scRNAseq Tutorial on Peripheral Blood Mononuclear Cells (PBMC) with Seurat 3.1
Sophie Shan (ssm2224) and Hanrui Zhang (hz2418)
2020-03-11
This workflow is modified from Seurat = Guided Clustering Tutorial and Single Cell Analysis Boot Camp
1 Goal
- Analysis of single cell RNA sequencing (scRNA-seq) including performing quality control and identifying cell type subsets.
- To introduce using the Seurat package(v3.1).
- Datasets used :https://www.dropbox.com/s/kwd3kcxkmpzqg6w/pbmc3k_final.rds?dl=0 & https://s3-us-west-2.amazonaws.com/10x.files/samples/cell/pbmc3k/pbmc3k_filtered_gene_bc_matrices.tar.gz
2 Install and load packages
## Loading required package: usethis##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## gdata: read.xls support for 'XLS' (Excel 97-2004) files ENABLED.## ## gdata: read.xls support for 'XLSX' (Excel 2007+) files ENABLED.##
## Attaching package: 'gdata'## The following objects are masked from 'package:dplyr':
##
## combine, first, last## The following object is masked from 'package:stats':
##
## nobs## The following object is masked from 'package:utils':
##
## object.size## The following object is masked from 'package:base':
##
## startsWith## Loading required package: SingleCellExperiment## Loading required package: SummarizedExperiment## Warning: package 'SummarizedExperiment' was built under R version 3.6.2## Loading required package: GenomicRanges## Loading required package: stats4## Loading required package: BiocGenerics## Loading required package: parallel##
## Attaching package: 'BiocGenerics'## The following objects are masked from 'package:parallel':
##
## clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
## clusterExport, clusterMap, parApply, parCapply, parLapply,
## parLapplyLB, parRapply, parSapply, parSapplyLB## The following object is masked from 'package:gdata':
##
## combine## The following object is masked from 'package:Matrix':
##
## which## The following objects are masked from 'package:dplyr':
##
## combine, intersect, setdiff, union## The following objects are masked from 'package:stats':
##
## IQR, mad, sd, var, xtabs## The following objects are masked from 'package:base':
##
## anyDuplicated, append, as.data.frame, basename, cbind, colnames,
## dirname, do.call, duplicated, eval, evalq, Filter, Find, get, grep,
## grepl, intersect, is.unsorted, lapply, Map, mapply, match, mget,
## order, paste, pmax, pmax.int, pmin, pmin.int, Position, rank,
## rbind, Reduce, rownames, sapply, setdiff, sort, table, tapply,
## union, unique, unsplit, which, which.max, which.min## Loading required package: S4Vectors## Warning: package 'S4Vectors' was built under R version 3.6.2##
## Attaching package: 'S4Vectors'## The following objects are masked from 'package:gdata':
##
## first, first<-## The following object is masked from 'package:Matrix':
##
## expand## The following objects are masked from 'package:dplyr':
##
## first, rename## The following object is masked from 'package:base':
##
## expand.grid## Loading required package: IRanges## Warning: package 'IRanges' was built under R version 3.6.2##
## Attaching package: 'IRanges'## The following object is masked from 'package:gdata':
##
## trim## The following objects are masked from 'package:dplyr':
##
## collapse, desc, slice## Loading required package: GenomeInfoDb## Loading required package: Biobase## Welcome to Bioconductor
##
## Vignettes contain introductory material; view with
## 'browseVignettes()'. To cite Bioconductor, see
## 'citation("Biobase")', and for packages 'citation("pkgname")'.## Loading required package: DelayedArray## Warning: package 'DelayedArray' was built under R version 3.6.2## Loading required package: matrixStats##
## Attaching package: 'matrixStats'## The following objects are masked from 'package:Biobase':
##
## anyMissing, rowMedians## The following object is masked from 'package:dplyr':
##
## count## Loading required package: BiocParallel## Warning: package 'BiocParallel' was built under R version 3.6.2##
## Attaching package: 'DelayedArray'## The following objects are masked from 'package:matrixStats':
##
## colMaxs, colMins, colRanges, rowMaxs, rowMins, rowRanges## The following objects are masked from 'package:base':
##
## aperm, apply, rowsum##
## Attaching package: 'SummarizedExperiment'## The following object is masked from 'package:Seurat':
##
## Assays## Loading required package: ggplot2##
## Attaching package: 'kableExtra'## The following object is masked from 'package:dplyr':
##
## group_rows## Loading required package: magrittr## Loaded glmnet 3.0-2##
## Attaching package: 'reshape'## The following objects are masked from 'package:reshape2':
##
## colsplit, melt, recast## The following objects are masked from 'package:S4Vectors':
##
## expand, rename## The following object is masked from 'package:Matrix':
##
## expand## The following object is masked from 'package:dplyr':
##
## rename##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select## Loading required package: ensembldb## Loading required package: GenomicFeatures## Warning: package 'GenomicFeatures' was built under R version 3.6.2## Loading required package: AnnotationDbi##
## Attaching package: 'AnnotationDbi'## The following object is masked from 'package:MASS':
##
## select## The following object is masked from 'package:dplyr':
##
## select## Loading required package: AnnotationFilter##
## Attaching package: 'AnnotationFilter'## The following object is masked from 'package:magrittr':
##
## not##
## Attaching package: 'ensembldb'## The following object is masked from 'package:dplyr':
##
## filter## The following object is masked from 'package:stats':
##
## filterlibrary(viper)
# Installed from Github: devtools::install_github("JEFworks/MUDAN")
## Do not need for this Rmd
library(MUDAN) ##
## Attaching package: 'MUDAN'## The following object is masked from 'package:scater':
##
## normalizeCounts3 Download the data (in terminal)
4 Read Data & Create a Seurat Object
There are 2,700 single cells that were sequenced on the Illumina NextSeq 500.
## Read data
pbmc.data <- Read10X(data.dir = paste0(wd$data,"filtered_gene_bc_matrices/hg19"))
dense.size <- object.size(x = as.matrix(x = pbmc.data))
dense.size## [1] 709548272 bytes## Seurat object keeps the data in sparse matrix form
sparse.size <- object.size(x = pbmc.data)
sparse.size## [1] 29861992 bytes# Let’s examine the sparse counts matrix
# The columns are indexed by 10x cell barcodes (each 16 nt long),
# and the rows are the gene names. We mentioned these matrices are sparse, here we see only zeroes (indicated by the “.” symbol); this is the most common value in these sparse matrices.
pbmc.data[105:110, 1:10] ## 6 x 10 sparse Matrix of class "dgCMatrix"
##
## RP11-181G12.2 . . . . . . . . . .
## C1orf86 . . . . . . . . 1 .
## AL590822.2 . . . . . . . . . .
## AL590822.1 . . . . . . . . . .
## RP11-181G12.5 . . . . . . . . . .
## RP11-181G12.4 . . . . . . . . . .# Loading the data
# Filter 1 :keep genes detected in at least 3 cells
# Filter 2: Keep Cells at least 200 genes
# Create Seurat object imposes basic minimum gene - cutoff
# report number of genes (rows) and number of cells (columns)
dim(pbmc.data) ## [1] 32738 2700# Look at the summary counts for genes and cells
counts_per_cell <- Matrix::colSums(pbmc.data) ## Total Counts in each cell(columns)
counts_per_gene <- Matrix::rowSums(pbmc.data)## Total Counts per each gene(rows)
genes_per_cell <- Matrix::colSums(pbmc.data>0) # count gene only if it has non-zero reads mapped.
cells_per_gene <- Matrix::rowSums(pbmc.data>0) # only count cells where the gene is expressed
hist(log10(counts_per_cell+1),main='counts per cell',col='wheat')
# we rank each cell by its library complexity, ie the number of genes detected per cell.
# This is a very useful plot as it shows the distribution of library complexity in the sequencing run. One can use this plot to investigate observations (potential cells) that are actually failed libraries (lower end outliers) or observations that are cell doublets (higher end outliers).
## Distibution of number of genes per cell
plot(sort(genes_per_cell), xlab='cell', log='y', main='genes per cell (ordered)')
# # our analysis will be on the single object, of class Seurat. This object contains various “slots” (designated by seurat@slotname)
# that will store not only the raw count data, but also the results from various computations below. This has the advantage that we do not need to keep track of inidividual variables of interest - they can all be collapsed into a single object as long as these slots are pre-defined.
pbmc <- CreateSeuratObject(pbmc.data, min.cells = 3, min.features = 200, project = "10X_PBMC")## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')## An object of class Seurat
## 13714 features across 2700 samples within 1 assay
## Active assay: RNA (13714 features)# seurat@raw.data is a slot that stores the original gene count matrix.
# We can view the first 10 rows (genes) and the first 10 columns (cells).
pbmc.data[105:110, 1:10] ## 6 x 10 sparse Matrix of class "dgCMatrix"
##
## RP11-181G12.2 . . . . . . . . . .
## C1orf86 . . . . . . . . 1 .
## AL590822.2 . . . . . . . . . .
## AL590822.1 . . . . . . . . . .
## RP11-181G12.5 . . . . . . . . . .
## RP11-181G12.4 . . . . . . . . . .## 3 x 30 sparse Matrix of class "dgCMatrix"
##
## CD3D 4 . 10 . . 1 2 3 1 . . 2 7 1 . . 1 3 . 2 3 . . . . . 3 4 1 5
## TCL1A . . . . . . . . 1 . . . . . . . . . . . . 1 . . . . . . . .
## MS4A1 . 6 . . . . . . 1 1 1 . . . . . . . . . 36 1 2 . . 2 . . . .5 Quality Control : Filter Cells bases on technical parameters
Seurat object initialization step above only considered cells that expressed at least 200 genes. Additionally, we would like to exclude cells that are damaged. A common metric to judge this (although by no means the only one) is the relative expression of mitochondrially derived genes. When the cells apoptose due to stress, their mitochondria becomes leaky and there is widespread RNA degradation. Thus a relative enrichment of mitochondrially derived genes can be a tell-tale sign of cell stress. Here, we compute the proportion of transcripts that are of mitochondrial origin for every cell (percent.mito), and visualize its distribution as a violin plot
