalcl 14 60 17 28 0
## Micall1 649 880 705 641 698
## Micall2 557 275 729 226 162
## Micu1 272 289 211 246 262
## Micu2 837 1088 1135 673 722
## Micu3 502 741 529 1048 1157
## Mid1 1162 601 781 283 610
## Mid1ip1 353 427 303 360 328
## Mid2 2248 2393 2105 1588 1260
## Midn 651 961 802 391 475
## Mief1 313 434 341 473 338
## Mief2 68 66 74 52 75
## Mien1 99 126 101 121 103
## Mier1 1409 1427 1501 875 809
## Mier2 78 104 40 18 40
## Mier3 719 745 744 515 427
## Mif 60 100 79 114 97
## Mif4gd 130 178 139 98 105
## Miip 63 69 71 36 20
## Mill1 0 0 0 0 0
## Mill2 948 1368 849 548 406
## Milr1 277 231 452 83 41
## Mina 137 118 154 64 80
## Mink1 476 698 729 538 466
## Minos1 190 286 199 278 328
## Minpp1 355 429 312 242 280
## Mios 603 644 525 366 366
## Miox 0 0 0 0 0
## Mip 3 4 0 6 5
## Mipep 187 276 288 174 232
## Mipol1 148 230 129 165 143
## Mir100 40 34 31 21 16
## Mir101a 0 0 0 0 0
## Mir101b 1 0 0 0 0
## Mir101c 0 0 0 0 0
## Mir103-1 0 2 0 0 0
## Mir103-2 269 309 287 206 81
## Mir105 0 0 0 1 0
## Mir106a 0 0 0 0 0
## Mir106b 0 0 0 0 0
## Mir107 2 3 0 4 7
## Mir10a 1 3 3 13 0
## Mir10b 1 1 0 1 5
## Mir1187 0 0 0 0 0
## Mir1188 6 23 18 10 21
## Mir1190 1 2 1 0 0
## Mir1191 48 47 46 34 26
## Mir1191b 8 1 13 11 1
## Mir1192 37 64 30 54 28
## Mir1193 3 0 3 1 0
## Mir1195 1 6 0 0 0
## Mir1197 0 0 0 0 1
## Mir1198 0 0 0 0 0
## Mir1199 0 0 0 0 0
## Mir1224 0 0 0 0 0
## Mir122a 0 0 0 0 0
## Mir1231 0 0 0 0 0
## Mir1247 0 0 0 0 0
## Mir1249 0 0 3 0 0
## Mir124a-1 0 0 0 0 0
## Mir124a-2 0 0 0 0 0
## Mir124a-3 0 0 0 0 0
## Mir1251 0 0 0 0 0
## Mir1258 0 0 0 0 0
## Mir125a 3 4 3 1 0
## Mir125b-1 13 12 35 11 7
## Mir125b-2 3 2 3 0 3
## Mir126 0 0 0 0 0
## Mir1264 0 0 0 0 0
## Mir126b 0 0 0 0 0
## Mir127 0 0 0 0 0
## Mir128-1 12 3 5 1 5
## Mir128-2 0 0 0 0 0
## Mir129-1 0 0 0 0 0
## Mir129-2 0 0 0 0 0
## Mir1291 17 19 10 5 7
## Mir1298 0 0 0 0 0
## Mir129b 0 0 0 0 0
## Mir1306 0 0 0 0 0
## Mir130a 0 0 12 4 0
## Mir130b 0 0 0 0 0
## Mir130c 0 0 0 0 0
## Mir132 0 0 0 0 0
## Mir133a-1 2 23 3 0 17
## Mir133a-2 2 0 0 0 0
## Mir133b 0 0 0 0 4
## Mir133c 0 3 3 0 0
## Mir134 0 3 5 2 1
## Mir135a-1 0 0 0 0 0
## Mir135a-2 0 0 0 0 0
## Mir135b 0 0 0 0 0
## Mir136 0 0 0 0 0
## Mir137 0 0 0 0 0
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## Mir6968 0 4 0 0 0
## Mir6969 0 0 0 0 0
## Mir697 5 1 10 5 8
## Mir6970 0 0 0 0 0
## Mir6971 0 0 0 0 0
## Mir6972 0 1 0 0 0
## Mir6973a 0 0 0 0 0
## Mir6973b 0 0 0 0 0
## Mir6974 0 0 0 0 0
## Mir6975 3 0 1 0 0
## Mir6976 8 3 1 3 2
## Mir6977 0 0 0 0 0
## Mir6978 0 0 0 0 0
## Mir6979 5 1 1 0 5
## Mir698 2 0 0 1 0
## Mir6980 0 0 0 0 0
## Mir6981 5 8 2 0 0
## Mir6982 0 0 0 0 1
## Mir6983 3 0 0 0 0
## Mir6984 0 0 0 0 0
## Mir6985 0 0 0 0 0
## Mir6986 0 0 0 0 0
## Mir6987 0 0 0 0 0
## Mir6988 0 0 0 0 0
## Mir6989 0 0 5 1 0
## Mir6990 0 0 0 0 0
## Mir6991 0 0 0 0 0
## Mir6992 16 12 23 14 5
## Mir6993 3 3 2 0 1
## Mir6994 6 0 1 1 1
## Mir6995 1 0 0 3 1
## Mir6996 0 0 0 0 0
## Mir6997 3 11 8 3 2
## Mir6998 0 0 0 0 0
## Mir6999 0 3 0 0 1
## Mir7-1 1 6 2 1 5
## Mir7-2 0 0 0 0 0
## Mir700 2 0 1 0 0
## Mir7000 0 0 0 0 0
## Mir7001 0 0 1 2 0
## Mir7002 1 0 2 0 0
## Mir7003 1 0 0 0 0
## Mir7004 17 32 9 13 17
## Mir7005 0 0 0 0 0
## Mir7006 0 0 0 0 0
## Mir7007 8 10 8 2 1
## Mir7008 0 2 0 1 0
## Mir7009 0 0 0 0 0
## Mir701 8 2 7 3 2
## Mir7010 1 0 0 0 0
## Mir7011 0 0 0 0 0
## Mir7012 0 0 1 0 0
## Mir7013 5 3 1 1 2
## Mir7014 1 0 1 0 0
## Mir7015 0 0 0 1 0
## Mir7016 9 1 0 0 2
## Mir7017 2 7 4 7 2
## Mir7018 0 0 0 0 0
## Mir7019 0 0 0 0 0
## Mir702 2 0 0 0 0
## Mir7020 0 0 0 0 0
## Mir7021 0 0 1 0 2
## Mir7022 4 1 5 3 0
## Mir7023 0 0 0 0 0
## Mir7024 0 0 0 0 0
## Mir7025 0 0 0 0 0
## Mir7026 0 0 0 0 0
## Mir7027 4 10 6 2 4
## Mir7028 1 1 1 1 0
## Mir7029 0 0 0 0 0
## Mir703 2 1 1 0 1
## Mir7030 1 0 4 0 0
## Mir7031 3 0 0 1 2
## Mir7032 0 0 0 0 0
## Mir7033 0 0 0 1 0
## Mir7034 0 0 0 0 0
## Mir7035 0 0 6 1 0
## Mir7036 3 1 9 6 5
## Mir7036b 0 1 1 1 1
## Mir7037 0 2 1 0 0
## Mir7038 0 0 0 0 0
## Mir7039 2 0 0 3 1
## Mir704 1 0 0 0 2
## Mir7040 0 0 0 0 0
## Mir7041 3 0 0 1 0
## Mir7042 5 0 9 5 4
## Mir7043 0 0 2 0 0
## Mir7044 0 0 0 0 0
## Mir7045 0 0 0 0 0
## Mir7046 0 0 0 0 0
## Mir7047 0 0 0 0 0
## Mir7048 0 1 0 0 0
## Mir7049 0 0 0 0 0
## Mir705 0 0 0 0 0
## Mir7050 6 9 6 3 0
## Mir7051 0 0 0 0 7
## Mir7052 4 3 2 2 3
## Mir7053 0 0 0 0 0
## Mir7054 1 0 0 0 0
## Mir7055 0 0 0 0 0
## Mir7056 0 0 0 0 0
## Mir7057 0 4 1 0 0
## Mir7058 0 0 0 0 0
## Mir7059 0 0 5 1 0
## Mir706 5 4 7 0 2
## Mir7060 7 4 4 1 0
## Mir7061 2 3 3 2 0
## Mir7062 0 0 0 0 0
## Mir7063 0 1 6 0 0
## Mir7064 0 0 0 0 0
## Mir7065 0 0 0 0 0
## Mir7066 0 0 0 0 0
## Mir7067 1 0 4 1 1
## Mir7068 0 0 0 0 0
## Mir7069 0 0 0 0 0
## Mir707 0 0 0 0 0
## Mir7070 0 0 0 0 0
## Mir7071 0 0 0 0 0
## Mir7072 0 4 1 0 2
## Mir7073 0 5 2 0 0
## Mir7074 0 0 0 0 0
## Mir7075 0 0 0 0 0
## Mir7076 0 0 0 0 0
## Mir7077 0 0 7 1 1
## Mir7078 16 19 10 3 3
## Mir7079 0 0 2 0 0
## Mir708 0 1 0 5 9
## Mir7080 0 0 0 0 0
## Mir7081 0 0 0 0 0
## Mir7082 0 0 0 0 0
## Mir7083 0 0 0 0 0
## Mir7084 0 0 0 0 0
## Mir7085 1 0 0 0 0
## Mir7086 4 0 1 0 0
## Mir7087 1 0 0 0 0
## Mir7088 0 0 0 0 0
## Mir7089 0 10 2 3 1
## Mir709 0 0 0 0 0
## Mir7090 0 0 0 0 0
## Mir7091 0 0 0 0 1
## Mir7092 0 0 0 0 0
## Mir7093 0 0 0 0 0
## Mir7094-1 0 0 0 0 0
## Mir7094-2 0 0 0 0 0
## Mir710 0 0 0 0 0
## Mir711 0 0 0 0 0
## Mir7115 19 12 7 3 4
## Mir7117 3 7 19 0 4
## Mir7118 0 0 0 0 0
## Mir7119 0 0 0 0 0
## Mir713 1 9 0 0 0
## Mir717 8 0 5 0 1
## Mir718 0 0 0 0 0
## Mir719 0 0 0 0 0
## Mir721 3 0 0 2 0
## Mir7210 0 0 0 0 0
## Mir7211 6 31 5 3 2
## Mir7212 7 1 4 1 3
## Mir7213 0 0 0 0 0
## Mir7214 0 0 0 0 0
## Mir7215 0 0 0 0 0
## Mir7216 0 0 0 0 0
## Mir7217 0 0 0 2 0
## Mir7218 0 0 0 0 0
## Mir7219 0 0 0 0 0
## Mir7220 0 0 0 0 0
## Mir7221 0 0 0 0 0
## Mir7222 0 0 0 0 0
## Mir7223 19 18 7 21 24
## Mir7224 0 0 1 1 0
## Mir7225 0 0 0 0 0
## Mir7226 0 0 0 0 0
## Mir7227 11 31 17 1 4
## Mir7228 0 0 0 0 0
## Mir7229 0 0 0 0 0
## Mir7230 0 0 0 0 0
## Mir7231 4 4 1 1 2
## Mir7232 0 0 0 0 0
## Mir7233 0 0 0 0 0
## Mir7234 0 0 0 0 0
## Mir7235 0 0 0 0 0
## Mir7236 0 0 0 0 0
## Mir7237 1 0 0 0 2
## Mir7238 0 0 0 0 0
## Mir7239 0 0 0 0 0
## Mir7240 0 0 0 0 0
## Mir7241 0 0 0 0 0
## Mir7242 0 0 0 0 0
## Mir7243 0 0 0 0 0
## Mir741 0 0 0 0 0
## Mir742 0 0 0 0 0
## Mir743 0 0 0 0 0
## Mir743b 0 0 0 0 0
## Mir744 1 2 0 1 0
## Mir7578 0 0 0 1 0
## Mir758 0 0 0 3 4
## Mir759 0 0 0 0 0
## Mir760 0 0 0 0 0
## Mir761 0 3 5 6 7
## Mir762 0 0 0 0 0
## Mir764 0 0 0 0 0
## Mir7646 0 0 0 0 0
## Mir7647 0 1 0 0 0
## Mir7648 0 0 0 0 0
## Mir7649 0 0 0 0 0
## Mir7650 23 7 38 24 15
## Mir7652 0 0 0 0 0
## Mir7653 0 0 0 0 0
## Mir7654 0 0 0 0 0
## Mir7655 1 0 0 0 0
## Mir7656 3 0 0 1 0
## Mir7657 0 0 0 0 0
## Mir7658 0 0 0 0 0
## Mir7661 0 0 0 0 0
## Mir7662 0 1 0 0 2
## Mir7663 3 9 4 1 7
## Mir7665 0 0 0 0 0
## Mir7666 0 0 0 0 0
## Mir7667 0 0 2 0 0
## Mir7668 0 0 0 0 0
## Mir7669 0 0 0 0 0
## Mir767 0 0 0 0 0
## Mir7670 0 0 0 0 0
## Mir7671 0 0 0 0 0
## Mir7672 0 0 0 0 0
## Mir7673 5 2 1 2 0
## Mir7674 3 0 1 0 1
## Mir7675 8 5 1 0 2
## Mir7676-1 0 0 0 0 0
## Mir7676-2 0 0 0 0 0
## Mir7677 0 0 0 0 0
## Mir7678 0 0 0 0 0
## Mir7679 2 0 3 0 0
## Mir7680 0 0 0 0 0
## Mir7681 3 5 0 3 2
## Mir7682 29 46 36 32 26
## Mir7684 0 0 0 0 0
## Mir7685 0 0 0 0 0
## Mir7686 0 1 2 1 0
## Mir7687 0 0 0 0 0
## Mir770 0 0 0 0 0
## Mir7b 0 0 0 0 0
## Mir802 0 0 0 0 0
## Mir804 0 3 2 1 0
## Mir8091 29 18 10 11 8
## Mir8092 0 0 0 0 0
## Mir8093 0 0 0 0 0
## Mir8094 7 0 1 1 0
## Mir8095 0 0 0 0 0
## Mir8096 0 0 0 0 0
## Mir8097 0 0 0 0 0
## Mir8098 0 0 0 0 0
## Mir8099-1 0 0 0 0 0
## Mir8099-2 0 0 0 0 0
## Mir8100 13 10 11 7 0
## Mir8101 0 0 0 0 0
## Mir8102 0 0 0 0 0
## Mir8103 1 1 3 3 0
## Mir8104 0 0 0 0 0
## Mir8105 0 0 0 0 0
## Mir8106 4 4 7 0 0
## Mir8107 0 0 0 1 0
## Mir8108 0 0 0 0 0
## Mir8109 0 0 0 0 0
## Mir8110 0 0 0 0 0
## Mir8111 0 1 0 0 0
## Mir8112 0 0 0 0 1
## Mir8113 8 2 8 1 4
## Mir8114 0 0 0 0 0
## Mir8115 22 9 21 7 16
## Mir8116 2 0 0 1 8
## Mir8118 1 5 5 0 0
## Mir8119 0 0 0 0 0
## Mir8120 0 0 0 0 0
## Mir871 0 0 0 0 0
## Mir872 4 13 23 3 5
## Mir873 0 0 0 0 0
## Mir873b 0 0 0 0 0
## Mir874 0 0 0 0 0
## Mir875 0 0 6 0 4
## Mir876 2 0 0 6 0
## Mir877 0 0 0 0 0
## Mir878 0 0 0 0 0
## Mir879 0 0 0 0 0
## Mir880 0 0 0 0 0
## Mir881 0 0 0 0 0
## Mir882 0 0 1 0 0
## Mir883a 0 0 0 0 0
## Mir883b 0 0 0 0 0
## Mir9-1 0 0 0 0 0
## Mir9-2 0 0 0 0 3
## Mir9-3 0 0 0 0 0
## Mir92-1 0 0 0 0 0
## Mir92-2 0 0 0 0 0
## Mir92b 0 0 0 0 0
## Mir93 1 0 0 0 0
## Mir96 0 0 0 0 0
## Mir98 5 9 3 3 3
## Mir99a 39 20 27 26 20
## Mir99b 0 0 0 0 0
## Mira 67 21 44 123 106
## Mirg 10 9 16 44 36
## Mirlet7a-1 2 5 1 0 4
## Mirlet7a-2 24 4 5 1 6
## Mirlet7b 0 0 0 0 0
## Mirlet7bhg 270 248 261 126 168
## Mirlet7c-1 15 7 3 4 3
## Mirlet7c-2 0 0 0 0 0
## Mirlet7d 11 13 6 2 5
## Mirlet7e 0 0 0 0 1
## Mirlet7f-1 14 8 11 11 13
## Mirlet7f-2 2 1 0 0 4
## Mirlet7g 7 19 6 1 7
## Mirlet7i 0 0 0 0 0
## Mirlet7j 0 0 0 0 0
## Mirlet7k 0 0 0 0 0
## Mis12 341 335 397 344 328
## Mis18a 50 62 30 25 22
## Mis18bp1 100 131 162 116 54
## Misp 4 1 12 1 1
## Mitd1 147 144 227 87 130
## Mitf 496 308 396 369 300
## Mixl1 1 0 0 0 0
## Mki67 1317 2183 1832 779 284
## Mkks 266 368 276 276 299
## Mkl1 446 384 589 223 225
## Mkl2 2301 2879 2102 1822 1839
## Mkln1 1224 1305 980 997 993
## Mkln1os 54 45 25 50 52
## Mknk1 373 398 475 224 207
## Mknk2 159 302 189 265 375
## Mkrn1 657 789 663 587 608
## Mkrn2 403 486 432 392 427
## Mkrn3 3 23 8 12 7
## Mks1 60 42 32 42 17
## Mkx 94 140 65 36 58
## Mlana 0 0 0 2 1
## Mlc1 1 8 0 15 40
## Mlec 6211 8706 7915 7443 7595
## Mlf1 4 53 2 11 160
## Mlf2 444 680 497 489 624
## Mlh1 433 505 614 341 340
## Mlh3 804 924 868 618 705
## Mlip 417 666 441 1374 1267
## Mlkl 173 277 238 136 95
## Mllt1 172 225 171 169 140
## Mllt10 2353 2754 2450 1737 1574
## Mllt11 249 419 225 581 776
## Mllt3 1044 1587 865 1038 1224
## Mllt4 1090 1281 1040 810 1285
## Mllt6 1219 1839 1305 1110 1011
## Mlph 207 560 170 197 161
## Mlst8 76 50 113 124 154
## Mlx 171 173 115 142 102
## Mlxip 1088 2201 1639 1274 1214
## Mlxipl 379 185 340 1353 2016
## Mlycd 85 108 69 82 133
## Mmaa 146 158 215 158 255
## Mmab 157 266 164 167 353
## Mmachc 299 412 282 319 495
## Mmadhc 549 587 670 467 759
## Mmd 270 143 295 536 425
## Mmd2 47 131 40 383 151
## Mme 1820 1468 1642 3950 5137
## Mmel1 0 0 0 0 0
## Mmgt1 606 648 648 753 809
## Mmgt2 78 77 164 60 75
## Mmp10 0 0 0 0 0
## Mmp11 124 82 51 39 70
## Mmp12 39 0 25 2 4
## Mmp13 15 260 5 8 11
## Mmp14 2042 1755 1869 560 368
## Mmp15 896 868 1128 775 511
## Mmp16 208 219 127 146 94
## Mmp17 1235 1715 1767 869 276
## Mmp19 1013 1108 943 450 307
## Mmp1a 0 0 0 0 0
## Mmp1b 0 0 0 0 0
## Mmp2 6974 4451 4577 1008 790
## Mmp20 0 0 0 0 0
## Mmp21 7 18 27 6 3
## Mmp23 40 23 69 41 22
## Mmp24 8 26 15 41 50
## Mmp25 71 118 44 118 166
## Mmp27 3 6 1 5 0
## Mmp28 104 99 88 51 36
## Mmp3 27 8 18 6 3
## Mmp7 2 0 0 0 0
## Mmp8 14 212 19 14 14
## Mmp9 81 205 87 51 18
## Mmrn1 109 62 72 34 72
## Mmrn2 107 89 60 135 125
## Mms19 455 562 435 348 339
## Mms22l 91 63 86 41 19
## Mn1 12 132 30 9 78
## Mnat1 159 282 164 130 175
## Mnd1 19 8 3 21 15
## Mnd1-ps 9 2 7 15 0
## Mnda 110 136 207 33 4
## Mndal 1182 1371 2610 345 239
## Mns1 74 118 86 71 39
## Mnt 340 456 430 305 313
## Mnx1 0 0 0 0 0
## Moap1 0 2 0 0 0
## Mob1a 411 318 410 165 127
## Mob1b 727 602 640 561 612
## Mob2 60 92 75 58 75
## Mob3a 201 129 234 109 76
## Mob3b 1100 1004 960 2062 1887
## Mob3c 1162 629 1352 701 572
## Mob4 1433 1622 1517 1206 1243
## Mobp 2 4 0 4 16
## Mocos 262 268 337 221 192
## Mocs1 791 1211 616 617 705
## Mocs2 1852 2059 2198 1641 1966
## Mocs3 4 16 2 4 7
## Mog 0 3 1 0 0
## Mogat1 8 2 0 8 25
## Mogat2 1 1 2 0 8
## Mogs 65 59 55 48 43
## Mok 38 94 54 30 68
## Mon1a 86 78 58 38 65
## Mon1b 490 562 521 499 447
## Mon2 2105 2661 2000 1585 1415
## Morc1 19 39 14 0 17
## Morc2a 1149 1554 1320 1137 811
## Morc2b 0 8 12 26 37
## Morc3 848 884 1264 585 487
## Morc4 334 486 354 305 237
## Morf4l1 1328 1576 1538 1207 1245
## Morf4l2 791 988 928 621 616
## Morn1 39 27 34 29 28
## Morn2 44 80 49 73 91
## Morn3 22 3 8 4 2
## Morn4 206 261 318 299 322
## Morn5 0 4 0 0 0
## Mos 0 0 0 2 1
## Mospd1 325 399 264 364 501
## Mospd2 816 823 896 646 545
## Mospd3 335 442 315 203 243
## Mospd4 1 4 1 0 1
## Mov10 236 179 298 98 64
## Mov10l1 7 2 0 4 4
## Moxd1 338 800 294 345 320
## Moxd2 0 0 0 1 0
## Mpc1 354 279 475 898 1460
## Mpc2 295 290 388 770 1062
## Mpdu1 104 87 81 90 93
## Mpdz 1840 2019 1569 2098 2026
## Mpeg1 4107 3273 7944 688 196
## Mpg 72 89 44 33 34
## Mphosph10 299 372 398 303 250
## Mphosph6 193 189 173 124 92
## Mphosph8 720 796 723 825 786
## Mphosph9 442 402 337 346 297
## Mpi 418 427 333 317 350
## Mpl 10 37 24 12 28
## Mplkip 628 610 707 506 454
## Mpnd 116 168 111 172 179
## Mpo 4 298 4 17 5
## Mpp1 710 627 766 646 540
## Mpp2 110 236 171 239 188
## Mpp3 29 32 8 24 24
## Mpp4 36 31 22 26 31
## Mpp5 1919 2123 1950 1851 1899
## Mpp6 695 943 816 674 961
## Mpp7 971 1438 886 1548 884
## Mppe1 63 53 79 40 34
## Mpped1 0 1 4 5 9
## Mpped2 53 197 50 252 273
## Mprip 2536 3279 2841 2655 2685
## Mpst 15 12 15 37 14
## Mptx1 0 0 0 0 0
## Mptx2 0 0 0 1 0
## Mpv17 1211 1520 1460 1413 1279
## Mpv17l 805 858 858 723 701
## Mpv17l2 49 81 50 58 41
## Mpz 4058 3642 3978 8689 7099
## Mpzl1 206 223 241 159 260
## Mpzl2 262 731 206 257 355
## Mpzl3 41 35 35 22 10
## Mr1 788 648 670 370 357
## Mrap 49 8 66 161 170
## Mrap2 46 36 31 21 26
## Mras 1273 1706 1181 2041 1667
## Mrc1 3062 2454 4050 910 373
## Mrc2 924 1483 1124 407 278
## Mre11a 182 289 265 142 122
## Mreg 33 180 107 149 424
## Mrfap1 1512 1804 1877 1702 1574
## Mrgbp 26 33 23 22 20
## Mrgpra1 0 4 1 9 10
## Mrgpra2a 0 7 0 0 7
## Mrgpra2b 5 12 2 7 6
## Mrgpra3 14 147 11 85 82
## Mrgpra4 4 3 0 16 18
## Mrgpra6 2 4 0 16 11
## Mrgpra9 8 25 1 13 6
## Mrgprb1 69 36 57 59 15
## Mrgprb2 32 11 43 12 13
## Mrgprb3 4 0 0 0 0
## Mrgprb4 36 233 25 159 195
## Mrgprb5 6 42 0 39 69
## Mrgprb8 1 0 0 0 0
## Mrgprd 84 176 99 789 795
## Mrgpre 577 737 487 671 460
## Mrgprf 156 110 179 89 55
## Mrgprg 12 0 6 0 0
## Mrgprh 30 33 2 4 14
## Mrgprx1 38 106 18 91 86
## Mrgprx2 80 14 21 14 15
## Mri1 58 84 71 63 73
## Mrm1 110 108 112 107 120
## Mro 18 11 14 28 7
## Mroh1 322 374 329 269 325
## Mroh2a 17 12 16 11 2
## Mroh2b 0 0 0 5 6
## Mroh4 5 7 0 21 10
## Mroh5 0 0 0 0 0
## Mroh6 2 6 3 2 2
## Mroh7 34 52 35 29 26
## Mroh8 9 13 0 15 4
## Mroh9 0 0 0 0 0
## Mrpl1 301 240 357 205 204
## Mrpl10 163 190 266 199 272
## Mrpl11 50 84 113 97 111
## Mrpl12 37 84 74 173 131
## Mrpl13 182 207 236 225 247
## Mrpl14 46 53 34 46 56
## Mrpl15 236 296 238 295 294
## Mrpl16 223 215 224 317 435
## Mrpl17 792 854 942 748 862
## Mrpl18 131 190 160 171 183
## Mrpl19 537 699 506 521 552
## Mrpl2 52 60 75 63 81
## Mrpl20 87 81 84 72 101
## Mrpl21 74 49 84 92 106
## Mrpl22 85 104 119 82 78
## Mrpl23 43 69 42 41 52
## Mrpl24 90 69 54 57 53
## Mrpl27 272 288 257 266 259
## Mrpl28 30 39 54 29 60
## Mrpl3 201 180 283 195 289
## Mrpl30 364 496 311 446 688
## Mrpl32 137 134 137 156 128
## Mrpl33 243 274 249 125 110
## Mrpl34 83 75 75 71 162
## Mrpl35 801 871 727 790 793
## Mrpl36 298 332 357 304 349
## Mrpl37 223 298 390 276 230
## Mrpl38 50 64 68 110 131
## Mrpl39 489 463 477 468 621
## Mrpl4 357 407 406 413 524
## Mrpl40 118 113 83 82 114
## Mrpl41 48 40 60 84 71
## Mrpl42 325 325 378 392 665
## Mrpl43 118 244 238 216 207
## Mrpl44 103 94 103 100 122
## Mrpl45 92 90 105 89 137
## Mrpl46 60 69 60 43 70
## Mrpl47 45 65 87 90 108
## Mrpl48 155 157 191 115 128
## Mrpl49 190 328 308 232 218
## Mrpl50 121 191 169 202 318
## Mrpl51 325 318 291 327 309
## Mrpl52 107 73 120 55 76
## Mrpl53 70 87 67 75 92
## Mrpl54 40 29 40 32 43
## Mrpl55 82 58 59 76 65
## Mrpl57 189 244 259 245 301
## Mrpl9 179 224 180 197 229
## Mrps10 95 108 171 220 179
## Mrps11 30 33 43 42 40
## Mrps12 37 46 47 62 54
## Mrps14 287 226 337 244 397
## Mrps15 134 150 126 126 160
## Mrps16 34 58 71 39 34
## Mrps17 142 136 139 135 155
## Mrps18a 66 100 86 85 110
## Mrps18b 72 49 76 84 104
## Mrps18c 80 97 108 157 112
## Mrps2 239 182 231 315 370
## Mrps21 100 125 177 142 166
## Mrps22 139 171 151 161 274
## Mrps23 75 125 107 109 133
## Mrps24 116 79 134 109 125
## Mrps25 149 234 309 191 211
## Mrps26 36 58 41 61 60
## Mrps27 95 83 117 159 192
## Mrps28 25 42 40 64 64
## Mrps30 88 110 103 99 128
## Mrps31 154 262 306 321 322
## Mrps33 250 304 390 334 426
## Mrps34 16 24 25 20 33
## Mrps35 72 70 69 105 143
## Mrps36 191 163 223 279 498
## Mrps5 63 115 74 114 90
## Mrps6 151 168 102 161 155
## Mrps7 221 252 298 243 331
## Mrps9 111 163 94 137 152
## Mrrf 197 142 160 156 191
## Mrs2 288 373 327 357 393
## Mrto4 35 53 85 45 54
## Mrvi1 287 281 265 219 244
## Ms4a1 3 1 41 3 13
## Ms4a10 0 0 0 0 0
## Ms4a13 0 0 0 0 0
## Ms4a15 0 0 4 0 2
## Ms4a18 7 0 0 0 0
## Ms4a2 63 36 39 29 28
## Ms4a3 0 4 1 1 12
## Ms4a4b 72 24 99 32 1
## Ms4a4c 279 212 713 22 6
## Ms4a4d 86 148 207 116 40
## Ms4a5 0 0 0 0 4
## Ms4a6b 352 586 893 156 47
## Ms4a6c 519 512 834 189 55
## Ms4a6d 209 257 294 40 11
## Ms4a7 357 325 646 54 41
## Ms4a8a 29 55 25 8 7
## Msantd1 31 34 19 13 3
## Msantd2 269 312 429 272 234
## Msantd3 32 62 27 59 46
## Msantd4 558 1115 695 554 651
## Msc 17 17 19 15 25
## Msgn1 0 0 0 0 0
## Msh2 264 384 397 276 254
## Msh3 176 182 191 152 166
## Msh4 16 8 2 18 16
## Msh5 34 59 45 25 35
## Msh6 341 429 416 276 190
## Msi1 28 18 13 10 7
## Msi2 4250 5053 3906 2814 3205
## Msl1 4364 5700 4698 4077 3387
## Msl2 1473 1551 1411 1201 1012
## Msl3 555 640 433 403 352
## Msl3l2 98 57 77 59 44
## Msln 53 35 65 13 2
## Mslnl 0 0 0 0 2
## Msmb 0 0 0 1 0
## Msmo1 242 333 307 327 396
## Msmp 0 0 0 0 0
## Msn 21356 23470 28969 11791 9488
## Msr1 498 337 822 181 94
## Msra 62 35 27 56 119
## Msrb1 85 181 120 221 142
## Msrb2 57 108 114 65 135
## Msrb3 616 1098 723 873 1274
## Mss51 82 362 70 22 77
## Mst1 31 48 66 56 26
## Mst1r 50 99 83 27 16
## Mstn 1 53 1 1 403
## Msto1 79 83 73 55 56
## Msx1 0 0 0 0 0
## Msx1os 4 6 8 0 2
## Msx2 0 0 1 1 0
## Msx3 0 0 2 0 0
## Mt1 269 856 195 406 166
## Mt2 672 3348 307 1171 264
## Mt3 1 18 3 12 10
## Mt4 0 1 0 0 2
## Mta1 297 389 337 216 228
## Mta2 573 621 607 357 318
## Mta3 844 960 896 663 697
## Mtag2 2 1 14 2 4
## Mtap 537 303 324 225 317
## Mtap7d3 109 108 70 31 44
## Mtbp 184 156 254 98 99
## Mtch1 280 378 354 329 363
## Mtch2 564 475 474 644 892
## Mtcl1 214 295 129 343 442
## Mtcp1 172 97 121 94 87
## Mtdh 2435 2911 2327 1746 1956
## Mterf1a 9 21 21 19 24
## Mterf1b 23 38 19 18 9
## Mterfd1 440 361 362 284 277
## Mterfd2 7568 11904 4717 2027 1455
## Mterfd3 66 119 46 54 94
## Mtf1 693 988 826 634 579
## Mtf2 635 712 644 550 566
## Mtfmt 379 410 377 327 272
## Mtfp1 19 37 16 71 101
## Mtfr1 522 375 377 299 381
## Mtfr1l 297 395 439 421 496
## Mtfr2 51 46 25 38 21
## Mtg1 82 65 79 96 85
## Mtg2 67 102 78 46 26
## Mthfd1 279 305 249 244 270
## Mthfd1l 374 378 331 244 237
## Mthfd2 66 97 71 35 28
## Mthfd2l 91 117 102 85 95
## Mthfr 430 349 539 319 232
## Mthfs 26 25 47 24 23
## Mthfsd 113 93 99 89 80
## Mtif2 1211 1455 1301 1092 986
## Mtif3 117 97 117 70 130
## Mtl5 8 25 24 86 17
## Mtm1 468 412 443 306 360
## Mtmr1 567 572 663 513 543
## Mtmr10 587 670 526 521 381
## Mtmr11 270 276 236 185 106
## Mtmr12 1100 1246 1374 831 760
## Mtmr14 299 312 342 236 290
## Mtmr2 1910 2263 2095 1985 1763
## Mtmr3 1120 1409 1145 896 672
## Mtmr4 570 765 865 729 551
## Mtmr6 2110 2708 2546 2733 2667
## Mtmr7 123 161 82 212 207
## Mtmr9 136 194 229 258 250
## Mtnr1a 1 0 6 0 0
## Mtnr1b 0 0 0 0 0
## Mto1 244 230 272 243 215
## Mtor 1556 1819 1483 1426 1935
## Mtpap 408 433 396 271 301
## Mtpn 5452 5201 5744 4812 3901
## Mtr 492 685 663 528 367
## Mtrf1 42 135 66 41 67
## Mtrf1l 252 240 204 178 219
## Mtrr 218 212 270 155 219
## Mtss1 968 983 1026 938 1169
## Mtss1l 1197 1509 1832 1019 1048
## Mttp 66 68 73 97 58
## Mturn 1070 1535 917 1564 1488
## Mtus1 2525 3089 2573 2570 4155
## Mtus2 96 186 80 169 229
## Mtx1 75 77 85 71 40
## Mtx2 416 490 463 698 903
## Mtx3 2540 2697 2333 2250 2317
## Muc1 62 92 81 51 23
## Muc13 5 10 0 8 21
## Muc15 225 298 138 105 108
## Muc19 15 1 4 2 2
## Muc2 18 15 2 31 28
## Muc20 0 0 0 0 0
## Muc4 0 1 7 0 9
## Muc5ac 0 0 0 0 0
## Muc5b 49 51 32 32 39
## Muc6 387 586 358 343 209
## Mucl1 0 0 0 0 0
## Mug-ps1 0 0 0 0 3
## Mug1 0 0 0 1 0
## Mug2 0 0 0 2 0
## Mul1 110 167 152 122 158
## Mum1 131 129 101 92 80
## Mum1l1 26 22 12 33 34
## Mup1 1 0 0 3 0
## Mup10 705 48 155 3804 175
## Mup11 0 0 0 0 0
## Mup12 0 0 0 0 0
## Mup13 1 0 0 1 0
## Mup14 179 14 40 1017 43
## Mup15 0 0 0 0 0
## Mup16 0 0 0 0 0
## Mup17 0 0 0 0 0
## Mup19 0 0 0 0 0
## Mup2 0 0 0 0 0
## Mup20 0 0 1 0 0
## Mup21 0 8 0 0 0
## Mup3 0 2 0 1 0
## Mup4 0 0 0 0 0
## Mup5 0 0 0 0 0
## Mup6 0 0 0 0 0
## Mup7 41 3 12 170 10
## Mup8 0 0 0 0 0
## Mup9 2 1 1 7 0
## Murc 15 65 1 13 229
## Mus81 81 143 60 69 69
## Musk 110 338 58 163 361
## Mustn1 104 272 83 192 77
## Mut 951 1016 776 1281 1369
## Mutyh 46 42 35 21 20
## Mvb12a 45 47 41 27 15
## Mvb12b 2408 2145 2698 1925 1377
## Mvd 32 56 57 44 63
## Mvk 93 95 82 91 72
## Mvp 462 577 628 342 276
## Mx1 305 161 751 39 20
## Mx2 115 135 319 60 28
## Mxd1 620 980 601 422 392
## Mxd3 7 4 7 1 0
## Mxd4 130 175 154 108 116
## Mxi1 424 856 390 525 609
## Mxra7 779 746 1179 516 409
## Mxra8 2865 4230 3736 1815 1226
## Myadm 6373 8136 7026 5394 4365
## Myadml2 3 33 2 15 51
## Myb 18 28 12 6 7
## Mybbp1a 535 727 743 437 471
## Mybl1 274 331 299 189 199
## Mybl2 41 74 55 8 7
## Mybpc1 54 1885 0 7 692
## Mybpc2 26 1443 3 24 6069
## Mybpc3 5 1 19 5 1
## Mybph 39 201 14 18 21
## Mybphl 2 1 8 0 0
## Myc 309 290 478 210 65
## Mycbp 634 740 622 670 818
## Mycbp2 7788 7904 9235 6210 6103
## Mycbpap 9 16 28 14 8
## Mycl 7 46 45 23 10
## Mycn 16 12 60 13 32
## Mycs 0 0 0 0 0
## Myct1 33 69 41 32 59
## Myd88 106 108 150 37 50
## Myef2 2809 2376 2185 1362 1059
## Myeov2 218 240 269 327 346
## Myf5 0 7 0 0 4
## Myf6 0 46 0 0 20
## Myg1 146 109 138 108 94
## Myh1 289 11051 5 117 5038
## Myh10 1044 1328 1259 1093 982
## Myh11 922 751 688 595 811
## Myh13 0 24 4 3 5
## Myh14 147 229 235 313 289
## Myh15 0 6 0 0 0
## Myh2 206 7163 3 37 1780
## Myh3 9 85 0 3 2
## Myh4 99 13802 0 222 100050
## Myh6 169 111 181 148 133
## Myh7 11 243 0 2 6
## Myh7b 27 39 9 6 6
## Myh8 1 29 0 22 37
## Myh9 2853 3721 3762 1859 1442
## Myl1 93 2876 41 107 8512
## Myl10 2 2 0 0 2
## Myl12a 355 415 428 200 204
## Myl12b 867 1054 1247 820 723
## Myl2 2 114 1 1 0
## Myl3 0 12 0 0 10
## Myl4 10 8 11 1 4
## Myl6 724 909 840 815 705
## Myl6b 104 195 191 146 206
## Myl7 5 0 31 0 0
## Myl9 249 320 185 266 217
## Mylip 603 451 505 496 412
## Mylk 1164 1110 1246 971 928
## Mylk2 23 322 10 11 301
## Mylk3 17 0 7 1 0
## Mylk4 347 4277 228 245 7626
## Mylpf 20 686 33 9 2268
## Mynn 693 704 753 615 576
## Myo10 2737 2262 3588 1376 1320
## Myo15 6 6 4 2 8
## Myo16 31 78 79 51 54
## Myo18a 1151 1537 1451 976 1108
## Myo18b 21 322 7 7 369
## Myo19 168 228 222 163 163
## Myo1a 4 75 42 89 114
## Myo1b 1063 1724 1233 1539 1385
## Myo1c 1148 1378 1369 1008 743
## Myo1d 880 1032 781 846 718
## Myo1e 768 998 847 1036 1173
## Myo1f 1155 692 1560 216 67
## Myo1g 305 351 404 90 11
## Myo1h 10 12 16 9 9
## Myo3a 0 0 0 11 3
## Myo3b 3 0 17 3 1
## Myo5a 5622 6208 6613 5582 5817
## Myo5b 56 21 34 44 124
## Myo5c 21 29 14 33 165
## Myo6 1389 1477 1503 1473 1050
## Myo7a 252 235 252 264 161
## Myo7b 10 69 3 26 23
## Myo9a 4518 5037 4746 4843 4363
## Myo9b 3170 2902 3238 1931 1319
## Myoc 1328 1046 514 1281 473
## Myocd 51 19 9 21 24
## Myod1 0 1 0 0 4
## Myof 1866 1714 2229 865 452
## Myog 0 6 0 1 3
## Myom1 228 1778 165 123 2195
## Myom2 12 724 1 10 985
## Myom3 13 173 1 10 30
## Myot 68 3475 0 10 2712
## Myoz1 3 315 0 10 631
## Myoz2 18 277 21 11 27
## Myoz3 54 206 37 47 373
## Mypn 12 594 0 9 1122
## Mypop 74 97 100 73 71
## Myrf 20 79 35 42 43
## Myrfl 26 34 20 72 97
## Myrip 64 89 48 132 129
## Mysm1 1951 2293 2244 1279 1020
## Myt1 60 210 42 438 437
## Myt1l 134 289 153 524 704
## Myzap 56 93 44 50 38
## Mzb1 0 0 5 2 0
## Mzf1 30 48 30 25 46
## Mzt1 447 509 443 348 351
## Mzt2 22 24 17 35 11
## N28178 232 951 229 1688 2193
## N4bp1 2351 2568 2476 1719 1638
## N4bp2 305 298 311 126 137
## N4bp2l1 150 137 231 79 102
## N4bp2l2 1794 1977 1690 1323 1163
## N4bp3 41 62 81 26 28
## N6amt1 559 554 540 514 476
## N6amt2 68 51 41 25 51
## Naa10 52 45 83 38 54
## Naa11 0 3 4 1 0
## Naa15 1550 1588 1559 1315 1566
## Naa16 597 636 572 376 383
## Naa20 377 300 316 253 326
## Naa25 277 337 392 227 368
## Naa30 326 384 452 343 443
## Naa35 530 550 578 415 499
## Naa38 69 80 78 64 92
## Naa40 94 61 77 59 59
## Naa50 1130 1154 1186 904 1169
## Naa60 483 521 462 411 348
## Naaa 456 401 896 275 213
## Naalad2 694 989 742 295 198
## Naaladl1 2 9 7 1 0
## Nab1 1887 2167 1929 1373 1323
## Nab2 801 787 912 507 468
## Nabp1 456 167 683 925 689
## Nabp2 467 625 561 496 530
## Naca 1750 4062 1736 1336 3750
## Nacad 131 468 170 487 562
## Nacc1 1388 1466 1783 1436 1301
## Nacc2 2191 2974 2652 3100 3300
## Nadk 509 486 666 460 549
## Nadk2 227 355 225 258 350
## Nadsyn1 57 132 112 95 110
## Nae1 702 593 617 573 597
## Naf1 110 80 92 109 66
## Naga 449 425 556 229 151
## Nagk 99 112 99 68 65
## Naglu 88 89 88 45 44
## Nagpa 282 289 459 245 194
## Nags 1 0 0 0 0
## Naif1 18 36 18 20 9
## Naip1 15 37 28 19 15
## Naip2 257 237 273 108 77
## Naip5 508 336 290 206 130
## Naip6 210 116 244 35 12
## Naip7 0 0 3 0 1
## Nalcn 464 721 328 445 295
## Nampt 2138 2359 2027 2751 3373
## Nanog 78 77 75 49 59
## Nanos1 38 63 73 61 52
## Nanos2 2 2 1 0 5
## Nanos3 1 9 2 1 0
## Nanp 41 51 32 30 23
## Nans 52 77 70 47 30
## Nap1l1 2657 2774 2842 2202 2357
## Nap1l2 55 111 43 256 294
## Nap1l3 27 94 56 103 170
## Nap1l4 884 987 976 815 1024
## Nap1l5 85 175 87 343 332
## Napa 380 441 381 425 388
## Napb 593 1300 661 1850 2197
## Napepld 607 1113 475 819 672
## Napg 646 811 629 806 949
## Naprt1 58 63 55 36 14
## Napsa 88 48 175 2 5
## Narf 563 586 463 402 633
## Narfl 76 87 113 73 123
## Narg2 406 451 575 307 288
## Nars 1996 2534 2209 2365 2438
## Nars2 279 238 222 220 309
## Nasp 322 369 317 239 205
## Nat1 0 0 1 3 30
## Nat10 220 241 279 224 199
## Nat14 46 39 62 23 10
## Nat2 86 81 93 62 43
## Nat3 0 6 0 0 0
## Nat6 244 230 283 206 236
## Nat8 0 0 0 0 0
## Nat8l 327 482 720 973 1196
## Nat9 29 43 40 36 51
## Nav1 3873 5768 3271 3797 3147
## Nav2 3399 3868 3733 1204 980
## Nav3 1401 935 1141 488 396
## Nbas 1090 1270 1380 924 868
## Nbea 1591 1671 1414 1408 1426
## Nbeal1 4150 4035 3736 3402 2973
## Nbeal2 426 233 560 126 123
## Nbl1 583 1144 494 626 452
## Nbn 177 266 218 215 193
## Nbr1 2157 2841 2076 1917 1904
## Ncald 380 248 310 306 311
## Ncam1 5821 6655 6466 3576 2404
## Ncam2 210 390 412 279 381
## Ncan 77 113 158 195 820
## Ncapd2 121 167 126 98 97
## Ncapd3 678 857 609 662 507
## Ncapg 57 64 64 43 29
## Ncapg2 267 354 282 159 141
## Ncaph 62 103 84 52 24
## Ncaph2 107 92 129 118 99
## Ncbp1 529 619 704 454 468
## Ncbp2 565 742 781 704 499
## Nccrp1 35 35 52 12 3
## Ncdn 377 793 450 751 966
## Nceh1 446 650 525 496 472
## Ncf1 753 798 1074 196 108
## Ncf2 416 353 523 243 164
## Ncf4 58 40 135 18 18
## Nck1 479 690 438 384 336
## Nck2 281 284 417 183 127
## Nckap1 5314 6548 4947 6695 7257
## Nckap1l 1431 997 2179 241 103
## Nckap5 69 77 98 64 84
## Nckap5l 113 120 89 82 65
## Nckipsd 54 62 112 100 58
## Ncl 5428 6389 5192 3769 3898
## Ncln 159 156 181 113 121
## Ncmap 260 604 168 933 825
## Ncoa1 1518 1720 1309 1519 1570
## Ncoa2 2452 2844 2812 2348 2159
## Ncoa3 1723 2145 2045 1304 1013
## Ncoa4 3130 3025 3112 3562 3305
## Ncoa5 289 333 322 197 184
## Ncoa6 3325 3625 3250 2664 2303
## Ncoa7 650 657 624 936 910
## Ncor1 5624 6754 6209 4790 4633
## Ncor2 2060 2737 2069 1195 1145
## Ncr1 38 19 45 4 13
## Ncs1 145 149 199 185 200
## Ncstn 883 984 1235 583 476
## Nctc1 9 320 8 0 290
## Ndc1 158 138 149 176 217
## Ndc80 32 65 69 32 3
## Nde1 373 368 246 210 144
## Ndel1 254 281 302 267 269
## Ndfip1 1392 1430 1470 1420 1345
## Ndfip2 537 551 486 778 786
## Ndn 195 223 172 404 429
## Ndnf 248 356 275 588 324
## Ndnl2 44 36 34 24 38
## Ndor1 280 410 365 205 194
## Ndp 37 44 32 94 95
## Ndrg1 5226 5002 5322 7486 5724
## Ndrg2 8304 23857 6774 10072 16758
## Ndrg3 1111 1364 1252 1465 1579
## Ndrg4 6714 13686 5643 23281 29363
## Ndst1 2748 2826 2814 1889 1498
## Ndst2 521 420 566 276 193
## Ndst3 521 586 738 265 242
## Ndst4 45 77 37 214 241
## Ndufa1 212 165 257 379 560
## Ndufa10 550 617 544 1290 2192
## Ndufa11 59 56 78 105 134
## Ndufa12 531 756 370 758 1618
## Ndufa13 343 522 366 590 681
## Ndufa2 279 287 277 376 483
## Ndufa3 153 180 152 235 358
## Ndufa4 509 505 633 1156 1866
## Ndufa4l2 0 5 8 4 1
## Ndufa5 103 127 120 227 335
## Ndufa6 101 135 108 172 221
## Ndufa7 269 293 295 295 334
## Ndufa8 142 169 230 211 372
## Ndufa9 324 468 443 707 1165
## Ndufab1 232 269 268 448 622
## Ndufaf1 111 129 159 141 271
## Ndufaf2 115 49 98 133 102
## Ndufaf3 122 125 112 110 173
## Ndufaf4 289 405 333 485 706
## Ndufaf5 148 175 147 233 269
## Ndufaf6 118 88 91 76 77
## Ndufaf7 335 322 266 279 271
## Ndufb10 169 247 157 243 270
## Ndufb11 183 189 179 209 398
## Ndufb2 92 114 87 119 130
## Ndufb3 161 172 264 329 420
## Ndufb4 233 290 308 300 464
## Ndufb5 273 323 376 489 828
## Ndufb6 116 148 138 219 297
## Ndufb7 33 52 44 45 65
## Ndufb8 294 191 292 483 774
## Ndufb9 592 866 728 1221 2203
## Ndufc1 187 161 201 317 406
## Ndufc2 117 122 122 146 177
## Ndufs1 688 833 686 1136 1681
## Ndufs2 791 1105 916 1513 3059
## Ndufs3 309 367 275 447 658
## Ndufs4 806 792 867 1022 1457
## Ndufs5 0 0 0 0 0
## Ndufs6 159 273 266 347 576
## Ndufs7 169 231 210 230 379
## Ndufs8 247 170 219 309 416
## Ndufv1 171 231 202 411 638
## Ndufv2 605 723 634 772 924
## Ndufv3 162 200 163 254 374
## Neat1 14512 16332 14499 16031 13267
## Neb 2227 60889 931 943 97245
## Nebl 176 256 106 250 384
## Necab1 284 492 218 689 785
## Necab2 9 3 0 14 8
## Necab3 55 148 113 423 232
## Necap1 411 792 518 663 779
## Necap2 128 139 192 73 79
## Nedd1 286 247 301 204 160
## Nedd4 14709 16714 14601 12280 11298
## Nedd4l 2064 2934 2251 3109 3419
## Nedd8 183 255 324 285 314
## Nedd9 681 859 786 796 536
## Nefh 1136 2087 1133 3598 4095
## Nefl 7627 16597 7293 31197 31497
## Nefm 3311 6595 3154 12573 12979
## Negr1 1290 1113 1204 1231 795
## Neil1 15 32 11 33 26
## Neil2 40 95 33 24 33
## Neil3 95 86 146 45 18
## Nek1 1946 1912 1832 3056 2953
## Nek10 13 0 1 0 0
## Nek11 0 25 10 21 10
## Nek2 38 98 56 27 7
## Nek3 77 132 101 55 100
## Nek4 252 217 222 284 332
## Nek5 3 9 1 6 7
## Nek6 829 1035 1040 569 498
## Nek7 3945 4839 4163 3381 3884
## Nek8 306 156 132 157 78
## Nek9 2447 3234 2962 2345 2507
## Nelfa 497 643 658 466 399
## Nelfb 347 414 466 278 313
## Nelfcd 192 163 181 176 242
## Nelfe 149 122 167 91 67
## Nell1 0 2 0 55 106
## Nell1os 0 0 0 4 0
## Nell2 9 6 2 4 40
## Nemf 2075 2164 1800 1520 1474
## Nenf 106 180 164 112 99
## Neo1 833 1138 871 989 1113
## Nepn 0 0 1 2 19
## Nes 3367 3178 3703 4012 3450
## Nespas 6 0 1 2 2
## Net1 878 909 1136 2135 952
## Neto1 76 118 87 144 123
## Neto2 463 453 458 378 516
## Neu1 380 336 409 315 275
## Neu2 0 2 0 0 10
## Neu3 408 412 385 275 249
## Neu4 3 0 0 0 0
## Neurl1a 68 119 120 58 233
## Neurl1b 253 236 204 102 121
## Neurl2 5 5 9 1 13
## Neurl3 828 303 1253 101 37
## Neurl4 349 572 457 377 324
## Neurod1 0 3 0 5 9
## Neurod2 0 0 0 0 0
## Neurod4 0 0 0 0 0
## Neurod6 0 0 0 1 0
## Neurog1 0 0 0 0 3
## Neurog2 0 0 0 0 0
## Neurog3 0 0 0 7 3
## Nexn 392 1459 325 437 1581
## Nf1 4822 4586 4651 3340 3200
## Nf2 898 1229 808 722 679
## Nfam1 444 314 778 90 35
## Nfasc 1723 2639 1663 4679 3997
## Nfat5 7374 9100 7842 6590 6151
## Nfatc1 1128 1125 1336 730 595
## Nfatc2 495 477 717 360 287
## Nfatc2ip 175 186 139 118 105
## Nfatc3 1612 1831 2009 1523 1282
## Nfatc4 94 130 56 21 46
## Nfe2 19 7 10 0 3
## Nfe2l1 3427 5062 4229 3989 5439
## Nfe2l2 2284 2652 2824 1730 1508
## Nfe2l3 224 312 182 104 123
## Nfia 6680 9237 5848 6261 5763
## Nfib 2851 2971 2946 2001 2948
## Nfic 2960 3947 3275 2459 2724
## Nfil3 44 90 22 80 54
## Nfix 1081 1595 1361 867 1167
## Nfkb1 1229 1404 1640 752 631
## Nfkb2 127 115 174 67 46
## Nfkbia 172 239 155 217 114
## Nfkbib 181 203 181 116 117
## Nfkbid 15 15 54 11 21
## Nfkbie 161 127 302 70 51
## Nfkbil1 11 17 31 9 9
## Nfkbiz 728 950 1167 352 282
## Nfrkb 583 660 678 509 382
## Nfs1 217 239 258 170 239
## Nfu1 154 189 233 184 259
## Nfx1 1167 1354 1162 911 771
## Nfxl1 826 549 762 230 174
## Nfya 1346 1511 1403 915 686
## Nfyb 281 448 314 232 275
## Nfyc 258 349 350 255 310
## Ngb 2 3 10 4 13
## Ngdn 125 163 144 100 75
## Ngef 3 5 27 7 6
## Ngf 177 160 112 29 24
## Ngfr 1658 3257 1586 3208 3561
## Ngfrap1 67 141 87 138 176
## Ngly1 885 842 811 816 779
## Ngp 38 645 4 82 30
## Ngrn 88 89 112 104 120
## Nhej1 39 31 34 26 34
## Nhlh1 0 0 0 0 3
## Nhlh2 0 2 3 4 0
## Nhlrc1 45 103 98 96 106
## Nhlrc2 668 545 632 433 413
## Nhlrc3 184 157 281 88 100
## Nhlrc4 25 38 14 6 15
## Nhp2 68 57 62 23 23
## Nhp2l1 609 563 637 489 634
## Nhs 213 360 207 188 221
## Nhsl1 366 374 383 191 175
## Nhsl2 1898 2729 1542 1726 1354
## Nicn1 283 405 257 309 446
## Nid1 31405 37541 36213 16836 8446
## Nid2 1488 1265 1823 1087 732
## Nif3l1 113 137 139 131 67
## Nifk 158 134 155 108 134
## Nim1k 69 102 42 60 96
## Nin 2261 2119 2075 1432 1031
## Ninj1 90 110 109 71 58
## Ninj2 8 0 11 0 2
## Ninl 84 86 55 44 70
## Nip7 1465 1703 1424 1216 1107
## Nipa1 285 460 294 397 393
## Nipa2 620 771 700 439 413
## Nipal1 1181 649 601 405 159
## Nipal2 155 237 86 169 177
## Nipal3 345 744 289 835 1045
## Nipal4 8 2 4 17 9
## Nipbl 6658 7591 6758 4862 3923
## Nipsnap1 73 113 127 93 158
## Nipsnap3a 0 0 0 0 0
## Nipsnap3b 252 148 238 197 190
## Nisch 2561 3249 2606 2181 1883
## Nit1 115 94 62 82 101
## Nit2 155 193 180 148 165
## Nkain1 68 115 131 68 127
## Nkain2 1986 1795 2026 1887 1566
## Nkain3 162 209 151 179 124
## Nkain4 65 55 91 20 16
## Nkap 716 928 724 560 526
## Nkapl 17 7 20 8 16
## Nkd1 92 72 116 155 151
## Nkd2 2795 2247 3463 961 380
## Nkg7 11 24 58 4 0
## Nkiras1 369 426 358 387 405
## Nkiras2 14 6 6 4 1
## Nkpd1 0 0 2 6 3
## Nkrf 276 284 286 314 329
## Nktr 5089 5611 5202 3592 3238
## Nkx1-1 0 0 0 0 0
## Nkx1-2 0 0 0 0 0
## Nkx2-1 409 571 347 293 247
## Nkx2-2 7 1 1 0 1
## Nkx2-2os 1 1 1 4 0
## Nkx2-3 0 0 0 0 0
## Nkx2-4 0 0 0 0 0
## Nkx2-5 0 0 0 0 0
## Nkx2-6 0 0 0 0 0
## Nkx2-9 15 6 0 32 4
## Nkx3-1 0 0 0 0 0
## Nkx3-2 4 0 0 0 0
## Nkx6-1 0 0 0 1 0
## Nkx6-2 0 4 0 2 1
## Nkx6-3 0 0 0 0 1
## Nle1 21 12 24 11 17
## Nlgn1 125 95 34 166 103
## Nlgn2 633 786 690 463 427
## Nlgn3 1068 977 1142 993 709
## Nlk 1734 1766 1768 1680 1741
## Nln 270 144 319 240 222
## Nlrc3 48 68 57 38 33
## Nlrc4 66 80 142 23 12
## Nlrc5 484 511 1045 186 172
## Nlrp10 80 57 50 1 21
## Nlrp12 18 4 7 1 0
## Nlrp14 0 0 0 0 0
## Nlrp1a 44 58 82 50 40
## Nlrp1b 163 86 168 14 4
## Nlrp1c-ps 0 0 0 0 0
## Nlrp2 0 0 3 0 0
## Nlrp3 95 72 137 35 15
## Nlrp4a 0 0 0 0 0
## Nlrp4b 0 0 0 0 0
## Nlrp4c 9 1 0 0 5
## Nlrp4e 0 0 0 0 0
## Nlrp4f 0 0 2 0 6
## Nlrp4g 2 0 0 3 2
## Nlrp5 12 11 9 5 8
## Nlrp5-ps 216 222 145 108 142
## Nlrp6 0 5 0 2 0
## Nlrp9a 0 0 0 0 0
## Nlrp9b 0 0 0 0 0
## Nlrp9c 0 0 0 0 0
## Nlrx1 199 180 171 182 118
## Nmb 54 142 11 186 223
## Nmbr 0 3 1 0 1
## Nmd3 615 633 576 482 465
## Nme1 136 150 135 230 196
## Nme2 229 344 404 257 353
## Nme3 39 87 67 42 44
## Nme4 38 12 56 13 15
## Nme5 37 35 53 47 28
## Nme6 55 110 66 18 48
## Nme7 187 320 236 165 110
## Nme8 0 1 0 0 3
## Nme9 19 0 0 0 0
## Nmi 117 110 228 107 66
## Nmnat1 9 8 18 5 18
## Nmnat2 569 631 522 644 583
## Nmnat3 113 87 124 97 227
## Nmral1 70 70 67 27 23
## Nmrk1 1887 1900 1771 1417 1406
## Nmrk2 83 156 71 49 617
## Nms 0 0 0 0 0
## Nmt1 341 363 368 293 290
## Nmt2 800 897 705 802 1030
## Nmu 3 0 4 0 1
## Nmur1 0 3 2 8 2
## Nmur2 0 0 0 0 0
## Nnat 104 80 136 111 130
## Nnmt 38 11 81 98 44
## Nnt 678 776 685 437 354
## Noa1 149 253 194 153 272
## Nob1 95 95 143 47 76
## Nobox 1 5 0 0 0
## Noc2l 226 291 284 234 167
## Noc3l 484 792 498 452 441
## Noc4l 46 96 107 50 96
## Nod1 292 409 468 286 332
## Nod2 15 21 40 9 28
## Nodal 1 2 0 2 1
## Nog 8 2 1 0 10
## Nol10 578 521 546 468 424
## Nol11 409 435 385 286 343
## Nol12 58 90 96 78 50
## Nol3 80 129 119 126 213
## Nol4 4 15 3 25 43
## Nol6 332 479 401 346 293
## Nol7 429 531 477 420 355
## Nol8 486 527 587 456 439
## Nol9 207 338 400 231 196
## Nolc1 177 231 264 221 281
## Nom1 431 507 482 323 303
## Nomo1 328 413 471 318 312
## Nono 2087 2518 2373 1632 1305
## Nop10 93 108 94 141 139
## Nop14 564 491 536 570 397
## Nop16 143 156 119 106 77
## Nop2 125 158 146 78 74
## Nop56 1211 1416 1472 1120 929
## Nop58 471 391 630 413 304
## Nop9 120 151 172 116 76
## Nos1 3 67 3 29 111
## Nos1ap 26 29 41 27 60
## Nos2 0 5 3 22 10
## Nos3 37 128 66 97 71
## Nosip 178 274 268 171 179
## Nostrin 121 124 239 64 30
## Notch1 935 1203 1367 750 695
## Notch2 3484 3188 4906 2515 2014
## Notch3 243 495 346 385 414
## Notch4 123 346 117 147 162
## Noto 0 0 0 0 0
## Notum 1 1 0 1 1
## Nov 1101 630 887 499 264
## Nova1 762 832 749 572 231
## Nova2 68 166 105 188 243
## Nox1 0 0 0 0 1
## Nox3 0 0 0 0 0
## Nox4 363 633 343 184 57
## Noxa1 0 0 0 0 0
## Noxo1 19 38 37 8 7
## Noxred1 10 3 13 36 18
## Npas1 14 23 7 18 12
## Npas2 78 46 35 27 16
## Npas3 86 85 146 85 35
## Npas4 2 5 5 0 2
## Npat 768 1048 978 789 610
## Npb 0 1 2 0 0
## Npbwr1 0 0 0 0 0
## Npc1 2219 2375 1960 1949 1848
## Npc1l1 0 10 7 7 12
## Npc2 583 822 1119 573 508
## Npcd 0 0 0 0 0
## Npdc1 254 361 245 242 236
## Npepl1 324 336 323 216 286
## Npepps 1174 1618 1199 1261 1244
## Npff 30 11 1 4 14
## Npffr1 0 0 0 0 0
## Npffr2 2 0 0 5 0
## Nphp1 216 190 169 139 120
## Nphp3 677 584 545 301 368
## Nphp4 31 38 32 37 46
## Nphs1 312 391 376 219 212
## Nphs1os 0 0 0 1 0
## Nphs2 55 11 20 3 16
## Npl 143 54 118 140 96
## Nploc4 634 974 653 718 768
## Npm1 4229 5037 4895 2937 2582
## Npm2 4 13 8 15 8
## Npm3 5 13 0 2 2
## Npm3-ps1 0 0 0 0 0
## Npnt 131 119 56 61 248
## Nppa 4 7 28 17 12
## Nppb 2 1 0 5 5
## Nppc 2 1 0 7 6
## Npr1 122 150 121 238 162
## Npr2 799 885 579 671 671
## Npr3 148 234 74 135 565
## Nprl2 40 67 30 43 55
## Nprl3 156 170 149 101 110
## Nps 2 0 1 0 3
## Npsr1 0 0 3 0 0
## Nptn 1990 2164 2157 1685 1605
## Nptx1 168 494 92 475 474
## Nptx2 42 95 28 54 65
## Nptxr 0 0 0 0 0
## Npvf 0 0 0 0 0
## Npw 0 0 0 0 1
## Npy 3 26 57 0 0
## Npy1r 765 980 790 684 453
## Npy2r 29 70 16 121 96
## Npy4r 0 0 1 1 0
## Npy5r 0 4 0 0 0
## Npy6r 0 2 0 0 0
## Nqo1 14 53 42 36 67
## Nqo2 1392 2221 1542 1041 1116
## Nr0b1 0 0 0 3 0
## Nr0b2 0 0 0 3 0
## Nr1d1 2950 3447 2674 2272 2637
## Nr1d2 2034 2984 2060 1655 1761
## Nr1h2 190 225 217 106 145
## Nr1h3 174 260 138 220 114
## Nr1h4 137 88 168 71 26
## Nr1h5 1 1 1 0 3
## Nr1i2 0 2 22 0 2
## Nr1i3 15 2 0 7 5
## Nr2c1 483 512 476 339 304
## Nr2c2 1712 2045 1660 1279 1224
## Nr2c2ap 16 25 16 18 17
## Nr2e1 7 8 5 4 2
## Nr2e3 0 0 0 0 0
## Nr2f1 85 66 90 45 68
## Nr2f2 4736 7231 3452 3195 1978
## Nr2f6 50 66 63 51 34
## Nr3c1 2344 1936 2794 2098 1930
## Nr3c2 426 352 305 458 447
## Nr4a1 384 556 427 375 379
## Nr4a2 727 613 702 1360 871
## Nr4a3 18 31 20 33 12
## Nr5a1 0 0 0 0 0
## Nr5a2 41 11 25 27 59
## Nr6a1 320 253 246 322 310
## Nradd 24 30 30 9 12
## Nrap 94 2466 29 36 2203
## Nrarp 19 45 48 26 80
## Nras 3745 3860 3954 2483 2487
## Nrbf2 136 169 133 122 158
## Nrbp1 854 1097 876 689 644
## Nrbp2 3431 5105 3185 7106 5765
## Nrcam 869 956 931 1122 1144
## Nrd1 4814 5552 5394 3674 4212
## Nrde2 95 126 105 84 38
## Nrep 648 533 891 326 617
## Nrf1 580 657 675 446 391
## Nrg1 187 303 268 620 667
## Nrg2 13 36 23 10 20
## Nrg3 49 131 59 241 202
## Nrg3os 2 4 7 18 35
## Nrg4 279 38 278 1063 851
## Nrgn 0 0 0 6 3
## Nrip1 823 1189 989 822 619
## Nrip2 46 72 31 91 82
## Nrip3 198 353 248 437 430
## Nrk 18 9 2 23 7
## Nrl 0 0 0 0 0
## Nrm 199 227 229 78 80
## Nrn1 766 837 818 1420 1087
## Nrn1l 0 8 7 4 6
## Nron 544 550 556 487 319
## Nrp 7 2 2 3 0
## Nrp1 2187 2097 2684 1630 1748
## Nrp2 4365 5692 3789 4421 3689
## Nrros 554 498 1044 209 127
## Nrsn1 11 79 15 83 116
## Nrsn2 8 14 34 43 48
## Nrtn 0 0 0 0 2
## Nrxn1 594 1334 562 2182 2816
## Nrxn2 55 138 75 163 181
## Nrxn3 133 309 110 240 461
## Nsa2 1173 1477 1155 765 925
## Nsd1 9141 10142 9874 7073 6386
## Nsdhl 526 542 415 801 1020
## Nsf 884 1319 854 1840 2039
## Nsfl1c 437 443 433 398 343
## Nsg1 64 45 50 69 59
## Nsg2 55 164 139 389 298
## Nsl1 458 530 568 377 327
## Nsmaf 1312 1097 1476 662 664
## Nsmce1 141 150 204 90 105
## Nsmce2 616 726 673 643 550
## Nsmce4a 161 233 164 98 116
## Nsmf 329 462 403 407 345
## Nsun2 485 520 606 359 467
## Nsun3 312 258 328 256 292
## Nsun4 213 197 201 89 161
## Nsun5 68 89 99 58 85
## Nsun6 155 152 160 143 99
## Nsun7 30 67 41 39 14
## Nt5c 95 143 116 92 93
## Nt5c1a 3 8 7 0 7
## Nt5c1b 1 2 0 2 3
## Nt5c2 513 750 377 411 408
## Nt5c3 214 321 301 226 196
## Nt5c3b 47 60 108 74 48
## Nt5dc1 301 310 367 175 227
## Nt5dc2 13 62 30 3 8
## Nt5dc3 473 661 477 434 505
## Nt5e 1165 863 1223 597 269
## Nt5m 113 184 144 133 182
## Ntan1 251 334 270 234 213
## Ntf3 2 1 0 4 4
## Ntf5 0 0 0 0 0
## Nthl1 29 25 15 41 25
## Ntm 20 35 35 57 82
## Ntmt1 35 39 47 34 17
## Ntn1 876 790 1281 401 245
## Ntn3 34 16 44 44 28
## Ntn4 457 827 531 237 161
## Ntn5 90 85 24 4 7
## Ntng1 1920 1894 1516 1450 1348
## Ntng2 129 128 153 81 122
## Ntpcr 144 95 123 48 50
## Ntrk1 34 74 34 78 133
## Ntrk2 9111 7741 8515 6277 5252
## Ntrk3 826 1173 530 1586 1831
## Nts 7 76 15 27 5
## Ntsr1 0 0 0 0 3
## Ntsr2 0 1 22 13 16
## Nuak1 240 282 241 262 289
## Nuak2 63 137 134 42 12
## Nub1 330 411 358 228 299
## Nubp1 68 63 95 49 35
## Nubp2 72 78 125 70 99
## Nubpl 95 65 65 68 135
## Nucb1 934 939 1033 518 448
## Nucb2 933 955 1298 331 291
## Nucks1 3654 3497 3473 2565 2469
## Nudc 165 321 338 263 270
## Nudcd1 162 200 143 173 185
## Nudcd2 82 86 118 67 61
## Nudcd3 895 1115 1233 776 879
## Nudt1 46 6 27 14 33
## Nudt10 8 27 9 33 25
## Nudt11 4 8 7 32 37
## Nudt12 65 53 62 158 254
## Nudt13 207 195 273 236 229
## Nudt14 35 6 8 8 24
## Nudt15 46 35 22 39 76
## Nudt16 538 528 690 429 368
## Nudt16l1 53 44 52 31 60
## Nudt17 43 42 62 26 31
## Nudt18 48 47 33 52 82
## Nudt19 81 135 167 164 242
## Nudt2 33 19 29 30 49
## Nudt21 251 227 243 143 201
## Nudt22 63 39 47 27 38
## Nudt3 502 527 551 626 622
## Nudt4 2171 2301 2356 2358 3175
## Nudt5 75 126 125 98 96
## Nudt6 1061 1081 844 580 373
## Nudt7 320 250 272 420 426
## Nudt8 10 9 7 5 17
## Nudt9 305 422 398 352 332
## Nuf2 15 37 56 31 5
## Nufip1 298 279 203 187 156
## Nufip2 4976 5576 5822 4323 3827
## Nuggc 0 0 0 0 0
## Numa1 1363 1755 1462 1102 953
## Numb 992 1298 1218 1084 901
## Numbl 319 391 255 216 154
## Nup107 240 282 286 191 272
## Nup133 247 294 239 249 270
## Nup153 1098 1185 1402 836 809
## Nup155 1487 1555 1426 1205 1029
## Nup160 1020 995 972 718 644
## Nup188 476 478 470 394 296
## Nup205 501 510 470 281 351
## Nup210 384 217 583 44 84
## Nup210l 34 82 81 74 32
## Nup214 1244 1612 1403 1057 926
## Nup35 216 201 241 140 110
## Nup37 101 68 63 33 24
## Nup43 159 164 238 154 155
## Nup50 646 655 663 612 648
## Nup54 236 293 264 274 184
## Nup62 386 460 502 327 300
## Nup62-il4i1 1 8 3 2 4
## Nup62cl 0 0 0 3 1
## Nup85 194 256 255 152 135
## Nup88 733 873 869 639 624
## Nup93 552 1104 566 1011 1358
## Nup98 2181 2291 2247 1424 1416
## Nupl1 793 833 715 615 481
## Nupl2 226 277 174 166 153
## Nupr1 82 273 140 71 59
## Nupr1l 0 20 0 7 1
## Nus1 1090 1123 1141 889 913
## Nusap1 114 205 155 94 36
## Nutf2 26 65 39 56 28
## Nutf2-ps1 0 0 0 0 0
## Nutm1 2 0 0 0 4
## Nvl 575 677 751 436 459
## Nwd1 374 585 474 280 334
## Nwd2 660 459 258 358 535
## Nxf1 3147 3620 3619 2482 1850
## Nxf2 11 22 16 11 5
## Nxf3 0 0 0 0 0
## Nxf7 12 4 0 7 0
## Nxn 42 91 101 42 74
## Nxnl1 9 12 56 22 55
## Nxnl2 2 0 0 1 4
## Nxpe2 86 173 195 225 308
## Nxpe3 163 219 198 142 177
## Nxpe4 161 149 134 133 175
## Nxpe5 39 13 34 12 3
## Nxph1 8 19 23 25 37
## Nxph2 0 0 0 0 0
## Nxph3 3 0 0 8 3
## Nxph4 0 4 0 6 0
## Nxt1 50 51 43 13 18
## Nxt2 748 800 668 696 599
## Nyap1 32 57 24 53 39
## Nyap2 10 42 34 42 46
## Nynrin 566 809 639 402 335
## Nyx 6 18 3 13 7
## Oacyl 