# The number of genes and UMIs (nGene and nUMI) are automatically calculated
# for every object by Seurat.We calculate the percentage of
# mitochondrial genes here and store it in percent.mito using AddMetaData.
# We use object@raw.data since this represents non-transformed and
# non-log-normalized counts The % of UMI mapping to MT-genes is a common
# scRNA-seq QC metric.
rownames(x = pbmc$RNA)## [1] "AL627309.1" "AP006222.2" "RP11-206L10.2"
## [4] "RP11-206L10.9" "LINC00115" "NOC2L"
## [7] "KLHL17" "PLEKHN1" "RP11-54O7.17"
## [10] "HES4" "RP11-54O7.11" "ISG15"
## [13] "AGRN" "C1orf159" "TNFRSF18"
## [16] "TNFRSF4" "SDF4" "B3GALT6"
## [19] "FAM132A" "UBE2J2" "ACAP3"
## [22] "PUSL1" "CPSF3L" "GLTPD1"
## [25] "DVL1" "MXRA8" "AURKAIP1"
## [28] "CCNL2" "RP4-758J18.2" "MRPL20"
## [31] "ATAD3C" "ATAD3B" "ATAD3A"
## [34] "SSU72" "AL645728.1" "C1orf233"
## [37] "RP11-345P4.9" "MIB2" "MMP23B"
## [40] "CDK11B" "SLC35E2B" "CDK11A"
## [43] "SLC35E2" "NADK" "GNB1"
## [46] "RP1-140A9.1" "TMEM52" "PRKCZ"
## [49] "RP5-892K4.1" "C1orf86" "AL590822.2"
## [52] "SKI" "RER1" "PEX10"
## [55] "PLCH2" "PANK4" "RP3-395M20.12"
## [58] "TNFRSF14" "RP3-395M20.9" "FAM213B"
## [61] "MMEL1" "TTC34" "MEGF6"
## [64] "TPRG1L" "WRAP73" "TP73-AS1"
## [67] "SMIM1" "LRRC47" "CEP104"
## [70] "DFFB" "C1orf174" "NPHP4"
## [73] "KCNAB2" "RPL22" "RNF207"
## [76] "ICMT" "GPR153" "ACOT7"
## [79] "RP1-202O8.3" "ESPN" "TNFRSF25"
## [82] "PLEKHG5" "NOL9" "ZBTB48"
## [85] "KLHL21" "PHF13" "THAP3"
## [88] "DNAJC11" "RP11-312B8.1" "CAMTA1"
## [91] "VAMP3" "PER3" "UTS2"
## [94] "TNFRSF9" "PARK7" "SLC45A1"
## [97] "RERE" "RP5-1115A15.1" "ENO1"
## [100] "ENO1-AS1" "CA6" "SLC2A5"
## [103] "GPR157" "H6PD" "SPSB1"
## [106] "SLC25A33" "TMEM201" "PIK3CD"
## [109] "C1orf200" "RP11-558F24.4" "CLSTN1"
## [112] "CTNNBIP1" "LZIC" "NMNAT1"
## [115] "RBP7" "UBE4B" "KIF1B"
## [118] "PGD" "APITD1" "DFFA"
## [121] "PEX14" "CASZ1" "TARDBP"
## [124] "RP4-635E18.8" "SRM" "EXOSC10"
## [127] "MTOR" "UBIAD1" "FBXO2"
## [130] "FBXO44" "FBXO6" "MAD2L2"
## [133] "DRAXIN" "AGTRAP" "MTHFR"
## [136] "CLCN6" "NPPA-AS1" "KIAA2013"
## [139] "PLOD1" "MFN2" "MIIP"
## [142] "TNFRSF8" "TNFRSF1B" "VPS13D"
## [145] "DHRS3" "PRDM2" "TMEM51"
## [148] "RP3-467K16.4" "EFHD2" "CASP9"
## [151] "DNAJC16" "AGMAT" "DDI2"
## [154] "PLEKHM2" "FBLIM1" "RP11-169K16.9"
## [157] "SPEN" "ZBTB17" "ARHGEF19"
## [160] "RSG1" "FBXO42" "SZRD1"
## [163] "SPATA21" "NECAP2" "RP4-798A10.2"
## [166] "RP4-798A10.7" "RP4-798A10.4" "NBPF1"
## [169] "CROCCP2" "CROCC" "RP11-108M9.4"
## [172] "RP11-108M9.6" "ATP13A2" "SDHB"
## [175] "PADI2" "PADI4" "RCC2"
## [178] "ARHGEF10L" "ALDH4A1" "IFFO2"
## [181] "UBR4" "RP1-43E13.2" "EMC1"
## [184] "MRTO4" "AKR7A2" "PQLC2"
## [187] "CAPZB" "MINOS1-NBL1" "MINOS1"
## [190] "NBL1" "TMCO4" "OTUD3"
## [193] "UBXN10-AS1" "UBXN10" "CAMK2N1"
## [196] "MUL1" "CDA" "PINK1"
## [199] "PINK1-AS" "DDOST" "HP1BP3"
## [202] "RP5-930J4.4" "EIF4G3" "ECE1"
## [205] "RP3-329E20.2" "NBPF3" "ALPL"
## [208] "USP48" "HSPG2" "RP1-224A6.3"
## [211] "LINC00339" "CDC42" "ZBTB40"
## [214] "C1QA" "C1QC" "C1QB"
## [217] "EPHB2" "KDM1A" "LUZP1"
## [220] "RP5-1057J7.6" "HNRNPR" "ZNF436"
## [223] "C1orf213" "TCEA3" "E2F2"
## [226] "ID3" "MDS2" "RPL11"
## [229] "TCEB3" "RP5-886K2.3" "PITHD1"
## [232] "LYPLA2" "GALE" "HMGCL"
## [235] "FUCA1" "CNR2" "PNRC2"
## [238] "SRSF10" "IFNLR1" "STPG1"
## [241] "NIPAL3" "RCAN3" "RP4-594I10.3"
## [244] "SRRM1" "CLIC4" "RUNX3"
## [247] "SYF2" "C1orf63" "RP3-465N24.6"
## [250] "TMEM50A" "TMEM57" "LDLRAP1"
## [253] "RP11-70P17.1" "MAN1C1" "RP1-187B23.1"
## [256] "SEPN1" "RP1-317E23.3" "MTFR1L"
## [259] "AL020996.1" "PAQR7" "STMN1"
## [262] "PAFAH2" "PDIK1L" "ZNF593"
## [265] "CNKSR1" "CEP85" "SH3BGRL3"
## [268] "UBXN11" "CD52" "AIM1L"
## [271] "ZNF683" "DHDDS" "HMGN2"
## [274] "RPS6KA1" "ARID1A" "PIGV"
## [277] "ZDHHC18" "GPN2" "GPATCH3"
## [280] "NUDC" "C1orf172" "TRNP1"
## [283] "SLC9A1" "WDTC1" "TMEM222"
## [286] "SYTL1" "MAP3K6" "WASF2"
## [289] "RP1-159A19.4" "AHDC1" "FGR"
## [292] "IFI6" "FAM76A" "STX12"
## [295] "PPP1R8" "THEMIS2" "RPA2"
## [298] "XKR8" "EYA3" "PTAFR"
## [301] "DNAJC8" "AL353354.2" "ATPIF1"
## [304] "RP5-1092A3.4" "SESN2" "MED18"
## [307] "PHACTR4" "RCC1" "TRNAU1AP"
## [310] "SNHG12" "TAF12" "RP11-442N24--B.1"
## [313] "RNU11" "GMEB1" "YTHDF2"
## [316] "EPB41" "TMEM200B" "SRSF4"
## [319] "MECR" "MATN1" "MATN1-AS1"
## [322] "LAPTM5" "PUM1" "SNRNP40"
## [325] "ZCCHC17" "SERINC2" "PEF1"
## [328] "SPOCD1" "PTP4A2" "KHDRBS1"
## [331] "TMEM39B" "KPNA6" "TXLNA"
## [334] "CCDC28B" "TMEM234" "EIF3I"
## [337] "FAM167B" "LCK" "HDAC1"
## [340] "MARCKSL1" "FAM229A" "BSDC1"
## [343] "ZBTB8A" "ZBTB8OS" "RBBP4"
## [346] "SYNC" "YARS" "S100PBP"
## [349] "RNF19B" "AK2" "ADC"
## [352] "TRIM62" "ZNF362" "PHC2"
## [355] "SMIM12" "DLGAP3" "RP11-244H3.4"
## [358] "ZMYM6NB" "ZMYM6" "ZMYM1"
## [361] "SFPQ" "ZMYM4" "KIAA0319L"
## [364] "NCDN" "RP4-728D4.2" "TFAP2E"
## [367] "PSMB2" "C1orf216" "CLSPN"
## [370] "AGO4" "AGO1" "RP4-789D17.5"
## [373] "AGO3" "ADPRHL2" "TRAPPC3"
## [376] "MAP7D1" "THRAP3" "SH3D21"
## [379] "EVA1B" "STK40" "LSM10"
## [382] "OSCP1" "MRPS15" "CSF3R"
## [385] "LINC01137" "ZC3H12A" "MEAF6"
## [388] "SNIP1" "GNL2" "C1orf109"
## [391] "CDCA8" "YRDC" "C1orf122"
## [394] "MTF1" "INPP5B" "SF3A3"
## [397] "FHL3" "UTP11L" "RRAGC"
## [400] "RP5-864K19.4" "MYCBP" "AKIRIN1"
## [403] "NDUFS5" "MACF1" "KIAA0754"
## [406] "RP11-69E11.4" "PABPC4" "HPCAL4"
## [409] "PPIE" "TRIT1" "MYCL"
## [412] "MFSD2A" "CAP1" "PPT1"
## [415] "RLF" "RP1-39G22.7" "ZMPSTE24"
## [418] "COL9A2" "SMAP2" "ZFP69B"
## [421] "ZFP69" "RP11-656D10.3" "EXO5"
## [424] "ZNF684" "RIMS3" "NFYC-AS1"
## [427] "NFYC" "CITED4" "CTPS1"
## [430] "SLFNL1" "SCMH1" "HIVEP3"
## [433] "FOXJ3" "PPCS" "CCDC30"
## [436] "PPIH" "YBX1" "LEPRE1"
## [439] "C1orf50" "CCDC23" "ERMAP"
## [442] "RP11-342M1.3" "ZNF691" "SLC2A1"
## [445] "SLC2A1-AS1" "EBNA1BP2" "WDR65"
## [448] "RP1-92O14.3" "CDC20" "ELOVL1"
## [451] "MED8" "SZT2" "HYI"
## [454] "KDM4A" "KDM4A-AS1" "ST3GAL3"
## [457] "IPO13" "DPH2" "ATP6V0B"
## [460] "CCDC24" "DMAP1" "ERI3"
## [463] "RNF220" "TMEM53" "C1orf228"
## [466] "KIF2C" "RPS8" "BEST4"
## [469] "PLK3" "BTBD19" "PTCH2"
## [472] "EIF2B3" "HECTD3" "UROD"
## [475] "HPDL" "MUTYH" "TOE1"
## [478] "TESK2" "CCDC163P" "PRDX1"
## [481] "AKR1A1" "NASP" "GPBP1L1"
## [484] "TMEM69" "IPP" "MAST2"
## [487] "PIK3R3" "POMGNT1" "LRRC41"
## [490] "UQCRH" "NSUN4" "FAAH"
## [493] "MKNK1" "MOB3C" "ATPAF1"
## [496] "EFCAB14" "PDZK1IP1" "TAL1"
## [499] "CMPK1" "RP11-511I2.2" "FOXD2-AS1"
## [502] "FOXD2" "SPATA6" "BEND5"
## [505] "FAF1" "CDKN2C" "RNF11"
## [508] "EPS15" "OSBPL9" "NRD1"
## [511] "TXNDC12" "KTI12" "BTF3L4"
## [514] "ZFYVE9" "CC2D1B" "ORC1"
## [517] "PRPF38A" "ZCCHC11" "GPX7"
## [520] "FAM159A" "COA7" "ZYG11B"
## [523] "ECHDC2" "SCP2" "PODN"
## [526] "SLC1A7" "CPT2" "C1orf123"
## [529] "RP5-1024G6.7" "MAGOH" "RP4-784A16.5"
## [532] "RP11-117D22.2" "NDC1" "YIPF1"