23 54 47 4 48
## Oaf 477 707 510 243 142
## Oard1 171 186 162 70 144
## Oas1a 196 169 567 16 14
## Oas1b 125 211 283 54 48
## Oas1c 69 47 71 43 65
## Oas1d 0 0 0 0 0
## Oas1e 0 0 0 0 0
## Oas1f 1 0 4 0 0
## Oas1g 131 120 424 13 5
## Oas1h 17 24 22 6 0
## Oas2 1216 1985 3097 242 74
## Oas3 929 1366 2492 61 40
## Oasl1 42 40 135 3 0
## Oasl2 4896 6191 10571 1446 984
## Oat 818 994 916 609 623
## Oaz1 1 0 0 0 0
## Oaz1-ps 0 0 0 0 0
## Oaz2 693 965 716 789 990
## Oaz3 49 70 110 123 83
## Obfc1 157 103 149 87 99
## Obox1 0 0 0 0 0
## Obox2 0 0 0 0 0
## Obox3 0 2 0 0 0
## Obox5 0 0 0 0 0
## Obox6 0 0 0 0 0
## Obp1a 0 0 0 0 0
## Obp2a 0 0 0 1 0
## Obp2b 0 1 0 0 3
## Obscn 54 1639 17 26 2547
## Obsl1 202 203 170 96 102
## Oc90 3 17 4 3 17
## Oca2 0 0 0 1 0
## Ocel1 75 108 89 88 66
## Ociad1 1351 1570 1642 1365 1485
## Ociad2 317 426 341 287 445
## Ocln 35 40 32 37 42
## Ocm 0 0 0 1 0
## Ocrl 1017 1102 966 963 945
## Ocstamp 2 1 0 1 0
## Odam 0 0 0 0 0
## Odc1 608 1128 608 548 828
## Odf1 0 0 0 0 0
## Odf2 429 596 455 244 319
## Odf2l 199 249 253 172 162
## Odf3 1 2 0 7 1
## Odf3b 1 0 2 0 0
## Odf3l1 24 3 19 7 30
## Odf3l2 0 39 0 3 13
## Odf4 0 0 0 0 10
## Ofcc1 3 0 0 0 3
## Ofd1 512 457 485 339 323
## Ogdh 3600 3825 3713 5330 8283
## Ogdhl 3 2 0 9 22
## Ogfod1 643 1040 699 813 1006
## Ogfod2 89 96 74 97 86
## Ogfod3 97 104 82 101 103
## Ogfr 81 58 82 63 29
## Ogfrl1 1822 2896 2213 2128 1982
## Ogg1 30 25 34 27 12
## Ogn 2629 3560 2076 7337 4956
## Ogt 5412 6593 5026 3920 3717
## Oip5 57 78 41 39 47
## Oit1 0 0 0 0 0
## Oit3 8 0 14 0 1
## Ola1 669 742 839 832 1016
## Olah 0 0 0 0 0
## Olfm1 632 992 942 741 814
## Olfm2 18 48 39 8 33
## Olfm3 1 1 10 21 30
## Olfm4 0 1 0 2 0
## Olfml1 381 267 382 202 139
## Olfml2a 388 534 338 161 140
## Olfml2b 805 515 752 722 448
## Olfml3 1327 1968 1057 543 296
## Olfr1 0 0 0 0 0
## Olfr10 0 0 0 0 0
## Olfr100 0 0 0 0 0
## Olfr1000 0 0 0 0 0
## Olfr1002 0 0 0 0 0
## Olfr1006 0 0 0 0 0
## Olfr1008 0 0 0 0 0
## Olfr1009 0 0 0 0 0
## Olfr101 5 1 6 0 0
## Olfr1010 0 0 0 0 0
## Olfr1012 0 0 0 0 0
## Olfr1013 0 0 0 0 0
## Olfr1014 0 0 0 0 0
## Olfr1015 0 0 0 0 0
## Olfr1016 0 0 0 0 0
## Olfr1018 0 0 0 0 0
## Olfr1019 0 0 0 0 0
## Olfr102 0 0 0 0 0
## Olfr1020 0 0 0 0 0
## Olfr1022 0 0 0 0 0
## Olfr1023 0 0 0 0 0
## Olfr1024 0 0 0 0 0
## Olfr1026 0 0 0 0 0
## Olfr1028 0 0 2 0 0
## Olfr1029 1 17 1 1 0
## Olfr103 0 0 0 0 0
## Olfr1030 1 0 1 0 0
## Olfr1031 0 0 7 0 0
## Olfr1032 0 0 0 0 0
## Olfr1033 225 251 166 120 91
## Olfr1034 19 46 21 7 11
## Olfr1036 0 0 0 0 0
## Olfr1037 0 0 0 0 0
## Olfr1038-ps 0 0 0 0 0
## Olfr1039 0 0 0 0 0
## Olfr1040 0 0 0 0 0
## Olfr1042 0 0 0 0 0
## Olfr1043 0 0 0 0 0
## Olfr1044 0 0 0 0 0
## Olfr1045 0 0 0 0 0
## Olfr1046 0 0 0 0 0
## Olfr1047 0 0 0 0 0
## Olfr1048 0 0 0 0 0
## Olfr1049 0 0 0 0 0
## Olfr1051 0 0 0 0 0
## Olfr1052 0 0 0 0 0
## Olfr1053 0 0 0 0 0
## Olfr1054 0 0 0 0 0
## Olfr1055 0 0 0 0 0
## Olfr1056 0 0 0 0 0
## Olfr1057 0 0 0 0 0
## Olfr1058 0 0 0 0 0
## Olfr1061 0 0 0 0 0
## Olfr1062 0 0 0 0 0
## Olfr1065 0 0 0 0 0
## Olfr1066 0 0 0 0 0
## Olfr107 0 0 0 0 0
## Olfr1076 0 0 0 0 0
## Olfr1077-ps1 0 0 0 0 0
## Olfr1079 0 0 0 0 0
## Olfr108 0 0 0 0 0
## Olfr1080 0 0 0 0 0
## Olfr1082 0 0 0 0 0
## Olfr1084 0 0 0 1 0
## Olfr1085 0 0 0 0 0
## Olfr1086 0 0 0 0 0
## Olfr1087 0 0 0 0 0
## Olfr1089 0 0 0 0 0
## Olfr109 0 0 0 0 0
## Olfr1090 0 0 0 0 0
## Olfr1093 0 0 0 0 0
## Olfr1094 0 0 0 0 0
## Olfr1095 0 0 0 0 0
## Olfr1097 0 0 0 0 0
## Olfr1098 0 0 0 0 0
## Olfr1099 0 0 0 0 0
## Olfr11 6 0 0 16 0
## Olfr110 0 0 3 0 0
## Olfr1100 0 0 0 0 0
## Olfr1101 0 0 0 0 0
## Olfr1102 0 0 0 0 0
## Olfr1104 0 0 0 0 0
## Olfr1105 0 0 0 0 0
## Olfr1106 0 0 0 0 0
## Olfr1107 0 0 0 0 0
## Olfr1109 0 0 0 0 0
## Olfr111 0 0 0 0 0
## Olfr1110 0 0 0 0 0
## Olfr1111 0 0 0 0 0
## Olfr1112 0 0 0 0 0
## Olfr1113 0 0 0 0 0
## Olfr1115 0 0 0 0 0
## Olfr1116-ps 0 0 0 0 0
## Olfr1118 0 0 0 0 0
## Olfr112 0 0 2 0 0
## Olfr1120 0 0 0 0 0
## Olfr1121 0 0 0 0 0
## Olfr1122 0 0 0 0 0
## Olfr1123 0 0 0 0 0
## Olfr1124 0 0 0 0 0
## Olfr1126 0 0 0 0 0
## Olfr1128 0 0 0 0 0
## Olfr1129 0 0 0 0 0
## Olfr113 0 0 0 0 0
## Olfr1130 0 0 0 0 0
## Olfr1131 0 0 0 0 0
## Olfr1132 0 0 0 0 0
## Olfr1133 0 0 0 0 0
## Olfr1134 0 0 0 0 0
## Olfr1135 0 0 0 0 0
## Olfr1136 0 0 0 0 0
## Olfr1137 0 0 0 0 0
## Olfr1138 0 0 0 0 0
## Olfr114 2 0 0 0 0
## Olfr1140 0 0 0 0 0
## Olfr1141 0 0 0 0 0
## Olfr1143 0 0 0 0 0
## Olfr1145 0 0 0 0 0
## Olfr1148 0 0 0 0 0
## Olfr115 0 0 1 0 0
## Olfr1151 0 0 0 0 0
## Olfr1152 0 0 0 0 0
## Olfr1153 0 0 0 0 0
## Olfr1154 0 0 0 0 0
## Olfr1155 0 0 0 0 0
## Olfr1156 0 0 0 0 0
## Olfr1157 0 0 0 0 0
## Olfr1158 0 0 0 0 0
## Olfr116 0 0 0 0 0
## Olfr1160 0 0 0 0 0
## Olfr1161 0 0 0 0 0
## Olfr1162 0 0 0 0 0
## Olfr1163 0 0 0 0 0
## Olfr1164 0 0 0 0 0
## Olfr1166 0 0 0 0 0
## Olfr1167 0 0 0 0 0
## Olfr1168 0 0 0 0 0
## Olfr117 0 0 0 0 0
## Olfr1170 0 0 0 0 0
## Olfr1173 0 0 0 0 0
## Olfr1176 0 0 0 0 0
## Olfr1178 0 0 0 0 0
## Olfr1179 0 0 0 0 0
## Olfr118 0 0 0 0 0
## Olfr1180 0 0 0 0 0
## Olfr1181 0 0 0 0 0
## Olfr1182 0 0 0 0 0
## Olfr1183 0 0 0 0 0
## Olfr1184 0 0 0 0 0
## Olfr1186 0 0 0 0 0
## Olfr1188 0 0 0 0 0
## Olfr1189 0 0 0 0 0
## Olfr119 0 0 0 0 0
## Olfr1193 0 0 0 0 0
## Olfr1195 0 0 0 0 0
## Olfr1196 0 0 0 0 0
## Olfr1197 0 0 0 0 0
## Olfr1198 0 0 0 0 0
## Olfr1199 0 0 0 0 0
## Olfr12 0 0 0 0 0
## Olfr120 0 0 0 0 0
## Olfr1200 0 0 0 0 0
## Olfr1201 0 0 0 0 0
## Olfr1202 0 0 0 0 0
## Olfr1204 0 0 0 0 0
## Olfr1205 0 0 0 0 0
## Olfr1206 0 0 0 0 0
## Olfr1208 0 0 0 0 0
## Olfr1209 0 0 0 0 0
## Olfr121 0 0 0 0 0
## Olfr1211 0 0 0 0 0
## Olfr1212 0 0 0 0 0
## Olfr1213 0 0 0 0 0
## Olfr1214 0 0 0 0 0
## Olfr1215 0 0 0 0 0
## Olfr1216 0 0 0 0 0
## Olfr1217 0 0 0 0 0
## Olfr1218 0 0 0 0 0
## Olfr1219 0 0 0 0 0
## Olfr122 0 0 0 0 0
## Olfr1220 0 0 0 0 0
## Olfr1221 0 0 0 0 0
## Olfr1222 0 0 0 0 0
## Olfr1223 0 0 0 0 0
## Olfr1225 0 0 0 0 0
## Olfr1226 0 0 0 0 0
## Olfr1228 0 0 0 0 0
## Olfr1229 0 0 0 0 0
## Olfr123 0 0 0 0 0
## Olfr1230 0 0 0 0 0
## Olfr1231 0 0 0 0 0
## Olfr1232 0 0 0 0 0
## Olfr1233 0 0 0 0 0
## Olfr1234 0 0 0 0 0
## Olfr1238 0 0 0 0 0
## Olfr1239 0 0 0 0 0
## Olfr124 0 0 0 0 0
## Olfr1240 0 0 0 0 0
## Olfr1241 0 0 0 0 0
## Olfr1242 0 0 0 0 0
## Olfr1243 0 0 0 0 0
## Olfr1245 0 0 0 0 0
## Olfr1246 0 0 0 0 0
## Olfr1247 0 0 0 0 0
## Olfr1248 0 0 0 0 0
## Olfr1249 0 0 0 0 0
## Olfr125 0 0 0 0 0
## Olfr1250 0 0 0 0 0
## Olfr1251 0 0 0 0 0
## Olfr1252 0 0 0 0 0
## Olfr1253 0 0 0 0 0
## Olfr1254 0 0 0 0 0
## Olfr1255 0 0 0 0 0
## Olfr1256 0 0 0 0 0
## Olfr1257 0 0 0 0 0
## Olfr1258 1 6 0 0 0
## Olfr1259 0 1 2 3 0
## Olfr126 0 0 0 0 0
## Olfr1260 0 0 0 0 0
## Olfr1261 0 0 0 0 0
## Olfr1262 0 0 0 0 0
## Olfr1263 0 0 0 0 0
## Olfr1264 0 0 0 0 0
## Olfr1265 0 0 0 0 0
## Olfr1269 0 0 0 0 0
## Olfr127 0 0 0 0 0
## Olfr1270 0 0 0 0 0
## Olfr1271 0 0 0 0 0
## Olfr1272 0 0 0 0 0
## Olfr1273-ps 0 0 0 0 0
## Olfr1274-ps 1 0 0 0 0
## Olfr1275 0 0 0 0 0
## Olfr1276 0 0 0 0 0
## Olfr1277 0 0 0 0 0
## Olfr1278 0 0 0 0 0
## Olfr1279 0 0 0 0 0
## Olfr128 0 0 0 0 0
## Olfr1280 0 0 0 0 0
## Olfr1281 0 0 0 0 0
## Olfr1282 0 0 0 0 0
## Olfr1283 0 0 0 0 0
## Olfr1284 0 0 0 0 0
## Olfr1286 0 0 0 0 0
## Olfr1287 0 0 0 0 0
## Olfr1288 0 0 0 0 0
## Olfr1289 0 0 0 0 0
## Olfr129 0 0 0 0 1
## Olfr1290 0 0 0 0 0
## Olfr1294 0 0 0 0 0
## Olfr1295 0 0 0 0 0
## Olfr1297 0 0 0 0 0
## Olfr1298 0 0 0 0 0
## Olfr1299 0 0 0 0 0
## Olfr13 0 0 0 0 0
## Olfr130 0 0 0 2 0
## Olfr1300-ps1 0 0 0 0 0
## Olfr1301 0 0 0 0 0
## Olfr1302 0 0 0 0 0
## Olfr1303 0 0 0 0 0
## Olfr1305 0 0 0 0 0
## Olfr1306 0 0 0 0 0
## Olfr1307 0 0 0 0 0
## Olfr1308 0 0 0 0 0
## Olfr1309 0 0 0 0 0
## Olfr131 0 0 3 0 0
## Olfr1310 0 0 0 0 0
## Olfr1311 0 0 0 0 0
## Olfr1312 0 0 0 0 0
## Olfr1313 0 0 0 0 0
## Olfr1314 0 0 0 0 0
## Olfr1316 1 5 2 0 0
## Olfr1317 0 0 0 0 0
## Olfr1318 6 4 0 0 0
## Olfr132 0 0 0 0 0
## Olfr1320 0 0 0 0 0
## Olfr1321 0 0 0 0 0
## Olfr1322 0 0 0 0 0
## Olfr1323 0 0 0 0 0
## Olfr1324 0 0 0 6 5
## Olfr1325 0 0 0 0 0
## Olfr1328 0 0 0 0 0
## Olfr1329 0 0 0 0 0
## Olfr133 0 0 0 0 0
## Olfr1330 0 0 0 0 0
## Olfr1331 0 0 0 0 0
## Olfr1333 0 0 0 0 0
## Olfr1335 0 0 0 0 0
## Olfr1336 0 0 0 0 0
## Olfr1337 0 0 0 0 0
## Olfr1338 0 0 0 0 0
## Olfr1339 0 0 0 0 0
## Olfr134 0 0 0 0 0
## Olfr1340 0 0 0 0 0
## Olfr1341 0 0 0 0 0
## Olfr1342 0 0 0 0 0
## Olfr1344 0 0 0 0 2
## Olfr1346 0 0 0 0 0
## Olfr1347 0 0 0 0 0
## Olfr1348 0 0 0 0 0
## Olfr1349 0 0 0 0 0
## Olfr135 0 0 0 0 0
## Olfr1350 0 0 0 0 0
## Olfr1351 0 0 0 0 0
## Olfr1352 0 0 0 0 0
## Olfr1353 0 0 0 0 0
## Olfr1354 0 0 0 0 0
## Olfr1355 0 0 0 0 0
## Olfr1356 0 0 0 0 0
## Olfr1357 0 0 0 0 0
## Olfr1359 0 0 0 0 0
## Olfr136 0 0 0 0 0
## Olfr1360 0 0 0 0 0
## Olfr1361 0 0 0 0 0
## Olfr1362 2 0 0 0 0
## Olfr1364 1 3 4 2 2
## Olfr1366 1 2 0 0 0
## Olfr1367 0 0 0 0 1
## Olfr1368 0 0 0 0 0
## Olfr137 0 0 0 0 0
## Olfr1370 0 0 0 0 0
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## Olfr902 0 0 0 0 0
## Olfr904 0 0 0 0 0
## Olfr905 0 0 0 0 0
## Olfr906 0 0 0 0 0
## Olfr907 0 0 0 0 0
## Olfr908 0 0 0 0 0
## Olfr91 0 0 0 0 0
## Olfr910 0 0 0 0 0
## Olfr911-ps1 0 0 0 0 0
## Olfr912 0 0 0 0 0
## Olfr913 0 0 0 0 0
## Olfr914 0 0 0 0 0
## Olfr915 3 0 0 0 0
## Olfr916 0 0 0 0 0
## Olfr917 0 0 0 0 0
## Olfr918 0 0 0 0 0
## Olfr919 0 0 0 0 0
## Olfr92 0 0 0 0 0
## Olfr920 79 12 65 65 71
## Olfr921 0 0 0 1 0
## Olfr922 0 0 0 0 0
## Olfr923 0 0 0 0 0
## Olfr924 0 0 0 0 0
## Olfr926 0 0 0 0 0
## Olfr93 0 0 0 0 0
## Olfr930 0 0 0 0 0
## Olfr933 0 0 0 0 0
## Olfr934 0 0 0 0 0
## Olfr935 0 0 0 0 0
## Olfr936 0 0 0 0 0
## Olfr937 0 0 0 0 0
## Olfr938 0 0 0 0 0
## Olfr94 0 0 0 0 0
## Olfr943 0 0 0 0 0
## Olfr944 0 0 0 0 0
## Olfr945 0 0 0 0 0
## Olfr947-ps1 0 0 0 0 0
## Olfr948 0 0 0 0 0
## Olfr95 0 0 0 0 0
## Olfr951 0 0 0 0 0
## Olfr952 0 0 0 0 0
## Olfr954 0 0 0 0 0
## Olfr955 0 0 0 0 0
## Olfr957 0 0 0 0 0
## Olfr958 0 0 0 0 0
## Olfr959 0 0 0 0 0
## Olfr96 0 0 0 0 0
## Olfr960 0 0 0 0 0
## Olfr961 0 0 0 0 0
## Olfr963 0 0 0 0 0
## Olfr965 0 0 0 0 0
## Olfr967 0 0 0 0 0
## Olfr968 0 0 0 0 0
## Olfr969 0 0 0 0 0
## Olfr97 0 0 0 0 0
## Olfr970 0 0 0 0 0
## Olfr971 0 0 0 0 0
## Olfr972 0 0 0 0 0
## Olfr974 0 0 0 0 0
## Olfr975 0 0 0 0 0
## Olfr976 0 0 0 0 0
## Olfr978 0 0 0 0 0
## Olfr979 0 0 0 0 0
## Olfr98 23 22 182 2 0
## Olfr980 0 0 0 0 0
## Olfr981 0 0 0 0 0
## Olfr982 0 0 0 0 0
## Olfr983 0 0 0 0 0
## Olfr984 0 0 0 0 0
## Olfr985 0 4 0 0 0
## Olfr986 0 0 0 0 0
## Olfr987 0 0 0 0 0
## Olfr988 0 0 0 0 0
## Olfr99 81 60 67 8 8
## Olfr992 0 0 0 0 0
## Olfr993 0 0 0 0 0
## Olfr994 0 0 0 0 0
## Olfr995 0 0 0 0 0
## Olfr996 0 0 0 0 0
## Olfr998 0 0 0 0 0
## Olig1 6 0 0 3 8
## Olig2 0 0 0 5 1
## Olig3 0 3 0 0 1
## Olr1 162 61 209 26 18
## Oma1 193 210 289 138 172
## Omd 933 1157 826 761 579
## Omg 410 347 514 417 414
## Omp 49 20 35 23 17
## Omt2a 0 0 0 0 0
## Omt2b 0 0 0 0 0
## Onecut1 3 3 2 7 20
## Onecut2 288 468 217 690 983
## Onecut3 2 2 5 2 3
## Ooep 19 27 27 25 35
## Oog1 0 0 0 0 0
## Oog2 0 0 0 0 0
## Oog3 0 0 0 0 0
## Oog4 0 0 0 0 0
## Oosp1 0 0 1 0 0
## Oosp2 0 5 0 0 0
## Oosp3 0 0 0 0 0
## Opa1 2263 2629 2162 2776 3679
## Opa3 162 228 150 258 235
## Opalin 4 0 1 0 0
## Opcml 363 428 266 877 871
## Ophn1 948 1260 794 803 616
## Oplah 129 160 148 353 365
## Opn1mw 5 16 5 5 0
## Opn1sw 60 79 93 46 30
## Opn3 69 26 104 53 25
## Opn4 7 35 6 3 22
## Opn5 0 18 0 1 6
## Oprd1 39 35 68 109 142
## Oprk1 6 7 26 33 116
## Oprl1 2 6 11 9 38
## Oprm1 276 266 357 219 249
## Optc 6 1 1 5 0
## Optn 259 310 201 437 690
## Orai1 96 98 118 50 51
## Orai2 166 161 248 86 123
## Orai3 684 854 909 640 586
## Oraov1 184 196 207 129 153
## Orc1 341 408 334 346 237
## Orc2 432 502 442 403 310
## Orc3 3911 4014 3793 3076 2766
## Orc4 862 983 744 526 500
## Orc5 275 287 172 197 198
## Orc6 155 227 137 175 121
## Orm1 37 5 12 41 76
## Orm2 125 78 212 58 35
## Orm3 31 3 28 7 15
## Ormdl1 160 159 146 79 132
## Ormdl2 152 119 136 89 66
## Ormdl3 300 260 340 556 587
## Os9 647 710 693 424 446
## Osbp 659 738 716 566 605
## Osbp2 32 80 31 61 62
## Osbpl10 11 30 20 38 61
## Osbpl11 576 666 532 532 506
## Osbpl1a 576 638 636 918 1061
## Osbpl2 554 707 549 500 695
## Osbpl3 677 1314 720 1403 1492
## Osbpl5 280 269 257 244 264
## Osbpl6 778 1342 513 781 1134
## Osbpl7 240 318 309 201 198
## Osbpl8 1385 1479 1580 1082 991
## Osbpl9 1366 1746 1352 1387 1732
## Oscar 4 22 0 18 14
## Oscp1 93 80 94 60 54
## Oser1 153 310 164 110 125
## Osgep 334 227 250 181 175
## Osgepl1 223 295 228 176 290
## Osgin1 33 45 56 18 13
## Osgin2 200 229 233 173 210
## Osm 1 18 14 4 0
## Osmr 3334 4104 2927 1885 968
## Osr1 66 88 40 58 28
## Osr2 92 202 81 145 90
## Ost4 960 1034 1392 822 784
## Ostc 236 161 442 150 127
## Ostf1 2219 2275 2043 1612 1710
## Ostm1 502 548 492 394 339
## Ostn 0 0 0 0 0
## Otc 0 0 1 1 0
## Otoa 8 20 15 19 6
## Otof 2 0 0 2 17
## Otog 0 6 0 0 4
## Otogl 0 5 3 5 2
## Otol1 0 0 0 0 0
## Otop1 121 103 212 505 703
## Otop2 0 0 0 0 0
## Otop3 0 0 0 0 0
## Otor 0 0 0 0 0
## Otos 0 0 2 3 0
## Otp 0 0 0 0 0
## Ott 0 0 0 0 0
## OTTMUSG00000016609 0 0 0 0 0
## Otub1 199 297 205 296 268
## Otub2 102 141 116 87 104
## Otud1 284 442 350 294 179
## Otud3 16 30 15 42 35
## Otud4 2078 2230 2454 1746 1797
## Otud5 790 1152 971 669 579
## Otud6a 0 0 0 2 0
## Otud6b 710 791 590 673 652
## Otud7a 1 7 19 62 55
## Otud7b 4545 7632 4252 6008 4242
## Otulin 186 202 221 102 74
## Otx1 0 0 2 1 4
## Otx2 0 0 0 0 0
## Otx2os1 0 0 0 0 0
## Ovca2 104 80 167 92 141
## Ovch2 0 0 0 0 0
## Ovgp1 62 80 39 35 55
## Ovol1 29 21 16 15 16
## Ovol2 0 0 0 0 0
## Ovol3 8 3 7 11 1
## Oxa1l 602 707 631 512 517
## Oxct1 1747 2322 1676 2502 2942
## Oxct2a 0 6 0 0 0
## Oxct2b 0 0 0 2 0
## Oxgr1 1 0 0 0 0
## Oxld1 6 9 16 22 15
## Oxnad1 89 143 132 115 201
## Oxr1 1009 1309 1208 1426 1963
## Oxsm 237 184 150 171 219
## Oxsr1 1220 1390 1265 1054 975
## Oxt 0 0 0 0 0
## Oxtr 425 118 574 1058 268
## P2rx1 26 1 14 2 3
## P2rx2 0 0 2 0 6
## P2rx3 257 961 228 1346 1515
## P2rx4 355 430 597 304 219
## P2rx5 47 23 39 58 58
## P2rx6 22 34 21 41 149
## P2rx7 2086 1906 2739 1559 1064
## P2ry1 738 863 808 798 677
## P2ry10 65 44 188 9 1
## P2ry12 329 187 426 190 138
## P2ry13 298 245 477 97 70
## P2ry14 554 426 434 206 113
## P2ry2 364 330 317 265 190
## P2ry4 20 19 14 11 15
## P2ry6 454 243 505 148 58
## P4ha1 872 1017 975 706 512
## P4ha2 270 379 183 286 153
## P4ha3 1370 1817 2226 1277 673
## P4hb 2225 2285 2724 1308 1036
## P4htm 17 45 31 31 17
## Pa2g4 1154 1248 1358 1001 896
## Pabpc1 16173 17513 15227 9669 8153
## Pabpc1l 12 8 13 1 16
## Pabpc2 0 0 0 0 0
## Pabpc4 145 290 213 162 327
## Pabpc4l 82 63 85 48 29
## Pabpc5 32 19 28 36 42
## Pabpc6 4 0 0 0 0
## Pabpn1 662 777 690 723 496
## Pabpn1l 1 0 0 4 1
## Pacrg 34 48 17 37 48
## Pacrgl 236 270 243 169 93
## Pacs1 765 656 818 437 407
## Pacs2 2045 2203 2245 2385 2275
## Pacsin1 63 196 71 262 339
## Pacsin2 1888 2008 2018 1649 1658
## Pacsin3 140 365 145 151 339
## Padi1 1 1 1 1 0
## Padi2 1226 1384 1422 2024 1655
## Padi3 0 0 11 1 0
## Padi4 51 30 24 32 23
## Padi6 0 0 0 0 0
## Paf1 499 827 539 495 336
## Pafah1b1 4696 5700 4946 5759 6616
## Pafah1b2 3191 3263 3251 3444 3228
## Pafah1b3 22 5 18 9 12
## Pafah2 77 166 120 125 180
## Pag1 1961 1979 2224 1587 1173
## Pagr1a 87 242 142 102 99
## Pah 0 0 0 0 3
## Paics 5233 7268 5571 5266 5080
## Paip1 411 413 345 244 279
## Paip2 811 1122 815 948 997
## Paip2b 611 839 536 677 666
## Pak1 2348 2258 3005 1250 1092
## Pak1ip1 101 150 141 157 158
## Pak2 2144 2324 2687 1592 1287
## Pak3 521 464 480 567 553
## Pak4 678 995 895 540 410
## Pak6 15 34 12 15 5
## Pak7 11 8 0 19 8
## Palb2 75 58 78 41 45
## Pald1 221 280 242 182 277
## Palld 121 142 216 130 246
## Palm 216 400 252 327 266
## Palm2 237 721 326 1162 1368
## Palm3 166 198 145 325 465
## Palmd 560 546 346 739 940
## Pam 1951 2208 2061 1103 875
## Pam16 78 55 74 82 71
## Pamr1 196 87 181 384 177
## Pan2 531 566 544 541 404
## Pan3 1951 2338 2289 1311 1036
## Pank1 753 677 635 1633 2776
## Pank2 772 884 833 576 589
## Pank3 4976 4211 4844 7509 6059
## Pank4 161 232 152 104 99
## Panx1 118 189 95 106 139
## Panx2 27 36 19 83 135
## Panx3 0 0 0 0 3
## Paox 51 31 11 15 16
## Papd4 929 820 906 571 368
## Papd5 1259 1468 1261 1176 1081
## Papd7 276 304 525 238 174
## Papl 2 0 0 0 0
## Papln 25 32 40 36 47
## Papola 5649 6143 7135 4404 3662
## Papolb 100 108 140 151 137
## Papolg 693 664 760 528 459
## Pappa 2814 5097 2909 1596 335
## Pappa2 51 52 48 24 80
## Papss1 484 370 479 372 321
## Papss2 823 1027 692 784 538
## Paqr3 47 26 43 43 35
## Paqr4 100 175 122 193 179
## Paqr5 51 216 66 167 197
## Paqr6 203 151 133 153 138
## Paqr7 256 223 323 141 161
## Paqr8 440 1015 400 952 756
## Paqr9 238 303 349 1018 1975
## Pard3 665 1171 672 510 506
## Pard3b 918 1089 757 870 858
## Pard6a 16 14 18 12 15
## Pard6b 15 7 1 86 115
## Pard6g 80 98 30 67 75
## Parg 484 642 630 399 353
## Park2 153 91 93 173 134
## Park7 64 163 119 149 196
## Parl 114 138 170 119 101
## Parm1 343 677 273 1371 1970
## Parn 758 887 616 623 452
## Parp1 589 664 916 685 772
## Parp10 213 188 247 125 81
## Parp11 289 307 392 115 92
## Parp12 881 836 1261 524 348
## Parp14 4203 2993 5945 1708 1018
## Parp16 74 88 101 66 51
## Parp2 711 691 790 419 324
## Parp3 918 1024 1164 565 572
## Parp4 1539 1574 1300 1041 821
## Parp6 542 775 660 641 802
## Parp8 1326 1138 2201 576 508
## Parp9 650 571 970 246 219
## Parpbp 31 39 37 14 10
## Pars2 39 34 25 36 42
## Parva 3076 3476 3331 2829 2043
## Parvb 305 450 339 303 380
## Parvg 255 143 317 33 9
## Pask 34 29 69 13 16
## Pate2 4 9 8 1 11
## Pate4 0 0 0 1 1
## Patl1 1114 1550 1404 973 1091
## Patl2 8 8 1 26 4
## Patz1 228 227 239 183 158
## Paupar 0 0 0 0 0
## Pawr 87 54 52 39 33
## Pax1 3 10 1 2 0
## Pax2 1 0 0 0 5
## Pax3 9 3 2 1 5
## Pax4 0 0 0 0 0
## Pax5 0 0 13 3 1
## Pax6 12 11 9 17 6
## Pax6os1 0 0 0 0 0
## Pax7 0 5 0 0 8
## Pax8 0 0 0 3 4
## Pax9 167 397 155 87 65
## Paxbp1 2186 2441 2642 1613 1432
## Paxip1 1207 1468 1226 911 963
## Pbdc1 265 181 334 193 121
## Pbk 26 71 51 42 9
## Pbld1 450 418 425 315 245
## Pbld2 33 45 46 32 52
## Pbp2 0 0 1 0 0
## Pbrm1 3762 4183 3702 2852 2656
## Pbsn 0 0 0 0 0
## Pbx1 4652 4672 4324 2736 2318
## Pbx2 268 334 333 243 235
## Pbx3 394 483 391 375 311
## Pbx4 9 8 7 13 1
## Pbxip1 1194 2016 1416 835 1109
## Pcbd1 64 59 70 72 89
## Pcbd2 147 177 216 132 137
## Pcbp1 249 310 287 182 190
## Pcbp2 1056 1206 1162 962 1001
## Pcbp3 220 472 259 434 605
## Pcbp4 120 108 139 143 133
## Pcca 478 438 434 732 1167
## Pccb 501 446 425 832 1097
## Pcdh1 1563 1462 1866 1468 1122
## Pcdh10 78 226 100 222 312
## Pcdh11x 80 92 63 153 131
## Pcdh12 11 24 54 9 31
## Pcdh15 10 11 45 19 47
## Pcdh17 123 319 154 364 392
## Pcdh18 333 339 264 169 165
## Pcdh19 1759 3136 1378 617 491
## Pcdh20 2314 4539 946 359 82
## Pcdh7 2882 2759 2673 2150 1827
## Pcdh8 4 0 3 1 4
## Pcdh9 635 853 1052 2719 2399
## Pcdha1 0 0 11 1 7
## Pcdha10 2 9 8 1 8
## Pcdha11 9 7 0 18 15
## Pcdha12 3 18 11 7 28
## Pcdha2 1 9 0 6 15
## Pcdha3 2 8 4 15 39
## Pcdha4 1 1 0 1 0
## Pcdha4-g 0 0 0 0 0
## Pcdha5 7 1 7 5 17
## Pcdha6 9 2 5 13 9
## Pcdha7 12 6 2 2 11
## Pcdha8 3 13 5 12 6
## Pcdha9 3 9 4 5 12
## Pcdhac1 5 10 15 17 38
## Pcdhac2 209 287 228 345 273
## Pcdhb1 0 0 4 0 1
## Pcdhb10 64 97 104 24 51
## Pcdhb11 95 110 149 32 64
## Pcdhb12 198 362 151 76 79
## Pcdhb13 364 355 215 112 108
## Pcdhb14 422 502 350 156 151
## Pcdhb15 117 287 108 77 75
## Pcdhb16 1266 1617 1101 552 460
## Pcdhb17 593 955 572 255 215
## Pcdhb18 329 357 192 143 113
## Pcdhb19 188 228 254 106 103
## Pcdhb2 32 83 122 14 25
## Pcdhb20 206 249 199 73 65
## Pcdhb21 102 111 73 28 51
## Pcdhb22 201 305 181 170 109
## Pcdhb3 47 29 51 37 70
## Pcdhb4 138 194 179 146 118
## Pcdhb5 86 55 70 42 58
## Pcdhb6 29 62 88 12 15
## Pcdhb7 73 93 166 33 47
## Pcdhb8 64 57 60 69 56
## Pcdhb9 161 138 119 44 48
## Pcdhga1 104 125 85 59 62
## Pcdhga10 320 349 262 197 222
## Pcdhga11 271 293 323 216 161
## Pcdhga12 213 229 146 111 103
## Pcdhga2 81 141 68 52 41
## Pcdhga3 276 325 223 132 168
## Pcdhga4 127 99 66 69 132
## Pcdhga5 614 630 515 385 302
## Pcdhga6 243 235 171 161 114
## Pcdhga7 269 397 201 179 185
## Pcdhga8 208 212 156 165 152
## Pcdhga9 259 179 179 153 191
## Pcdhgb1 794 1016 758 434 242
## Pcdhgb2 216 152 154 126 137
## Pcdhgb4 321 455 272 156 205
## Pcdhgb5 317 363 219 200 163
## Pcdhgb6 162 202 130 87 101
## Pcdhgb7 180 226 143 100 103
## Pcdhgb8 211 222 147 99 82
## Pcdhgc3 541 518 685 353 271
## Pcdhgc4 77 59 57 80 67
## Pcdhgc5 221 149 196 49 45
## Pced1a 300 347 342 240 184
## Pced1b 189 189 122 99 151
## Pcf11 1850 2125 1973 1464 1443
## Pcgf1 67 225 109 89 89
## Pcgf2 263 312 316 211 245
## Pcgf3 632 776 779 523 480
## Pcgf5 132 144 124 163 130
## Pcgf6 186 174 127 128 172
## Pcid2 185 164 199 172 208
## Pcif1 194 203 209 191 107
## Pck1 1976 82 2079 12226 4459
## Pck2 153 354 143 121 139
## Pclo 1114 2156 1099 4483 5446
## Pcm1 5083 5778 4559 4444 4372
## Pcmt1 443 507 480 535 646
## Pcmtd1 2596 3026 2424 2878 3294
## Pcmtd2 446 598 521 451 481
## Pcna 653 869 817 470 457
## Pcnp 1447 1807 1482 1234 1179
## Pcnt 539 751 655 432 438
## Pcnx 3264 3109 3066 2153 2242
## Pcnxl2 32 117 52 128 168
## Pcnxl3 713 562 722 540 443
## Pcnxl4 311 472 366 322 325
## Pcolce 1804 2242 2395 954 472
## Pcolce2 82 45 71 102 84
## Pcp2 23 11 7 8 25
## Pcp4 254 416 190 956 1173
## Pcp4l1 421 701 504 876 909
## Pcsk1 41 77 55 132 137
## Pcsk1n 21 44 20 85 124
## Pcsk2 389 423 333 580 638
## Pcsk2os1 21 0 11 35 37
## Pcsk2os2 16 49 23 10 29
## Pcsk4 35 15 30 38 47
## Pcsk5 217 236 180 420 230
## Pcsk6 182 150 166 316 253
## Pcsk7 333 493 345 335 296
## Pcsk9 18 26 15 27 20
## Pctp 39 29 52 74 69
## Pcx 133 80 106 335 310
## Pcyox1 825 880 1031 852 1239
## Pcyox1l 41 54 77 68 76
## Pcyt1a 994 1380 1229 1041 1191
## Pcyt1b 185 356 270 476 658
## Pcyt2 25 53 76 50 127
## Pdap1 911 1003 1103 763 707
## Pdc 0 0 0 0 0
## Pdcd1 2 3 14 0 0
## Pdcd10 613 772 861 688 609
## Pdcd11 700 715 578 432 316
## Pdcd1lg2 32 0 58 2 0
## Pdcd2 197 233 264 161 155
## Pdcd2l 122 105 143 72 91
## Pdcd4 1528 2022 1614 1194 936
## Pdcd5 991 1050 1057 928 934
## Pdcd6 468 487 369 350 364
## Pdcd6ip 3664 4040 4032 3235 2906
## Pdcd7 93 49 77 89 99
## Pdcl 354 324 375 280 294
## Pdcl2 2 1 2 0 24
## Pdcl3 218 282 292 224 327
## Pddc1 41 66 50 40 32
## Pde10a 366 654 288 403 544
## Pde11a 41 31 9 38 64
## Pde12 143 188 238 150 184
## Pde1a 1720 2606 1355 1043 754
## Pde1b 89 68 75 54 26
## Pde1c 428 1486 267 1338 1707
## Pde2a 141 238 207 377 492
## Pde3a 161 246 150 99 64
## Pde3b 1366 652 1333 2323 1973
## Pde4a 238 288 384 140 522
## Pde4b 746 775 767 351 539
## Pde4c 173 204 116 169 148
## Pde4d 749 1717 701 1437 1873
## Pde4dip 1484 4887 1622 1529 4780
## Pde5a 278 395 319 366 190
## Pde6a 9 4 1 16 16
## Pde6b 43 39 37 45 28
## Pde6c 12 5 14 19 5
## Pde6d 91 66 78 100 105
## Pde6g 2 28 4 3 0
## Pde6h 0 1 0 0 0
## Pde7a 1080 1252 1186 583 813
## Pde7b 1498 1780 1533 954 560
## Pde8a 790 787 842 499 347
## Pde8b 644 548 634 389 318
## Pde9a 73 76 56 54 24
## Pdf 187 219 274 182 253
## Pdgfa 3823 3965 3924 1520 1278
## Pdgfb 96 105 163 74 68
## Pdgfc 109 76 59 104 95
## Pdgfd 47 48 52 40 48
## Pdgfra 2654 4690 1868 1238 828
## Pdgfrb 980 1373 770 622 629
## Pdgfrl 156 177 202 33 29
## Pdha1 1139 1164 1184 2708 4400
## Pdha2 0 0 0 0 0
## Pdhb 1273 1211 1435 2390 4314
## Pdhx 268 336 275 405 713
## Pdia2 12 6 5 9 5
## Pdia3 5338 4613 6823 3285 2417
## Pdia4 1322 1171 1881 854 546
## Pdia5 57 43 102 52 72
## Pdia6 704 584 879 657 343
## Pdik1l 255 291 325 149 173
## Pdilt 0 0 0 0 1
## Pdk1 480 472 407 605 1061
## Pdk2 852 1404 790 1609 2928
## Pdk3 300 248 227 207 187
## Pdk4 804 1626 835 2614 3149
## Pdlim1 331 623 601 248 201
## Pdlim2 182 382 270 188 75
## Pdlim3 66 465 27 31 518
## Pdlim4 584 483 640 249 160
## Pdlim5 3484 4295 3409 2207 2177
## Pdlim7 443 589 521 254 262
## Pdp1 1704 1222 1286 755 655
## Pdp2 298 290 409 563 515
## Pdpk1 1840 2259 1865 1950 1963
## Pdpn 333 369 266 91 56
## Pdpr 375 541 320 376 479
## Pdrg1 2194 1592 1591 1086 840
## Pds5a 2093 2286 2210 1307 1354
## Pds5b 3077 3437 3110 2017 2022
## Pdss1 156 112 145 109 125
## Pdss2 84 87 140 103 117
## Pdx1 0 0 0 0 0
## Pdxdc1 1493 1680 1367 1173 1152
## Pdxk 854 1243 943 750 609
## Pdxk-ps 5 1 4 3 6
## Pdxp 10 10 28 22 27
## Pdyn 0 4 0 0 0
## Pdzd11 607 918 650 694 630
## Pdzd2 3800 3095 4189 3613 3480
## Pdzd3 3 1 13 5 12
## Pdzd4 312 578 354 382 370
## Pdzd7 31 98 42 65 59
## Pdzd8 2743 3237 2683 2925 2920
## Pdzd9 57 36 71 104 54
## Pdzk1 91 76 93 88 114
## Pdzk1ip1 0 0 0 0 2
## Pdzrn3 1536 2000 1574 933 1132
## Pdzrn4 0 12 0 4 4
## Pea15a 4481 4738 5787 5082 4619
## Pea15b 0 0 0 0 0
## Peak1 6509 8232 5982 3394 2289
## Pear1 359 644 325 216 183
## Pebp1 1563 1830 1697 1985 2468
## Pebp4 5 11 0 0 0
## Pecam1 467 707 655 399 575
## Pecr 86 70 43 62 84
## Pef1 109 117 93 105 93
## Peg10 740 954 687 592 401
## Peg12 3 2 2 2 3
## Peg13 1528 2097 1600 1932 1580
## Peg3 1468 3119 1422 3153 3407
## Peg3os 0 0 0 0 0
## Peli1 726 1646 913 571 461
## Peli2 2241 2774 1536 2629 2145
## Peli3 2 16 10 15 19
## Pelo 190 186 212 104 107
## Pelp1 153 206 170 112 124
## Pemt 2 27 13 14 30
## Penk 44 370 45 74 134
## Peo1 125 161 108 107 63
## Pepd 149 111 169 175 158
## Per1 298 1470 358 977 481
## Per2 277 974 307 424 357
## Per3 1472 2161 1560 1509 1419
## Peril 4 0 0 0 2
## Perm1 23 146 69 39 217
## Perp 376 648 227 302 200
## Pes1 328 328 335 246 276
## Pet100 230 197 240 184 233
## Pet112 97 103 155 116 173
## Pet117 0 0 0 0 0
## Pet2 0 0 0 0 0
## Pex1 424 402 391 399 462
## Pex10 89 150 140 93 98
## Pex11a 26 41 73 72 51
## Pex11b 116 247 167 168 162
## Pex11g 28 7 19 28 32
## Pex12 112 158 170 126 120
## Pex13 581 634 613 964 1054
## Pex14 77 83 73 109 106
## Pex16 65 29 29 28 22
## Pex19 734 775 652 862 1001
## Pex2 254 270 275 215 251
## Pex26 104 153 168 111 194
## Pex3 399 365 374 372 399
## Pex5 175 156 193 210 212
## Pex5l 1133 1486 977 1533 1165
## Pex6 145 180 155 179 241
## Pex7 200 202 223 277 240
## Pf4 39 34 64 37 23
## Pfas 453 555 508 346 339
## Pfdn1 69 108 131 75 95
## Pfdn2 152 149 127 155 183
## Pfdn4 22 21 41 27 25
## Pfdn5 187 271 323 151 226
## Pfkfb1 116 116 101 167 239
## Pfkfb2 1264 1652 1142 949 1076
## Pfkfb3 1112 683 1261 3220 2035
## Pfkfb4 206 177 308 91 87
## Pfkl 165 111 168 244 508
## Pfkm 149 723 176 283 1402
## Pfkp 588 851 769 1224 1231
## Pfn1 1139 1216 1721 842 641
## Pfn2 279 368 317 617 682
## Pfn3 0 0 0 0 0
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## Brat1 192
## Brca1 114
## Brca2 245
## Brcc3 1255
## Brd1 1078
## Brd2 3348
## Brd3 705
## Brd4 4172
## Brd7 554
## Brd8 1534
## Brd9 582
## Brdt 154
## Bre 314
## Brf1 438
## Brf2 22
## Bri3 252
## Bri3bp 458
## Bricd5 0
## Brinp1 139
## Brinp2 145
## Brinp3 15
## Brip1 438
## Brix1 188
## Brk1 475
## Brms1 78
## Brms1l 996
## Brox 1166
## Brpf1 361
## Brpf3 423
## Brs3 0
## Brsk1 149
## Brsk2 470
## Brwd1 3035
## Brwd3 1224
## Bscl2 328
## Bsdc1 496
## Bsg 2139
## Bsn 7066
## Bsnd 0
## Bsph1 8
## Bsph2 0
## Bspry 15
## Bst1 49
## Bst2 49
## Bsx 0
## Btaf1 1369
## Btbd1 1015
## Btbd10 368
## Btbd11 129
## Btbd16 49
## Btbd17 35
## Btbd18 14
## Btbd19 542
## Btbd2 287
## Btbd3 2774
## Btbd6 104
## Btbd7 1011
## Btbd8 103
## Btbd9 419
## Btc 113
## Btd 292
## Btf3 343
## Btf3l4 1184
## Btg1 537
## Btg2 91
## Btg3 0
## Btg4 0
## Btk 57
## Btla 138
## Btn1a1 4
## Btn2a2 13
## Btnl1 4
## Btnl10 7
## Btnl2 5
## Btnl4 0
## Btnl5-ps 9
## Btnl6 4
## Btnl9 76
## Btrc 675
## Bub1 59
## Bub1b 31
## Bub3 841
## Bud13 49
## Bud31 153
## Bves 145
## Bysl 147
## Bzrap1 35
## Bzw1 1475
## Bzw2 202
## C030006K11Rik 42
## C030007H22Rik 0
## C030013G03Rik 0
## C030016D13Rik 27
## C030018K13Rik 0
## C030023E24Rik 205
## C030029H02Rik 0
## C030034I22Rik 72
## C030034L19Rik 103
## C030037D09Rik 22
## C030039L03Rik 320
## C030046E11Rik 1047
## C130021I20Rik 33
## C130026I21Rik 4
## C130026L21Rik 0
## C130030K03Rik 56
## C130036L24Rik 11
## C130046K22Rik 324
## C130050O18Rik 28
## C130060C02Rik 26
## C130060K24Rik 14
## C130071C03Rik 66
## C130074G19Rik 414
## C130079G13Rik 0
## C130080G10Rik 0
## C130083M11Rik 126
## C1d 231
## C1galt1 421
## C1galt1c1 570
## C1qa 23
## C1qb 351
## C1qbp 277
## C1qc 343
## C1ql1 2
## C1ql2 0
## C1ql3 566
## C1ql4 5
## C1qtnf1 480
## C1qtnf2 12
## C1qtnf3 10
## C1qtnf4 1
## C1qtnf5 0
## C1qtnf6 37
## C1qtnf7 81
## C1qtnf9 51
## C1ra 114
## C1rb 0
## C1rl 38
## C1s1 1358
## C1s2 0
## C2 155
## C230004F18Rik 347
## C230024C17Rik 3
## C230029M16 0
## C230035I16Rik 13
## C230037L18Rik 42
## C230052I12Rik 86
## C230079O03Rik 0
## C230091D08Rik 1278
## C2cd2 644
## C2cd2l 293
## C2cd3 624
## C2cd4a 0
## C2cd4b 0
## C2cd4c 79
## C2cd4d 22
## C2cd5 1715
## C3 1147
## C330006A16Rik 853
## C330007P06Rik 1209
## C330011F03Rik 6
## C330013E15Rik 8
## C330013F16Rik 0
## C330018D20Rik 155
## C330021F23Rik 3
## C330022C24Rik 0
## C330024C12Rik 6
## C330024D21Rik 97
## C330027C09Rik 55
## C330046G13Rik 0
## C3ar1 381
## C430002E04Rik 1
## C430002N11Rik 6
## C430049B03Rik 10
## C4a 17
## C4b 1480
## C4bp 9
## C4bp-ps1 5
## C530005A16Rik 64
## C530008M17Rik 547
## C530044C16Rik 14
## C5ar1 105
## C5ar2 86
## C6 181
## C630028M04Rik 0
## C630031E19Rik 136
## C630043F03Rik 77
## C7 134
## C730002L08Rik 11
## C730027H18Rik 0
## C730036E19Rik 0
## C77080 1508
## C77370 103
## C78339 153
## C86187 10
## C86695 0
## C87198 0
## C87414 0
## C87436 107
## C87499 4
## C87977 0
## C8a 0
## C8b 0
## C8g 35
## C9 0
## C920006O11Rik 49
## C920009B18Rik 52
## C920021L13Rik 65
## C920025E04Rik 18
## Caap1 90
## Cab39 1955
## Cab39l 1367
## Cabin1 762
## Cables1 89
## Cables2 560
## Cabp1 63
## Cabp2 0
## Cabp4 18
## Cabp5 1
## Cabp7 12
## Cabs1 0
## Cabyr 111
## Cacfd1 627
## Cachd1 745
## Cacna1a 1248
## Cacna1b 6124
## Cacna1c 2253
## Cacna1d 190
## Cacna1e 558
## Cacna1f 11
## Cacna1g 61
## Cacna1h 492
## Cacna1i 41
## Cacna1s 18
## Cacna2d1 2762
## Cacna2d2 715
## Cacna2d3 228
## Cacna2d4 22
## Cacnb1 221
## Cacnb2 98
## Cacnb3 1688
## Cacnb4 3329
## Cacng1 2
## Cacng2 93
## Cacng3 17
## Cacng4 6
## Cacng5 192
## Cacng6 0
## Cacng7 356
## Cacng8 0
## Cactin 31
## Cacul1 1601
## Cacybp 550
## Cad 248
## Cadm1 4440
## Cadm2 3824
## Cadm3 16520
## Cadm4 658
## Cadps 7173
## Cadps2 546
## Cage1 32
## Calb1 231
## Calb2 12
## Calca 4937
## Calcb 514
## Calcoco1 1166
## Calcoco2 28
## Calcr 0
## Calcrl 699
## Cald1 6503
## Calhm1 0
## Calhm2 137
## Calm1 34220
## Calm2 19730
## Calm3 2692
## Calm4 0
## Calm5 0
## Calml3 10
## Calml4 48
## Caln1 9
## Calr 1723
## Calr3 38
## Calr4 110
## Calu 2655
## Caly 0
## Camk1 80
## Camk1d 1647
## Camk1g 208
## Camk2a 4091
## Camk2b 304
## Camk2d 3399
## Camk2g 2657
## Camk2n1 1300
## Camk2n2 177
## Camk4 1655
## Camkk1 46
## Camkk2 182
## Camkmt 182
## Camkv 12
## Caml 133
## Camp 22
## Camsap1 1547
## Camsap2 6400
## Camsap3 184
## Camta1 6351
## Camta2 883
## Cand1 2820
## Cand2 409
## Cant1 174
## Canx 6203
## Cap1 1783
## Cap2 335
## Capg 283
## Capn1 402
## Capn10 124
## Capn11 7
## Capn12 14
## Capn13 0
## Capn15 165
## Capn2 4616
## Capn3 13
## Capn5 2631
## Capn6 179
## Capn7 1887
## Capn8 1
## Capn9 28
## Capns1 9839
## Capns2 6
## Caprin1 6040
## Caprin2 281
## Caps2 1
## Capsl 14
## Capza1 1767
## Capza2 1903
## Capza3 0
## Capzb 1909
## Car1 16
## Car10 2760
## Car11 428
## Car12 95
## Car13 452
## Car14 18
## Car15 49
## Car2 604
## Car3 2180
## Car4 21
## Car5a 311
## Car5b 658
## Car6 0
## Car7 30
## Car8 192
## Car9 11
## Card10 150
## Card11 74
## Card14 13
## Card6 244
## Card9 17
## Carf 546
## Carhsp1 403
## Carkd 110
## Carm1 534
## Carns1 563
## Cars 137
## Cars2 120
## Cartpt 16
## Casc1 11
## Casc3 728
## Casc4 4915
## Casc5 71
## Casd1 1190
## Cask 2493
## Caskin1 1254
## Caskin2 493
## Casp1 238
## Casp12 453
## Casp14 0
## Casp2 275
## Casp3 107
## Casp4 528
## Casp6 29
## Casp7 91
## Casp8 303
## Casp8ap2 1271
## Casp9 369
## Casq1 108
## Casq2 213
## Casr 33
## Cass4 18
## Cast 2192
## Casz1 1622
## Cat 8984
## Catip 20
## Catsper1 7
## Catsper2 160
## Catsper3 11
## Catsper4 0
## Catsperb 6
## Catsperd 3
## Catsperg1 70
## Catsperg2 3
## Cav1 2809
## Cav2 1047
## Cav3 0
## Cbfa2t2 723
## Cbfa2t3 178
## Cbfb 3847
## Cbl 2780
## Cblb 2328
## Cblc 6
## Cbll1 767
## Cbln1 18
## Cbln2 104
## Cbln3 238
## Cbln4 0
## Cbr1 220
## Cbr2 62
## Cbr3 29
## Cbr4 217
## Cbs 1
## Cbwd1 164
## Cbx1 186
## Cbx2 68
## Cbx3 1579
## Cbx4 230
## Cbx5 5530
## Cbx6 575
## Cbx7 748
## Cbx8 30
## Cby1 53
## Cc2d1a 162
## Cc2d1b 411
## Cc2d2a 800
## Ccar1 2000
## Ccar2 242
## Ccbe1 65
## Ccbl1 102
## Ccbl2 75
## Ccdc101 386
## Ccdc102a 115
## Ccdc103 5
## Ccdc104 1117
## Ccdc105 10
## Ccdc106 17
## Ccdc107 41
## Ccdc108 1
## Ccdc109b 40
## Ccdc11 7
## Ccdc110 0
## Ccdc112 258
## Ccdc113 3
## Ccdc114 29
## Ccdc115 202
## Ccdc116 15
## Ccdc117 265
## Ccdc12 61
## Ccdc120 57
## Ccdc121 0
## Ccdc122 54
## Ccdc124 108
## Ccdc125 71
## Ccdc126 81
## Ccdc127 1079
## Ccdc129 0
## Ccdc13 52
## Ccdc130 69
## Ccdc132 1070
## Ccdc134 64
## Ccdc135 0
## Ccdc136 535
## Ccdc137 278
## Ccdc138 145
## Ccdc14 69
## Ccdc141 1672
## Ccdc142 32
## Ccdc144b 0
## Ccdc146 31
## Ccdc147 1
## Ccdc148 80
## Ccdc149 181
## Ccdc15 216
## Ccdc150 25
## Ccdc151 6
## Ccdc152 77
## Ccdc153 5
## Ccdc154 0
## Ccdc155 0
## Ccdc157 394
## Ccdc158 7
## Ccdc159 70
## Ccdc160 43
## Ccdc162 57
## Ccdc163 193
## Ccdc166 87
## Ccdc167 893
## Ccdc169 9
## Ccdc17 51
## Ccdc170 36
## Ccdc171 402
## Ccdc172 233
## Ccdc173 114
## Ccdc174 322
## Ccdc175 1
## Ccdc176 73
## Ccdc177 11
## Ccdc178 0
## Ccdc18 34
## Ccdc181 285
## Ccdc183 0
## Ccdc184 121
## Ccdc185 0
## Ccdc19 1
## Ccdc22 30
## Ccdc23 14
## Ccdc24 2
## Ccdc25 688
## Ccdc27 13
## Ccdc28a 121
## Ccdc28b 94
## Ccdc3 961
## Ccdc30 121
## Ccdc32 89
## Ccdc33 31
## Ccdc34 255
## Ccdc34os 25
## Ccdc36 18
## Ccdc37 764
## Ccdc38 20
## Ccdc39 283
## Ccdc40 94
## Ccdc42 23
## Ccdc42b 0
## Ccdc43 193
## Ccdc47 4947
## Ccdc50 2378
## Ccdc51 5
## Ccdc53 145
## Ccdc54 2
## Ccdc55 1103
## Ccdc57 65
## Ccdc58 159
## Ccdc59 109
## Ccdc6 1893
## Ccdc60 63
## Ccdc61 69
## Ccdc62 151
## Ccdc63 8
## Ccdc64 34
## Ccdc64b 17
## Ccdc65 4
## Ccdc66 929
## Ccdc67 12
## Ccdc68 134
## Ccdc69 27
## Ccdc7 4
## Ccdc70 0
## Ccdc71 137
## Ccdc71l 203
## Ccdc73 173
## Ccdc74a 138
## Ccdc77 328
## Ccdc78 37
## Ccdc79 24
## Ccdc8 5
## Ccdc80 102
## Ccdc81 4
## Ccdc82 7695
## Ccdc83 2
## Ccdc84 68
## Ccdc85a 599
## Ccdc85b 127
## Ccdc85c 11
## Ccdc86 63
## Ccdc87 11
## Ccdc88a 2665
## Ccdc88b 10
## Ccdc88c 94
## Ccdc89 38
## Ccdc9 162
## Ccdc90b 313
## Ccdc91 381
## Ccdc92 2538
## Ccdc93 888
## Ccdc94 50
## Ccdc96 16
## Ccdc97 554
## Ccer1 4
## Cchcr1 13
## Ccin 6
## Cck 1
## Cckar 313
## Cckbr 19
## Ccl1 2
## Ccl11 2129
## Ccl12 30
## Ccl17 27
## Ccl19 28
## Ccl2 137
## Ccl20 0
## Ccl21a 0
## Ccl21b 0
## Ccl21c 0
## Ccl22 33
## Ccl24 1
## Ccl25 20
## Ccl26 0
## Ccl27a 168
## Ccl27b 0
## Ccl28 88
## Ccl3 0
## Ccl4 0
## Ccl5 7
## Ccl6 39
## Ccl7 85
## Ccl8 10
## Ccl9 411
## Ccm2 255
## Ccm2l 55
## Ccna1 1
## Ccna2 130
## Ccnb1 43
## Ccnb1ip1 0
## Ccnb2 56
## Ccnb3 12
## Ccnc 705
## Ccnd1 4342
## Ccnd2 1286
## Ccnd3 223
## Ccndbp1 835
## Ccne1 48
## Ccne2 52
## Ccnf 22
## Ccng1 3399
## Ccng2 322
## Ccnh 228
## Ccni 3548
## Ccnj 192
## Ccnjl 32
## Ccnk 661
## Ccnl1 897
## Ccnl2 790
## Ccno 0
## Ccnt1 881
## Ccnt2 851
## Ccny 1579
## Ccnyl1 350
## Ccp110 1849
## Ccpg1 3314
## Ccpg1os 81
## Ccr1 9
## Ccr10 11
## Ccr1l1 0
## Ccr2 601
## Ccr3 0
## Ccr4 71
## Ccr5 110
## Ccr6 4
## Ccr7 0
## Ccr8 0
## Ccr9 75
## Ccrl2 67
## Ccrn4l 170
## Ccs 72
## Ccsap 40
## Ccser1 111
## Ccser2 15647
## Cct2 1379
## Cct3 489
## Cct4 635
## Cct5 930
## Cct6a 3416
## Cct6b 12
## Cct7 1132
## Cct8 1324
## Cct8l1 4
## Ccz1 367
## Cd101 0
## Cd109 285
## Cd14 12
## Cd151 1942
## Cd160 59
## Cd163 111
## Cd163l1 0
## Cd164 4753
## Cd164l2 4
## Cd177 48
## Cd180 206
## Cd19 18
## Cd1d1 19
## Cd1d2 0
## Cd2 4
## Cd200 2245
## Cd200r1 14
## Cd200r2 0
## Cd200r3 3
## Cd200r4 4
## Cd207 0
## Cd209a 89
## Cd209b 2
## Cd209c 351
## Cd209d 2
## Cd209e 0
## Cd209f 21
## Cd209g 13
## Cd22 35
## Cd226 28
## Cd244 30
## Cd247 5
## Cd248 97
## Cd24a 19269
## Cd27 73
## Cd274 599
## Cd276 150
## Cd28 2
## Cd2ap 4700
## Cd2bp2 378
## Cd300a 962
## Cd300c 1
## Cd300e 0
## Cd300lb 8
## Cd300ld 51
## Cd300lf 45
## Cd300lg 86
## Cd300lh 3
## Cd302 177
## Cd320 212
## Cd33 608
## Cd34 682
## Cd36 889
## Cd37 40
## Cd38 603
## Cd3d 10
## Cd3e 1
## Cd3eap 92
## Cd3g 2
## Cd4 24
## Cd40 44
## Cd40lg 2
## Cd44 5039
## Cd46 164
## Cd47 4444
## Cd48 66
## Cd5 20
## Cd52 50
## Cd53 228
## Cd55 7605
## Cd59a 4153
## Cd59b 29
## Cd5l 8
## Cd6 4
## Cd63 588
## Cd68 238
## Cd69 5
## Cd7 2
## Cd70 0
## Cd72 59
## Cd74 8071
## Cd79a 17
## Cd79b 8
## Cd80 33
## Cd81 4209
## Cd82 153
## Cd83 50
## Cd84 489
## Cd86 43
## Cd8a 9
## Cd8b1 13
## Cd9 2026
## Cd93 1043
## Cd96 42
## Cd97 725
## Cd99l2 4689
## Cda 54
## Cdadc1 1004
## Cdan1 697
## Cdc123 1364
## Cdc14a 374
## Cdc14b 532
## Cdc16 450
## Cdc20 17
## Cdc20b 0
## Cdc23 573
## Cdc25a 85
## Cdc25b 101
## Cdc25c 2
## Cdc26 123
## Cdc27 2426
## Cdc34 91
## Cdc37 225
## Cdc37l1 1708
## Cdc40 1386
## Cdc42 3547
## Cdc42bpa 7417
## Cdc42bpb 1091
## Cdc42bpg 71
## Cdc42ep1 226
## Cdc42ep2 76
## Cdc42ep3 117
## Cdc42ep4 1012
## Cdc42ep5 20
## Cdc42se1 633
## Cdc42se2 431
## Cdc45 115
## Cdc5l 850
## Cdc6 30
## Cdc7 89
## Cdc73 1084
## Cdca2 14
## Cdca3 42
## Cdca4 90
## Cdca5 11
## Cdca7 47
## Cdca7l 31
## Cdca8 44
## Cdcp1 6
## Cdcp2 0
## Cdh1 3891
## Cdh10 305
## Cdh11 2855
## Cdh12 225
## Cdh13 87
## Cdh15 43
## Cdh16 4
## Cdh17 0
## Cdh18 248
## Cdh19 3934
## Cdh2 1148
## Cdh20 261
## Cdh22 6
## Cdh23 22
## Cdh24 22
## Cdh26 0
## Cdh3 106
## Cdh4 146
## Cdh5 761
## Cdh6 98
## Cdh7 27
## Cdh8 119
## Cdh9 108
## Cdhr1 541
## Cdhr2 2
## Cdhr3 61
## Cdhr5 0
## Cdip1 890
## Cdipt 219
## Cdk1 12
## Cdk10 402
## Cdk11b 1723
## Cdk12 2657
## Cdk13 1938
## Cdk14 1336
## Cdk15 292
## Cdk16 1822
## Cdk17 877
## Cdk18 51
## Cdk19 2285
## Cdk2 58
## Cdk20 24
## Cdk2ap1 857
## Cdk2ap2 65
## Cdk3-ps 2
## Cdk4 185
## Cdk5 228
## Cdk5r1 146
## Cdk5r2 688
## Cdk5rap1 104
## Cdk5rap2 593
## Cdk5rap3 56
## Cdk6 868
## Cdk7 2056
## Cdk8 704
## Cdk9 213
## Cdkal1 196
## Cdkl1 32
## Cdkl2 1304
## Cdkl3 169
## Cdkl4 53
## Cdkl5 319
## Cdkn1a 1643
## Cdkn1b 536
## Cdkn1c 32
## Cdkn2a 2
## Cdkn2aip 158
## Cdkn2aipnl 187
## Cdkn2b 62
## Cdkn2c 101
## Cdkn2d 156
## Cdkn3 44
## Cdnf 413
## Cdo1 635
## Cdon 464
## Cdpf1 120
## Cdr1 6689
## Cdr2 411
## Cdr2l 354
## Cdrt4 47
## Cds1 618
## Cds2 9810
## Cdsn 24
## Cdt1 24
## Cdv3 2335
## Cdx1 0
## Cdx2 0
## Cdx4 0
## Cdyl 258
## Cdyl2 603
## Ceacam-ps1 0
## Ceacam1 353
## Ceacam10 4
## Ceacam11 0
## Ceacam12 0
## Ceacam13 0
## Ceacam14 0
## Ceacam15 0
## Ceacam16 6
## Ceacam18 5
## Ceacam19 2
## Ceacam2 83
## Ceacam20 228
## Ceacam3 0
## Ceacam5 0
## Ceacam9 0
## Cebpa 51
## Cebpb 7
## Cebpd 70
## Cebpe 0
## Cebpg 1377
## Cebpz 510
## Cebpzos 40
## Cecr2 288
## Cecr5 32
## Cecr6 0
## Cel 2
## Cela1 84
## Cela2a 0
## Cela3b 0
## Celf1 1740
## Celf2 4774
## Celf3 305
## Celf4 1531
## Celf5 119
## Celf6 238
## Celrr 0
## Celsr1 302
## Celsr2 1286
## Celsr3 823
## Cemip 53
## Cend1 4205
## Cenpa 42
## Cenpb 282
## Cenpc1 656
## Cenpe 131
## Cenpf 227
## Cenph 8
## Cenpi 19
## Cenpj 350
## Cenpk 21
## Cenpl 143
## Cenpm 5
## Cenpn 68
## Cenpo 89
## Cenpp 76
## Cenpq 51
## Cenpt 80
## Cenpu 22
## Cenpv 63
## Cenpw 7
## Cep104 617
## Cep112 633
## Cep120 2198
## Cep128 399
## Cep131 44
## Cep135 364
## Cep152 75
## Cep162 706
## Cep164 279
## Cep170 3231
## Cep170b 2086
## Cep19 274
## Cep192 818
## Cep250 624
## Cep290 1165
## Cep350 2576
## Cep41 137
## Cep44 126
## Cep55 4
## Cep57 318
## Cep57l1 123
## Cep63 455
## Cep68 852
## Cep70 141
## Cep72 15
## Cep76 177
## Cep78 231
## Cep83 738
## Cep83os 490
## Cep85 141
## Cep85l 782
## Cep89 105
## Cep95 349
## Cep97 1161
## Cept1 261
## Cer1 64
## Cercam 119
## Cerk 399
## Cerkl 16
## Cers1 0
## Cers2 3292
## Cers3 9
## Cers4 1846
## Cers5 1225
## Cers6 664
## Ces1a 0
## Ces1b 0
## Ces1c 0
## Ces1d 146
## Ces1e 0
## Ces1f 28
## Ces1g 0
## Ces2a 0
## Ces2b 0
## Ces2c 0
## Ces2d-ps 0
## Ces2e 0
## Ces2f 0
## Ces2g 99
## Ces2h 0
## Ces3a 0
## Ces3b 0
## Ces4a 10
## Ces5a 20
## Cetn1 0
## Cetn2 101
## Cetn3 691
## Cetn4 37
## Cfb 236
## Cfc1 0
## Cfd 363
## Cfdp1 641
## Cfh 2435
## Cfhr1 1
## Cfhr2 1
## Cfi 1
## Cfl1 2446
## Cfl2 3752
## Cflar 3316
## Cfp 112
## Cftr 4
## Cga 0
## Cggbp1 1050
## Cgn 38
## Cgnl1 2099
## Cgref1 150
## Cgrrf1 242
## Ch25h 7
## Chac1 25
## Chac2 122
## Chad 29
## Chadl 59
## Chaf1a 82
## Chaf1b 25
## Champ1 264
## Chat 0
## Chchd1 53
## Chchd10 218
## Chchd2 645
## Chchd3 291
## Chchd4 124
## Chchd5 74
## Chchd6 39
## Chchd7 171
## Chd1 1656
## Chd1l 142
## Chd2 3400
## Chd3 1818
## Chd3os 48
## Chd4 4045
## Chd5 713
## Chd6 4421
## Chd7 699
## Chd8 2393
## Chd9 5160
## Chdh 448
## Chek1 88
## Chek2 154
## Cherp 493
## Chfr 512
## Chga 123
## Chgb 1725
## Chia1 22
## Chic1 1375
## Chic2 127
## Chid1 216
## Chil1 54
## Chil3 189
## Chil4 0
## Chil6 0
## Chit1 1
## Chka 842
## Chkb 57
## ChkbCpt1b 0
## Chl1 9400
## Chm 1029
## Chml 1010
## Chmp1a 264
## Chmp1b 468
## Chmp2a 471
## Chmp2b 312
## Chmp3 964
## Chmp4b 425
## Chmp4c 94
## Chmp5 592
## Chmp6 75
## Chmp7 276
## Chn1 1682
## Chn1os3 57
## Chn2 502
## Chodl 5
## Chordc1 957
## Chp1 1920
## Chp2 106
## Chpf 164
## Chpf2 249
## Chpt1 1768
## Chrac1 113
## Chrd 1
## Chrdl1 1391
## Chrdl2 0
## Chrm1 27
## Chrm2 48
## Chrm3 18
## Chrm4 9
## Chrm5 2
## Chrna1 210
## Chrna10 0
## Chrna2 11
## Chrna3 281
## Chrna4 68
## Chrna5 4
## Chrna6 269
## Chrna7 457
## Chrna9 4
## Chrnb1 191
## Chrnb2 549
## Chrnb3 172
## Chrnb4 403
## Chrnd 0
## Chrne 9
## Chrng 0
## Chst1 33
## Chst10 20
## Chst11 918
## Chst12 68
## Chst13 0
## Chst14 135
## Chst15 1159
## Chst2 4934
## Chst3 774
## Chst4 0
## Chst5 2
## Chst7 3
## Chst8 58
## Chst9 13
## Chsy1 568
## Chsy3 15
## Chtf18 10
## Chtf8 379
## Chtop 1363
## Chuk 744
## Churc1 533
## Ciao1 602
## Ciapin1 201
## Ciart 96
## Cib1 33
## Cib2 46
## Cib3 2
## Cib4 0
## Cic 1764
## Cidea 7
## Cideb 12
## Cidec 297
## Ciita 188
## Cilp 20
## Cilp2 3
## Cinp 113
## Cipc 1455
## Cir1 1285
## Cirbp 77
## Cirh1a 293
## Cisd1 381
## Cisd2 887
## Cisd3 101
## Cish 47
## Cistr-act 0
## Cit 118
## Cited1 10
## Cited2 57
## Cited4 0
## Ciz1 679
## CK137956 8
## Ckap2 40
## Ckap2l 49
## Ckap4 626
## Ckap5 5093
## Ckb 1239
## Cklf 128
## Ckm 70
## Ckmt1 525
## Ckmt2 21
## Cks1b 46
## Cks1brt 3
## Cks2 14
## Clasp1 3652
## Clasp2 4697
## Clasrp 171
## Clca1 97
## Clca2 24
## Clca3 44
## Clca4 10
## Clca5 5
## Clca6 6
## Clcc1 400
## Clcf1 2
## Clcn1 22
## Clcn2 455
## Clcn3 1960
## Clcn4-2 769
## Clcn5 699
## Clcn6 1007
## Clcn7 403
## Clcnka 0
## Clcnkb 0
## Cldn1 2808
## Cldn10 8
## Cldn11 39
## Cldn12 576
## Cldn13 3
## Cldn14 24
## Cldn15 21
## Cldn16 0
## Cldn17 0
## Cldn18 0
## Cldn19 1860
## Cldn2 0
## Cldn20 22
## Cldn22 13
## Cldn23 0
## Cldn24 0
## Cldn25 698
## Cldn26 0
## Cldn3 1
## Cldn4 0
## Cldn5 26
## Cldn6 0
## Cldn7 0
## Cldn8 0
## Cldn9 11
## Cldnd2 3
## Clec10a 23
## Clec11a 26
## Clec12a 181
## Clec12b 8
## Clec14a 146
## Clec16a 740
## Clec18a 6
## Clec1a 285
## Clec1b 10
## Clec2d 242
## Clec2e 44
## Clec2f 1
## Clec2g 8
## Clec2h 0
## Clec2i 33
## Clec2l 78
## Clec3a 0
## Clec3b 3
## Clec4a1 94
## Clec4a2 47
## Clec4a3 74
## Clec4a4 0
## Clec4b1 8
## Clec4b2 0
## Clec4d 0
## Clec4e 10
## Clec4f 0
## Clec4g 5
## Clec4n 4
## Clec5a 45
## Clec7a 55
## Clec9a 270
## Clgn 1127
## Clhc1 4
## Clic1 392
## Clic3 10
## Clic4 2998
## Clic5 176
## Clic6 57
## Clint1 1306
## Clip1 1583
## Clip2 485
## Clip3 12270
## Clip4 617
## Clk1 3282
## Clk2 549
## Clk3 789
## Clk4 1853
## Clmn 1228
## Clmp 505
## Cln3 284
## Cln5 951
## Cln6 142
## Cln8 380
## Clnk 13
## Clns1a 683
## Clock 2856
## Clp1 69
## Clpb 290
## Clpp 78
## Clps 0
## Clpsl2 0
## Clptm1 1341
## Clptm1l 311
## Clpx 456
## Clrn1 183
## Clrn2 26
## Clrn3 1
## Clspn 78
## Clstn1 3522
## Clstn2 928
## Clstn3 103
## Clta 798
## Cltb 563
## Cltc 8380
## Clu 1102
## Cluap1 412
## Cluh 