## [535] "HSPB11" "LRRC42" "TMEM59"
## [538] "TCEANC2" "CYB5RL" "MRPL37"
## [541] "SSBP3" "ACOT11" "TTC4"
## [544] "PARS2" "TTC22" "C1orf177"
## [547] "DHCR24" "USP24" "DAB1"
## [550] "OMA1" "MYSM1" "JUN"
## [553] "LINC01135" "RP4-794H19.1" "FGGY"
## [556] "HOOK1" "CYP2J2" "NFIA"
## [559] "TM2D1" "INADL" "L1TD1"
## [562] "USP1" "DOCK7" "ATG4C"
## [565] "ALG6" "ITGB3BP" "EFCAB7"
## [568] "DLEU2L" "PGM1" "RAVER2"
## [571] "JAK1" "AK4" "LEPR"
## [574] "LEPROT" "PDE4B" "MIER1"
## [577] "SLC35D1" "IL23R" "IL12RB2"
## [580] "SERBP1" "GADD45A" "WLS"
## [583] "LRRC7" "LRRC40" "SRSF11"
## [586] "ANKRD13C" "HHLA3" "CTH"
## [589] "ZRANB2" "LRRIQ3" "FPGT"
## [592] "CRYZ" "TYW3" "ACADM"
## [595] "RABGGTB" "ST6GALNAC3" "PIGK"
## [598] "AK5" "ZZZ3" "USP33"
## [601] "FAM73A" "NEXN" "FUBP1"
## [604] "DNAJB4" "RP11-386I14.4" "IFI44L"
## [607] "IFI44" "RP5-887A10.1" "RP11-475O6.1"
## [610] "RP11-486G15.2" "PRKACB" "RPF1"
## [613] "GNG5" "CTBS" "SSX2IP"
## [616] "MCOLN2" "MCOLN3" "SYDE2"
## [619] "C1orf52" "BCL10" "RP11-131L23.1"
## [622] "ZNHIT6" "ODF2L" "RP4-612B15.3"
## [625] "SH3GLB1" "SEP15" "HS2ST1"
## [628] "LMO4" "PKN2" "GTF2B"
## [631] "CCBL2" "RBMXL1" "GBP3"
## [634] "GBP1" "GBP2" "GBP4"
## [637] "GBP5" "LRRC8B" "RP5-1007M22.2"
## [640] "LRRC8C" "RP5-943J3.2" "LRRC8D"
## [643] "ZNF326" "ZNF644" "CDC7"
## [646] "TGFBR3" "BTBD8" "KIAA1107"
## [649] "GLMN" "RPAP2" "GFI1"
## [652] "EVI5" "RPL5" "FAM69A"
## [655] "MTF2" "TMED5" "CCDC18"
## [658] "DR1" "FNBP1L" "RP4-561L24.3"
## [661] "DNTTIP2" "GCLM" "ARHGAP29"
## [664] "ABCD3" "CNN3" "ALG14"
## [667] "RWDD3" "PTBP2" "DPYD"
## [670] "AGL" "RP5-884G6.2" "SLC35A3"
## [673] "HIAT1" "SASS6" "TRMT13"
## [676] "DBT" "RTCA" "CDC14A"
## [679] "EXTL2" "RP4-549L20.3" "SLC30A7"
## [682] "DPH5" "AC093157.1" "RP11-421L21.2"
## [685] "RP11-421L21.3" "RP4-575N6.4" "S1PR1"
## [688] "RNPC3" "AMY2B" "PRMT6"
## [691] "VAV3" "VAV3-AS1" "RP11-356N1.2"
## [694] "SLC25A24" "RP11-483I13.5" "FAM102B"
## [697] "HENMT1" "PRPF38B" "STXBP3"
## [700] "GPSM2" "CLCC1" "WDR47"
## [703] "TAF13" "RP5-1065J22.8" "TMEM167B"
## [706] "KIAA1324" "SARS" "CELSR2"
## [709] "PSRC1" "SORT1" "PSMA5"
## [712] "ATXN7L2" "CYB561D1" "AMIGO1"
## [715] "GPR61" "GNAI3" "AMPD2"
## [718] "GSTM4" "GSTM2" "GSTM1"
## [721] "GSTM3" "CSF1" "AHCYL1"
## [724] "STRIP1" "RP4-773N10.4" "KCNC4"
## [727] "RBM15" "SLC16A4" "RP5-1074L1.4"
## [730] "LAMTOR5-AS1" "LAMTOR5" "RP11-284N8.3"
## [733] "KCNA3" "CD53" "RP11-96K19.2"
## [736] "LRIF1" "RP11-96K19.5" "DRAM2"
## [739] "CEPT1" "RP5-1180E21.5" "DENND2D"
## [742] "CHI3L2" "PIFO" "OVGP1"
## [745] "WDR77" "ATP5F1" "C1orf162"
## [748] "ADORA3" "RAP1A" "FAM212B"
## [751] "DDX20" "CTTNBP2NL" "WNT2B"
## [754] "ST7L" "CAPZA1" "MOV10"
## [757] "RP11-426L16.3" "RHOC" "PPM1J"
## [760] "SLC16A1" "SLC16A1-AS1" "RP11-389O22.1"
## [763] "LRIG2" "MAGI3" "PHTF1"
## [766] "RSBN1" "PTPN22" "AP4B1-AS1"
## [769] "BCL2L15" "AP4B1" "DCLRE1B"
## [772] "RP5-1073O3.7" "HIPK1" "TRIM33"
## [775] "BCAS2" "DENND2C" "NRAS"
## [778] "CSDE1" "SIKE1" "TSPAN2"
## [781] "VANGL1" "SLC22A15" "ATP1A1"
## [784] "AL136376.1" "CD58" "CD2"
## [787] "CD101" "TTF2" "MAN1A2"
## [790] "FAM46C" "GDAP2" "WDR3"
## [793] "WARS2" "RP11-418J17.1" "PHGDH"
## [796] "REG4" "NOTCH2" "RP11-114O18.1"
## [799] "FAM72B" "FCGR1B" "RP11-343N15.5"
## [802] "RP11-344P13.6" "RP11-423O2.5" "RP11-782C8.1"
## [805] "RP6-206I17.1" "RP6-206I17.2" "LINC00623"
## [808] "AL592284.1" "RP11-640M9.1" "NBPF9"
## [811] "PDE4DIP" "AL590452.1" "RP11-458D21.6"
## [814] "NOTCH2NL" "NBPF10" "TXNIP"
## [817] "POLR3GL" "ANKRD34A" "RP11-315I20.1"
## [820] "LIX1L" "RBM8A" "PEX11B"
## [823] "ITGA10" "ANKRD35" "PIAS3"
## [826] "NUDT17" "POLR3C" "RNF115"
## [829] "CD160" "GPR89A" "NBPF12"
## [832] "PRKAB2" "RP11-337C18.8" "FMO5"
## [835] "CHD1L" "BCL9" "ACP6"
## [838] "NBPF14" "RP11-89F3.2" "NBPF20"
## [841] "NBPF15" "RP11-666A1.5" "RP11-14N7.2"
## [844] "RP11-403I13.4" "RP11-403I13.8" "RP11-277L2.3"
## [847] "RP11-353N4.4" "FCGR1A" "HIST2H2BF"
## [850] "RP11-196G18.24" "HIST2H2BE" "HIST2H2AC"
## [853] "HIST2H2AB" "BOLA1" "SV2A"
## [856] "SF3B4" "MTMR11" "OTUD7B"
## [859] "VPS45" "PLEKHO1" "ANP32E"
## [862] "APH1A" "C1orf54" "C1orf51"
## [865] "MRPS21" "PRPF3" "RPRD2"
## [868] "TARS2" "ADAMTSL4" "MCL1"
## [871] "ENSA" "GOLPH3L" "CTSS"
## [874] "CTSK" "ARNT" "SETDB1"
## [877] "CERS2" "FAM63A" "PRUNE"
## [880] "C1orf56" "CDC42SE1" "MLLT11"
## [883] "GABPB2" "TNFAIP8L2" "SCNM1"
## [886] "VPS72" "PIP5K1A" "PSMD4"
## [889] "RP11-126K1.2" "ZNF687" "PI4KB"
## [892] "RFX5" "RP11-126K1.6" "PSMB4"
## [895] "POGZ" "TUFT1" "SNX27"
## [898] "MRPL9" "OAZ3" "RP11-98D18.3"
## [901] "TDRKH" "RP11-98D18.9" "RORC"
## [904] "C2CD4D" "THEM4" "S100A10"
## [907] "S100A11" "S100A9" "S100A12"
## [910] "S100A8" "S100A6" "S100A5"
## [913] "S100A4" "S100A13" "CHTOP"
## [916] "SNAPIN" "ILF2" "INTS3"
## [919] "SLC27A3" "GATAD2B" "DENND4B"
## [922] "CRTC2" "SLC39A1" "CREB3L4"
## [925] "JTB" "RP11-422P24.11" "RAB13"
## [928] "RPS27" "TPM3" "C1orf43"
## [931] "UBAP2L" "HAX1" "AQP10"
## [934] "ATP8B2" "RP11-350G8.5" "IL6R"
## [937] "UBE2Q1" "ADAR" "PMVK"
## [940] "RP11-307C12.13" "PBXIP1" "PYGO2"
## [943] "RP11-307C12.12" "SHC1" "CKS1B"
## [946] "FLAD1" "ZBTB7B" "ADAM15"
## [949] "EFNA4" "EFNA3" "SLC50A1"
## [952] "DPM3" "KRTCAP2" "TRIM46"
## [955] "THBS3" "MTX1" "GBA"
## [958] "FAM189B" "SCAMP3" "CLK2"
## [961] "FDPS" "RUSC1-AS1" "RUSC1"
## [964] "ASH1L" "MSTO1" "YY1AP1"
## [967] "DAP3" "GON4L" "SYT11"
## [970] "RIT1" "KIAA0907" "ARHGEF2"
## [973] "RP11-336K24.12" "SSR2" "UBQLN4"
## [976] "LAMTOR2" "RAB25" "LMNA"
## [979] "SEMA4A" "SLC25A44" "PMF1"
## [982] "BGLAP" "SMG5" "TMEM79"
## [985] "C1orf85" "CCT3" "C1orf61"
## [988] "MEF2D" "TTC24" "APOA1BP"
## [991] "GPATCH4" "ISG20L2" "RRNAD1"
## [994] "MRPL24" "HDGF" "PRCC"
## [997] "SH2D2A" "ARHGEF11" "ETV3"
## [1000] "FCRL5" "FCRL3" "FCRL2"
## [1003] "FCRL1" "CD1D" "CD1A"
## [1006] "CD1C" "CD1B" "CD1E"
## [1009] "MNDA" "PYHIN1" "IFI16"
## [1012] "AIM2" "FCER1A" "DUSP23"
## [1015] "FCRL6" "SLAMF8" "C1orf204"
## [1018] "VSIG8" "TAGLN2" "PIGM"
## [1021] "IGSF8" "RP11-536C5.7" "PEA15"
## [1024] "DCAF8" "PEX19" "COPA"
## [1027] "NCSTN" "SLAMF6" "CD84"
## [1030] "SLAMF1" "RP11-404F10.2" "CD48"
## [1033] "SLAMF7" "LY9" "CD244"
## [1036] "ITLN1" "F11R" "TSTD1"
## [1039] "USF1" "ARHGAP30" "KLHDC9"
## [1042] "PFDN2" "NIT1" "DEDD"
## [1045] "UFC1" "USP21" "PPOX"
## [1048] "B4GALT3" "NDUFS2" "FCER1G"
## [1051] "TOMM40L" "MPZ" "SDHC"
## [1054] "FCGR2A" "HSPA6" "FCGR3A"
## [1057] "FCGR2B" "FCGR3B" "FCRLA"
## [1060] "FCRLB" "DUSP12" "ATF6"
## [1063] "SH2D1B" "UHMK1" "RP11-359K18.3"
## [1066] "UAP1" "HSD17B7" "RP11-267N12.3"
## [1069] "NUF2" "PBX1" "MGST3"
## [1072] "ALDH9A1" "TMCO1" "RP11-466F5.8"
## [1075] "UCK2" "POGK" "TADA1"
## [1078] "GPA33" "RP11-277B15.3" "POU2F1"
## [1081] "CD247" "RP11-104L21.3" "CREG1"
## [1084] "RP3-455J7.4" "RCSD1" "MPZL1"
## [1087] "MPC2" "DCAF6" "TIPRL"
## [1090] "SFT2D2" "TBX19" "XCL2"