981
## Clvs1 267
## Clvs2 93
## Clybl 60
## Cma1 13
## Cma2 0
## Cmah 1170
## Cmas 1285
## Cmbl 179
## Cmc1 66
## Cmc2 97
## Cmip 3543
## Cmklr1 92
## Cml1 24
## Cml2 4
## Cml3 1
## Cml5 0
## Cmpk1 1031
## Cmpk2 263
## Cmss1 48
## Cmtm1 0
## Cmtm2a 0
## Cmtm2b 0
## Cmtm3 88
## Cmtm4 654
## Cmtm5 354
## Cmtm6 1075
## Cmtm7 78
## Cmtm8 14
## Cmtr1 945
## Cmtr2 22
## Cmya5 392
## Cnbd2 101
## Cnbp 3127
## Cndp1 107
## Cndp2 602
## Cnep1r1 869
## Cnfn 0
## Cnga1 0
## Cnga2 16
## Cnga3 14
## Cnga4 1
## Cngb1 11
## Cngb3 0
## Cnih1 587
## Cnih2 44
## Cnih3 58
## Cnih4 833
## Cnksr1 2
## Cnksr2 2714
## Cnksr3 98
## Cnn1 18
## Cnn2 156
## Cnn3 1447
## Cnnm1 358
## Cnnm2 107
## Cnnm3 557
## Cnnm4 145
## Cnot1 4225
## Cnot10 354
## Cnot11 462
## Cnot2 1052
## Cnot3 603
## Cnot4 2399
## Cnot6 961
## Cnot6l 1626
## Cnot7 786
## Cnot8 214
## Cnp 2777
## Cnppd1 680
## Cnpy1 0
## Cnpy2 292
## Cnpy3 217
## Cnpy4 308
## Cnr1 582
## Cnr2 232
## Cnrip1 253
## Cnst 2315
## Cntd1 95
## Cntf 9
## Cntfr 249
## Cntln 1620
## Cntn1 4968
## Cntn2 1504
## Cntn3 411
## Cntn4 197
## Cntn5 11
## Cntn6 85
## Cntnap1 1013
## Cntnap2 1974
## Cntnap3 114
## Cntnap4 229
## Cntnap5a 179
## Cntnap5b 76
## Cntnap5c 60
## Cntrl 953
## Cntrob 48
## Coa3 76
## Coa4 86
## Coa5 3189
## Coa6 56
## Coa7 18
## Coasy 280
## Cobl 1114
## Cobll1 1077
## Coch 104
## Cog1 451
## Cog2 139
## Cog3 1367
## Cog4 520
## Cog5 494
## Cog6 669
## Cog7 177
## Cog8 120
## Coil 81
## Col10a1 153
## Col11a1 944
## Col11a2 14
## Col12a1 1531
## Col13a1 9
## Col14a1 1124
## Col15a1 3446
## Col16a1 666
## Col17a1 36
## Col18a1 773
## Col19a1 96
## Col1a1 7452
## Col1a2 10864
## Col20a1 137
## Col22a1 6
## Col23a1 1301
## Col24a1 2029
## Col25a1 111
## Col26a1 81
## Col27a1 1863
## Col28a1 1737
## Col2a1 169
## Col3a1 8987
## Col4a1 2191
## Col4a2 2559
## Col4a3 129
## Col4a3bp 4123
## Col4a4 167
## Col4a5 155
## Col4a6 29
## Col5a1 3157
## Col5a2 2052
## Col5a3 1748
## Col6a1 1005
## Col6a2 1208
## Col6a3 1391
## Col6a4 0
## Col6a5 555
## Col6a6 12
## Col7a1 38
## Col8a1 7847
## Col8a2 44
## Col9a1 0
## Col9a2 55
## Col9a3 57
## Colec10 0
## Colec11 0
## Colec12 1612
## Colgalt2 407
## Colq 7
## Commd1 81
## Commd10 124
## Commd2 154
## Commd3 251
## Commd4 118
## Commd5 27
## Commd6 371
## Commd7 515
## Commd8 609
## Commd9 32
## Comp 40
## Comt 1273
## Comtd1 47
## Copa 3634
## Copb1 1334
## Copb2 2135
## Cope 305
## Copg1 2648
## Copg2 1109
## Coprs 149
## Cops2 2277
## Cops3 617
## Cops4 423
## Cops5 1268
## Cops6 544
## Cops7a 569
## Cops7b 243
## Cops8 556
## Copz1 410
## Copz2 405
## Coq10a 260
## Coq10b 170
## Coq2 318
## Coq3 182
## Coq4 70
## Coq5 1056
## Coq6 56
## Coq7 100
## Coq9 112
## Corin 469
## Coro1a 190
## Coro1b 349
## Coro1c 1218
## Coro2a 1308
## Coro2b 1781
## Coro6 119
## Coro7 524
## Cort 4
## Cotl1 91
## Cox10 199
## Cox11 192
## Cox14 217
## Cox15 939
## Cox16 715
## Cox17 196
## Cox18 56
## Cox19 49
## Cox20 256
## Cox4i1 522
## Cox4i2 4
## Cox5a 419
## Cox5b 664
## Cox6a1 1243
## Cox6a2 3
## Cox6b1 363
## Cox6b2 13
## Cox6c 474
## Cox7a1 33
## Cox7a2 412
## Cox7a2l 1531
## Cox7b 1042
## Cox7b2 0
## Cox7c 835
## Cox8a 708
## Cox8b 31
## Cox8c 0
## Cp 4647
## Cpa1 0
## Cpa2 0
## Cpa3 116
## Cpa4 9
## Cpa5 6
## Cpa6 31
## Cpb1 52
## Cpb2 3
## Cpd 3663
## Cpe 3234
## Cpeb1 2356
## Cpeb2 4005
## Cpeb3 1628
## Cpeb4 2676
## Cped1 923
## Cphx1 0
## Cphx2 0
## Cplx1 4324
## Cplx2 5457
## Cplx3 1
## Cplx4 0
## Cpm 68
## Cpn1 11
## Cpn2 8
## Cpne1 662
## Cpne2 597
## Cpne3 8967
## Cpne4 1388
## Cpne5 30
## Cpne6 1197
## Cpne7 29
## Cpne8 1904
## Cpne9 48
## Cpox 282
## Cpped1 996
## Cpq 126
## Cps1 3
## Cpsf1 367
## Cpsf2 1190
## Cpsf3 510
## Cpsf3l 100
## Cpsf4 62
## Cpsf4l 28
## Cpsf6 1121
## Cpsf7 1195
## Cpt1a 2507
## Cpt1b 3
## Cpt1c 313
## Cpt2 194
## Cpvl 0
## Cpxcr1 0
## Cpxm1 209
## Cpxm2 88
## Cpz 1
## Cr1l 1062
## Cr2 148
## Crabp1 3
## Crabp2 43
## Cradd 370
## Cramp1l 1447
## Crat 937
## Crb1 1
## Crb2 9
## Crb3 0
## Crbn 1616
## Crcp 343
## Crct1 0
## Creb1 1383
## Creb3 121
## Creb3l1 672
## Creb3l2 2002
## Creb3l3 1
## Creb3l4 5
## Creb5 514
## Crebbp 4373
## Crebl2 482
## Crebrf 4258
## Crebzf 774
## Creg1 618
## Creg2 338
## Creld1 306
## Creld2 195
## Crem 167
## Crh 0
## Crhbp 1
## Crhr1 7
## Crhr2 4
## Crim1 877
## Crip1 89
## Crip2 1242
## Crip3 9
## Cript 1407
## Crisp1 0
## Crisp2 0
## Crisp3 0
## Crisp4 0
## Crispld1 544
## Crispld2 569
## Crk 2942
## Crkl 1130
## Crlf1 86
## Crlf2 8
## Crlf3 373
## Crls1 121
## Crmp1 456
## Crnde 10
## Crnkl1 311
## Crnn 0
## Crocc 27
## Crot 1190
## Crp 21
## Crtac1 81
## Crtam 3
## Crtap 351
## Crtc1 523
## Crtc2 582
## Crtc3 847
## Crx 18
## Crxos 0
## Cry1 129
## Cry2 1038
## Cryaa 0
## Cryab 4442
## Cryba1 38
## Cryba2 14
## Cryba4 11
## Crybb1 15
## Crybb2 0
## Crybb3 4
## Crybg3 843
## Cryga 0
## Crygb 0
## Crygc 0
## Crygd 0
## Cryge 0
## Crygf 0
## Crygn 0
## Crygs 14
## Cryl1 79
## Crym 12
## Cryz 80
## Cryzl1 405
## Cs 3452
## Csad 186
## Csdc2 683
## Csde1 8449
## Cse1l 1070
## Csf1 687
## Csf1r 714
## Csf2 0
## Csf2ra 520
## Csf2rb 211
## Csf2rb2 247
## Csf3 0
## Csf3r 341
## Csgalnact1 545
## Csgalnact2 380
## Csk 119
## Csl 0
## Csmd1 4450
## Csmd2 345
## Csmd2os 20
## Csmd3 158
## Csn1s1 0
## Csn1s2a 0
## Csn1s2b 0
## Csn2 0
## Csn3 0
## Csnk1a1 2011
## Csnk1d 1629
## Csnk1e 569
## Csnk1g1 1423
## Csnk1g2 457
## Csnk1g3 2426
## Csnk2a1 2604
## Csnk2a2 545
## Csnk2b 299
## Csnka2ip 4
## Cspg4 1445
## Cspg5 37
## Cspp1 738
## Csprs 0
## Csrnp1 105
## Csrnp2 414
## Csrnp3 2391
## Csrp1 5621
## Csrp2 220
## Csrp2bp 310
## Csrp3 3
## Cst10 0
## Cst11 0
## Cst12 0
## Cst13 0
## Cst3 1330
## Cst6 21
## Cst7 44
## Cst8 0
## Cst9 1
## Csta1 3
## Cstad 46
## Cstb 212
## Cstf1 98
## Cstf2 570
## Cstf2t 548
## Cstf3 745
## Cstl1 15
## Ctag2 0
## Ctage5 1060
## Ctbp1 186
## Ctbp2 258
## Ctbs 388
## Ctc1 322
## Ctcf 844
## Ctcfl 368
## Ctcflos 134
## Ctdnep1 407
## Ctdp1 200
## Ctdsp1 860
## Ctdsp2 3700
## Ctdspl 759
## Ctdspl2 950
## Ctf1 15
## Ctf2 0
## Ctgf 89
## Cth 5
## Cthrc1 90
## Ctif 6979
## Ctla2a 329
## Ctla2b 42
## Ctla4 3
## Ctnna1 4388
## Ctnna2 1675
## Ctnna3 304
## Ctnnal1 3267
## Ctnnb1 4492
## Ctnnbip1 127
## Ctnnbl1 128
## Ctnnd1 7990
## Ctnnd2 2027
## Ctns 634
## Ctps 168
## Ctps2 1056
## Ctr9 517
## Ctrb1 0
## Ctrc 0
## Ctrcos 3
## Ctrl 14
## Cts3 0
## Cts6 0
## Cts7 0
## Cts8 30
## Cts8-ps 0
## Ctsa 593
## Ctsb 9349
## Ctsc 550
## Ctsd 6331
## Ctse 195
## Ctsf 212
## Ctsg 8
## Ctsh 293
## Ctsj 0
## Ctsk 121
## Ctsl 8068
## Ctsll3 0
## Ctsm 0
## Ctso 634
## Ctsq 0
## Ctsr 0
## Ctss 336
## Ctsw 19
## Ctsz 410
## Cttn 868
## Cttnbp2 973
## Cttnbp2nl 3546
## Ctu1 84
## Ctu2 35
## Ctxn1 292
## Ctxn2 0
## Ctxn3 871
## Cubn 327
## Cuedc1 150
## Cuedc2 260
## Cul1 1914
## Cul2 638
## Cul3 3753
## Cul4a 1753
## Cul4b 1094
## Cul5 1373
## Cul7 258
## Cul9 340
## Cuta 566
## Cutal 3
## Cutc 37
## Cux1 3964
## Cux2 65
## Cuzd1 0
## Cwc15 495
## Cwc22 651
## Cwc25 403
## Cwc27 450
## Cwf19l1 175
## Cwf19l2 976
## Cwh43 18
## Cx3cl1 36
## Cx3cr1 461
## Cxadr 465
## Cxcl1 5
## Cxcl10 215
## Cxcl11 31
## Cxcl12 922
## Cxcl13 36
## Cxcl14 68
## Cxcl15 0
## Cxcl16 184
## Cxcl17 18
## Cxcl2 2
## Cxcl3 0
## Cxcl5 25
## Cxcl9 9
## Cxcr1 1
## Cxcr2 796
## Cxcr3 3
## Cxcr4 87
## Cxcr5 17
## Cxcr6 60
## Cxx1a 31
## Cxx1b 78
## Cxx1c 143
## Cxxc1 549
## Cxxc4 315
## Cxxc5 317
## Cyb5 429
## Cyb561 138
## Cyb561a3 440
## Cyb561d1 326
## Cyb561d2 49
## Cyb5b 2331
## Cyb5d1 27
## Cyb5d2 278
## Cyb5r1 507
## Cyb5r2 125
## Cyb5r3 9570
## Cyb5r4 630
## Cyb5rl 8
## Cyba 42
## Cybb 564
## Cybrd1 444
## Cyc1 871
## Cycs 1938
## Cyct 0
## Cyfip1 2772
## Cyfip2 6586
## Cygb 240
## Cyhr1 663
## Cylc1 0
## Cylc2 0
## Cyld 1517
## Cym 0
## Cyp11a1 2
## Cyp11b1 0
## Cyp11b2 0
## Cyp17a1 0
## Cyp19a1 0
## Cyp1a1 0
## Cyp1a2 1
## Cyp1b1 1168
## Cyp20a1 252
## Cyp21a1 16
## Cyp24a1 0
## Cyp26a1 0
## Cyp26b1 218
## Cyp26c1 0
## Cyp27a1 150
## Cyp27b1 3
## Cyp2a12 0
## Cyp2a22 0
## Cyp2a4 0
## Cyp2a5 0
## Cyp2ab1 4
## Cyp2b10 3
## Cyp2b13 0
## Cyp2b19 0
## Cyp2b23 0
## Cyp2b9 0
## Cyp2c29 0
## Cyp2c37 0
## Cyp2c38 0
## Cyp2c39 0
## Cyp2c40 0
## Cyp2c44 1
## Cyp2c50 0
## Cyp2c53-ps 0
## Cyp2c54 0
## Cyp2c55 8
## Cyp2c65 1
## Cyp2c66 0
## Cyp2c67 0
## Cyp2c68 4
## Cyp2c69 0
## Cyp2c70 0
## Cyp2d10 0
## Cyp2d11 2
## Cyp2d12 0
## Cyp2d13 0
## Cyp2d22 435
## Cyp2d26 0
## Cyp2d34 0
## Cyp2d37-ps 0
## Cyp2d40 0
## Cyp2d9 0
## Cyp2e1 1015
## Cyp2f2 76
## Cyp2g1 0
## Cyp2j11 0
## Cyp2j12 43
## Cyp2j13 167
## Cyp2j5 0
## Cyp2j6 1703
## Cyp2j8 26
## Cyp2j9 1429
## Cyp2r1 23
## Cyp2s1 454
## Cyp2t4 62
## Cyp2u1 44
## Cyp2w1 0
## Cyp39a1 509
## Cyp3a11 0
## Cyp3a13 110
## Cyp3a16 0
## Cyp3a25 0
## Cyp3a41a 0
## Cyp3a41b 0
## Cyp3a44 0
## Cyp3a57 0
## Cyp3a59 0
## Cyp46a1 29
## Cyp4a10 4
## Cyp4a12a 0
## Cyp4a12b 0
## Cyp4a14 0
## Cyp4a29 0
## Cyp4a30b 0
## Cyp4a31 13
## Cyp4a32 6
## Cyp4b1 88
## Cyp4b1-ps2 0
## Cyp4f13 159
## Cyp4f14 121
## Cyp4f15 16
## Cyp4f16 206
## Cyp4f17 17
## Cyp4f18 22
## Cyp4f37 0
## Cyp4f39 13
## Cyp4f40 0
## Cyp4f41-ps 4
## Cyp4v3 515
## Cyp4x1 58
## Cyp51 2296
## Cyp7a1 0
## Cyp7b1 202
## Cyp8b1 2
## Cypt1 0
## Cypt10 0
## Cypt12 0
## Cypt14 0
## Cypt15 0
## Cypt2 0
## Cypt3 0
## Cypt4 0
## Cypt7 0
## Cypt8 0
## Cypt9 0
## Cyr61 204
## Cys1 361
## Cysltr1 74
## Cysltr2 160
## Cystm1 51
## Cyth1 242
## Cyth2 91
## Cyth3 1825
## Cyth4 171
## Cytip 67
## Cytl1 45
## Cyyr1 135
## D030018L15Rik 0
## D030024E09Rik 0
## D030025E07Rik 0
## D030025P21Rik 0
## D030028A08Rik 37
## D030040B21Rik 49
## D030045P18Rik 8
## D030047H15Rik 93
## D030056L22Rik 173
## D10Bwg1379e 2485
## D10Jhu81e 52
## D10Wsu102e 793
## D11Wsu47e 77
## D130009I18Rik 313
## D130017N08Rik 102
## D130020L05Rik 282
## D130040H23Rik 228
## D130043K22Rik 676
## D130058E03 1
## D14Ertd670e 0
## D15Ertd621e 2117
## D16Ertd472e 377
## D16Ertd519e 0
## D17Ertd648e 52
## D17H6S53E 251
## D17Wsu104e 58
## D17Wsu92e 2126
## D19Bwg1357e 721
## D1Ertd622e 145
## D1Pas1 0
## D230025D16Rik 842
## D230030E09Rik 0
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## D2Wsu81e 23
## D330023K18Rik 24
## D330041H03Rik 19
## D330045A20Rik 117
## D330050G23Rik 63
## D330050I16Rik 10
## D3Bwg0562e 251
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## Kansl1 1628
## Kansl1l 1113
## Kansl2 469
## Kansl3 1535
## Kap 0
## Kars 251
## Kat2a 744
## Kat2b 964
## Kat5 275
## Kat6a 3166
## Kat6b 1845
## Kat7 1040
## Kat8 87
## Katna1 171
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## Kazald1 27
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## Kbtbd7 388
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## Kcna2 34747
## Kcna3 24
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## Kcna6 4190
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## Kcnab1 885
## Kcnab2 2309
## Kcnab3 21
## Kcnb1 4554
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## Kcne4 2
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## Kcng1 7
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## Kcng3 877
## Kcng4 41
## Kcnh1 605
## Kcnh2 302
## Kcnh3 0
## Kcnh4 9
## Kcnh5 260
## Kcnh6 123
## Kcnh7 1295
## Kcnh8 341
## Kcnip1 249
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## Kcnip3 3313
## Kcnip4 2801
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## Kcnj11 31
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## Kcnj16 140
## Kcnj2 478
## Kcnj3 113
## Kcnj4 18
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## Kcnj8 56
## Kcnj9 12
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## Kcnk3 56
## Kcnk4 18
## Kcnk5 160
## Kcnk6 131
## Kcnk7 1
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## Kcnma1 701
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## Kcnq3 139
## Kcnq4 77
## Kcnq5 353
## Kcnrg 427
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## Kcnt2 460
## Kcnu1 15
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## Kdm2a 3887
## Kdm2b 244
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## Kdm3b 2198
## Kdm4a 268
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## Kdm4c 1327
## Kdm4d 29
## Kdm5a 3481
## Kdm5b 963
## Kdm5c 871
## Kdm5d 861
## Kdm6a 1374
## Kdm6b 520
## Kdm7a 2660
## Kdm8 53
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## Kif13b 1193
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## Kif5b 12342
## Kif5c 7825
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## Kif9 127
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## Klf10 294
## Klf11 358
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## Klf6 3656
## Klf7 6486
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## Klhl7 1220
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## Kpna3 1202
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## Krtcap3 10
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## Ksr2 345
## Kti12 34
## Ktn1 2716
## Kxd1 141
## Ky 6
## Kynu 46
## L1cam 12485
## L1td1 28
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## L3hypdh 54
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## L3mbtl3 214
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## l7Rn6 454
## Lacc1 343
## Lace1 95
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## Lama3 366
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## Lama5 470
## Lamb1 2731
## Lamb2 798
## Lamb3 2
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## Lamc2 43
## Lamc3 63
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## Lamp2 7142
## Lamp3 0
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## Lamtor2 147
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## Lamtor4 54
## Lamtor5 363
## Lancl1 1118
## Lancl2 1380
## Lancl3 341
## Lao1 1
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## Large 1045
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## Las1l 810
## Lasp1 1121
## Lat 12
## Lat2 60
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## Lats2 2548
## Lax1 6
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## Lbp 543
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## Lbx1 0
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## Lin37 201
## Lin52 169
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## Lin7a 1450
## Lin7b 67
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## Lin9 130
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## Lmo7 314
## Lmod1 87
## Lmod2 19
## Lmod3 7
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## Lmtk3 24
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## LOC100038947 7
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## Lpar4 49
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## Lphn3 3061
## Lpin1 1673
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## Lpin3 10
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## Lpo 0
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## Lpxn 27
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## Lrch4 0
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## Lrp10 732
## Lrp11 1635
## Lrp12 259
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## Lrp4 793
## Lrp5 265
## Lrp6 3822
## Lrp8 962
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## Lsm5 13
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## Lst1 14
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## Ltb 2
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## Ltbr 85
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## Paqr4 366
## Paqr5 361
## Paqr6 227
## Paqr7 268
## Paqr8 1118
## Paqr9 1299
## Pard3 605
## Pard3b 1292
## Pard6a 19
## Pard6b 154
## Pard6g 75
## Parg 425
## Park2 261
## Park7 152
## Parl 134
## Parm1 2776
## Parn 611
## Parp1 1188
## Parp10 124
## Parp11 179
## Parp12 431
## Parp14 1451
## Parp16 88
## Parp2 524
## Parp3 593
## Parp4 1239
## Parp6 770
## Parp8 674
## Parp9 330
## Parpbp 50
## Pars2 59
## Parva 3380
## Parvb 797
## Parvg 53
## Pask 68
## Pate2 7
## Pate4 2
## Patl1 1192
## Patl2 1
## Patz1 242
## Paupar 0
## Pawr 47
## Pax1 1
## Pax2 10
## Pax3 6
## Pax4 0
## Pax5 6
## Pax6 11
## Pax6os1 1
## Pax7 0
## Pax8 4
## Pax9 100
## Paxbp1 1549
## Paxip1 1374
## Pbdc1 199
## Pbk 9
## Pbld1 283
## Pbld2 69
## Pbp2 1
## Pbrm1 3508
## Pbsn 0
## Pbx1 2905
## Pbx2 329
## Pbx3 524
## Pbx4 11
## Pbxip1 937
## Pcbd1 139
## Pcbd2 124
## Pcbp1 212
## Pcbp2 1072
## Pcbp3 1497
## Pcbp4 231
## Pcca 416
## Pccb 472
## Pcdh1 1912
## Pcdh10 710
## Pcdh11x 167
## Pcdh12 16
## Pcdh15 84
## Pcdh17 883
## Pcdh18 257
## Pcdh19 767
## Pcdh20 118
## Pcdh7 3020
## Pcdh8 15
## Pcdh9 3973
## Pcdha1 4
## Pcdha10 10
## Pcdha11 30
## Pcdha12 39
## Pcdha2 34
## Pcdha3 25
## Pcdha4 1
## Pcdha4-g 0
## Pcdha5 19
## Pcdha6 30
## Pcdha7 9
## Pcdha8 8
## Pcdha9 27
## Pcdhac1 35
## Pcdhac2 760
## Pcdhb1 0
## Pcdhb10 43
## Pcdhb11 50
## Pcdhb12 84
## Pcdhb13 93
## Pcdhb14 213
## Pcdhb15 105
## Pcdhb16 587
## Pcdhb17 343
## Pcdhb18 184
## Pcdhb19 154
## Pcdhb2 36
## Pcdhb20 171
## Pcdhb21 73
## Pcdhb22 156
## Pcdhb3 40
## Pcdhb4 174
## Pcdhb5 75
## Pcdhb6 20
## Pcdhb7 55
## Pcdhb8 65
## Pcdhb9 52
## Pcdhga1 59
## Pcdhga10 211
## Pcdhga11 273
## Pcdhga12 150
## Pcdhga2 80
## Pcdhga3 177
## Pcdhga4 84
## Pcdhga5 445
## Pcdhga6 158
## Pcdhga7 236
## Pcdhga8 113
## Pcdhga9 210
## Pcdhgb1 332
## Pcdhgb2 117
## Pcdhgb4 259
## Pcdhgb5 183
## Pcdhgb6 100
## Pcdhgb7 104
## Pcdhgb8 143
## Pcdhgc3 318
## Pcdhgc4 71
## Pcdhgc5 92
## Pced1a 289
## Pced1b 167
## Pcf11 1635
## Pcgf1 148
## Pcgf2 374
## Pcgf3 681
## Pcgf5 107
## Pcgf6 202
## Pcid2 192
## Pcif1 186
## Pck1 595
## Pck2 245
## Pclo 11789
## Pcm1 5670
## Pcmt1 905
## Pcmtd1 3012
## Pcmtd2 596
## Pcna 656
## Pcnp 1452
## Pcnt 465
## Pcnx 2620
## Pcnxl2 356
## Pcnxl3 711
## Pcnxl4 404
## Pcolce 660
## Pcolce2 158
## Pcp2 4
## Pcp4 2371
## Pcp4l1 1789
## Pcsk1 281
## Pcsk1n 288
## Pcsk2 1188
## Pcsk2os1 59
## Pcsk2os2 68
## Pcsk4 30
## Pcsk5 438
## Pcsk6 162
## Pcsk7 304
## Pcsk9 35
## Pctp 123
## Pcx 101
## Pcyox1 1198
## Pcyox1l 129
## Pcyt1a 1247
## Pcyt1b 1289
## Pcyt2 66
## Pdap1 836
## Pdc 0
## Pdcd1 0
## Pdcd10 966
## Pdcd11 434
## Pdcd1lg2 0
## Pdcd2 166
## Pdcd2l 84
## Pdcd4 1374
## Pdcd5 1220
## Pdcd6 466
## Pdcd6ip 4176
## Pdcd7 101
## Pdcl 322
## Pdcl2 4
## Pdcl3 233
## Pddc1 59
## Pde10a 698
## Pde11a 141
## Pde12 180
## Pde1a 944
## Pde1b 47
## Pde1c 3432
## Pde2a 481
## Pde3a 67
## Pde3b 569
## Pde4a 133
## Pde4b 520
## Pde4c 225
## Pde4d 1315
## Pde4dip 2671
## Pde5a 255
## Pde6a 3
## Pde6b 21
## Pde6c 10
## Pde6d 140
## Pde6g 5
## Pde6h 0
## Pde7a 823
## Pde7b 766
## Pde8a 310
## Pde8b 402
## Pde9a 19
## Pdf 124
## Pdgfa 1542
## Pdgfb 71
## Pdgfc 90
## Pdgfd 42
## Pdgfra 1094
## Pdgfrb 726
## Pdgfrl 80
## Pdha1 1422
## Pdha2 0
## Pdhb 1459
## Pdhx 342
## Pdia2 20
## Pdia3 3598
## Pdia4 794
## Pdia5 109
## Pdia6 508
## Pdik1l 235
## Pdilt 0
## Pdk1 439
## Pdk2 1098
## Pdk3 356
## Pdk4 455
## Pdlim1 248
## Pdlim2 187
## Pdlim3 23
## Pdlim4 264
## Pdlim5 2462
## Pdlim7 386
## Pdp1 883
## Pdp2 480
## Pdpk1 2840
## Pdpn 87
## Pdpr 377
## Pdrg1 958
## Pds5a 1682
## Pds5b 2380
## Pdss1 94
## Pdss2 107
## Pdx1 0
## Pdxdc1 1536
## Pdxk 680
## Pdxk-ps 0
## Pdxp 71
## Pdyn 0
## Pdzd11 857
## Pdzd2 4524
## Pdzd3 11
## Pdzd4 857
## Pdzd7 99
## Pdzd8 4512
## Pdzd9 54
## Pdzk1 165
## Pdzk1ip1 3
## Pdzrn3 869
## Pdzrn4 24
## Pea15a 6339
## Pea15b 0
## Peak1 3469
## Pear1 194
## Pebp1 2944
## Pebp4 0
## Pecam1 291
## Pecr 57
## Pef1 109
## Peg10 603
## Peg12 0
## Peg13 2883
## Peg3 7098
## Peg3os 0
## Peli1 664
## Peli2 2825
## Peli3 31
## Pelo 89
## Pelp1 241
## Pemt 32
## Penk 33
## Peo1 101
## Pepd 182
## Per1 505
## Per2 336
## Per3 1383
## Peril 0
## Perm1 28
## Perp 343
## Pes1 336
## Pet100 287
## Pet112 128
## Pet117 0
## Pet2 0
## Pex1 414
## Pex10 73
## Pex11a 33
## Pex11b 145
## Pex11g 21
## Pex12 150
## Pex13 700
## Pex14 113
## Pex16 34
## Pex19 823
## Pex2 215
## Pex26 207
## Pex3 334
## Pex5 201
## Pex5l 1943
## Pex6 124
## Pex7 288
## Pf4 27
## Pfas 382
## Pfdn1 117
## Pfdn2 236
## Pfdn4 20
## Pfdn5 190
## Pfkfb1 45
## Pfkfb2 1515
## Pfkfb3 797
## Pfkfb4 66
## Pfkl 178
## Pfkm 520
## Pfkp 2087
## Pfn1 911
## Pfn2 999
## Pfn3 0
## Pfn4 10
## Pfpl 0
## Pga5 0
## Pgam1 5085
## Pgam2 27
## Pgam5 348
## Pgap1 1222
## Pgap2 133
## Pgap3 12
## Pgbd1 31
## Pgbd5 375
## Pgc 0
## Pgd 426
## Pgf 32
## Pggt1b 482
## Pgk1 2089
## Pgk2 0
## Pgls 30
## Pglyrp1 36
## Pglyrp2 3
## Pglyrp3 0
## Pglyrp4 0
## Pgm1 143
## Pgm2 333
## Pgm2l1 9542
## [ reached 'max' / getOption("max.print") -- omitted 7396 rows ]Sample metadata:
GSE122774.list$metadata## title geo_accession source_name_ch1
## GSM3484767 Nf809 GSM3484767 Nf1-/- mouse nerve tissues
## GSM3484768 Nf803 GSM3484768 Nf1-/- mouse nerve tissues
## GSM3484769 Nf827 GSM3484769 Nf1-/- mouse nerve tissues
## GSM3484770 Rx1677 GSM3484770 Runx1/Runx3 double kockout neurofibroma tumors
## GSM3484771 Rx1698 GSM3484771 Runx1/Runx3 double kockout neurofibroma tumors
## GSM3484772 Rx1692 GSM3484772 Runx1/Runx3 double kockout neurofibroma tumors
## description strain background
## GSM3484767 run1954_lane12_read*_indexN701-S517=Nf809 C57BL/6-I129
## GSM3484768 run1954_lane12_read*_indexN702-S502=Nf803 C57BL/6-I129
## GSM3484769 run1954_lane12_read*_indexN703-S503=Nf827 C57BL/6-I129
## GSM3484770 run1954_lane12_read*_indexN704-S504=Rx1677 C57BL/6-I129
## GSM3484771 run1954_lane12_read*_indexN705-S505=Rx1698 C57BL/6-I129
## GSM3484772 run1980_lane12_read*_indexN706-S506=Rx1692 C57BL/6-I129
## genotype/variation tissue
## GSM3484767 Nf1fl/fl;DhhCre Dorsal root ganglion (DRG)
## GSM3484768 Nf1fl/fl;DhhCre Dorsal root ganglion (DRG)
## GSM3484769 Nf1fl/fl;DhhCre Dorsal root ganglion (DRG)
## GSM3484770 Rx1flfl;Rx3fl/fl;DhhCre Neurofibroma tumor
## GSM3484771 Rx1flfl;Rx3fl/fl;DhhCre Neurofibroma tumor
## GSM3484772 Rx1flfl;Rx3fl/fl;DhhCre Neurofibroma tumorLoad the data
The data used here are RNA-seq data of the external granule layer in the cerebellum of control and conditional SnoN knockout mice, the raw data are stored in GSE120279, they are used in Robust principal component analysis for accurate outlier sample detection in RNA-seq data.