## [1093] "XCL1" "ATP1B1" "NME7"
## [1096] "BLZF1" "SLC19A2" "F5"
## [1099] "SELP" "C1orf112" "SELL"
## [1102] "METTL18" "SCYL3" "KIFAP3"
## [1105] "GORAB" "FMO4" "PRRC2C"
## [1108] "VAMP4" "METTL13" "DNM3"
## [1111] "PIGC" "SUCO" "FASLG"
## [1114] "TNFSF4" "RP11-296O14.3" "PRDX6"
## [1117] "KLHL20" "CENPL" "DARS2"
## [1120] "ZBTB37" "RC3H1" "RP11-160H22.5"
## [1123] "RABGAP1L" "CACYBP" "MRPS14"
## [1126] "KIAA0040" "RP11-318C24.2" "RFWD2"
## [1129] "RP5-1098D14.1" "RALGPS2" "FAM20B"
## [1132] "TOR3A" "ABL2" "SOAT1"
## [1135] "TOR1AIP2" "RP11-533E19.7" "TOR1AIP1"
## [1138] "RP11-533E19.5" "CEP350" "QSOX1"
## [1141] "RP5-1180C10.2" "ACBD6" "XPR1"
## [1144] "RP11-46A10.5" "STX6" "MR1"
## [1147] "IER5" "RP11-309G3.3" "GLUL"
## [1150] "RNASEL" "RGS16" "NPL"
## [1153] "DHX9" "LAMC1" "SMG7"
## [1156] "NCF2" "ARPC5" "RGL1"
## [1159] "COLGALT2" "TSEN15" "C1orf21"
## [1162] "EDEM3" "FAM129A" "RNF2"
## [1165] "TRMT1L" "SWT1" "IVNS1ABP"
## [1168] "TPR" "C1orf27" "PTGS2"
## [1171] "RGS18" "RGS1" "RGS2"
## [1174] "UCHL5" "TROVE2" "RP11-101E13.5"
## [1177] "GLRX2" "CDC73" "B3GALT2"
## [1180] "CFH" "ASPM" "ZBTB41"
## [1183] "CRB1" "DENND1B" "C1orf53"
## [1186] "NEK7" "RP11-553K8.2" "PTPRC"
## [1189] "MIR181A1HG" "ZNF281" "DDX59"
## [1192] "CAMSAP2" "KIF21B" "TMEM9"
## [1195] "PHLDA3" "CSRP1" "RP11-134G8.7"
## [1198] "RPS10P7" "NAV1" "IPO9-AS1"
## [1201] "IPO9" "SHISA4" "TIMM17A"
## [1204] "RNPEP" "ARL8A" "PTPN7"
## [1207] "LGR6" "UBE2T" "PPP1R12B"
## [1210] "KDM5B" "RABIF" "KLHL12"
## [1213] "ADIPOR1" "CYB5R1" "TMEM183A"
## [1216] "RP11-134P9.3" "LINC01136" "BTG2"
## [1219] "ATP2B4" "LAX1" "ZC3H11A"
## [1222] "ZBED6" "SNRPE" "SOX13"
## [1225] "PPP1R15B" "PIK3C2B" "MDM4"
## [1228] "TMEM81" "RBBP5" "DSTYK"
## [1231] "TMCC2" "NUAK2" "CDK18"
## [1234] "MFSD4" "ELK4" "SLC45A3"
## [1237] "NUCKS1" "RAB7L1" "SLC41A1"
## [1240] "PM20D1" "FAM72A" "C1orf186"
## [1243] "SRGAP2" "IKBKE" "RASSF5"
## [1246] "EIF2D" "RP11-343H5.6" "MAPKAPK2"
## [1249] "IL10" "IL24" "FAIM3"
## [1252] "YOD1" "PFKFB2" "C4BPB"
## [1255] "CD55" "CR2" "CR1"
## [1258] "CD46" "RP1-28O10.1" "G0S2"
## [1261] "HSD11B1" "TRAF3IP3" "DIEXF"
## [1264] "HHAT" "RCOR3" "TRAF5"
## [1267] "SLC30A1" "NEK2" "LPGAT1"
## [1270] "INTS7" "PPP2R5A" "TMEM206"
## [1273] "NENF" "RP11-61J19.4" "ATF3"
## [1276] "RP11-338C15.3" "BATF3" "NSL1"
## [1279] "TATDN3" "FLVCR1-AS1" "FLVCR1"
## [1282] "ANGEL2" "RPS6KC1" "SMYD2"
## [1285] "CENPF" "KCTD3" "GPATCH2"
## [1288] "RRP15" "LYPLAL1" "EPRS"
## [1291] "BPNT1" "IARS2" "RAB3GAP2"
## [1294] "C1orf115" "MARC2" "MARC1"
## [1297] "HLX" "DUSP10" "TAF1A"
## [1300] "RP11-378J18.3" "MIA3" "AIDA"
## [1303] "BROX" "FAM177B" "RP11-452F19.3"
## [1306] "DISP1" "TLR5" "SUSD4"
## [1309] "CAPN8" "CAPN2" "TP53BP2"
## [1312] "RP11-504P24.8" "RP11-504P24.6" "FBXO28"
## [1315] "DEGS1" "NVL" "CNIH4"
## [1318] "WDR26" "CNIH3" "LBR"
## [1321] "ENAH" "SRP9" "EPHX1"
## [1324] "RP11-285F7.2" "TMEM63A" "PYCR2"
## [1327] "SDE2" "H3F3A" "ACBD3"
## [1330] "LIN9" "PARP1" "ITPKB"
## [1333] "ITPKB-AS1" "PSEN2" "ADCK3"
## [1336] "ZNF678" "SNAP47" "JMJD4"
## [1339] "ARF1" "C1orf35" "MRPL55"
## [1342] "GUK1" "IBA57" "C1orf145"
## [1345] "OBSCN" "TRIM11" "HIST3H2A"
## [1348] "RNF187" "RHOU" "RAB4A"
## [1351] "RP4-803J11.2" "CCSAP" "NUP133"
## [1354] "ABCB10" "TAF5L" "URB2"
## [1357] "RP11-552D4.1" "GALNT2" "COG2"
## [1360] "C1orf198" "TTC13" "ARV1"
## [1363] "FAM89A" "C1orf131" "GNPAT"
## [1366] "EXOC8" "SPRTN" "EGLN1"
## [1369] "RP11-295G20.2" "TSNAX" "DISC1"
## [1372] "SIPA1L2" "MAP10" "NTPCR"
## [1375] "PCNXL2" "SLC35F3" "RP5-827C21.4"
## [1378] "COA6" "TARBP1" "IRF2BP2"
## [1381] "RP4-781K5.2" "RP11-443B7.1" "RP11-443B7.3"
## [1384] "TOMM20" "RBM34" "ARID4B"
## [1387] "GGPS1" "TBCE" "B3GALNT2"
## [1390] "LYST" "NID1" "GPR137B"
## [1393] "ERO1LB" "EDARADD" "LGALS8"
## [1396] "LGALS8-AS1" "RP11-385F5.5" "HEATR1"
## [1399] "MTR" "GREM2" "FH"
## [1402] "KMO" "OPN3" "CHML"
## [1405] "RP11-261C10.3" "CEP170" "SDCCAG8"
## [1408] "AKT3" "ZBTB18" "ADSS"
## [1411] "C1orf101" "DESI2" "COX20"
## [1414] "HNRNPU-AS1" "HNRNPU" "RP11-11N7.4"
## [1417] "RP11-156E8.1" "EFCAB2" "SMYD3"
## [1420] "TFB2M" "CNST" "SCCPDH"
## [1423] "AHCTF1" "ZNF670" "ZNF669"
## [1426] "ZNF124" "RP11-488L18.10" "RP11-488L18.8"
## [1429] "ZNF496" "NLRP3" "TRIM58"
## [1432] "SH3BP5L" "ZNF672" "ZNF692"
## [1435] "PGBD2" "SH3YL1" "ACP1"
## [1438] "TMEM18" "AC116614.1" "TPO"
## [1441] "TSSC1" "TRAPPC12" "TRAPPC12-AS1"
## [1444] "ADI1" "AC142528.1" "AC108488.4"
## [1447] "RNASEH1" "RNASEH1-AS1" "RPS7"
## [1450] "CMPK2" "RSAD2" "RNF144A"
## [1453] "AC092580.4" "LINC00299" "AC011747.4"
## [1456] "ID2" "KIDINS220" "MBOAT2"
## [1459] "ASAP2" "ITGB1BP1" "CPSF3"
## [1462] "IAH1" "ADAM17" "RP11-214N9.1"
## [1465] "YWHAQ" "TAF1B" "RP11-95D17.1"
## [1468] "RP11-254F7.2" "KLF11" "RRM2"
## [1471] "HPCAL1" "ODC1" "NOL10"
## [1474] "RN7SL832P" "ATP6V1C2" "RP11-791G15.2"
## [1477] "PDIA6" "PQLC3" "ROCK2"
## [1480] "E2F6" "LPIN1" "TRIB2"
## [1483] "NBAS" "DDX1" "FAM49A"
## [1486] "SMC6" "GEN1" "RP11-111J6.2"
## [1489] "RDH14" "LINC00954" "TTC32"
## [1492] "WDR35" "LAPTM4A" "PUM2"
## [1495] "RHOB" "HS1BP3" "C2orf43"
## [1498] "KLHL29" "ATAD2B" "UBXN2A"
## [1501] "MFSD2B" "C2orf44" "FKBP1B"
## [1504] "SF3B14" "FAM228B" "TP53I3"
## [1507] "FAM228A" "ITSN2" "NCOA1"
## [1510] "PTRHD1" "CENPO" "ADCY3"
## [1513] "DNAJC27" "DNAJC27-AS1" "POMC"
## [1516] "DNMT3A" "AC012074.2" "DTNB"
## [1519] "AC104699.1" "ASXL2" "KIF3C"
## [1522] "AC013449.1" "RAB10" "GAREML"
## [1525] "HADHA" "HADHB" "EPT1"
## [1528] "OTOF" "SLC35F6" "CENPA"
## [1531] "MAPRE3" "TMEM214" "AGBL5"
## [1534] "OST4" "KHK" "ABHD1"
## [1537] "PREB" "SLC5A6" "ATRAID"
## [1540] "CAD" "TRIM54" "MPV17"
## [1543] "GTF3C2" "AC074117.10" "EIF2B4"
## [1546] "SNX17" "ZNF513" "PPM1G"
## [1549] "NRBP1" "KRTCAP3" "IFT172"
## [1552] "ZNF512" "CCDC121" "GPN1"
## [1555] "SUPT7L" "SLC4A1AP" "MRPL33"
## [1558] "RBKS" "BRE" "FOSL2"
## [1561] "PLB1" "PPP1CB" "SPDYA"
## [1564] "TRMT61B" "WDR43" "FAM179A"
## [1567] "CLIP4" "YPEL5" "LBH"
## [1570] "LCLAT1" "EHD3" "MEMO1"
## [1573] "DPY30" "SPAST" "RP11-563N4.1"
## [1576] "SLC30A6" "NLRC4" "YIPF4"
## [1579] "AL133245.2" "BIRC6" "TTC27"
## [1582] "RASGRP3" "FAM98A" "RP11-490M8.1"
## [1585] "CRIM1" "FEZ2" "VIT"
## [1588] "STRN" "HEATR5B" "GPATCH11"
## [1591] "EIF2AK2" "CEBPZ-AS1" "CEBPZ"
## [1594] "NDUFAF7" "PRKD3" "QPCT"
## [1597] "AC006369.2" "CDC42EP3" "LINC00211"
## [1600] "RMDN2" "CYP1B1" "ATL2"
## [1603] "HNRNPLL" "GALM" "SRSF7"
## [1606] "GEMIN6" "DHX57" "MORN2"
## [1609] "SOS1" "MAP4K3" "AC007246.3"
## [1612] "THUMPD2" "SLC8A1" "AC083949.1"
## [1615] "EML4" "COX7A2L" "MTA3"
## [1618] "HAAO" "AC093609.1" "THADA"
## [1621] "ZFP36L2" "AC010883.5" "PLEKHH2"
## [1624] "DYNC2LI1" "LRPPRC" "RP11-559M23.1"
## [1627] "PPM1B" "SLC3A1" "PREPL"
## [1630] "CAMKMT" "SRBD1" "PRKCE"
## [1633] "ATP6V1E2" "RHOQ" "RP11-417F21.1"
## [1636] "PIGF" "CRIPT" "SOCS5"
## [1639] "LINC01119" "MCFD2" "TTC7A"
## [1642] "AC073283.7" "CALM2" "MSH2"
## [1645] "KCNK12" "MSH6" "FBXO11"
## [1648] "AC079807.2" "FOXN2" "RP11-191L17.1"
## [1651] "PPP1R21" "STON1" "GPR75-ASB3"
## [1654] "CHAC2" "ERLEC1" "PSME4"
## [1657] "ACYP2" "RP11-477N3.1" "SPTBN1"
## [1660] "EML6" "RTN4" "RPS27A"
## [1663] "MTIF2" "CCDC88A" "AC012358.8"
## [1666] "CCDC104" "SMEK2" "RP11-554J4.1"
## [1669] "PNPT1" "VRK2" "FANCL"
## [1672] "BCL11A" "PAPOLG" "REL"
## [1675] "PUS10" "PEX13" "KIAA1841"
## [1678] "C2orf74" "AHSA2" "USP34"
## [1681] "RP11-355B11.2" "XPO1" "FAM161A"
## [1684] "CCT4" "AC107081.5" "COMMD1"
## [1687] "B3GNT2" "EHBP1" "AC009501.4"
## [1690] "WDPCP" "MDH1" "UGP2"
## [1693] "VPS54" "PELI1" "AC074289.1"
## [1696] "LINC00309" "LGALSL" "RP11-568N6.1"
## [1699] "AFTPH" "SERTAD2" "AC007880.1"
## [1702] "AC007386.2" "SLC1A4" "CEP68"
## [1705] "RAB1A" "ACTR2" "MEIS1"
## [1708] "ETAA1" "C1D" "WDR92"
## [1711] "PNO1" "PPP3R1" "RP11-474G23.2"
## [1714] "RP11-474G23.3" "CNRIP1" "PLEK"
## [1717] "FBXO48" "APLF" "ARHGAP25"
## [1720] "GFPT1" "NFU1" "RP11-427H3.3"
## [1723] "AAK1" "ANXA4" "GMCL1"
## [1726] "SNRNP27" "MXD1" "PCBP1-AS1"
## [1729] "PCBP1" "AC016700.5" "C2orf42"
## [1732] "TIA1" "PCYOX1" "SNRPG"
## [1735] "FAM136A" "ADD2" "TEX261"
## [1738] "NAGK" "RP11-467P9.1" "MCEE"
## [1741] "MPHOSPH10" "PAIP2B" "ZNF638"
## [1744] "DYSF" "EXOC6B" "SPR"
## [1747] "SFXN5" "RAB11FIP5" "SMYD5"
## [1750] "PRADC1" "CCT7" "FBXO41"
## [1753] "ALMS1" "TPRKB" "DUSP11"
## [1756] "STAMBP" "DGUOK" "DGUOK-AS1"
## [1759] "TET3" "BOLA3" "BOLA3-AS1"
## [1762] "MOB1A" "MTHFD2" "SLC4A5"
## [1765] "DCTN1" "C2orf81" "WDR54"
## [1768] "RTKN" "INO80B" "WBP1"
## [1771] "MOGS" "MRPL53" "CCDC142"
## [1774] "TTC31" "LBX2-AS1" "PCGF1"
## [1777] "AUP1" "HTRA2" "LOXL3"
## [1780] "DOK1" "SEMA4F" "HK2"
## [1783] "POLE4" "MRPL19" "GCFC2"
## [1786] "RP11-342K6.1" "SUCLG1" "DNAH6"
## [1789] "TRABD2A" "TMSB10" "KCMF1"
## [1792] "TGOLN2" "RETSAT" "ELMOD3"
## [1795] "CAPG" "MAT2A" "GGCX"
## [1798] "VAMP8" "VAMP5" "RNF181"
## [1801] "TMEM150A" "USP39" "C2orf68"
## [1804] "GNLY" "ST3GAL5" "POLR1A"
## [1807] "PTCD3" "IMMT" "RP11-301O19.1"
## [1810] "MRPL35" "KDM3A" "CHMP3"
## [1813] "AC015971.2" "RNF103" "RMND5A"
## [1816] "CD8A" "CD8B" "PLGLB1"
## [1819] "LINC00152" "RP11-1399P15.1" "RGPD2"
## [1822] "KRCC1" "THNSL2" "EIF2AK3"
## [1825] "AC062029.1" "RPIA" "AC103563.8"
## [1828] "MAL" "MRPS5" "ZNF514"
## [1831] "ZNF2" "FAHD2A" "LINC00342"
## [1834] "ANKRD36C" "GPAT2" "DUSP2"
## [1837] "STARD7" "TMEM127" "CIAO1"
## [1840] "SNRNP200" "AC021188.4" "ITPRIPL1"
## [1843] "NCAPH" "ARID5A" "KANSL3"
## [1846] "LMAN2L" "CNNM4" "CNNM3"
## [1849] "ANKRD23" "ANKRD39" "SEMA4C"
## [1852] "FAM178B" "FAHD2B" "ANKRD36"
## [1855] "AC159540.1" "COX5B" "ACTR1B"
## [1858] "ZAP70" "TMEM131" "INPP4A"
## [1861] "COA5" "UNC50" "MGAT4A"
## [1864] "AC109826.1" "KIAA1211L" "TSGA10"
## [1867] "C2ORF15" "LIPT1" "MRPL30"
## [1870] "MITD1" "LYG1" "TXNDC9"
## [1873] "EIF5B" "REV1" "AFF3"
## [1876] "AC092667.2" "CHST10" "PDCL3"
## [1879] "NPAS2" "RPL31" "TBC1D8"
## [1882] "CNOT11" "RNF149" "MAP4K4"
## [1885] "IL1R2" "IL1RL2" "IL18R1"
## [1888] "IL18RAP" "MFSD9" "TMEM182"
## [1891] "MRPS9" "AC104655.3" "TGFBRAP1"
## [1894] "AC012360.4" "RP11-332H14.2" "C2orf49"
## [1897] "NCK2" "C2orf40" "UXS1"
## [1900] "GCC2" "LIMS1" "RANBP2"
## [1903] "CCDC138" "SEPT10" "NPHP1"
## [1906] "LINC00116" "BCL2L11" "MIR4435-1HG"
## [1909] "RP11-803D5.4" "AC017002.1" "ANAPC1"
## [1912] "MERTK" "TMEM87B" "FBLN7"
## [1915] "ZC3H8" "ZC3H6" "TTL"
## [1918] "POLR1B" "CHCHD5" "AC079922.3"
## [1921] "SLC20A1" "CKAP2L" "IL1B"
## [1924] "IL1RN" "PSD4" "AC016683.5"
## [1927] "PAX8" "RP11-65I12.1" "CBWD2"
## [1930] "RABL2A" "SLC35F5" "RP11-141B14.1"
## [1933] "ACTR3" "DDX18" "AC009404.2"
## [1936] "CCDC93" "INSIG2" "MARCO"
## [1939] "STEAP3" "C2orf76" "DBI"
## [1942] "TMEM177" "PTPN4" "EPB41L5"
## [1945] "TMEM185B" "RALB" "CLASP1"
## [1948] "NIFK-AS1" "NIFK" "TSN"
## [1951] "GYPC" "BIN1" "ERCC3"
## [1954] "MAP3K2" "PROC" "IWS1"
## [1957] "MYO7B" "LIMS2" "WDR33"
## [1960] "SFT2D3" "RP5-935K16.1" "POLR2D"
## [1963] "AMMECR1L" "RP11-395A13.2" "SAP130"
## [1966] "UGGT1" "HS6ST1" "SMPD4"
## [1969] "MZT2B" "CCDC115" "IMP4"
## [1972] "PTPN18" "ARHGEF4" "FAM168B"
## [1975] "PLEKHB2" "MZT2A" "C2orf27A"
## [1978] "MGAT5" "TMEM163" "CCNT2-AS1"
## [1981] "CCNT2" "RAB3GAP1" "ZRANB3"
## [1984] "R3HDM1" "UBXN4" "AC011893.3"
## [1987] "MCM6" "DARS" "AC093391.2"
## [1990] "CXCR4" "HNMT" "SPOPL"
## [1993] "KYNU" "ARHGAP15" "GTDC1"
## [1996] "ZEB2" "ZEB2-AS1" "ACVR2A"
## [1999] "ORC4" "MBD5" "EPC2"
## [2002] "KIF5C" "MMADHC" "RBM43"
## [2005] "NMI" "RIF1" "NEB"
## [2008] "ARL5A" "STAM2" "FMNL2"
## [2011] "PRPF40A" "ARL6IP6" "NR4A2"
## [2014] "GPD2" "ERMN" "CYTIP"
## [2017] "ACVR1C" "ACVR1" "PKP4"
## [2020] "WDSUB1" "BAZ2B" "AC009506.1"
## [2023] "AC009961.3" "MARCH7" "CD302"
## [2026] "LY75" "RBMS1" "TANK"
## [2029] "AC009299.3" "PSMD14" "SLC4A10"
## [2032] "DPP4" "IFIH1" "GCA"
## [2035] "COBLL1" "SLC38A11" "GALNT3"
## [2038] "TTC21B" "STK39" "CERS6"
## [2041] "DHRS9" "FASTKD1" "PPIG"
## [2044] "PHOSPHO2" "KLHL23" "SSB"
## [2047] "METTL5" "UBR3" "GORASP2"
## [2050] "TLK1" "METTL8" "DCAF17"
## [2053] "CYBRD1" "DYNC1I2" "SLC25A12"
## [2056] "HAT1" "METAP1D" "ITGA6"
## [2059] "AC078883.3" "AC093818.1" "PDK1"
## [2062] "MLTK" "CDCA7" "SP3"
## [2065] "OLA1" "CIR1" "SCRN3"
## [2068] "GPR155" "WIPF1" "AC010894.5"
## [2071] "CHRNA1" "CHN1" "ATF2"
## [2074] "ATP5G3" "KIAA1715" "MTX2"
## [2077] "HNRNPA3" "NFE2L2" "AC079305.10"
## [2080] "AGPS" "TTC30B" "TTC30A"
## [2083] "RBM45" "AC009948.5" "PRKRA"
## [2086] "FKBP7" "PLEKHA3" "TTN-AS1"
## [2089] "TTN" "CCDC141" "SESTD1"
## [2092] "CWC22" "UBE2E3" "AC104820.2"
## [2095] "ITGA4" "CERKL" "SSFA2"
## [2098] "DNAJC10" "NCKAP1" "DUSP19"
## [2101] "NUP35" "RP11-438L19.1" "ZNF804A"
## [2104] "AC008174.3" "AC097500.2" "ZC3H15"
## [2107] "ITGAV" "CALCRL" "WDR75"
## [2110] "SLC40A1" "ASNSD1" "ANKAR"
## [2113] "OSGEPL1" "OSGEPL1-AS1" "ORMDL1"
## [2116] "PMS1" "C2orf88" "HIBCH"
## [2119] "INPP1" "MFSD6" "RP11-647K16.1"
## [2122] "TMEM194B" "AC093388.3" "NAB1"
## [2125] "GLS" "STAT1" "STAT4"
## [2128] "MYO1B" "NABP1" "SDPR"
## [2131] "SLC39A10" "STK17B" "RP11-347P5.1"
## [2134] "AC020571.3" "GTF3C3" "PGAP1"
## [2137] "ANKRD44" "AC013264.2" "SF3B1"
## [2140] "COQ10B" "HSPD1" "HSPE1"
## [2143] "MOB4" "MARS2" "PLCL1"
## [2146] "FTCDNL1" "C2orf69" "TYW5"
## [2149] "C2orf47" "SPATS2L" "KCTD18"
## [2152] "SGOL2" "BZW1" "RP11-469M7.1"
## [2155] "CLK1" "PPIL3" "NIF3L1"
## [2158] "ORC2" "FAM126B" "NDUFB3"
## [2161] "CFLAR" "CASP10" "CASP8"
## [2164] "ALS2CR12" "TRAK2" "STRADB"
## [2167] "TMEM237" "ALS2" "SUMO1"
## [2170] "NOP58" "RP11-686O6.2" "BMPR2"
## [2173] "FAM117B" "ICA1L" "WDR12"
## [2176] "CARF" "NBEAL1" "CYP20A1"
## [2179] "ABI2" "RAPH1" "CD28"
## [2182] "CTLA4" "ICOS" "NRP2"
## [2185] "INO80D" "AC007383.3" "NDUFS1"
## [2188] "EEF1B2" "ZDBF2" "ADAM23"