First, we create DESeqDataSet object with above dataset:
suppressWarnings(suppressMessages(library(DESeq2)))
count.file <- system.file("extdata", "snon_count.txt", package = "DEbPeak")
meta.file <- system.file("extdata", "snon_meta.txt", package = "DEbPeak")
count.matrix <- read.table(file = count.file, header = T, sep = "\t")
head(count.matrix)## KO1 KO2 KO3 KO4 KO5 KO6 WT1 WT2 WT3 WT4 WT5
## ENSMUSG00000000001.4 4556 4218 3835 3718 5741 3875 4115 5074 2931 4374 5118
## ENSMUSG00000000003.15 0 0 0 0 0 0 0 0 0 0 0
## ENSMUSG00000000028.14 350 579 435 316 432 317 245 621 419 506 545
## ENSMUSG00000000031.16 268 804 66 207 46 66 336 112 60 69 137
## ENSMUSG00000000037.16 262 157 184 162 301 233 311 176 94 139 229
## ENSMUSG00000000049.11 0 0 0 0 0 0 1 0 2 0 1
## WT6
## ENSMUSG00000000001.4 3625
## ENSMUSG00000000003.15 0
## ENSMUSG00000000028.14 371
## ENSMUSG00000000031.16 193
## ENSMUSG00000000037.16 186
## ENSMUSG00000000049.11 0
meta.info <- read.table(file = meta.file, header = T)
head(meta.info)## condition
## KO1 KO
## KO2 KO
## KO3 KO
## KO4 KO
## KO5 KO
## KO6 KO
dds <- DESeq2::DESeqDataSetFromMatrix(countData = count.matrix, colData = meta.info, design = ~condition)
dds## class: DESeqDataSet
## dim: 53379 12
## metadata(1): version
## assays(1): counts
## rownames(53379): ENSMUSG00000000001.4 ENSMUSG00000000003.15 ...
## ENSMUSG00000115849.1 ENSMUSG00000115850.1
## rowData names(0):
## colnames(12): KO1 KO2 ... WT5 WT6
## colData names(1): conditionQuality Control
Quality control are of vital importance to get realiable results. Here, quality control includes two main aspects: sequencing saturation (QC on count matrix) and sample similarity (QC on samples).
QC on count matrix
CPM threshold
This plot shows proportion of genes detected in different samples at different CPM thresholds. Theoretically, all samples should be similarly distributed, so as to avoid false positive results obtained from detection problems.
CountQC(deobj = dds, group.key = "condition", type = "cpm")## Differential expression analysis with DESeq2!## [1] "Warning: 25096 features with 0 counts in all samples are to be removed for this analysis."
## [1] "Count distributions are to be computed for:"
## [1] "KO1" "KO2" "KO3" "KO4" "KO5" "KO6" "WT1" "WT2" "WT3" "WT4" "WT5" "WT6"
sequencing saturation
This plot shows the proportion of genes detected at different sequencing depths. If the proportion is too low, it indicates that many genes are not detected and therefore some important information may be missing, and increasing the sequencing volume can effectively solve this problem.
CountQC(deobj = dds, group.key = "condition", type = "saturation")## Differential expression analysis with DESeq2!
QC on samples
QC on samples including four aspects:
- Euclidean distance and pearson correlation coefficient: sample similarity on the entire transcriptome.
- PCA: sample similarity on selected principal components.
- outlier detection with robust PCA
- batch correction
Euclidean distance and pearson correlation coefficient
SampleRelation(deobj = dds,transform.method = "rlog",anno.key = "condition")## Differential expression analysis with DESeq2!
PCA
qc.pca.res=PCA(deobj = dds,transform.method = "rlog")## Differential expression analysis with DESeq2!## Use all genes for PCA!
PCAtools::biplot(qc.pca.res,x="PC1",y="PC2",colby="condition",legendPosition="bottom")
outlier detection with robust PCA
outlier.res=OutlierDetection(deobj = dds,var.genes = NULL,transform.method = "rlog")## Differential expression analysis with DESeq2!## Use all genes for PCA!## Detecting 2 outlier(s): KO3,WT1
outlier.res$outlier## [1] "KO3" "WT1"
outlier.res$plot
For batch correction and outlier detection, you can use the following codes:
# batch effect correction
# this is a demo scripts
batch.res=QCPCA(deobj = dds,var.genes = NULL,remove.sample=NULL,transform.method = "rlog",batch = "cell",
colby = "dex", outlier.detection = F)
batch.res$plot
# outlier detection
outlier.res=QCPCA(deobj = dds,var.genes = NULL,remove.sample=NULL,transform.method = "rlog",
outlier.detection = T,rpca.method = "PcaGrid")
outlier.res$plot
# the final dds
dds=outlier.res$deobj # or outlier.res$plotPrincipal Component Analysis
basic info
# conduct PCA
pca.res=PCA(deobj = dds,remove.sample = outlier.res$outlier,transform.method = "rlog")## Differential expression analysis with DESeq2!## Use all genes for PCA!
# get basic plots
basic.plots=PCABasic(pca.res,colby="condition",legend.pos = "right")## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
## Coordinate system already present. Adding new coordinate system, which will
## replace the existing one.
loading related
loading bar plot
# loading bar plot
LoadingPlot(pca.res,type = "bar")## Selecting by Loadding
## Selecting by Loadding
loading heatmap
# loading heatmap
LoadingPlot(pca.res,deobj = dds,type = "heat")## Differential expression analysis with DESeq2!## Selecting by Loadding
## Selecting by Loadding
export loading genes
# export loading genes on PC1 and PC2 (200 positive genes and 200 negative genes)
loading.gene.df=ExportPCGenes(pca = pca.res, pc = 1:2, gene.num = 200)## Selecting by Loadding
## Selecting by Loadding
head(loading.gene.df)## PC Gene Loadding Type
## 1 PC1 ENSMUSG00000038252.13 0.02543092 Positive
## 2 PC1 ENSMUSG00000027496.15 0.02457406 Positive
## 3 PC1 ENSMUSG00000030795.18 0.02395752 Positive
## 4 PC1 ENSMUSG00000031865.16 0.02373083 Positive
## 5 PC1 ENSMUSG00000027404.15 0.02319317 Positive
## 6 PC1 ENSMUSG00000063511.11 0.02220398 PositiveGO enrichment on loading genes
# save results to working folder
# LoadingGO(pca.res,gene.type="ENSEMBL",go.type="BP",padj.method="BH",save = T)
# return list
loading.go.results=LoadingGO(pca.res,gene.type="ENSEMBL",go.type="BP",padj.method="BH",str.width = 50,save = F)## Selecting by Loadding
## Selecting by Loadding
##
## Convert ENSEMBL to ENTREZID!
## 'select()' returned 1:many mapping between keys and columns
## conduct BP GO enrichment analysis.
## wrong orderBy parameter; set to default `orderBy = "x"`
## Scale for y is already present. Adding another scale for y, which will replace
## the existing scale.
## Convert ENSEMBL to ENTREZID!
## 'select()' returned 1:many mapping between keys and columns
## conduct BP GO enrichment analysis.
## wrong orderBy parameter; set to default `orderBy = "x"`
## Scale for y is already present. Adding another scale for y, which will replace
## the existing scale.positive loading genes GO
# positive loading genes
positive_go_results=loading.go.results[["Positive"]][["GO"]]
head(positive_go_results[["table"]])## ID Description
## GO:0022613 GO:0022613 ribonucleoprotein complex biogenesis
## GO:0008380 GO:0008380 RNA splicing
## GO:1903311 GO:1903311 regulation of mRNA metabolic process
## GO:0031331 GO:0031331 positive regulation of cellular catabolic process
## GO:0042254 GO:0042254 ribosome biogenesis
## GO:0006397 GO:0006397 mRNA processing
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0022613 19/194 409/23328 1.667451e-09 4.440423e-06 3.787747e-06
## GO:0008380 17/194 386/23328 2.733412e-08 3.639538e-05 3.104580e-05
## GO:1903311 13/194 266/23328 3.862626e-07 3.428724e-04 2.924753e-04
## GO:0031331 15/194 396/23328 1.243752e-06 6.850558e-04 5.843628e-04
## GO:0042254 13/194 296/23328 1.286248e-06 6.850558e-04 5.843628e-04
## GO:0006397 16/194 462/23328 1.753069e-06 7.115007e-04 6.069208e-04
## geneID
## GO:0022613 Snrpb/Sf3a2/Hsp90ab1/Mybbp1a/Ruvbl2/Ddx39b/Ddx47/Ppan/Rcl1/Drosha/Rpl6/Puf60/Ddx54/Ddx27/Mrpl10/Ran/Noc2l/Abt1/Nop2
## GO:0008380 Fus/Snrpb/Snrnp70/Sf3a2/Srsf4/Ddx39b/Khsrp/Scaf1/Ddx47/Txnl4a/Snrpa/Snrpn/Puf60/U2af2/Taf15/Mettl3/Sf1
## GO:1903311 Fus/Snrnp70/Srsf4/Khsrp/Upf1/Fto/Supt5/Puf60/U2af2/Taf15/Mettl3/Gtpbp1/Sf1
## GO:0031331 Aurka/Khsrp/Upf1/Fto/Cdc20/Supt5/Fzr1/Bag6/Mettl3/Bcap31/Rnf185/Gtpbp1/Psen1/Hmox1/Gsk3a
## GO:0042254 Mybbp1a/Ddx47/Ppan/Rcl1/Drosha/Rpl6/Ddx54/Ddx27/Mrpl10/Ran/Noc2l/Abt1/Nop2
## GO:0006397 Snrpb/Snrnp70/Sf3a2/Srsf4/Ddx39b/Khsrp/Scaf1/Ddx47/Txnl4a/Snrpa/Supt5/Snrpn/Puf60/U2af2/Mettl3/Sf1
## Count
## GO:0022613 19
## GO:0008380 17
## GO:1903311 13
## GO:0031331 15
## GO:0042254 13
## GO:0006397 16
positive_go_results[["plot"]]
negative loading genes GO
# negative loading genes
negative_go_results=loading.go.results[["Negative"]][["GO"]]
head(negative_go_results[["table"]])## ID
## GO:0032535 GO:0032535
## GO:0045666 GO:0045666
## GO:0031346 GO:0031346
## GO:0010976 GO:0010976
## GO:0048813 GO:0048813
## GO:0010769 GO:0010769
## Description
## GO:0032535 regulation of cellular component size
## GO:0045666 positive regulation of neuron differentiation
## GO:0031346 positive regulation of cell projection organization
## GO:0010976 positive regulation of neuron projection development
## GO:0048813 dendrite morphogenesis
## GO:0010769 regulation of cell morphogenesis involved in differentiation
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0032535 14/186 413/23328 6.228504e-06 0.006598163 0.005761002
## GO:0045666 15/186 472/23328 6.270266e-06 0.006598163 0.005761002
## GO:0031346 15/186 478/23328 7.290788e-06 0.006598163 0.005761002
## GO:0010976 13/186 372/23328 9.751787e-06 0.006619025 0.005779217
## GO:0048813 9/186 182/23328 1.622507e-05 0.008810210 0.007692389
## GO:0010769 12/186 351/23328 2.677346e-05 0.012114991 0.010577866
## geneID
## GO:0032535 Bmpr2/Map3k1/Sema3d/Dpysl2/Aqp4/Dcx/Pten/Nefl/Arhgap5/Pak3/Wnk3/Cracd/Map2/Tmsb15b1
## GO:0045666 Bmpr2/Cntn1/Fut9/Neurod1/Ube2v2/Cnr1/Dcx/Ptprz1/Tmem106b/Ror1/Pten/Nefl/Pak3/Qk/Elavl4
## GO:0031346 Bmpr2/Dock11/Cntn1/Fut9/Ube2v2/Cnr1/Dcx/Apc/Ptprz1/Tmem106b/Ror1/Nefl/Pak3/Qk/Elavl4
## GO:0010976 Bmpr2/Cntn1/Fut9/Ube2v2/Cnr1/Dcx/Ptprz1/Tmem106b/Ror1/Nefl/Pak3/Qk/Elavl4
## GO:0048813 Ube3a/Hecw1/Adam10/Dcx/Ptprz1/Tmem106b/Pten/Pak3/Elavl4
## GO:0010769 Bmpr2/Ube3a/Sema3d/Dpysl2/Hecw1/Adam10/Dcx/Ptprz1/Pten/Nefl/Pak3/Map2
## Count
## GO:0032535 14
## GO:0045666 15
## GO:0031346 15
## GO:0010976 13
## GO:0048813 9
## GO:0010769 12
negative_go_results[["plot"]]
Differential Expression Gene Visualization
Differential Expression Analysis
First you should get differential expression genes. For DESeq2 results:
# set control level
dds$condition <- relevel(dds$condition, ref = "WT")
# conduct differential expressed genes analysis
dds <- DESeq(dds)## estimating size factors## estimating dispersions## gene-wise dispersion estimates## mean-dispersion relationship## final dispersion estimates## fitting model and testing
# extract results
dds.results <- results(dds,contrast=c("condition",'KO','WT'))
dds.results.ordered <- dds.results[order(dds.results$log2FoldChange,decreasing = TRUE),]
head(dds.results.ordered)## log2 fold change (MLE): condition KO vs WT
## Wald test p-value: condition KO vs WT
## DataFrame with 6 rows and 6 columns
## baseMean log2FoldChange lfcSE stat pvalue
## <numeric> <numeric> <numeric> <numeric> <numeric>
## ENSMUSG00000025934.15 2.01093 4.46030 3.01742 1.47818 NA
## ENSMUSG00000105597.1 1.64376 4.16931 2.98872 1.39502 0.163011113
## ENSMUSG00000109866.1 2.32064 4.14573 1.22504 3.38415 0.000713987
## ENSMUSG00000085819.7 2.23441 4.07496 1.65939 2.45569 0.014061354
## ENSMUSG00000102474.1 1.52867 4.06781 1.80781 2.25013 0.024440396
## ENSMUSG00000042677.7 1.49781 4.05394 1.71350 2.36588 0.017987495
## padj
## <numeric>
## ENSMUSG00000025934.15 NA
## ENSMUSG00000105597.1 0.99973
## ENSMUSG00000109866.1 0.99973
## ENSMUSG00000085819.7 0.99973
## ENSMUSG00000102474.1 0.99973
## ENSMUSG00000042677.7 0.99973For edgeR results:
## 载入需要的程辑包：limma##
## 载入程辑包：'limma'## The following object is masked from 'package:DESeq2':
##
## plotMA## The following object is masked from 'package:BiocGenerics':
##
## plotMA
snon.edgeR=DGEList(counts=count.matrix, group=meta.info$condition)
keep <- filterByExpr(snon.edgeR,min.count=10)
snon.edgeR <- snon.edgeR[keep, , keep.lib.sizes=FALSE]
snon.edgeR <- calcNormFactors(snon.edgeR)
snon.edgeR$samples$group <- relevel(snon.edgeR$samples$group, ref="WT")
design <- model.matrix(~snon.edgeR$samples$group)
snon.edgeR <- estimateDisp(snon.edgeR, design)
fit <- glmQLFit(snon.edgeR, design)
qlf <- glmQLFTest(fit, coef=2)
all.res <- topTags(qlf,n=nrow(snon.edgeR$counts))$table
head(all.res)## logFC logCPM F PValue FDR
## ENSMUSG00000039620.17 2.1925630 1.7076072 70.78781 2.686429e-07 0.003577786
## ENSMUSG00000046152.16 -0.7238661 4.9567684 36.89615 1.550592e-05 0.103253915
## ENSMUSG00000022376.8 -1.7356149 0.3243428 21.61086 2.617267e-04 0.998523400
## ENSMUSG00000027660.16 -0.9581197 5.3679317 19.98078 3.791045e-04 0.998523400
## ENSMUSG00000031478.16 0.8734604 2.4708238 18.99645 4.783255e-04 0.998523400
## ENSMUSG00000079469.10 -1.2129059 1.4296852 18.36878 5.568020e-04 0.998523400Visualization
VolcanoPlot
# VolcanoPlot for DESeq2
VolcanoPlot(dds.results.ordered,signif="pvalue",l2fc.threshold=0.3,label.num=2,
point.alpha = 0.8, label.color=c("purple","green"),tick.trans = NULL)## Differential expression analysis with DESeq2!
# VolcanoPlot for edgeR
VolcanoPlot(all.res,signif="PValue",l2fc.threshold=0.3,label.num=2,point.alpha = 0.8,
label.color=c("purple","green"),tick.trans = NULL)## Differential expression analysis with edgeR!
ScatterPlot
# ScatterPlot for DESeq2
ScatterPlot(deobj = dds,deres = dds.results.ordered,group.key = "condition",
ref.group = "WT",signif="pvalue",l2fc.threshold=0.3,label.num = 2,
point.alpha = 0.8,label.color=c("purple","green"))## Differential expression analysis with DESeq2!
# ScatterPlot for edgeR
ScatterPlot(deobj = snon.edgeR,deres = all.res,group.key = "condition",
ref.group = "WT",signif="PValue",l2fc.threshold=0.3,label.num = 2,
point.alpha = 0.8,label.color=c("purple","green"))## Differential expression analysis with edgeR!
MAPlot
# MAPlot for DESeq2
MAPlot(dds.results.ordered,signif="pvalue",l2fc.threshold=0.3,label.num=2,
point.alpha = 0.8, label.color=c("purple","green"))## Differential expression analysis with DESeq2!
# MAPlot for edgeR
MAPlot(all.res,signif="PValue",l2fc.threshold=0.3,label.num=2,point.alpha = 0.8,
label.color=c("purple","green"))## Differential expression analysis with edgeR!
RankPlot
# RankPlot for DESeq2
RankPlot(dds.results.ordered,signif="pvalue",l2fc.threshold=0.3,label.num=2,
point.alpha = 0.8, label.color=c("purple","green"))## Differential expression analysis with DESeq2!
# RankPlot for edgeR
RankPlot(all.res,signif="PValue",l2fc.threshold=0.3,label.num=2,point.alpha = 0.8,
label.color=c("purple","green"))## Differential expression analysis with edgeR!
GenePlot
# GenePlot for DESeq2
GenePlot(deobj = dds,deres = dds.results.ordered,group.key = "condition",
ref.group = "WT",fill.color=c("red","blue"), fill.alpha = 0.8,
gene.num =2,signif="pvalue",l2fc.threshold=0.3)## Differential expression analysis with DESeq2!
# GenePlot for edgeR
GenePlot(deobj = snon.edgeR,deres = all.res,group.key = "condition",
ref.group = "WT",fill.color=c("red","blue"),fill.alpha = 0.8,
gene.num =2,signif="PValue",l2fc.threshold=0.3)## Differential expression analysis with edgeR!
DEHeatmap
# DEHeatmap for DESeq2
DEHeatmap(deobj = dds,deres = dds.results.ordered,group.key = "condition",
ref.group = "WT", signif="pvalue",l2fc.threshold=0.3)## Differential expression analysis with DESeq2!
# DEHeatmap for edgeR
DEHeatmap(deobj = snon.edgeR,deres = all.res,group.key = "condition",
ref.group = "WT", signif="PValue",l2fc.threshold=0.3)## Differential expression analysis with edgeR!
Functional Enrichment Analysis
GO enrichment
# save results to working directory
# ConductFE(deres = dds.results.ordered, signif = "pvalue", l2fc.threshold = 0.3,enrich.type = "GO")
all.go.results=ConductFE(deres = dds.results.ordered, signif = "pvalue", l2fc.threshold = 0.3,enrich.type = "GO",str.width = 50, save = F)## Differential expression analysis with DESeq2!## Convert ENSEMBL to ENTREZID!## 'select()' returned 1:many mapping between keys and columns## conduct ALL GO enrichment analysis on: UP## wrong orderBy parameter; set to default `orderBy = "x"`## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## Convert ENSEMBL to ENTREZID!
##
## 'select()' returned 1:1 mapping between keys and columns
##
## conduct ALL GO enrichment analysis on: DOWN
##
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.Up regulated
overview
up.go.res=all.go.results[["UP"]][["GO"]]
up.go.res.table=up.go.res[["table"]]
head(up.go.res.table)## ONTOLOGY ID Description
## GO:0097060 CC GO:0097060 synaptic membrane
## GO:0099240 CC GO:0099240 intrinsic component of synaptic membrane
## GO:0014069 CC GO:0014069 postsynaptic density
## GO:0032279 CC GO:0032279 asymmetric synapse
## GO:0098839 CC GO:0098839 postsynaptic density membrane
## GO:0098984 CC GO:0098984 neuron to neuron synapse
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0097060 15/231 470/23271 7.783967e-05 0.01822125 0.01447238
## GO:0099240 10/231 244/23271 1.732798e-04 0.01822125 0.01447238
## GO:0014069 13/231 400/23271 1.957825e-04 0.01822125 0.01447238
## GO:0032279 13/231 405/23271 2.208636e-04 0.01822125 0.01447238
## GO:0098839 6/231 97/23271 4.175021e-04 0.01868255 0.01483877
## GO:0098984 13/231 433/23271 4.183638e-04 0.01868255 0.01483877
## geneID
## GO:0097060 Slc6a2/Met/Nt5e/Lpar2/Grik1/Tenm2/Tiam1/Abhd6/Rgs7bp/Epha7/Snap25/Atp2b2/Adcy1/Adgrl2/Cacng2
## GO:0099240 Lpar2/Grik1/Abhd6/Rgs7bp/Epha7/Snap25/Atp2b2/Adcy1/Adgrl2/Cacng2
## GO:0014069 Nefh/Met/Grik1/Rapgef4/Tiam1/Rgs7bp/Epha7/Ctnnd2/Map1b/Atp2b2/Pak2/Adcy1/Cacng2
## GO:0032279 Nefh/Met/Grik1/Rapgef4/Tiam1/Rgs7bp/Epha7/Ctnnd2/Map1b/Atp2b2/Pak2/Adcy1/Cacng2
## GO:0098839 Tiam1/Rgs7bp/Epha7/Atp2b2/Adcy1/Cacng2
## GO:0098984 Nefh/Met/Grik1/Rapgef4/Tiam1/Rgs7bp/Epha7/Ctnnd2/Map1b/Atp2b2/Pak2/Adcy1/Cacng2
## Count
## GO:0097060 15
## GO:0099240 10
## GO:0014069 13
## GO:0032279 13
## GO:0098839 6
## GO:0098984 13
Down regulated
overview
down.go.res=all.go.results[["DOWN"]][["GO"]]
down.go.res.table = down.go.res[["table"]]
head(down.go.res.table)## ONTOLOGY ID Description GeneRatio BgRatio
## GO:0005604 CC GO:0005604 basement membrane 7/229 114/23271
## pvalue p.adjust qvalue
## GO:0005604 0.0001374573 0.04178703 0.04007966
## geneID Count
## GO:0005604 Ntn4/Ntn1/Col4a2/Egflam/Papln/Fras1/Col4a4 7
KEGG enrichment
# save results to working directory
# ConductFE(deres = dds.results.ordered, signif = "pvalue", l2fc.threshold = 0.3,enrich.type = "KEGG")
all.kegg.results=ConductFE(deres = dds.results.ordered, signif = "pvalue", l2fc.threshold = 0.3,enrich.type = "KEGG", str.width = 50, save = F)## Differential expression analysis with DESeq2!## Convert ENSEMBL to ENTREZID!## 'select()' returned 1:many mapping between keys and columns## conduct KEGG enrichment analysis.## Reading KEGG annotation online: "https://rest.kegg.jp/link/mmu/pathway"...## Reading KEGG annotation online: "https://rest.kegg.jp/list/pathway/mmu"...## wrong orderBy parameter; set to default `orderBy = "x"`## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## Convert ENSEMBL to ENTREZID!
##
## 'select()' returned 1:1 mapping between keys and columns
##
## conduct KEGG enrichment analysis.Up
overview
up.kegg.res=all.kegg.results[["UP"]][["KEGG"]]
up.kegg.res.table=up.kegg.res[["table"]]
head(up.kegg.res.table)## ID Description GeneRatio
## mmu04911 mmu04911 Insulin secretion - Mus musculus (house mouse) 7/105
## mmu04024 mmu04024 cAMP signaling pathway - Mus musculus (house mouse) 10/105
## BgRatio pvalue p.adjust qvalue
## mmu04911 86/9270 5.045935e-05 0.01120198 0.01009187
## mmu04024 224/9270 2.155612e-04 0.02392729 0.02155612
## geneID Count
## mmu04911 Kcnmb2/Kcnn3/Creb5/Rapgef4/Creb3l2/Snap25/Adcy1 7
## mmu04024 Cftr/Atp2a3/Creb5/Rapgef4/Tiam1/Creb3l2/Sox9/Atp2b2/Crebbp/Adcy1 10
Down
overview
down.kegg.res=all.kegg.results[["DOWN"]][["KEGG"]]
down.kegg.res.table=down.kegg.res[["table"]]
head(down.kegg.res.table)## [1] ID Description GeneRatio BgRatio pvalue p.adjust
## [7] qvalue geneID Count
## <0 行> (或0-长度的row.names)
GSEA
For human, we can download gmt file from MSigDB. For other species, we can obtain gene sets via msigdbr.
msigdbr gene sets
library(msigdbr)
# list all possible species
msigdbr_species()## # A tibble: 20 × 2
## species_name species_common_name
## <chr> <chr>
## 1 Anolis carolinensis Carolina anole, green anole
## 2 Bos taurus bovine, cattle, cow, dairy cow, domestic cat…
## 3 Caenorhabditis elegans roundworm
## 4 Canis lupus familiaris dog, dogs
## 5 Danio rerio leopard danio, zebra danio, zebra fish, zebr…
## 6 Drosophila melanogaster fruit fly
## 7 Equus caballus domestic horse, equine, horse
## 8 Felis catus cat, cats, domestic cat
## 9 Gallus gallus bantam, chicken, chickens, Gallus domesticus
## 10 Homo sapiens human
## 11 Macaca mulatta rhesus macaque, rhesus macaques, Rhesus monk…
## 12 Monodelphis domestica gray short-tailed opossum
## 13 Mus musculus house mouse, mouse
## 14 Ornithorhynchus anatinus duck-billed platypus, duckbill platypus, pla…
## 15 Pan troglodytes chimpanzee
## 16 Rattus norvegicus brown rat, Norway rat, rat, rats
## 17 Saccharomyces cerevisiae baker's yeast, brewer's yeast, S. cerevisiae
## 18 Schizosaccharomyces pombe 972h- <NA>
## 19 Sus scrofa pig, pigs, swine, wild boar
## 20 Xenopus tropicalis tropical clawed frog, western clawed frog
# create gene sets
m_t2g <- msigdbr(species = "Mus musculus", category = "C5", subcategory = "BP") %>%
dplyr::select(gs_name, entrez_gene)
head(m_t2g)## # A tibble: 6 × 2
## gs_name entrez_gene
## <chr> <int>
## 1 GOBP_10_FORMYLTETRAHYDROFOLATE_METABOLIC_PROCESS 67618
## 2 GOBP_10_FORMYLTETRAHYDROFOLATE_METABOLIC_PROCESS 107747
## 3 GOBP_10_FORMYLTETRAHYDROFOLATE_METABOLIC_PROCESS 216188
## 4 GOBP_10_FORMYLTETRAHYDROFOLATE_METABOLIC_PROCESS 108156
## 5 GOBP_10_FORMYLTETRAHYDROFOLATE_METABOLIC_PROCESS 270685
## 6 GOBP_10_FORMYLTETRAHYDROFOLATE_METABOLIC_PROCESS 665563Conduct GSEA
gsea.results=ConductGSEA(deres = dds.results.ordered,gmt.file = NULL,gene.sets = m_t2g,save = F)## Differential expression analysis with DESeq2!## Convert ENSEMBL to ENTREZID!## 'select()' returned 1:many mapping between keys and columns## conduct GSEA anaysis.## preparing geneSet collections...## GSEA analysis...## no term enriched under specific pvalueCutoff...results overview
gsea.results.table=gsea.results[["table"]]
head(gsea.results.table)## [1] ID Description setSize enrichmentScore
## [5] NES pvalue p.adjust qvalues
## <0 行> (或0-长度的row.names)All-in-one analysis
To enhance the usability of the tool, we create a all-in-one analysis command, all results will be saved in specific directory:
library(msigdbr)
m_t2g <- msigdbr(species = "Mus musculus", category = "C5") %>%
dplyr::select(gs_name, entrez_gene)
count.file <- system.file("extdata", "snon_count.txt", package = "DEbPeak")
meta.file <- system.file("extdata", "snon_meta.txt", package = "DEbPeak")
ConductDESeq2(count.matrix.file = count.file, meta.file = meta.file, out.folder="/home/songyabing/R/learn/tmp/DEbPeak/AllInOne",
signif = "pvalue", l2fc.threshold = 0.3,
group.key = "condition", ref.group = "WT",gmt.file = NULL, gene.sets = m_t2g)The structrue of results folder:
tree /home/songyabing/R/learn/tmp/DEbPeak/AllInOne## /home/songyabing/R/learn/tmp/DEbPeak/AllInOne
## ├── CountQC_CPM.pdf
## ├── CountQC_saturation.pdf
## ├── DA
## │ ├── Condition_KO_WT_all.csv
## │ ├── Condition_KO_WT_pvalue0.05_FC0.3.csv
## │ ├── DA_GenePlot.pdf
## │ ├── DA_Heatmap.pdf
## │ ├── DA_MAPlot.pdf
## │ ├── DA_RankPlot.pdf
## │ ├── DA_ScatterPlot.pdf
## │ ├── DA_VolcanoPlot.pdf
## │ └── normalized_counts.csv
## ├── FE
## │ ├── DOWN_ALL_GO.csv
## │ ├── DOWN_Biological_Process.png
## │ ├── DOWN_Cellular_Component.png
## │ ├── DOWN_Functional_Enrichment.pdf
## │ ├── DOWN_KEGG.csv
## │ ├── DOWN_KEGG_Enrichment.png
## │ ├── DOWN_Molecular_Function.png
## │ ├── UP_ALL_GO.csv
## │ ├── UP_Biological_Process.png
## │ ├── UP_Cellular_Component.png
## │ ├── UP_Functional_Enrichment.pdf
## │ ├── UP_KEGG.csv
## │ ├── UP_KEGG_Enrichment.png
## │ └── UP_Molecular_Function.png
## ├── GSEA
## │ └── GSEA_enrich_result.csv
## ├── PCA
## │ ├── PC1
## │ │ ├── Negative
## │ │ │ ├── PC1_Negative_ALL_GO.csv
## │ │ │ └── PC1_Negative_KEGG.csv
## │ │ └── Positive
## │ │ ├── PC1_Positive_ALL_GO.csv
## │ │ └── PC1_Positive_KEGG.csv
## │ ├── PC1_Negative_Biological_Process.png
## │ ├── PC1_Negative_Cellular_Component.png
## │ ├── PC1_Negative_Functional_Enrichment.pdf
## │ ├── PC1_Negative_KEGG_Enrichment.png
## │ ├── PC1_Negative_Molecular_Function.png
## │ ├── PC1_Positive_Biological_Process.png
## │ ├── PC1_Positive_Cellular_Component.png
## │ ├── PC1_Positive_Functional_Enrichment.pdf
## │ ├── PC1_Positive_KEGG_Enrichment.png
## │ ├── PC1_Positive_Molecular_Function.png
## │ ├── PC2
## │ │ ├── Negative
## │ │ │ ├── PC2_Negative_ALL_GO.csv
## │ │ │ └── PC2_Negative_KEGG.csv
## │ │ └── Positive
## │ │ ├── PC2_Positive_ALL_GO.csv
## │ │ └── PC2_Positive_KEGG.csv
## │ ├── PC2_Negative_Biological_Process.png
## │ ├── PC2_Negative_Cellular_Component.png
## │ ├── PC2_Negative_Functional_Enrichment.pdf
## │ ├── PC2_Negative_KEGG_Enrichment.png
## │ ├── PC2_Negative_Molecular_Function.png
## │ ├── PC2_Positive_Biological_Process.png
## │ ├── PC2_Positive_Cellular_Component.png
## │ ├── PC2_Positive_Functional_Enrichment.pdf
## │ ├── PC2_Positive_KEGG_Enrichment.png
## │ ├── PC2_Positive_Molecular_Function.png
## │ ├── PC3
## │ │ ├── Negative
## │ │ │ ├── PC3_Negative_ALL_GO.csv
## │ │ │ └── PC3_Negative_KEGG.csv
## │ │ └── Positive
## │ │ ├── PC3_Positive_ALL_GO.csv
## │ │ └── PC3_Positive_KEGG.csv
## │ ├── PC3_Negative_Biological_Process.png
## │ ├── PC3_Negative_Cellular_Component.png
## │ ├── PC3_Negative_Functional_Enrichment.pdf
## │ ├── PC3_Negative_KEGG_Enrichment.png
## │ ├── PC3_Negative_Molecular_Function.png
## │ ├── PC3_Positive_Biological_Process.png
## │ ├── PC3_Positive_Cellular_Component.png
## │ ├── PC3_Positive_Functional_Enrichment.pdf
## │ ├── PC3_Positive_KEGG_Enrichment.png
## │ ├── PC3_Positive_Molecular_Function.png
## │ ├── PC4
## │ │ ├── Negative
## │ │ │ ├── PC4_Negative_ALL_GO.csv
## │ │ │ └── PC4_Negative_KEGG.csv
## │ │ └── Positive
## │ │ ├── PC4_Positive_ALL_GO.csv
## │ │ └── PC4_Positive_KEGG.csv
## │ ├── PC4_Negative_Biological_Process.png
## │ ├── PC4_Negative_Cellular_Component.png
## │ ├── PC4_Negative_Functional_Enrichment.pdf
## │ ├── PC4_Negative_KEGG_Enrichment.png
## │ ├── PC4_Negative_Molecular_Function.png
## │ ├── PC4_Positive_Biological_Process.png
## │ ├── PC4_Positive_Cellular_Component.png
## │ ├── PC4_Positive_Functional_Enrichment.pdf
## │ ├── PC4_Positive_KEGG_Enrichment.png
## │ ├── PC4_Positive_Molecular_Function.png
## │ ├── PC5
## │ │ ├── Negative
## │ │ │ ├── PC5_Negative_ALL_GO.csv
## │ │ │ └── PC5_Negative_KEGG.csv
## │ │ └── Positive
## │ │ ├── PC5_Positive_ALL_GO.csv
## │ │ └── PC5_Positive_KEGG.csv
## │ ├── PC5_Negative_Biological_Process.png
## │ ├── PC5_Negative_Cellular_Component.png
## │ ├── PC5_Negative_Functional_Enrichment.pdf
## │ ├── PC5_Negative_KEGG_Enrichment.png
## │ ├── PC5_Negative_Molecular_Function.png
## │ ├── PC5_Positive_Biological_Process.png
## │ ├── PC5_Positive_Cellular_Component.png
## │ ├── PC5_Positive_Functional_Enrichment.pdf
## │ ├── PC5_Positive_KEGG_Enrichment.png
## │ ├── PC5_Positive_Molecular_Function.png
## │ ├── PCA_3DPCA.pdf
## │ ├── PCA_biplot.pdf
## │ ├── PCA_loading_bar.pdf
## │ ├── PCA_loading_heat.pdf
## │ ├── PCA_overview.pdf
## │ ├── PCA_pairs_plot.pdf
## │ ├── PCA_screen_plot.pdf
## │ └── PCA_scree_plot.pdf
## └── SampleQC_dist_pcc.pdf
##
## 19 directories, 105 filesPredict TFs from RNA-seq
Since there are many publicly available ChIP-seq datasets, many tools have been developed to identify TFs from these data. Here, DEbPeak provide three methods to identify TFs from gene expression data:
- BART: only supports human and mouse gene symbols.