## [2191] "FASTKD2" "KLF7" "AC007879.7"
## [2194] "CREB1" "METTL21A" "AC079767.4"
## [2197] "CCNYL1" "AC096772.6" "PLEKHM3"
## [2200] "IDH1" "PIKFYVE" "RPE"
## [2203] "KANSL1L" "RP11-260M2.1" "AC006994.2"
## [2206] "LANCL1" "IKZF2" "RP11-105N14.1"
## [2209] "SPAG16" "BARD1" "ATIC"
## [2212] "PECR" "TMEM169" "XRCC5"
## [2215] "RP11-566E18.3" "SMARCAL1" "RPL37A"
## [2218] "TNS1" "CXCR2" "CXCR1"
## [2221] "ARPC2" "GPBAR1" "AAMP"
## [2224] "PNKD" "TMBIM1" "C2orf62"
## [2227] "SLC11A1" "CTDSP1" "RP11-378A13.2"
## [2230] "VIL1" "USP37" "RQCD1"
## [2233] "ZNF142" "BCS1L" "RNF25"
## [2236] "STK36" "TTLL4" "CYP27A1"
## [2239] "WNT10A" "RP11-33O4.1" "NHEJ1"
## [2242] "SLC23A3" "CNPPD1" "FAM134A"
## [2245] "ZFAND2B" "ATG9A" "ANKZF1"
## [2248] "GLB1L" "STK16" "TUBA4A"
## [2251] "DNAJB2" "DNPEP" "SPEG"
## [2254] "GMPPA" "CHPF" "STK11IP"
## [2257] "EPHA4" "SGPP2" "FARSB"
## [2260] "ACSL3" "AP1S3" "WDFY1"
## [2263] "MRPL44" "SERPINE2" "CUL3"
## [2266] "DOCK10" "IRS1" "RHBDD1"
## [2269] "COL4A4" "COL4A3" "MFF"
## [2272] "AGFG1" "CCL20" "PID1"
## [2275] "TRIP12" "FBXO36" "AC009950.2"
## [2278] "SP110" "SP140" "SP140L"
## [2281] "SP100" "CAB39" "ITM2C"
## [2284] "GPR55" "PSMD1" "NCL"
## [2287] "NMUR1" "PTMA" "PDE6D"
## [2290] "COPS7B" "DIS3L2" "TIGD1"
## [2293] "EIF4E2" "EFHD1" "GIGYF2"
## [2296] "INPP5D" "ATG16L1" "DGKD"
## [2299] "USP40" "AC097713.4" "ARL4C"
## [2302] "AGAP1" "COPS8" "LRRFIP1"
## [2305] "RAMP1" "UBE2F" "SCLY"
## [2308] "ILKAP" "AC016757.3" "HES6"
## [2311] "PER2" "TRAF3IP1" "ASB1"
## [2314] "HDAC4" "AC062017.1" "NDUFA10"
## [2317] "MYEOV2" "ANKMY1" "DUSP28"
## [2320] "RNPEPL1" "CAPN10-AS1" "CAPN10"
## [2323] "GPR35" "AC104809.3" "SNED1"
## [2326] "MTERFD2" "PASK" "PPP1R7"
## [2329] "HDLBP" "SEPT2" "FARP2"
## [2332] "STK25" "BOK" "THAP4"
## [2335] "ATG4B" "DTYMK" "ING5"
## [2338] "D2HGDH" "PDCD1" "AC131097.3"
## [2341] "AC093642.3" "TRNT1" "CRBN"
## [2344] "RP11-97C16.1" "SUMF1" "SETMAR"
## [2347] "ITPR1" "AC018816.3" "BHLHE40-AS1"
## [2350] "BHLHE40" "ARL8B" "AC026202.1"
## [2353] "EDEM1" "RAD18" "SRGAP3"
## [2356] "SETD5-AS1" "THUMPD3" "SETD5"
## [2359] "RP11-58B17.2" "MTMR14" "BRPF1"
## [2362] "OGG1" "CAMK1" "TADA3"
## [2365] "ARPC4" "TTLL3" "RP11-266J6.2"
## [2368] "RPUSD3" "JAGN1" "IL17RE"
## [2371] "IL17RC" "CRELD1" "PRRT3"
## [2374] "EMC3" "FANCD2" "BRK1"
## [2377] "VHL" "IRAK2" "TATDN2"
## [2380] "LINC00852" "GHRL" "SEC13"
## [2383] "ATG7" "VGLL4" "TAMM41"
## [2386] "TSEN2" "MKRN2" "RAF1"
## [2389] "TMEM40" "CAND2" "RPL32"
## [2392] "IQSEC1" "NUP210" "HDAC11"
## [2395] "FBLN2" "WNT7A" "CHCHD4"
## [2398] "TMEM43" "AC093495.4" "XPC"
## [2401] "LSM3" "SLC6A6" "CCDC174"
## [2404] "FGD5-AS1" "NR2C2" "MRPS25"
## [2407] "ZFYVE20" "CAPN7" "SH3BP5-AS1"
## [2410] "SH3BP5" "METTL6" "EAF1"
## [2413] "EAF1-AS1" "COLQ" "HACL1"
## [2416] "BTD" "ANKRD28" "DPH3"
## [2419] "OXNAD1" "RFTN1" "RP11-415F23.2"
## [2422] "RP11-415F23.4" "PLCL2" "TBC1D5"
## [2425] "SATB1" "KCNH8" "RAB5A"
## [2428] "KAT2B" "SGOL1" "UBE2E2"
## [2431] "UBE2E1" "NKIRAS1" "RPL15"
## [2434] "NR1D2" "TOP2B" "NGLY1"
## [2437] "OXSM" "SLC4A7" "RP11-222K16.2"
## [2440] "EOMES" "CMC1" "AZI2"
## [2443] "TGFBR2" "STT3B" "OSBPL10"
## [2446] "ZNF860" "GPD1L" "CMTM8"
## [2449] "CMTM7" "CMTM6" "DYNC1LI1"
## [2452] "CNOT10" "CCR4" "GLB1"
## [2455] "CRTAP" "UBP1" "CLASP2"
## [2458] "RP11-10C24.1" "PDCD6IP" "TRANK1"
## [2461] "EPM2AIP1" "MLH1" "LRRFIP2"
## [2464] "RP11-259K5.2" "GOLGA4" "CTDSPL"
## [2467] "VILL" "PLCD1" "DLEC1"
## [2470] "ACAA1" "MYD88" "OXSR1"
## [2473] "XYLB" "ACVR2B" "EXOG"
## [2476] "WDR48" "GORASP1" "TTC21A"
## [2479] "CSRNP1" "CX3CR1" "SLC25A38"
## [2482] "RPSA" "EIF1B" "ENTPD3-AS1"
## [2485] "RPL14" "RP11-391M1.4" "ZNF619"
## [2488] "ZNF620" "ZNF621" "CTNNB1"
## [2491] "ULK4" "TRAK1" "VIPR1"
## [2494] "SEC22C" "SS18L2" "NKTR"
## [2497] "ZBTB47" "CCDC13" "HIGD1A"
## [2500] "RP11-70C1.1" "POMGNT2" "SNRK"
## [2503] "ANO10" "ABHD5" "RP11-424N24.2"
## [2506] "TCAIM" "LINC00694" "ZNF445"
## [2509] "ZNF852" "ZKSCAN7" "ZNF197"
## [2512] "ZNF35" "ZNF502" "ZNF501"
## [2515] "KIAA1143" "TMEM42" "ZDHHC3"
## [2518] "EXOSC7" "LARS2" "LIMD1"
## [2521] "SACM1L" "LZTFL1" "CCR9"
## [2524] "FYCO1" "CXCR6" "CCR1"
## [2527] "CCR2" "CCR5" "CCRL2"
## [2530] "ALS2CL" "TMIE" "CCDC12"
## [2533] "NBEAL2" "SETD2" "KIF9-AS1"
## [2536] "KIF9" "KLHL18" "RP11-708J19.1"
## [2539] "PTPN23" "SCAP" "ELP6"
## [2542] "SMARCC1" "DHX30" "MAP4"
## [2545] "CDC25A" "CAMP" "ZNF589"
## [2548] "NME6" "CCDC51" "TMA7"
## [2551] "ATRIP" "TREX1" "SHISA5"
## [2554] "PFKFB4" "UQCRC1" "SLC26A6"
## [2557] "CELSR3" "NCKIPSD" "IP6K2"
## [2560] "PRKAR2A" "PRKAR2A-AS1" "SLC25A20"
## [2563] "ARIH2OS" "ARIH2" "RP13-131K19.2"
## [2566] "RP13-131K19.7" "P4HTM" "WDR6"
## [2569] "DALRD3" "NDUFAF3" "IMPDH2"
## [2572] "RP13-131K19.6" "QRICH1" "QARS"
## [2575] "USP19" "CCDC71" "KLHDC8B"
## [2578] "C3orf62" "USP4" "GPX1"
## [2581] "RHOA" "TCTA" "AMT"
## [2584] "NICN1" "DAG1" "APEH"
## [2587] "MST1" "RNF123" "GMPPB"
## [2590] "IP6K1" "FAM212A" "UBA7"
## [2593] "TRAIP" "MON1A" "RBM6"
## [2596] "RBM5" "GNAI2" "U73166.2"
## [2599] "IFRD2" "HYAL3" "NAT6"
## [2602] "HYAL2" "TUSC2" "RASSF1"
## [2605] "ZMYND10" "NPRL2" "CYB561D2"
## [2608] "TMEM115" "CACNA2D2" "XXcos-LUCA11.4"
## [2611] "C3orf18" "HEMK1" "CISH"
## [2614] "MAPKAPK3" "RP11-804H8.6" "DOCK3"
## [2617] "MANF" "RBM15B" "VPRBP"
## [2620] "RAD54L2" "TEX264" "RRP9"
## [2623] "PARP3" "PCBP4" "ABHD14B"
## [2626] "ABHD14A" "ACY1" "RPL29"
## [2629] "DUSP7" "POC1A" "ALAS1"
## [2632] "TLR9" "TWF2" "RP5-1157M23.2"
## [2635] "PPM1M" "WDR82" "GLYCTK"
## [2638] "DNAH1" "BAP1" "PHF7"
## [2641] "NISCH" "STAB1" "NT5DC2"
## [2644] "SMIM4" "PBRM1" "GNL3"
## [2647] "GLT8D1" "SPCS1" "NEK4"
## [2650] "ITIH4" "TMEM110" "SFMBT1"
## [2653] "RFT1" "PRKCD" "TKT"
## [2656] "DCP1A" "RP11-884K10.7" "ACTR8"
## [2659] "SELK" "CACNA2D3" "CCDC66"
## [2662] "FAM208A" "ARHGEF3" "HESX1"
## [2665] "APPL1" "PDE12" "ARF4"
## [2668] "RP11-755B10.4" "DENND6A" "SLMAP"
## [2671] "FLNB" "DNASE1L3" "ABHD6"
## [2674] "RPP14" "PXK" "PDHB"
## [2677] "RP11-802O23.3" "RP11-359I18.5" "KCTD6"
## [2680] "ACOX2" "FAM3D" "FHIT"
## [2683] "C3orf14" "THOC7" "ATXN7"
## [2686] "PSMD6-AS2" "PSMD6" "RP11-245J9.4"
## [2689] "SLC25A26" "LRIG1" "KBTBD8"
## [2692] "SUCLG2" "FAM19A1" "EOGT"
## [2695] "TMF1" "UBA3" "ARL6IP5"
## [2698] "LMOD3" "FRMD4B" "MITF"
## [2701] "FOXP1" "RP11-154H23.3" "EIF4E3"
## [2704] "GPR27" "PROK2" "LINC00877"
## [2707] "RYBP" "SHQ1" "PPP4R2"
## [2710] "EBLN2" "RP11-803B1.8" "ZNF717"
## [2713] "GBE1" "CHMP2B" "CGGBP1"
## [2716] "RP11-159G9.5" "ZNF654" "C3orf38"
## [2719] "PROS1" "ARL13B" "DHFRL1"
## [2722] "NSUN3" "ARL6" "CRYBG3"
## [2725] "CRYBG3.1" "MINA" "CLDND1"
## [2728] "CPOX" "ST3GAL6" "DCBLD2"
## [2731] "CMSS1" "TBC1D23" "NIT2"
## [2734] "TOMM70A" "LNP1" "TFG"
## [2737] "SENP7" "TRMT10C" "PCNP"
## [2740] "ZBTB11" "ZBTB11-AS1" "RPL24"
## [2743] "CEP97" "NXPE3" "NFKBIZ"
## [2746] "RP11-221J22.2" "ALCAM" "CBLB"
## [2749] "BBX" "CD47" "RP11-861A13.4"