- ChEA3: only supports human and mouse gene symbols.
- TFEA.ChIP: only supports mouse.
Load data
The data used here are from In vivo CD8+ T cell CRISPR screening reveals control by Fli1 in infection and cancer:
- RNA-seq data: the sgCtrl vs sgFli1 RNA sequencing at D8 Cl13 p.i., the raw data are stored in GSE149838
Load the DEGs:
rna.diff.file <- system.file("extdata", "RA_RNA_diff.txt", package = "DEbPeak")
rna.diff <- read.table(file = rna.diff.file, header = TRUE, sep = "\t")Prepare gene sets
BART and ChEA3 require differentially expressed genes as input, TFEA.ChIP requires differentially expressed genes and non-differentially expressed genes (as background genes) as inputs.
# up-regulated genes
rna.up.sig.df = rna.diff %>%
dplyr::filter(padj < 0.05 & log2FoldChange > 0)
# non-differentially expressed genes
rna.contorl.df = rna.diff %>%
dplyr::filter(padj > 0.5 & abs(log2FoldChange) <0.25)While TFEA.ChIP only support human genes, we need to convert the mouse genes to their human orthologs.
# convert mouse gene symbol to human entrez id
Mouse2HumanEntrez <- function(x){
require("biomaRt")
human = biomaRt::useMart("ensembl", dataset = "hsapiens_gene_ensembl", host = "https://dec2021.archive.ensembl.org/")
mouse = biomaRt::useMart("ensembl", dataset = "mmusculus_gene_ensembl", host = "https://dec2021.archive.ensembl.org/")
m2h = biomaRt::getLDS(attributes = c("mgi_symbol"), filters = "mgi_symbol", values = x ,
mart = mouse, attributesL = c("entrezgene_id"), martL = human, uniqueRows=T)
m2h.ids <- unique(m2h[, 2])
return(m2h.ids)
}
# convert mouse gene symbol to human entrez id
rna.upsig.ids = Mouse2HumanEntrez(x = rownames(rna.up.sig.df))
write.table(x = rna.upsig.ids, file = "/home/songyabing/R/learn/tmp/DEbPeak/RNAinfer/ATACDE_padj0.05_lfc0.txt",
quote = F, row.names = F, col.names = F)
rna.contorl.ids = Mouse2HumanEntrez(x = rownames(rna.contorl.df))
write.table(x = rna.contorl.ids, file = "/home/songyabing/R/learn/tmp/DEbPeak/RNAinfer/ATACDE_padj0.5_lfc0.25_contorl.txt",
quote = F, row.names = F, col.names = F)The above codes are slow, we will load pre-run results:
rna.upsig.ids.df = read.table("/home/songyabing/R/learn/tmp/DEbPeak/RNAinfer/ATACDE_padj0.05_lfc0.txt")
rna.upsig.ids = rna.upsig.ids.df$V1
rna.contorl.ids.df = read.table("/home/songyabing/R/learn/tmp/DEbPeak/RNAinfer/ATACDE_padj0.5_lfc0.25_contorl.txt")
rna.contorl.ids = rna.contorl.ids.df$V1Identify TFs with ChEA3
chea3.res = InferRegulator(genes = rownames(rna.up.sig.df), method = "ChEA3", species = "Mouse")
head(chea3.res)## Query Name Rank TF Score
## 1 DEbPeak 1 ZNF367 5.0
## 2 DEbPeak 2 CENPA 5.0
## 3 DEbPeak 3 FOXM1 11.67
## 4 DEbPeak 4 E2F7 21.8
## 5 DEbPeak 5 MYBL2 34.0
## 6 DEbPeak 6 ZNF695 37.67
## Library
## 1 ARCHS4 Coexpression,11;Enrichr Queries,1;GTEx Coexpression,3
## 2 ARCHS4 Coexpression,2;GTEx Coexpression,8
## 3 Literature ChIP-seq,3;ARCHS4 Coexpression,58;ENCODE ChIP-seq,2;Enrichr Queries,4;ReMap ChIP-seq,1;GTEx Coexpression,2
## 4 Literature ChIP-seq,18;ARCHS4 Coexpression,3;Enrichr Queries,6;ReMap ChIP-seq,75;GTEx Coexpression,7
## 5 Literature ChIP-seq,23;ARCHS4 Coexpression,40;ENCODE ChIP-seq,68;Enrichr Queries,2;ReMap ChIP-seq,62;GTEx Coexpression,9
## 6 ARCHS4 Coexpression,92;Enrichr Queries,10;GTEx Coexpression,11
## Overlapping_Genes
## 1 PI4K2B,ERCC6L,ZWILCH,HJURP,SMC4,SMC2,EME1,STMN1,PCLAF,NUSAP1,KNTC1,FBXO5,TMPO,WDHD1,ESCO2,CDC25C,SGO1,CCNE2,CCNE1,TIMELESS,CD226,TLN1,PRR11,ANAPC1,ASF1B,FKBP5,DNMT1,CDCA2,SLC35D3,NCAPG,RAD51AP1,CCNB2,DSN1,ORC6,RACGAP1,FIGNL1,PMAIP1,ECT2,PLK4,NUP155,DDIAS,CDC6,NDC80,HNRNPL,POLA1,CDK6,NASP,CDK2,ANP32E,EZH2,ARHGAP11A,TOP2A,GPSM2,NCAPG2,HMGB2,BRCA1,KIF11,FOXM1,KIF15,XPO1,NUF2,PBK,TOPBP1,LBR,POLE,DLGAP5,CEP55,HELLS,CKAP2L,MMD,CKAP2,HAUS6,CIP2A,FOS,CCNA2,ASPM,RBL1,DBF4,ESPL1,MCM4,MCM6,DTL,MTPN,PCNA,NUFIP2,UHRF1,SRSF1,TTK,TYMS,KCTD20,USP1,BUB1,E2F7,E2F8,RRM1,RRM2,CDKN2C,ATAD5,ATAD2,DONSON,DEK,CENPF,WEE1,CENPH,PRC1,RFWD3,RPA3,POLE2,CENPK,CENPN,NCAPD2,NCAPD3,MAD2L1,SPC25,CDKN3
## 2 ARHGAP11A,TOP2A,PI4K2B,ERCC6L,ARL6IP1,NCAPG2,HJURP,HMGB2,BRCA1,KIF11,FOXM1,SMC4,SMC2,KIF15,XPO1,EME1,NUF2,PCLAF,NUSAP1,PBK,KNTC1,FBXO5,TOPBP1,HMGN2,DLGAP5,CEP55,TMPO,WDHD1,HELLS,CKAP2L,CAD,CKAP2,NIPA2,ESCO2,CIP2A,CDC25C,CKAP5,SGO1,CCNA2,ASPM,RBL1,DBF4,ESPL1,CCNE1,TIMELESS,G2E3,MCM4,MCM6,PRR11,DTL,ANAPC1,ASF1B,PCNA,CDCA2,UHRF1,SRSF1,NCAPG,TTK,TYMS,RAD51AP1,CCNB2,ORC6,RACGAP1,FIGNL1,USP1,PMAIP1,ECT2,BUB1,E2F7,E2F8,PLK4,RRM1,RRM2,CDKN2C,ATAD5,DDIAS,ATAD2,CDC6,DEK,NDC80,HNRNPL,CENPF,CENPH,PRC1,RPA3,POLE2,CENPK,HNRNPD,NCAPD2,CENPN,NCAPD3,EZH2,MAD2L1,SPC25,CDKN3
## 3 EIF4A1,ERCC6L,ARL6IP1,ZWILCH,HJURP,SMC6,SMC4,SMC2,MT-ND1,LGALS3,EME1,STMN1,PCLAF,NUSAP1,PIM1,KNTC1,FBXO5,CCNL1,TMPO,EPHB3,WDHD1,TPM4,LIG1,CMC2,DYRK1A,P3H4,ESCO2,CDC25C,NEAT1,GEM,SGO1,KCTD9,CCNE2,CCNE1,DNAJB11,TIMELESS,FAR1,FAM76B,MATR3,NUP98,SNRNP200,SRSF6,PRR11,ASF1B,SLBP,DNMT1,DDX5,CDCA2,NOTCH1,TSHZ1,NCAPG,STK4,NUP160,HSP90B1,RAD51AP1,CCNB2,VCPIP1,DSN1,ORC6,RACGAP1,FIGNL1,ERI2,CEP72,PMAIP1,TRDC,ECT2,SLC38A2,S100A10,SLAMF1,PLK4,OSBPL9,CDK19,H3F3B,DDIAS,RDX,CDC6,NDC80,HNRNPL,EHD1,MOB1A,POLA1,NASP,CNOT1,CDK2,ANP32E,HNRNPD,MDM4,EZH2,ATR,ARHGAP11A,TOP2A,CEP57,GPSM2,PHTF2,NCAPG2,CLTC,HP1BP3,HMGB2,BRCA1,KIF11,LAMC1,FOXM1,KIF15,SEPT7,XPO1,SFR1,NUF2,PBK,TOPBP1,HIF1AN,CFAP43,LBR,POLE,DLGAP5,CEP55,POLG,HELLS,PLEKHG2,PCYT1A,ANXA2,CKAP2L,CAD,CKAP2,EMP1,HAUS6,CIP2A,FOS,CKAP5,CCNA2,ASPM,PTP4A2,DBF4,RBL1,ESPL1,ZADH2,DMC1,G2E3,MCM4,MCM6,DTL,CD44,PPP1R15B,PCNA,UHRF1,ATL2,SRSF1,MIS12,NEDD9,TTK,LIN9,TYMS,CLCN3,MALT1,U2AF2,PPP1R7,USP1,FLNA,BRD8,BUB1,SRSF10,E2F7,E2F8,RBM39,RRM1,RRM2,CDKN2C,ATAD5,CSNK1A1,NFYB,SEMA4B,ATAD2,RSRC2,PTPN13,PNRC2,ASXL1,PDP1,CENPF,KLF6,WEE1,CENPH,PRC1,RFWD3,POLE2,CENPK,NCAPD2,CENPN,NCAPD3,CDKN3,MAD2L1,SPC25,TJP2
## 4 PI4K2B,EIF4A1,ERCC6L,UBE3C,ZWILCH,HJURP,SMC4,SMC2,EME1,STMN1,PCLAF,NUSAP1,PIM1,KNTC1,FBXO5,TMPO,WDHD1,TPM4,LIG1,DYRK1A,P3H4,ESCO2,CDC25C,NEAT1,SGO1,CCNE2,CCNE1,TIMELESS,CD226,PRR11,ANAPC1,ASF1B,SLBP,DNMT1,DDX5,CDCA2,NOTCH1,NCAPG,PDS5A,RAD51AP1,CCNB2,DSN1,ORC6,RACGAP1,FIGNL1,ERI2,PMAIP1,ECT2,SLC38A2,SLAMF1,PLK4,H3F3B,NUP155,DDIAS,BICRAL,PTCH1,CDC6,NDC80,EHD1,HNRNPL,POLA1,CDK6,CDK2,HNRNPD,MDM4,NFE2L1,EZH2,ARHGAP11A,TOP2A,GPSM2,CLIC4,NCAPG2,CLTC,HMGB2,BRCA1,KIF11,CTDSPL2,FOXM1,KIF15,SYNCRIP,TUBA1A,XPO1,GLIPR2,NUF2,PBK,TOPBP1,POLE,DLGAP5,CEP55,HELLS,PLEKHG2,ANXA2,RFC1,CKAP2L,CAD,CKAP2,EMP1,HAUS6,CIP2A,FOS,CKAP5,CCNA2,ASPM,PTP4A2,DBF4,RBL1,ESPL1,MCM4,MYH9,MCM6,ANGPTL4,GAS6,DTL,PCNA,UHRF1,SRSF1,TTK,TYMS,U2AF2,MXI1,USP1,FLNA,BUB1,SRSF10,E2F8,P2RY10,RRM1,RRM2,CDKN2C,ATAD5,USP9X,ATAD2,RSRC2,DEK,CENPF,KLF6,WEE1,CENPH,PRC1,RPA3,POLE2,CENPK,NCAPD2,CENPN,NCAPD3,MAD2L1,SPC25,CDKN3
## 5 USP6NL,EIF4A1,ARL6IP1,SMC5,SMC6,SMC4,SMC2,MT-ND1,GPR171,STMN1,PCLAF,FBXO5,CCNL1,XYLB,TMPO,WDHD1,AQR,WSB1,NUP210,ESCO2,MED7,WDR82,SUB1,TMEM126A,PRR11,CGGBP1,ASF1B,CDCA2,CSTF3,NCAPG,ANAPC10,UBE2J1,DSN1,RACGAP1,ERI1,FIGNL1,ERI2,SLAMF1,PLK4,CDK19,H3F3B,DDIAS,CDC6,EHD1,HNRNPL,POLA1,ID2,ANP32E,HNRNPD,EZH2,DCP1B,TOP2A,CEP57,TRAM1,NCAPG2,CLTC,AP4E1,BRCA1,KIF11,KIF15,XPO1,TUBA1A,RARS,NUF2,PBK,DHX15,ARIH1,JAK2,DLGAP5,CEP55,HELLS,PCYT1A,APOBEC2,ANXA2,GSTO1,MMD,IFNGR1,FOS,FAM126A,HNRNPH1,FRG1,G2E3,CD48,ANGPTL4,PCNA,ATL2,NEDD9,ABRACL,CAPG,TYMS,TMEM168,EPCAM,PPP1R7,USP1,BRD8,SRSF10,P2RY10,NQO2,CDKN2C,ATAD5,YTHDF3,C1GALT1,ATAD2,RPA2,RSRC2,PLXDC1,VMP1,CENPF,CENPH,RFWD3,RPA3,CAPZA1,CENPK,CAPZA2,RLIM,NCAPD2,CENPN,NCAPD3,MAD2L1,SPC25,CDKN3,ERCC6L,ZWILCH,HJURP,EME1,NUSAP1,PIM1,KNTC1,PDIA3,CAST,LIG1,TPM4,PRPF4B,ATP11B,CDC25C,NEAT1,SGO1,KCTD9,CCNE2,CCNE1,TIMELESS,MATR3,SNRNP200,ANAPC1,DNMT1,ABHD2,COPB1,PSEN1,LIN7C,KRCC1,NUP160,HSP90B1,RAD51AP1,CCNB2,ORC6,ORC3,ECT2,SLC38A2,NUP155,PTCH1,CWC15,NDC80,CLK1,H1F0,CDK6,NASP,UBLCP1,CDK2,DNAJC10,TUBGCP6,MDM4,ARHGAP11A,GPSM2,RBM25,NGLY1,HP1BP3,CHD7,HMGB2,FOXM1,CASP3,PDE4A,TOPBP1,HIF1AN,CFAP43,LBR,POLE,PLEKHG2,CKAP2L,CAD,CKAP2,CIP2A,GPCPD1,YWHAZ,CKAP5,PTBP3,CCNA2,ASPM,DBF4,RBL1,ESPL1,MCM4,MCM6,DOCK2,DTL,CHMP5,PPP1R15B,MTPN,HLF,UHRF2,UHRF1,SRSF1,TTK,ATP1A1,CLCN3,RNFT1,CDC42,FAM168B,TNKS2,U2AF2,VPS54,MAPK6,BUB1,E2F7,E2F8,RBM39,RRM1,RRM2,TMEM30A,SEMA4B,KLF3,PNRC2,ASXL1,KLF6,WEE1,MYO1C,PRC1,POLE2,OCIAD1,SUGT1,RBMX,SSBP3
## 6 PI4K2B,ERCC6L,HJURP,SMC4,SMC2,EME1,STMN1,PCLAF,NUSAP1,KNTC1,FBXO5,TMPO,WDHD1,NUP210,KHNYN,ESCO2,CDC25C,SGO1,CCNE2,CCNE1,TIMELESS,SRSF6,TLN1,PRR11,ANAPC1,ASF1B,CDCA2,NCAPG,RAD51AP1,CCNB2,ABR,DSN1,ORC6,RACGAP1,FIGNL1,PMAIP1,ECT2,SLAMF1,PLK4,DDIAS,CDC6,NDC80,NASP,NFE2L1,EZH2,ARHGAP11A,TOP2A,GPSM2,NCAPG2,HMGB2,BRCA1,KIF11,FOXM1,KIF15,NUF2,PBK,TOPBP1,DLGAP5,CEP55,HELLS,CKAP2L,CKAP2,CIP2A,FOS,CCNA2,ASPM,DBF4,RBL1,ESPL1,G2E3,MCM4,MYH9,CD48,MCM6,DTL,PCNA,UHRF1,TTK,LIN9,TYMS,ADD1,EPCAM,U2AF2,BUB1,SRSF10,E2F7,E2F8,P2RY10,RRM1,RRM2,SSB,ATAD5,ATAD2,DONSON,MYO9B,CENPF,CENPH,PRC1,RPA3,POLE2,CENPK,NCAPD2,CENPN,SUGT1,MAD2L1,SPC25,CDKN3Visualize the results:
VizRegulator(infer.res = chea3.res, method = "ChEA3", label.gene = c("RUNX1", "RUNX2", "RUNX3"))
Identify TFs with BART2
bart2.res = InferRegulator(genes = rownames(rna.up.sig.df), method = "BART2",
species = "Mouse", bart2.path = "~/anaconda3/envs/bart2/bin/bart2")## Running BART2: ~/anaconda3/envs/bart2/bin/bart2 geneset -i /tmp/RtmpXCxNnH/bart2_genes_32144182a282.txt -s mm10 --outdir /tmp/RtmpXCxNnH/bart2 -o DEbPeak
head(bart2.res)## TF statistic pvalue zscore max_auc re_rank irwin_hall_pvalue
## 1 STAT2 4.176 1.484e-05 1.526 0.944 0.027 8.727e-05
## 2 FOXP3 5.055 2.147e-07 2.254 0.905 0.040 2.945e-04
## 3 STAT4 2.848 2.200e-03 2.225 0.918 0.046 4.421e-04
## 4 IRF4 7.796 3.183e-15 2.533 0.888 0.051 5.904e-04
## 5 STAT1 6.076 6.157e-10 0.943 0.933 0.053 6.536e-04
## 6 ETS1 4.170 1.520e-05 1.086 0.923 0.054 6.982e-04Visualize the results:
VizRegulator(infer.res = bart2.res, method = "BART2", label.gene = c("RUNX1", "RUNX2", "RUNX3"))
Identify TFs with TFEA.ChIP
tfea.res = InferRegulator(genes = rna.upsig.ids, control.genes = rna.contorl.ids, method = "TFEA.ChIP")
head(tfea.res)## TF ES arg.ES pVal numberOfChIPs
## MEF2C MEF2C 0.98584 16 0.04 1
## ATF2 ATF2 0.98339 6 0.00 2
## NFATC1 NFATC1 0.98206 20 0.02 1
## TBX21 TBX21 0.97545 27 0.04 1
## PRDM1 PRDM1 0.96317 40 0.06 1
## EBF1 EBF1 0.95736 44 0.04 2Visualize the results:
VizRegulator(infer.res = tfea.res, method = "TFEA.ChIP", label.gene = c("RUNX1", "RUNX2", "RUNX3"))
Integrate RNA-seq and ChIP-seq/ATAC-seq
The data used here contains RNA-seq and ChIP-seq datasets from RUNX represses Pmp22 to drive neurofibromagenesis:
- RNA-seq: two genotypes and three samples per genotype, the raw data are stored in GSE122774
- ChIP-seq: two genotypes and one sample per genotype, the raw data are stored in GSE122775
- ATAC-seq: two genotypes and one sample per genotype, the raw data are stored in GSE122776
Prepare DEGs
# prepare count matrix and metadata
debchip.count.file <- system.file("extdata", "debchip_count.txt", package = "DEbPeak")
debchip.meta.file <- system.file("extdata", "debchip_meta.txt", package = "DEbPeak")
debchip.count.matrix <- read.table(file = debchip.count.file, header = T, sep = "\t")
debchip.meta.info <- read.table(file = debchip.meta.file, header = T)
# create DESeqDataSet object
debchip.dds <- DESeq2::DESeqDataSetFromMatrix(countData = debchip.count.matrix,
colData = debchip.meta.info,
design = ~condition)## Warning in DESeqDataSet(se, design = design, ignoreRank): some variables in
## design formula are characters, converting to factors
# set control level
debchip.dds$condition <- relevel(debchip.dds$condition, ref = "NF")
# conduct differential expressed genes analysis
debchip.dds <- DESeq(debchip.dds)## estimating size factors## estimating dispersions## gene-wise dispersion estimates## mean-dispersion relationship## final dispersion estimates## fitting model and testing
# extract results
debchip.dds.results <- results(debchip.dds,contrast=c("condition",'RX','NF'))
debchip.dds.results.ordered <- debchip.dds.results[order(debchip.dds.results$log2FoldChange,decreasing = TRUE),]
head(debchip.dds.results.ordered)## log2 fold change (MLE): condition RX vs NF
## Wald test p-value: condition RX vs NF
## DataFrame with 6 rows and 6 columns
## baseMean log2FoldChange lfcSE stat pvalue padj
## <numeric> <numeric> <numeric> <numeric> <numeric> <numeric>
## Sycp1 12.07541 7.15056 3.91075 1.82844 6.74840e-02 1.81006e-01
## Gm16532 10.07020 6.89407 1.74281 3.95573 7.63014e-05 7.17146e-04
## Hs3st4 18.88787 6.82852 1.42952 4.77679 1.78117e-06 2.83848e-05
## Nell1 34.13399 6.80718 1.34257 5.07027 3.97260e-07 7.79916e-06
## Sptssb 9.39376 6.78558 1.52948 4.43651 9.14275e-06 1.16684e-04
## Myo3a 7.19992 6.41077 1.74865 3.66612 2.46259e-04 1.94151e-03Prepare ChIP-seq data
Consensus peaks
In this step, we will get consensus peaks with MSPC when multiple peak files are available, but when there is only one peak file, we will use it directly (make sure this peak file contains five columns: “chr”, “start”, “stop”, “name”, “score”).
# get consensus peak
peak.file = system.file("extdata", "debchip_peaks.bed", package = "DEbPeak")
peak.df = GetConsensusPeak(peak.file = peak.file)
head(peak.df)## chr start stop name score
## 1 chr13 51519018 51519164 chr13-5 27.6
## 2 chr13 21326999 21327145 chr13-6 25.2
## 3 chr5 151112840 151112986 chr5-2 22.3
## 4 chr11 104361891 104362037 chr11-98 21.8
## 5 chr11 70198551 70198697 chr11-88 21.3
## 6 chr6 29326952 29327098 chr6-4 20.8Peak profile
Check the profle of consensus peaks:
# peak profile plot
peak.profile = PeakProfile(peak.df ,species="Mouse", by = "gene", region.type = "body", nbin = 800)## >> preparing promoter regions... 2023-07-02 17时38分04秒
## >> preparing tag matrix... 2023-07-02 17时38分05秒
## >> preparing start_site regions by ... 2023-07-02 17时38分05秒
## >> preparing tag matrix... 2023-07-02 17时38分05秒
## >> generating figure... 2023-07-02 17时38分16秒## >> done... 2023-07-02 17时38分16秒## >> binning method is used...2023-07-02 17时38分16秒
## >> preparing start_site regions by gene... 2023-07-02 17时38分16秒
## >> preparing tag matrix by binning... 2023-07-02 17时38分16秒
## >> Running bootstrapping for tag matrix... 2023-07-02 17时38分22秒
## >> binning method is used...2023-07-02 17时38分23秒
## >> preparing body regions by gene... 2023-07-02 17时38分23秒
## >> preparing tag matrix by binning... 2023-07-02 17时38分23秒
## >> preparing matrix with extension from (TSS-20%)~(TTS+20%)... 2023-07-02 17时38分23秒
## >> 1 peaks(0.1536098%), having lengths smaller than 800bp, are filtered... 2023-07-02 17时38分26秒
## >> Running bootstrapping for tag matrix... 2023-07-02 17时39分05秒
peak.profile$profile.plot
Peak annotation
Peak annotation with ChIPseeker:
# peak annotation
peak.anno = AnnoPeak(peak.df = peak.df,species = "Mouse",seq.style = "UCSC",up.dist = 20000,down.dist = 20000)## >> preparing features information... 2023-07-02 17时39分06秒
## >> identifying nearest features... 2023-07-02 17时39分07秒
## >> calculating distance from peak to TSS... 2023-07-02 17时39分07秒
## >> assigning genomic annotation... 2023-07-02 17时39分07秒
## >> adding gene annotation... 2023-07-02 17时39分19秒## 'select()' returned 1:many mapping between keys and columns## >> assigning chromosome lengths 2023-07-02 17时39分19秒
## >> done... 2023-07-02 17时39分19秒## Warning: Removed 6 rows containing non-finite values (`stat_count()`).
peak.anno.df = peak.anno$df
head(peak.anno.df)## seqnames start end width strand name score
## 1 chr13 51519019 51519164 146 * chr13-5 27.6
## 2 chr13 21327000 21327145 146 * chr13-6 25.2
## 3 chr5 151112841 151112986 146 * chr5-2 22.3
## 4 chr11 104361892 104362037 146 * chr11-98 21.8
## 5 chr11 70198552 70198697 146 * chr11-88 21.3
## 6 chr6 29326953 29327098 146 * chr6-4 20.8
## annotation geneChr geneStart
## 1 Intron (ENSMUST00000021898.5/20418, intron 1 of 11) 1 51431041
## 2 Promoter (9-10kb) 1 21317258
## 3 Promoter (4-5kb) 2 151095421
## 4 Intron (ENSMUST00000106977.7/76719, intron 4 of 13) 3 104334921
## 5 Promoter (14-15kb) 3 70212752
## 6 Promoter (7-8kb) 4 29319199
## geneEnd geneLength geneStrand geneId transcriptId distanceToTSS
## 1 51567084 136044 2 20418 ENSMUST00000021898.5 47920
## 2 21319624 2367 1 75512 ENSMUST00000136668.1 9742
## 3 151108735 13315 2 243362 ENSMUST00000202866.1 -4106
## 4 104341299 6379 2 76719 ENSMUST00000069188.6 -20593
## 5 70216413 3662 1 216867 ENSMUST00000126388.7 -14055
## 6 29335854 16656 1 330277 ENSMUST00000166462.1 7754
## ENSEMBL SYMBOL
## 1 ENSMUSG00000021448 Shc3
## 2 ENSMUSG00000004341 Gpx6
## 3 ENSMUSG00000016128 Stard13
## 4 ENSMUSG00000018412 Kansl1
## 5 ENSMUSG00000040938 Slc16a11
## 6 ENSMUSG00000039742 Fam71f1
## GENENAME
## 1 src homology 2 domain-containing transforming protein C3
## 2 glutathione peroxidase 6
## 3 StAR-related lipid transfer (START) domain containing 13
## 4 KAT8 regulatory NSL complex subunit 1
## 5 solute carrier family 16 (monocarboxylic acid transporters), member 11
## 6 family with sequence similarity 71, member F1
## anno
## 1 Intron
## 2 Promoter
## 3 Promoter
## 4 Intron
## 5 Promoter
## 6 Promoter
peak.anno$plots
The above pie plot is not based on ggplot2, here we provide function to create pie plot based on ggplot2:
PeakAnnoPie(peak.anno$anno.obj)
Motif analysis
Here, we will perform de novo motif discovery to illustrate the binding motif:
# this step is time consuming!
MotifDiscovery(peak.df = peak.df, genome = '/path/to/genome.fa',
streme.path = "~/data/software/meme-5.5.2/bin/streme",
samtools.path = "/home/songyabing/data/software/samtools-1.17/samtools",
out.folder = "/path/to/output", show.html = FALSE)
# after running, there will be a browser pop-up window to show the results.Integrate ChIP-seq and RNA-seq
In this step, we will integrate ChIP-seq and RNA-seq to get plausible direct targets of promoter (in this example, Runx).
Integrate
debchip.res = DEbPeak(de.res = debchip.dds.results.ordered, peak.res = peak.anno.df, peak.anno.key = "Promoter", merge.key="SYMBOL", species = "Mouse")## Differential expression analysis with DESeq2!
head(debchip.res)## SYMBOL geneId Peak annotation anno
## 1 0610012G03Rik <NA> <NA> <NA> <NA>
## 2 1110002J07Rik 68488 chr10:66905070-66905215 Promoter (12-13kb) Promoter
## 3 1110008P14Rik <NA> <NA> <NA> <NA>
## 4 1110032F04Rik <NA> <NA> <NA> <NA>
## 5 1500009C09Rik <NA> <NA> <NA> <NA>
## 6 1500011B03Rik <NA> <NA> <NA> <NA>
## ENSEMBL GENENAME log2FoldChange abundance signif
## 1 <NA> <NA> 1.837668 59.179193 3.073773
## 2 <NA> RIKEN cDNA 1110002J07 gene NA NA NA
## 3 <NA> <NA> 1.013546 125.765543 2.277566
## 4 <NA> <NA> 2.935223 89.091244 4.714179
## 5 <NA> <NA> 3.183848 9.432253 1.492741
## 6 <NA> <NA> 1.058984 227.077738 2.656922
## regulation Type
## 1 Up_regulated UP
## 2 <NA> Peak
## 3 Up_regulated UP
## 4 Up_regulated UP
## 5 Up_regulated UP
## 6 Up_regulated UPIntegrate summary
# DE and ChIP venn plot
# debchip.plot = PlotDEbPeak(debchip.res, peak.type = "ChIP", show_percentage=FALSE)
# debchip.plot
debchip.plot = InteVenn(inte.res = debchip.res, inte.type = "DEbPeak", peak.type = "ChIP",
peak.mode = "consensus", gene.col = "SYMBOL",show_percentage = FALSE)
debchip.plot
Functional enrichment
There are five categories for users to choose to perform functional enrichment: UP, Peak, DOWN, DOWNbPeak, UPbPeak. Here, we will use DOWNbPeak and UPbPeak as examples.
UPbPeak
# functional enrichment on direct targets
# debchip.up.fe.results = DEbPeakFE(de.peak = debchip.res, peak.fe.key = "UPbPeak",
# gene.type = "ENTREZID", species="Mouse",save = F)
debchip.up.fe.results = InteFE(inte.res = debchip.res, fe.key = "UPbPeak", inte.type = "DEbPeak",
gene.type = "ENTREZID", species="Mouse",save = F)## conduct ALL GO enrichment analysis on: UPbPeak## wrong orderBy parameter; set to default `orderBy = "x"`## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.The results:
# the result table
head(debchip.up.fe.results[["GO"]][["table"]])## ONTOLOGY ID Description
## GO:0032288 BP GO:0032288 myelin assembly
## GO:0019233 BP GO:0019233 sensory perception of pain
## GO:0043951 BP GO:0043951 negative regulation of cAMP-mediated signaling
## GO:0022011 BP GO:0022011 myelination in peripheral nervous system
## GO:0032292 BP GO:0032292 peripheral nervous system axon ensheathment
## GO:0014044 BP GO:0014044 Schwann cell development
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0032288 2/21 23/23328 0.0001930551 0.02159856 0.01416299
## GO:0019233 3/21 146/23328 0.0002940462 0.02159856 0.01416299
## GO:0043951 2/21 30/23328 0.0003306741 0.02159856 0.01416299
## GO:0022011 2/21 31/23328 0.0003532875 0.02159856 0.01416299
## GO:0032292 2/21 31/23328 0.0003532875 0.02159856 0.01416299
## GO:0014044 2/21 34/23328 0.0004255310 0.02159856 0.01416299
## geneID Count
## GO:0032288 Pmp22/Prx 2
## GO:0019233 Kcnip3/Npy2r/Prx 3
## GO:0043951 Npy2r/Rnf157 2
## GO:0022011 Pmp22/Prx 2
## GO:0032292 Pmp22/Prx 2
## GO:0014044 Pmp22/Prx 2
# the result plot
debchip.up.fe.results[["GO"]][["plot"]]
DOWNbPeak
# functional enrichment on direct targets
# debchip.down.fe.results = DEbPeakFE(de.peak = debchip.res, peak.fe.key = "DOWNbPeak",
# gene.type = "ENTREZID", species="Mouse",save = F)
debchip.down.fe.results = InteFE(inte.res = debchip.res, fe.key = "DOWNbPeak", inte.type = "DEbPeak",
gene.type = "ENTREZID", species="Mouse",save = F)## conduct ALL GO enrichment analysis on: DOWNbPeak## wrong orderBy parameter; set to default `orderBy = "x"`## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.The results:
# the result table
head(debchip.down.fe.results[["GO"]][["table"]])## ONTOLOGY ID Description
## GO:0010810 BP GO:0010810 regulation of cell-substrate adhesion
## GO:0045785 BP GO:0045785 positive regulation of cell adhesion
## GO:0007162 BP GO:0007162 negative regulation of cell adhesion
## GO:0030198 BP GO:0030198 extracellular matrix organization
## GO:0043062 BP GO:0043062 extracellular structure organization
## GO:0051250 BP GO:0051250 negative regulation of lymphocyte activation
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0010810 5/33 214/23328 1.193628e-05 0.01428434 0.008185655
## GO:0045785 6/33 435/23328 2.935433e-05 0.01428434 0.008185655
## GO:0007162 5/33 290/23328 5.117751e-05 0.01428434 0.008185655
## GO:0030198 5/33 302/23328 6.201521e-05 0.01428434 0.008185655
## GO:0043062 5/33 303/23328 6.299252e-05 0.01428434 0.008185655
## GO:0051250 4/33 158/23328 7.112535e-05 0.01428434 0.008185655
## geneID Count
## GO:0010810 Col8a1/Fbln2/Mmp14/Postn/Sdc4 5
## GO:0045785 Col8a1/Fbln2/Il4ra/Ptpn22/Sdc4/Tnfsf13b 6
## GO:0007162 Il4ra/Mmp14/Postn/Ptpn22/Sdc4 5
## GO:0030198 Bcl3/Col8a1/Fbln2/Mmp14/Postn 5
## GO:0043062 Bcl3/Col8a1/Fbln2/Mmp14/Postn 5
## GO:0051250 Il4ra/Lyn/Ptpn22/Sdc4 4
# the result plot
debchip.down.fe.results[["GO"]][["plot"]]
Integrate ATAC-seq and RNA-seq
All above steps are suitable for integrating ATAC-seq and RNA-seq data, but the following step (Motif enrichment) is usually unique to integrate ATAC-seq and RNA-seq data.
There are five categories for users to choose to perform motif enrichment: UP, Peak, DOWN, DOWNbPeak, UPbPeak. Here, we will use UPbPeak as example.
Motif analysis with Homer
# debatac.res: similar to debatac.res
# this step is time consuming!
ATAC.motif = FindMotif(inte.res = debatac.res, peak.motif.key = "UPbPeak", peak.mode = "consensus",
homer.motif.path = '~/anaconda3/bin/findMotifsGenome.pl',
out.folder = "/path/to/out/folder", other.paras = "-len 8,10,12 -size -100,50 -S 25")Motif analysis with MEME
de novo motif discovery
# this step is time consuming!
MotifDiscovery(inte.res = debatac.res, peak.motif.key = "UPbPeak",
genome = '/path/to/genome.fa', peak.mode = "consensus",
streme.path = "~/data/software/meme-5.5.2/bin/streme",
samtools.path = "/home/songyabing/data/software/samtools-1.17/samtools",
out.folder = "/path/to/denovo/output")Motif comparison
verteb.motifs = system.file("extdata", "homer_verteb.motifs.meme", package = "DEbPeak")
# this step is time consuming!
ATAC.denovo.motif = MotifCompare(motif.folder = "/path/to/denovo/output",
known.motif = verteb.motifs, tomtom.path = '~/data/software/meme-5.5.2/bin/tomtom',
out.folder = "/path/to/denovo/output")Integrate RNA-seq, ChIP-seq and ATAC-seq
We have integrated RNA-seq and ChIP-seq data in the above steps, now we will continue to integrate ATAC-seq data based on the previous results.
Prepare ATAC-seq data
Consensus peaks
# get consensus peak
atac.peak.file <- system.file("extdata", "debatac_peaks.bed", package = "DEbPeak")
atac.peak.df <- GetConsensusPeak(peak.file = atac.peak.file)
head(atac.peak.df)## chr start stop name score
## 1 chr4 52439068 52439142 chr4-383 1
## 2 chr4 139622902 139622976 chr4-99 1
## 3 chr8 84662748 84662822 chr8-119 1
## 4 chr8 70699040 70699114 chr8-115 1
## 5 chr8 69625402 69625476 chr8-202 1
## 6 chr13 119597770 119597844 chr13-92 1Peak profile
Check the profle of consensus peaks:
# peak profile plot
atac.peak.profile <- PeakProfile(atac.peak.df, species = "Mouse", by = "gene", region.type = "body", nbin = 800)## >> preparing promoter regions... 2023-07-02 17时40分10秒
## >> preparing tag matrix... 2023-07-02 17时40分10秒
## >> preparing start_site regions by ... 2023-07-02 17时40分10秒
## >> preparing tag matrix... 2023-07-02 17时40分10秒
## >> generating figure... 2023-07-02 17时40分19秒## >> done... 2023-07-02 17时40分24秒## >> binning method is used...2023-07-02 17时40分25秒
## >> preparing start_site regions by gene... 2023-07-02 17时40分25秒
## >> preparing tag matrix by binning... 2023-07-02 17时40分25秒
## >> Running bootstrapping for tag matrix... 2023-07-02 17时41分11秒
## >> binning method is used...2023-07-02 17时41分11秒
## >> preparing body regions by gene... 2023-07-02 17时41分11秒
## >> preparing tag matrix by binning... 2023-07-02 17时41分11秒
## >> preparing matrix with extension from (TSS-20%)~(TTS+20%)... 2023-07-02 17时41分11秒
## >> 16 peaks(0.296077%), having lengths smaller than 800bp, are filtered... 2023-07-02 17时41分17秒
## >> Running bootstrapping for tag matrix... 2023-07-02 17时44分11秒
atac.peak.profile$profile.plot
Peak annotation
Peak annotation with ChIPseeker:
# peak annotation
atac.peak.anno <- AnnoPeak(
peak.df = atac.peak.df, species = "Mouse",
seq.style = "UCSC", up.dist = 20000, down.dist = 20000
)## >> preparing features information... 2023-07-02 17时44分14秒
## >> identifying nearest features... 2023-07-02 17时44分14秒
## >> calculating distance from peak to TSS... 2023-07-02 17时44分14秒
## >> assigning genomic annotation... 2023-07-02 17时44分14秒
## >> adding gene annotation... 2023-07-02 17时44分17秒## 'select()' returned 1:many mapping between keys and columns## >> assigning chromosome lengths 2023-07-02 17时44分17秒
## >> done... 2023-07-02 17时44分17秒## Warning: Removed 23 rows containing non-finite values (`stat_count()`).
atac.peak.anno.df = atac.peak.anno$df
head(atac.peak.anno.df)## seqnames start end width strand name score annotation
## 1 chr4 52439069 52439142 74 * chr4-383 1 Promoter (<=1kb)
## 2 chr4 139622903 139622976 74 * chr4-99 1 Promoter (<=1kb)
## 3 chr8 84662749 84662822 74 * chr8-119 1 Promoter (<=1kb)
## 4 chr8 70699041 70699114 74 * chr8-115 1 Promoter (<=1kb)
## 5 chr8 69625403 69625476 74 * chr8-202 1 Promoter (<=1kb)
## 6 chr13 119597771 119597844 74 * chr13-92 1 Promoter (8-9kb)
## geneChr geneStart geneEnd geneLength geneStrand geneId transcriptId
## 1 5 52439243 52488260 49018 1 14211 ENSMUST00000102915.9
## 2 5 139622894 139649687 26794 1 212647 ENSMUST00000146309.7
## 3 9 84661331 84662854 1524 2 15936 ENSMUST00000060427.5
## 4 9 70698949 70700616 1668 1 16478 ENSMUST00000095267.5
## 5 9 69618869 69625545 6677 2 234362 ENSMUST00000140522.1
## 6 1 119606650 119610458 3809 1 633640 ENSMUST00000178948.1
## distanceToTSS ENSEMBL SYMBOL
## 1 -101 ENSMUSG00000028312 Smc2
## 2 9 ENSMUSG00000028737 Aldh4a1
## 3 32 ENSMUSG00000053560 Ier2
## 4 92 ENSMUSG00000071076 Jund
## 5 69 ENSMUSG00000060427 Zfp868
## 6 -8806 ENSMUSG00000074634 Tmem267
## GENENAME anno
## 1 structural maintenance of chromosomes 2 Promoter
## 2 aldehyde dehydrogenase 4 family, member A1 Promoter
## 3 immediate early response 2 Promoter
## 4 jun D proto-oncogene Promoter
## 5 zinc finger protein 868 Promoter
## 6 transmembrane protein 267 Promoter
atac.peak.anno$plots
The above pie plot is not based on ggplot2, here we provide function to create pie plot based on ggplot2:
PeakAnnoPie(atac.peak.anno$anno.obj)
Motif analysis
Here, we will perform de novo motif discovery to illustrate the binding motif:
# this step is time consuming!
MotifDiscovery(peak.df = atac.peak.df, genome = '/path/to/genome.fa',
streme.path = "~/data/software/meme-5.5.2/bin/streme",
samtools.path = "/home/songyabing/data/software/samtools-1.17/samtools",
out.folder = "/path/to/output", show.html = FALSE)
# after running, there will be a browser pop-up window to show the results.Integrate RNA-seq, ChIP-seq and ATAC-seq
Integrate
debpeak.res = DEbCA(de.res = debchip.dds.results.ordered, chip.peak.res = peak.anno.df,
atac.peak.res = atac.peak.anno.df,
peak.anno.key = "Promoter", merge.key = "SYMBOL")## Differential expression analysis with DESeq2!
head(debpeak.res)## SYMBOL geneId_ChIP Peak_ChIP annotation_ChIP
## 1 0610009E02Rik <NA> <NA> <NA>
## 2 0610012G03Rik <NA> <NA> <NA>
## 3 0610039K10Rik <NA> <NA> <NA>
## 4 1110002J07Rik 68488 chr10:66905070-66905215 Promoter (12-13kb)
## 5 1110004F10Rik <NA> <NA> <NA>
## 6 1110008P14Rik <NA> <NA> <NA>
## anno_ChIP ENSEMBL_ChIP GENENAME_ChIP log2FoldChange abundance
## 1 <NA> <NA> <NA> NA NA
## 2 <NA> <NA> <NA> 1.837668 59.17919
## 3 <NA> <NA> <NA> NA NA
## 4 Promoter <NA> RIKEN cDNA 1110002J07 gene NA NA
## 5 <NA> <NA> <NA> NA NA
## 6 <NA> <NA> <NA> 1.013546 125.76554
## signif regulation Type1 geneId_ATAC Peak_ATAC
## 1 NA <NA> <NA> 100125929 chr2:26446213-26446286
## 2 3.073773 Up_regulated UP 106264 chr16:31948207-31948280
## 3 NA <NA> <NA> 68386 chr2:163644811-163644884
## 4 NA <NA> ChIP 68488 chr10:66935911-66935984
## 5 NA <NA> <NA> 56372 chr7:116039769-116039842
## 6 2.277566 Up_regulated UP <NA> <NA>
## annotation_ATAC anno_ATAC ENSEMBL_ATAC GENENAME_ATAC
## 1 Promoter (<=1kb) Promoter ENSMUSG00000086714 RIKEN cDNA 0610009E02 gene
## 2 Promoter (<=1kb) Promoter ENSMUSG00000107002 RIKEN cDNA 0610012G03 gene
## 3 Promoter (<=1kb) Promoter ENSMUSG00000058812 RIKEN cDNA 0610039K10 gene
## 4 Promoter (15-16kb) Promoter <NA> RIKEN cDNA 1110002J07 gene
## 5 Promoter (<=1kb) Promoter ENSMUSG00000030663 RIKEN cDNA 1110004F10 gene
## 6 <NA> <NA> <NA> <NA>
## Type geneId
## 1 ATAC 100125929
## 2 UPbATAC 106264
## 3 ATAC 68386
## 4 ChIPbATAC 68488
## 5 ATAC 56372
## 6 UP <NA>Integrate summary
# DE and ChIP venn plot
# debpeak.plot = PlotDEbPeak(debpeak.res, peak.type = "Peak", show_percentage=FALSE)
# debpeak.plot
debpeak.plot = InteVenn(inte.res = debpeak.res, inte.type = "DEbPeak", peak.type = "Peak",
gene.col = "SYMBOL",show_percentage = FALSE)
debpeak.plot
Functional enrichment
There are five categories for users to choose to perform functional enrichment: ChIP, ATAC, UP, DOWN, ChIPbATAC, UPbChIP, DOWNbChIP, UPbPeak, DOWNbPeak, UPbATAC, DOWNbATAC. Here, we will use DOWNbPeak and UPbPeak as examples.
UPbPeak
# functional enrichment on direct targets
# debpeak.up.fe.results = DEbPeakFE(de.peak = debpeak.res, peak.fe.key = "UPbPeak", gene.type = "ENTREZID", species="Mouse",save = F)
debpeak.up.fe.results = InteFE(inte.res = debpeak.res, fe.key = "UPbPeak", inte.type = "DEbPeak",
gene.type = "ENTREZID", species="Mouse",save = F)## conduct ALL GO enrichment analysis on: UPbPeak## wrong orderBy parameter; set to default `orderBy = "x"`## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.The results:
# the result table
head(debpeak.up.fe.results[["GO"]][["table"]])## ONTOLOGY ID Description GeneRatio
## GO:0043218 CC GO:0043218 compact myelin 2/9
## GO:0043209 CC GO:0043209 myelin sheath 2/9
## GO:0070382 CC GO:0070382 exocytic vesicle 2/9
## GO:0043256 CC GO:0043256 laminin complex 1/9
## GO:0019898 CC GO:0019898 extrinsic component of membrane 2/9
## GO:0030133 CC GO:0030133 transport vesicle 2/9
## BgRatio pvalue p.adjust qvalue geneID Count
## GO:0043218 19/23271 2.265877e-05 0.001087621 0.000500878 Mbp/Pmp22 2
## GO:0043209 213/23271 2.877487e-03 0.043690148 0.020120463 Mbp/Pmp22 2
## GO:0070382 261/23271 4.282761e-03 0.043690148 0.020120463 Bsn/Syt6 2
## GO:0043256 12/23271 4.632203e-03 0.043690148 0.020120463 Pmp22 1
## GO:0019898 320/23271 6.366508e-03 0.043690148 0.020120463 Bsn/Syt6 2
## GO:0030133 339/23271 7.118989e-03 0.043690148 0.020120463 Bsn/Syt6 2
# the result plot
debpeak.up.fe.results[["GO"]][["plot"]]
DOWNbPeak
# functional enrichment on direct targets
# debpeak.down.fe.results = DEbPeakFE(de.peak = debpeak.res, peak.fe.key = "DOWNbPeak",
# gene.type = "ENTREZID", species="Mouse",save = F)
debpeak.down.fe.results = InteFE(inte.res = debpeak.res, fe.key = "DOWNbPeak", inte.type = "DEbPeak",
gene.type = "ENTREZID", species="Mouse",save = F)## conduct ALL GO enrichment analysis on: DOWNbPeak## wrong orderBy parameter; set to default `orderBy = "x"`## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
## wrong orderBy parameter; set to default `orderBy = "x"`
##
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.The results:
# the result table
head(debpeak.down.fe.results[["GO"]][["table"]])## ONTOLOGY ID Description
## GO:0045064 BP GO:0045064 T-helper 2 cell differentiation
## GO:0010811 BP GO:0010811 positive regulation of cell-substrate adhesion
## GO:0045785 BP GO:0045785 positive regulation of cell adhesion
## GO:0045860 BP GO:0045860 positive regulation of protein kinase activity
## GO:0042832 BP GO:0042832 defense response to protozoan
## GO:0010810 BP GO:0010810 regulation of cell-substrate adhesion
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0045064 2/13 17/23328 3.880421e-05 0.01212719 0.006013313
## GO:0010811 3/13 128/23328 4.433038e-05 0.01212719 0.006013313
## GO:0045785 4/13 435/23328 7.460788e-05 0.01212719 0.006013313
## GO:0045860 4/13 440/23328 7.798836e-05 0.01212719 0.006013313
## GO:0042832 2/13 36/23328 1.786843e-04 0.01717888 0.008518210
## GO:0010810 3/13 214/23328 2.034275e-04 0.01717888 0.008518210
## geneID Count
## GO:0045064 Bcl3/Il4ra 2
## GO:0010811 Col8a1/Fbln2/Sdc4 3
## GO:0045785 Col8a1/Fbln2/Il4ra/Sdc4 4
## GO:0045860 Akap13/Ccnd1/Ern1/Sdc4 4
## GO:0042832 Bcl3/Il4ra 2
## GO:0010810 Col8a1/Fbln2/Sdc4 3
# the result plot
debpeak.down.fe.results[["GO"]][["plot"]]
Utils
Gene name conversion
results from DE analysis
# convert for DESeq2 results
dds.results.ordered <- IDConversion(deres = dds.results.ordered, gene.type = "ENSEMBL",sort.key = "log2FoldChange")## 'select()' returned 1:many mapping between keys and columns
head(dds.results.ordered)## baseMean log2FoldChange lfcSE stat pvalue
## ENSMUSG00000025934.15 2.010933 4.460298 3.017418 1.478183 NA
## ENSMUSG00000105597.1 1.643761 4.169309 2.988718 1.395016 0.1630111128
## ENSMUSG00000109866.1 2.320641 4.145734 1.225044 3.384151 0.0007139866
## ENSMUSG00000085819.7 2.234415 4.074961 1.659394 2.455692 0.0140613540
## ENSMUSG00000102474.1 1.528668 4.067805 1.807805 2.250135 0.0244403957
## ENSMUSG00000042677.7 1.497813 4.053938 1.713505 2.365875 0.0179874951
## padj ENTREZID SYMBOL
## ENSMUSG00000025934.15 NA 14859 Gsta3
## ENSMUSG00000105597.1 0.9997304 <NA> <NA>
## ENSMUSG00000109866.1 0.9997304 <NA> <NA>
## ENSMUSG00000085819.7 0.9997304 <NA> <NA>
## ENSMUSG00000102474.1 0.9997304 <NA> <NA>
## ENSMUSG00000042677.7 0.9997304 230738 Zc3h12anormal matrix
count.matrix <- IDConversion(deres = count.matrix, gene.type = "ENSEMBL",sort.key=NULL)## 'select()' returned 1:many mapping between keys and columns
head(count.matrix)## KO1 KO2 KO3 KO4 KO5 KO6 WT1 WT2 WT3 WT4 WT5
## ENSMUSG00000000001.4 4556 4218 3835 3718 5741 3875 4115 5074 2931 4374 5118
## ENSMUSG00000000003.15 0 0 0 0 0 0 0 0 0 0 0
## ENSMUSG00000000028.14 350 579 435 316 432 317 245 621 419 506 545
## ENSMUSG00000000031.16 268 804 66 207 46 66 336 112 60 69 137
## ENSMUSG00000000037.16 262 157 184 162 301 233 311 176 94 139 229
## ENSMUSG00000000049.11 0 0 0 0 0 0 1 0 2 0 1
## WT6 ENTREZID SYMBOL
## ENSMUSG00000000001.4 3625 14679 Gnai3
## ENSMUSG00000000003.15 0 54192 Pbsn
## ENSMUSG00000000028.14 371 12544 Cdc45
## ENSMUSG00000000031.16 193 14955 H19
## ENSMUSG00000000037.16 186 107815 Scml2
## ENSMUSG00000000049.11 0 11818 ApohCount normalization
Here, we provide five different normalization methods: CPM, TMM, DESeq2’s median of ratios, RPKM and TPM, of which RPKM and TPM need to provide gtf files to calculate gene length.
CPM
Counts Per Million reads mapped (CPM) takes into account the sequencing depth. For each feature i, CPM is the count of sequenced fragments mapping to the feature scaled by the total number of reads times one million (to bring it up to a more convenient number).
\[ \mathrm{CPM}=\frac{\text { Number of reads mapped to gene } \times 10^{6}}{\text { Total number of mapped reads }} \]
cpm.matrix=NormalizedCount(dds, norm.type="CPM")
head(cpm.matrix)## KO1 KO2 KO3 KO4 KO5
## ENSMUSG00000000001.4 405.92819 400.64944 389.764529 377.62444 380.625026
## ENSMUSG00000000003.15 0.00000 0.00000 0.000000 0.00000 0.000000
## ENSMUSG00000000028.14 31.18412 54.99669 44.210579 32.09503 28.641354
## ENSMUSG00000000031.16 23.87813 76.36846 6.707812 21.02428 3.049774
## ENSMUSG00000000037.16 23.34354 14.91275 18.700567 16.45378 19.956128
## ENSMUSG00000000049.11 0.00000 0.00000 0.000000 0.00000 0.000000
## KO6 WT1 WT2 WT3 WT4
## ENSMUSG00000000001.4 362.974809 424.0865495 343.046563 389.7566993 402.307594
## ENSMUSG00000000003.15 0.000000 0.0000000 0.000000 0.0000000 0.000000
## ENSMUSG00000000028.14 29.693681 25.2493814 41.985005 55.7175220 46.540385
## ENSMUSG00000000031.16 6.182281 34.6277231 7.572175 7.9786428 6.346416
## ENSMUSG00000000037.16 21.825324 32.0512556 11.899132 12.4998737 12.784809
## ENSMUSG00000000049.11 0.000000 0.1030587 0.000000 0.2659548 0.000000
## WT5 WT6
## ENSMUSG00000000001.4 383.64870911 355.77287
## ENSMUSG00000000003.15 0.00000000 0.00000
## ENSMUSG00000000028.14 40.85356516 36.41151
## ENSMUSG00000000031.16 10.26961179 18.94184
## ENSMUSG00000000037.16 17.16599343 18.25483
## ENSMUSG00000000049.11 0.07496067 0.00000TMM
edgeR’s Trimmed Mean of M values (TMM) takes into account the sequencing depth, RNA composition, and gene length. For detailed information, please refer to A scaling normalization method for differential expression analysis of RNA-seq data.
tmm.matrix=NormalizedCount(dds, norm.type="TMM")
head(tmm.matrix)## KO1 KO2 KO3 KO4 KO5
## ENSMUSG00000000001.4 421.83331 371.93907 371.189992 382.69198 413.745541
## ENSMUSG00000000003.15 0.00000 0.00000 0.000000 0.00000 0.000000
## ENSMUSG00000000028.14 32.40598 51.05565 42.103689 32.52573 31.133613
## ENSMUSG00000000031.16 24.81372 70.89592 6.388146 21.30641 3.315153
## ENSMUSG00000000037.16 24.25819 13.84410 17.809376 16.67458 21.692633
## ENSMUSG00000000049.11 0.00000 0.00000 0.000000 0.00000 0.000000
## KO6 WT1 WT2 WT3 WT4
## ENSMUSG00000000001.4 373.041177 486.1604573 334.563934 361.3055744 394.46383
## ENSMUSG00000000003.15 0.000000 0.0000000 0.000000 0.0000000 0.00000
## ENSMUSG00000000028.14 30.517175 28.9451548 40.946828 51.6503022 45.63299
## ENSMUSG00000000031.16 6.353734 39.6962123 7.384935 7.3962247 6.22268
## ENSMUSG00000000037.16 22.430605 36.7426251 11.604898 11.5874186 12.53554
## ENSMUSG00000000049.11 0.000000 0.1181435 0.000000 0.2465408 0.00000
## WT5 WT6
## ENSMUSG00000000001.4 371.61142274 347.48647
## ENSMUSG00000000003.15 0.00000000 0.00000
## ENSMUSG00000000028.14 39.57175174 35.56344
## ENSMUSG00000000031.16 9.94739447 18.50066
## ENSMUSG00000000037.16 16.62739660 17.82965
## ENSMUSG00000000049.11 0.07260872 0.00000DESeq2’s median of ratios
DESeq2’s median of ratios takes into account the sequencing depth and RNA composition. For detailed information, please refer to Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2.
deseq2.matrix=NormalizedCount(dds, norm.type="DESeq2")
head(deseq2.matrix)## KO1 KO2 KO3 KO4 KO5
## ENSMUSG00000000001.4 4606.4055 4014.0575 4037.53736 4145.2746 4476.42605
## ENSMUSG00000000003.15 0.0000 0.0000 0.00000 0.0000 0.00000
## ENSMUSG00000000028.14 353.8722 551.0050 457.97360 352.3149 336.84307
## ENSMUSG00000000031.16 270.9650 765.1262 69.48565 230.7886 35.86755
## ENSMUSG00000000037.16 264.8986 149.4090 193.71757 180.6171 234.69853
## ENSMUSG00000000049.11 0.0000 0.0000 0.00000 0.0000 0.00000
## KO6 WT1 WT2 WT3 WT4
## ENSMUSG00000000001.4 4069.51479 5285.859380 3591.55792 3889.896093 4266.4884
## ENSMUSG00000000003.15 0.00000 0.000000 0.00000 0.000000 0.0000
## ENSMUSG00000000028.14 332.91257 314.710947 439.56592 556.078630 493.5627
## ENSMUSG00000000031.16 69.31303 431.603585 79.27759 79.629398 67.3040
## ENSMUSG00000000037.16 244.69599 399.490223 124.57907 124.752724 135.5834
## ENSMUSG00000000049.11 0.00000 1.284534 0.00000 2.654313 0.0000
## WT5 WT6
## ENSMUSG00000000001.4 3981.8764585 3774.6246
## ENSMUSG00000000003.15 0.0000000 0.0000
## ENSMUSG00000000028.14 424.0177159 386.3133
## ENSMUSG00000000031.16 106.5879396 200.9662
## ENSMUSG00000000037.16 178.1652421 193.6773
## ENSMUSG00000000049.11 0.7780142 0.0000RPKM
Reads Per Kilobase of exon per Million reads mapped (RPKM) takes into account the sequencing depth and gene length. For each feature i as the count scaled by the feature’s length times one thousand (to kilobase) and further scaled by the total number of reads times one million.
\[ \text { RPKM }=\frac{\text { Number of reads mapped to gene } \times 10^{3} \times 10^{6}}{\text { Total number of mapped reads } \times \text { gene length }} \]
rpkm.matrix=NormalizedCount(dds,gtf.file = '/path/to/gtf', norm.type="RPKM")TPM
Transcripts Per kilobase Million (TPM) takes into account the sequencing depth and gene length.
\[ \mathrm{TPM}=\frac{\frac{\text { total reads mapped to gene } \times 10^{3}}{\text { gene length }}}{\sum(\frac{\text { total reads mapped to gene } \times 10^{3}}{\text { gene length }})} \times 10^{6} \]
TPM is proportional to RPKM:
\[ \mathrm{TPM}=\frac{R P K M}{\sum(R P K M)} \times 10^{6} \]
tpm.matrix=NormalizedCount(dds,gtf.file = '/path/to/gtf', norm.type="TPM")Session info
## R version 4.0.3 (2020-10-10)
## Platform: x86_64-conda-linux-gnu (64-bit)
## Running under: CentOS Linux 7 (Core)
##
## Matrix products: default
## BLAS/LAPACK: /home/softwares/anaconda3/envs/r4.0/lib/libopenblasp-r0.3.12.so
##
## locale:
## [1] LC_CTYPE=zh_CN.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=zh_CN.UTF-8 LC_COLLATE=zh_CN.UTF-8
## [5] LC_MONETARY=zh_CN.UTF-8 LC_MESSAGES=zh_CN.UTF-8
## [7] LC_PAPER=zh_CN.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=zh_CN.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] TxDb.Mmusculus.UCSC.mm10.knownGene_3.10.0
## [2] GenomicFeatures_1.42.2
## [3] org.Hs.eg.db_3.12.0
## [4] msigdbr_7.5.1
## [5] edgeR_3.32.1
## [6] limma_3.46.0
## [7] org.Mm.eg.db_3.12.0
## [8] AnnotationDbi_1.52.0
## [9] DESeq2_1.30.1
## [10] SummarizedExperiment_1.20.0
## [11] Biobase_2.50.0
## [12] MatrixGenerics_1.2.1
## [13] matrixStats_0.58.0
## [14] GenomicRanges_1.42.0
## [15] GenomeInfoDb_1.26.7
## [16] IRanges_2.24.1
## [17] S4Vectors_0.28.1
## [18] BiocGenerics_0.42.0
## [19] DEbPeak_1.4.0
## [20] knitr_1.37
## [21] BiocStyle_2.18.1
##
## loaded via a namespace (and not attached):
## [1] rsvd_1.0.3
## [2] ggvenn_0.1.9
## [3] apeglm_1.12.0
## [4] Rsamtools_2.6.0
## [5] rsvg_2.1
## [6] foreach_1.5.1
## [7] rprojroot_2.0.2
## [8] crayon_1.4.1
## [9] V8_3.4.2
## [10] MASS_7.3-58
## [11] nlme_3.1-152
## [12] backports_1.2.1
## [13] sva_3.38.0
## [14] GOSemSim_2.25.0
## [15] rlang_1.1.0
## [16] readxl_1.4.2
## [17] XVector_0.30.0
## [18] irlba_2.3.5
## [19] GOstats_2.56.0
## [20] BiocParallel_1.24.1
## [21] rjson_0.2.20
## [22] bit64_4.0.5
## [23] glue_1.6.2
## [24] DiffBind_3.0.15
## [25] mixsqp_0.3-43
## [26] pheatmap_1.0.12
## [27] parallel_4.0.3
## [28] DEFormats_1.18.0
## [29] base64url_1.4
## [30] tcltk_4.0.3
## [31] DOSE_3.23.2
## [32] haven_2.5.2
## [33] tidyselect_1.2.0
## [34] rio_0.5.27
## [35] XML_3.99-0.6
## [36] tidyr_1.3.0
## [37] ggpubr_0.4.0
## [38] GenomicAlignments_1.26.0
## [39] xtable_1.8-4
## [40] ggnetwork_0.5.12
## [41] magrittr_2.0.3
## [42] evaluate_0.14
## [43] ggplot2_3.4.2
## [44] cli_3.6.1
## [45] zlibbioc_1.36.0
## [46] hwriter_1.3.2
## [47] rstudioapi_0.14
## [48] bslib_0.3.1
## [49] GreyListChIP_1.22.0
## [50] fastmatch_1.1-3
## [51] BiocSingular_1.6.0
## [52] xfun_0.30
## [53] askpass_1.1
## [54] clue_0.3-59
## [55] gson_0.0.9
## [56] cluster_2.1.1
## [57] caTools_1.18.2
## [58] tidygraph_1.2.0
## [59] tibble_3.2.1
## [60] ggrepel_0.9.1
## [61] Biostrings_2.58.0
## [62] png_0.1-7
## [63] withr_2.5.0
## [64] bitops_1.0-6
## [65] ggforce_0.3.3
## [66] cellranger_1.1.0
## [67] RBGL_1.66.0
## [68] plyr_1.8.6
## [69] GSEABase_1.52.1
## [70] pcaPP_2.0-1
## [71] dqrng_0.2.1
## [72] coda_0.19-4
## [73] pillar_1.9.0
## [74] gplots_3.1.1
## [75] GlobalOptions_0.1.2
## [76] cachem_1.0.4
## [77] fs_1.5.0
## [78] GetoptLong_1.0.5
## [79] clusterProfiler_4.7.1
## [80] DelayedMatrixStats_1.12.3
## [81] vctrs_0.6.2
## [82] generics_0.1.0
## [83] plot3D_1.4
## [84] tools_4.0.3
## [85] foreign_0.8-81
## [86] NOISeq_2.34.0
## [87] munsell_0.5.0
## [88] tweenr_1.0.2
## [89] fgsea_1.16.0
## [90] DelayedArray_0.16.3
## [91] abind_1.4-5
## [92] fastmap_1.1.0
## [93] compiler_4.0.3
## [94] rtracklayer_1.50.0
## [95] TxDb.Hsapiens.UCSC.hg19.knownGene_3.2.2
## [96] GenomeInfoDbData_1.2.4
## [97] gridExtra_2.3
## [98] lattice_0.20-45
## [99] ggnewscale_0.4.7
## [100] AnnotationForge_1.32.0
## [101] utf8_1.2.1
## [102] dplyr_1.1.2
## [103] BiocFileCache_1.14.0
## [104] jsonlite_1.8.4
## [105] scales_1.2.1
## [106] graph_1.68.0
## [107] carData_3.0-4
## [108] sparseMatrixStats_1.2.1
## [109] TFEA.ChIP_1.10.0
## [110] genefilter_1.72.1
## [111] car_3.0-11
## [112] doParallel_1.0.16
## [113] latticeExtra_0.6-29
## [114] R.utils_2.12.0
## [115] brew_1.0-6
## [116] checkmate_2.0.0
## [117] rmarkdown_2.14
## [118] openxlsx_4.2.3
## [119] pkgdown_1.6.1
## [120] cowplot_1.1.1
## [121] textshaping_0.3.6
## [122] forcats_1.0.0
## [123] downloader_0.4
## [124] BSgenome_1.58.0
## [125] igraph_1.4.99.9024
## [126] survival_3.2-10
## [127] numDeriv_2016.8-1.1
## [128] yaml_2.2.1
## [129] plotrix_3.8-2
## [130] systemfonts_1.0.4
## [131] ashr_2.2-47
## [132] SQUAREM_2021.1
## [133] htmltools_0.5.2
## [134] memoise_2.0.0
## [135] VariantAnnotation_1.36.0
## [136] locfit_1.5-9.4
## [137] graphlayouts_0.7.1
## [138] batchtools_0.9.15
## [139] PCAtools_2.2.0
## [140] viridisLite_0.4.0
## [141] rrcov_1.7-0
## [142] digest_0.6.27
## [143] assertthat_0.2.1
## [144] rappdirs_0.3.3
## [145] emdbook_1.3.12
## [146] RSQLite_2.2.5
## [147] amap_0.8-18
## [148] yulab.utils_0.0.4
## [149] debugme_1.1.0
## [150] misc3d_0.9-1
## [151] data.table_1.14.2
## [152] blob_1.2.1
## [153] R.oo_1.24.0
## [154] ragg_0.4.0
## [155] labeling_0.4.2
## [156] splines_4.0.3
## [157] Cairo_1.5-12.2
## [158] ggupset_0.3.0
## [159] RCurl_1.98-1.3
## [160] broom_1.0.4
## [161] hms_1.1.3
## [162] colorspace_2.0-0
## [163] BiocManager_1.30.16
## [164] shape_1.4.6
## [165] sass_0.4.1
## [166] GEOquery_2.58.0
## [167] Rcpp_1.0.9
## [168] bookdown_0.26
## [169] mvtnorm_1.1-2
## [170] circlize_0.4.15
## [171] enrichplot_1.10.2
## [172] fansi_0.4.2
## [173] tzdb_0.3.0
## [174] truncnorm_1.0-8
## [175] ChIPseeker_1.33.0.900
## [176] R6_2.5.0
## [177] grid_4.0.3
## [178] lifecycle_1.0.3
## [179] ShortRead_1.48.0
## [180] zip_2.1.1
## [181] curl_4.3
## [182] ggsignif_0.6.3
## [183] jquerylib_0.1.3
## [184] robustbase_0.95-0
## [185] DO.db_2.9
## [186] Matrix_1.5-4
## [187] qvalue_2.22.0
## [188] desc_1.3.0
## [189] RColorBrewer_1.1-2
## [190] iterators_1.0.13
## [191] stringr_1.5.0
## [192] DOT_0.1
## [193] ggpie_0.2.5
## [194] beachmat_2.6.4
## [195] polyclip_1.10-0
## [196] biomaRt_2.46.3
## [197] purrr_1.0.1
## [198] shadowtext_0.0.9
## [199] gridGraphics_0.5-1
## [200] mgcv_1.8-34
## [201] ComplexHeatmap_2.13.1
## [202] openssl_1.4.3
## [203] patchwork_1.0.0
## [204] bdsmatrix_1.3-4
## [205] codetools_0.2-18
## [206] invgamma_1.1
## [207] GO.db_3.12.1
## [208] gtools_3.8.2
## [209] prettyunits_1.1.1
## [210] dbplyr_2.3.2
## [211] R.methodsS3_1.8.1
## [212] gtable_0.3.0
## [213] DBI_1.1.1
## [214] highr_0.8
## [215] ggfun_0.0.6
## [216] httr_1.4.5
## [217] KernSmooth_2.23-18
## [218] vroom_1.6.1
## [219] stringi_1.5.3
## [220] progress_1.2.2
## [221] reshape2_1.4.4
## [222] farver_2.1.0
## [223] annotate_1.68.0
## [224] viridis_0.6.1
## [225] Rgraphviz_2.34.0
## [226] xml2_1.3.4
## [227] bbmle_1.0.24
## [228] systemPipeR_1.24.3
## [229] boot_1.3-28
## [230] readr_2.1.4
## [231] geneplotter_1.68.0
## [232] ggplotify_0.1.0
## [233] Category_2.56.0
## [234] DEoptimR_1.0-11
## [235] bit_4.0.4
## [236] scatterpie_0.1.7
## [237] jpeg_0.1-8.1
## [238] ggraph_2.0.5
## [239] babelgene_21.4
## [240] pkgconfig_2.0.3
## [241] rstatix_0.7.0