## [2752] "IFT57" "KIAA1524" "DZIP3"
## [2755] "TRAT1" "PVRL3" "CD96"
## [2758] "PHLDB2" "ABHD10" "C3orf52"
## [2761] "GCSAM" "CD200" "BTLA"
## [2764] "ATG3" "SLC35A5" "CD200R1"
## [2767] "RP11-484K9.4" "GTPBP8" "C3orf17"
## [2770] "SPICE1" "SIDT1" "SIDT1-AS1"
## [2773] "KIAA2018" "NAA50" "ATP6V1A"
## [2776] "GRAMD1C" "ZDHHC23" "KIAA1407"
## [2779] "QTRTD1" "RP11-553L6.2" "ZNF80"
## [2782] "TIGIT" "RP11-553L6.5" "ZBTB20"
## [2785] "ZBTB20-AS1" "B4GALT4" "ARHGAP31"
## [2788] "TMEM39A" "POGLUT1" "RP11-190C22.8"
## [2791] "TIMMDC1" "RP11-190C22.9" "ADPRH"
## [2794] "POPDC2" "COX17" "GSK3B"
## [2797] "LRRC58" "FSTL1" "NDUFB4"
## [2800] "HGD" "RABL3" "GTF2E1"
## [2803] "HCLS1" "GOLGB1" "IQCB1"
## [2806] "EAF2" "SLC15A2" "CD86"
## [2809] "CSTA" "CCDC58" "FAM162A"
## [2812] "WDR5B" "RP11-299J3.8" "KPNA1"
## [2815] "PARP9" "DTX3L" "PARP15"
## [2818] "PARP14" "HSPBAP1" "DIRC2"
## [2821] "RP11-67L2.2" "PDIA5" "SEC22A"
## [2824] "PTPLB" "MYLK-AS1" "MYLK"
## [2827] "CCDC14" "KALRN" "UMPS"
## [2830] "HEG1" "ZNF148" "SNX4"
## [2833] "OSBPL11" "RP11-666A20.4" "ALG1L"
## [2836] "SLC41A3" "ZXDC" "CHST13"
## [2839] "TXNRD3" "CHCHD6" "PLXNA1"
## [2842] "TPRA1" "MCM2" "PODXL2"
## [2845] "ABTB1" "MGLL" "SEC61A1"
## [2848] "RUVBL1" "EEFSEC" "GATA2"
## [2851] "RPN1" "RAB7A" "ACAD9"
## [2854] "GP9" "RP11-434H6.6" "ISY1"
## [2857] "CNBP" "COPG1" "HMCES"
## [2860] "H1FX" "H1FX-AS1" "MBD4"
## [2863] "IFT122" "PLXND1" "TMCC1"
## [2866] "TMCC1-AS1" "PIK3R4" "ATP2C1"
## [2869] "ASTE1" "NEK11" "NUDT16"
## [2872] "MRPL3" "ACPP" "DNAJC13"
## [2875] "ACAD11" "NPHP3" "UBA5"
## [2878] "BFSP2" "CDV3" "TOPBP1"
## [2881] "SRPRB" "RAB6B" "RYK"
## [2884] "ANAPC13" "CEP63" "PPP2R3A"
## [2887] "MSL2" "PCCB" "STAG1"
## [2890] "SLC35G2" "RP11-731C17.2" "RP11-85F14.5"
## [2893] "NCK1" "DBR1" "ARMC8"
## [2896] "MRAS" "CEP70" "FAIM"
## [2899] "PIK3CB" "MRPS22" "COPB2"
## [2902] "RP11-319G6.1" "NMNAT3" "SLC25A36"
## [2905] "ACPL2" "ZBTB38" "RASA2"
## [2908] "RNF7" "ATP1B3" "RP11-271K21.11"
## [2911] "TFDP2" "RP11-485G4.2" "GK5"
## [2914] "XRN1" "ATR" "U2SURP"
## [2917] "RP11-91G21.1" "CHST2" "RP11-80H8.4"
## [2920] "SLC9A9" "C3orf58" "PLSCR1"
## [2923] "GYG1" "HLTF" "HPS3"
## [2926] "COMMD2" "RNF13" "PFN2"
## [2929] "TSC22D2" "SERP1" "EIF2A"
## [2932] "SELT" "RP11-103G8.2" "SIAH2"
## [2935] "GPR171" "P2RY14" "P2RY13"
## [2938] "P2RY12" "MBNL1" "MBNL1-AS1"
## [2941] "P2RY1" "RAP2B" "DHX36"
## [2944] "C3orf33" "SLC33A1" "GMPS"
## [2947] "RP11-305K5.1" "SSR3" "TIPARP-AS1"
## [2950] "TIPARP" "LINC00886" "LEKR1"
## [2953] "LINC00880" "RP11-6F2.5" "CCNL1"
## [2956] "PTX3" "RSRC1" "RP11-538P18.2"
## [2959] "MLF1" "GFM1" "LXN"
## [2962] "MFSD1" "RP11-379F4.9" "IL12A"
## [2965] "IFT80" "SMC4" "TRIM59"
## [2968] "KPNA4" "RP11-16N11.2" "PPM1L"
## [2971] "B3GALNT1" "NMD3" "SPTSSB"
## [2974] "PDCD10" "SERPINI1" "GOLIM4"
## [2977] "MYNN" "LRRC34" "RP11-362K14.6"
## [2980] "RP11-379K17.4" "SEC62" "GPR160"
## [2983] "PHC3" "RP11-379K17.12" "PRKCI"
## [2986] "SKIL" "RPL22L1" "EIF5A2"
## [2989] "TNIK" "PLD1" "PP13439"
## [2992] "FNDC3B" "TNFSF10" "NCEH1"
## [2995] "ECT2" "TBL1XR1" "ZMAT3"
## [2998] "PIK3CA" "KCNMB3" "ZNF639"
## [3001] "MFN1" "RP11-145M9.4" "GNB4"
## [3004] "ACTL6A" "MRPL47" "NDUFB5"
## [3007] "USP13" "TTC14" "FXR1"
## [3010] "DNAJC19" "ATP11B" "DCUN1D1"
## [3013] "MCCC1" "LAMP3" "MCF2L2"
## [3016] "B3GNT5" "KLHL6" "KLHL24"
## [3019] "YEATS2" "MAP6D1" "PARL"
## [3022] "ABCC5" "EIF2B5" "DVL3"
## [3025] "AP2M1" "ABCF3" "ALG3"
## [3028] "ECE2" "PSMD2" "EIF4G1"
## [3031] "FAM131A" "POLR2H" "EPHB3"
## [3034] "MAGEF1" "VPS8" "EHHADH"
## [3037] "MAP3K13" "TMEM41A" "SENP2"
## [3040] "IGF2BP2" "TRA2B" "ETV5"
## [3043] "DGKG" "CRYGS" "TBCCD1"
## [3046] "DNAJB11" "RP11-573D15.9" "EIF4A2"
## [3049] "RFC4" "ST6GAL1" "RPL39L"
## [3052] "RTP4" "BCL6" "RP11-211G3.2"
## [3055] "LPP-AS2" "LPP" "AC022498.1"
## [3058] "TPRG1-AS1" "TPRG1" "IL1RAP"
## [3061] "CCDC50" "MB21D2" "HRASLS"
## [3064] "ATP13A4" "OPA1" "HES1"
## [3067] "GP5" "ATP13A3" "LINC00884"
## [3070] "TMEM44-AS1" "LSG1" "FAM43A"
## [3073] "XXYLT1" "ACAP2" "PPP1R2"
## [3076] "AC069513.4" "LINC00969" "MUC20"
## [3079] "TNK2" "TNK2-AS1" "AC124944.3"
## [3082] "TFRC" "SLC51A" "PCYT1A"
## [3085] "TCTEX1D2" "UBXN7" "UBXN7-AS1"
## [3088] "RNF168" "WDR53" "FBXO45"
## [3091] "LINC01063" "NRROS" "PIGX"
## [3094] "CEP19" "PAK2" "SENP5"
## [3097] "NCBP2" "NCBP2-AS2" "PIGZ"
## [3100] "DLG1" "BDH1" "KIAA0226"
## [3103] "FYTTD1" "LRCH3" "IQCG"
## [3106] "RPL35A" "ZNF595" "ZNF718"
## [3109] "ZNF141" "ZNF721" "PIGG"
## [3112] "PDE6B" "RP11-1191J2.5" "ATP5I"
## [3115] "MYL5" "MFSD7" "PCGF3"
## [3118] "RP11-440L14.1" "CPLX1" "GAK"
## [3121] "TMEM175" "DGKQ" "SLC26A1"
## [3124] "IDUA" "FGFRL1" "RNF212"
## [3127] "SPON2" "CTBP1" "CTBP1-AS2"
## [3130] "MAEA" "UVSSA" "CRIPAK"
## [3133] "RP11-1398P2.1" "FAM53A" "SLBP"
## [3136] "RP11-572O17.1" "TMEM129" "TACC3"
## [3139] "LETM1" "WHSC1" "NELFA"
## [3142] "C4orf48" "POLN" "HAUS3"
## [3145] "MXD4" "ZFYVE28" "RNF4"
## [3148] "FAM193A" "TNIP2" "SH3BP2"
## [3151] "ADD1" "MFSD10" "NOP14-AS1"
## [3154] "NOP14" "GRK4" "HTT"
## [3157] "RGS12" "DOK7" "LRPAP1"
## [3160] "TMEM128" "LYAR" "ZBTB49"
## [3163] "NSG1" "STX18" "STX18-AS1"
## [3166] "CYTL1" "EVC" "JAKMIP1"
## [3169] "WFS1" "MAN2B2" "MRFAP1"
## [3172] "RP11-539L10.3" "AC093323.3" "RP11-539L10.2"
## [3175] "S100P" "MRFAP1L1" "BLOC1S4"
## [3178] "KIAA0232" "TBC1D14" "RP11-367J11.2"
## [3181] "CCDC96" "TADA2B" "GRPEL1"
## [3184] "RP11-367J11.3" "AFAP1" "ABLIM2"
## [3187] "SH3TC1" "RP11-774O3.3" "ACOX3"
## [3190] "TRMT44" "SLC2A9" "WDR1"
## [3193] "ZNF518B" "HS3ST1" "RAB28"
## [3196] "BOD1L1" "CPEB2" "FBXL5"
## [3199] "FAM200B" "BST1" "CD38"
## [3202] "FGFBP2" "TAPT1" "TAPT1-AS1"
## [3205] "QDPR" "LAP3" "MED28"
## [3208] "DCAF16" "LCORL" "PACRGL"
## [3211] "GPR125" "DHX15" "CCDC149"
## [3214] "SEPSECS" "PI4K2B" "ZCCHC4"
## [3217] "ANAPC4" "SEL1L3" "SMIM20"
## [3220] "RBPJ" "TBC1D19" "STIM2"
## [3223] "RP11-293A21.1" "ARAP2" "DTHD1"
## [3226] "RP11-36B15.1" "RELL1" "PGM2"
## [3229] "TBC1D1" "RP11-617D20.1" "AC021860.1"
## [3232] "KLF3" "TLR10" "TLR1"
## [3235] "TLR6" "FAM114A1" "TMEM156"
## [3238] "KLHL5" "WDR19" "RFC1"
## [3241] "KLB" "RPL9" "LIAS"
## [3244] "UGDH" "SMIM14" "UBE2K"
## [3247] "PDS5A" "N4BP2" "RHOH"
## [3250] "AC195454.1" "RBM47" "NSUN7"
## [3253] "APBB2" "UCHL1" "TMEM33"
## [3256] "SLC30A9" "BEND4" "ATP8A1"
## [3259] "GUF1" "GNPDA2" "COMMD8"
## [3262] "ATP10D" "NFXL1" "NIPAL1"
## [3265] "TXK" "TEC" "SLAIN2"
## [3268] "FRYL" "OCIAD1" "OCIAD2"
## [3271] "DCUN1D4" "SGCB" "USP46"
## [3274] "USP46-AS1" "SCFD2" "FIP1L1"
## [3277] "LNX1" "CHIC2" "SRD5A3"
## [3280] "TMEM165" "CLOCK" "EXOC1"
## [3283] "CEP135" "AASDH" "PPAT"
## [3286] "PAICS" "SRP72" "HOPX"
## [3289] "SPINK2" "REST" "NOA1"
## [3292] "POLR2B" "IGFBP7" "CENPC"
## [3295] "STAP1" "UBA6" "UBA6-AS1"
## [3298] "YTHDC1" "TMPRSS11E" "UGT2B17"
## [3301] "SULT1B1" "IGJ" "UTP3"
## [3304] "RP11-46J23.1" "RUFY3" "GRSF1"
## [3307] "MOB1B" "DCK" "SLC4A4"
## [3310] "COX18" "ANKRD17" "RP11-692D12.1"
## [3313] "RASSF6" "IL8" "PF4"
## [3316] "PPBP" "CXCL3" "CXCL2"
## [3319] "MTHFD2L" "EREG" "AREG"
## [3322] "PARM1" "RCHY1" "THAP6"
## [3325] "G3BP2" "USO1" "NAAA"
## [3328] "SDAD1" "CXCL9" "CXCL10"
## [3331] "NUP54" "SCARB2" "FAM47E"
## [3334] "FAM47E-STBD1.1" "SEPT11" "CCNI"
## [3337] "CCNG2" "CNOT6L" "MRPL1"
## [3340] "LINC01094" "RP11-109G23.3" "BMP2K"
## [3343] "PAQR3" "ANTXR2" "PRDM8"
## [3346] "RASGEF1B" "HNRNPD" "RP11-127B20.3"
## [3349] "HNRNPDL" "ENOPH1" "SCD5"
## [3352] "SEC31A" "THAP9-AS1" "THAP9"
## [3355] "LIN54" "COPS4" "PLAC8"
## [3358] "COQ2" "HPSE" "HELQ"
## [3361] "MRPS18C" "FAM175A" "AGPAT9"
## [3364] "WDFY3" "ARHGAP24" "PTPN13"
## [3367] "C4orf36" "AFF1" "KLHL8"
## [3370] "HSD17B11" "NUDT9" "PKD2"
## [3373] "ABCG2" "PPM1K" "HERC6"
## [3376] "HERC5" "PYURF" "HERC3"
## [3379] "NAP1L5" "FAM13A-AS1" "FAM13A"
## [3382] "TIGD2" "GPRIN3" "SNCA"
## [3385] "MMRN1" "CCSER1" "SMARCAD1"
## [3388] "PDLIM5" "RAP1GDS1" "TSPAN5"
## [3391] "RP11-1299A16.3" "EIF4E" "METAP1"
## [3394] "ADH5" "TRMT10A" "DAPP1"
## [3397] "LAMTOR3" "DNAJB14" "H2AFZ"
## [3400] "PPP3CA" "AP001816.1" "BANK1"
## [3403] "SLC39A8" "AF213884.2" "NFKB1"
## [3406] "MANBA" "UBE2D3" "RP11-10L12.4"
## [3409] "CISD2" "SLC9B1" "SLC9B2"
## [3412] "BDH2" "CENPE" "AC004069.2"
## [3415] "TET2" "PPA2" "INTS12"
## [3418] "GSTCD" "TBCK" "AIMP1"
## [3421] "PAPSS1" "SGMS2" "RP11-286E11.1"
## [3424] "CYP2U1" "HADH" "LEF1"
## [3427] "RPL34-AS1" "RPL34" "OSTC"
## [3430] "SEC24B-AS1" "SEC24B" "CCDC109B"
## [3433] "CASP6" "PLA2G12A" "GAR1"
## [3436] "ELOVL6" "C4orf32" "RP11-73K9.2"
## [3439] "AP1AR" "TIFA" "ALPK1"
## [3442] "LARP7" "CAMK2D" "UGT8"
## [3445] "SNHG8" "METTL14" "SEC24D"
## [3448] "USP53" "C4orf3" "PDE5A"
## [3451] "MAD2L1" "TNIP3" "ANXA5"
## [3454] "EXOSC9" "CCNA2" "BBS7"
## [3457] "KIAA1109" "BBS12" "NUDT6"
## [3460] "SPATA5" "SPRY1" "ANKRD50"
## [3463] "INTU" "PLK4" "MFSD8"
## [3466] "C4orf29" "LARP1B" "PGRMC2"
## [3469] "JADE1" "SCLT1" "C4orf33"
## [3472] "ELF2" "NDUFC1" "NAA15"
## [3475] "RP11-83A24.2" "RAB33B" "SETD7"
## [3478] "RP11-342I1.2" "MGST2" "MAML3"
## [3481] "SCOC" "RP11-425I13.3" "ELMOD2"
## [3484] "TBC1D9" "RP11-102N12.3" "ZNF330"
## [3487] "RP11-362F19.1" "RP11-362F19.3" "IL15"
## [3490] "INPP4B" "RP11-223C24.1" "USP38"
## [3493] "GAB1" "SMARCA5" "SMARCA5-AS1"
## [3496] "ANAPC10" "ABCE1" "OTUD4"
## [3499] "SMAD1" "MMAA" "ZNF827"
## [3502] "LSM6" "SLC10A7" "TMEM184C"
## [3505] "PRMT10" "ARHGAP10" "NR3C2"
## [3508] "LRBA" "RPS3A" "SH3D19"
## [3511] "RP11-372K14.2" "PET112" "RP11-18H21.1"
## [3514] "FBXW7" "MIR4453" "TMEM154"
## [3517] "ARFIP1" "TRIM2" "KIAA0922"
## [3520] "TLR2" "RNF175" "PLRG1"
## [3523] "MAP9" "GUCY1A3" "GUCY1B3"
## [3526] "CTSO" "PDGFC" "FAM198B"
## [3529] "RP11-597D13.9" "TMEM144" "C4orf46"
## [3532] "ETFDH" "PPID" "FNIP2"
## [3535] "RAPGEF2" "NAF1" "TMA16"
## [3538] "MARCH1" "TRIM61" "FAM218A"
## [3541] "TRIM60" "TMEM192" "KLHL2"
## [3544] "MSMO1" "DDX60" "DDX60L"
## [3547] "PALLD" "CBR4" "SH3RF1"
## [3550] "NEK1" "CLCN3" "C4orf27"
## [3553] "RP11-10K16.1" "GALNT7" "HMGB2"
## [3556] "RP11-798M19.6" "SAP30" "SCRG1"
## [3559] "FBXO8" "CEP44" "HPGD"
## [3562] "GPM6A" "SPCS3" "AGA"
## [3565] "DCTD" "WWC2" "CDKN2AIP"
## [3568] "ING2" "RWDD4" "TRAPPC11"
## [3571] "IRF2" "RP11-326I11.3" "CASP3"
## [3574] "PRIMPOL" "CENPU" "ACSL1"
## [3577] "RP11-701P16.2" "RP11-701P16.5" "SLC25A4"
## [3580] "KIAA1430" "SNX25" "LRP2BP"
## [3583] "ANKRD37" "UFSP2" "C4orf47"
## [3586] "RP11-279O9.4" "TLR3" "AC110771.1"
## [3589] "CYP4V2" "FRG1" "CCDC127"
## [3592] "SDHA" "CTD-2083E4.6" "PDCD6"
## [3595] "C5orf55" "EXOC3" "CTD-2228K2.5"
## [3598] "CEP72" "BRD9" "TRIP13"
## [3601] "SLC12A7" "CLPTM1L" "LPCAT1"
## [3604] "CTD-2012J19.3" "MRPL36" "NDUFS6"
## [3607] "KIAA0947" "MED10" "NSUN2"
## [3610] "SRD5A1" "PAPD7" "MTRR"
## [3613] "FASTKD3" "RP11-480D4.6" "MIR4458HG"
## [3616] "SEMA5A" "FAM173B" "CCT5"
## [3619] "CTD-2256P15.4" "CTD-2256P15.2" "MARCH6"
## [3622] "ROPN1L" "RP11-215G15.5" "DAP"
## [3625] "TRIO" "FAM105A" "CTD-2165H16.4"
## [3628] "FAM105B" "ANKH" "ZNF622"
## [3631] "FAM134B" "MYO10" "BASP1"
## [3634] "CTD-2023M8.1" "DROSHA" "C5orf22"
## [3637] "GOLPH3" "CTD-2186M15.3" "MTMR12"
## [3640] "ZFR" "SUB1" "TARS"
## [3643] "AMACR" "CTD-2517O10.6" "RAD1"
## [3646] "BRIX1" "DNAJC21" "SPEF2"
## [3649] "IL7R" "LMBRD2" "SKP2"
## [3652] "NADK2" "CTD-2353F22.1" "NIPBL"
## [3655] "C5orf42" "NUP155" "WDR70"
## [3658] "RICTOR" "FYB" "AC008964.1"
## [3661] "DAB2" "PTGER4" "TTC33"
## [3664] "PRKAA1" "RPL37" "CARD6"
## [3667] "OXCT1" "C5orf51" "FBXO4"
## [3670] "CCDC152" "SEPP1" "CTD-2035E11.3"
## [3673] "CTD-2035E11.4" "ANXA2R" "AC025171.1"
## [3676] "CTD-2035E11.5" "ZNF131" "HMGCS1"
## [3679] "CCL28" "C5orf28" "C5orf34"
## [3682] "PAIP1" "NNT-AS1" "NNT"
## [3685] "MRPS30" "EMB" "PARP8"
## [3688] "ITGA1" "PELO" "MOCS2"
## [3691] "CTD-2366F13.1" "NDUFS4" "ARL15"
## [3694] "SNX18" "GZMK" "GZMA"
## [3697] "DHX29" "SKIV2L2" "PPAP2A"
## [3700] "SLC38A9" "IL6ST" "CTD-2031P19.3"
## [3703] "CTD-2227I18.1" "ANKRD55" "MAP3K1"
## [3706] "SETD9" "MIER3" "GPBP1"
## [3709] "PLK2" "GAPT" "PDE4D"
## [3712] "DEPDC1B" "ERCC8" "NDUFAF2"
## [3715] "SMIM15" "ZSWIM6" "KIF2A"
## [3718] "DIMT1" "IPO11" "SREK1IP1"
## [3721] "CWC27" "ADAMTS6" "CENPK"
## [3724] "PPWD1" "TRIM23" "TRAPPC13"
## [3727] "CTC-534A2.2" "SGTB" "NLN"
## [3730] "ERBB2IP" "SREK1" "MAST4"
## [3733] "CD180" "PIK3R1" "SLC30A5"
## [3736] "CCNB1" "CENPH" "MRPS36"
## [3739] "CDK7" "CCDC125" "TAF9"
## [3742] "RAD17" "GTF2H2C" "SMN2"
## [3745] "SMN1" "NAIP" "GTF2H2"
## [3748] "BDP1" "MCCC2" "MAP1B"
## [3751] "MRPS27" "PTCD2" "TNPO1"
## [3754] "FCHO2" "TMEM171" "RP11-79P5.9"
## [3757] "BTF3" "ANKRA2" "UTP15"
## [3760] "ENC1" "HEXB" "GFM2"
## [3763] "NSA2" "FAM169A" "GCNT4"
## [3766] "ANKRD31" "HMGCR" "COL4A3BP"
## [3769] "POLK" "CTC-366B18.2" "POC5"
## [3772] "IQGAP2" "F2R" "F2RL1"
## [3775] "S100Z" "CRHBP" "AGGF1"
## [3778] "ZBED3" "PDE8B" "WDR41"
## [3781] "TBCA" "AP3B1" "CTD-2037K23.2"
## [3784] "SCAMP1" "LHFPL2" "ARSB"
## [3787] "JMY" "HOMER1" "PAPD4"
## [3790] "MTX3" "CTD-2201I18.1" "SERINC5"
## [3793] "ZFYVE16" "CTD-2015H6.3" "FAM151B"
## [3796] "ANKRD34B" "DHFR" "MSH3"
## [3799] "CTC-459I6.1" "RASGRF2" "CKMT2-AS1"
## [3802] "ZCCHC9" "SSBP2" "ATG10"
## [3805] "RPS23" "ATP6AP1L" "TMEM167A"
## [3808] "XRCC4" "VCAN" "COX7C"
## [3811] "RASA1" "CTC-428H11.2" "CCNH"
## [3814] "TMEM161B" "TMEM161B-AS1" "MEF2C"
## [3817] "CETN3" "MBLAC2" "LYSMD3"
## [3820] "RP11-213H15.1" "LUCAT1" "ARRDC3"
## [3823] "FAM172A" "POU5F2" "KIAA0825"
## [3826] "ANKRD32" "MCTP1" "TTC37"
## [3829] "ARSK" "GPR150" "RFESD"
## [3832] "RHOBTB3" "GLRX" "C5orf27"
## [3835] "ELL2" "CAST" "ERAP1"
## [3838] "CTD-2260A17.1" "CTD-2260A17.2" "ERAP2"
## [3841] "LNPEP" "CTD-2215E18.1" "RIOK2"
## [3844] "RGMB" "CHD1" "CTD-2007H13.3"
## [3847] "FAM174A" "ST8SIA4" "SLCO4C1"
## [3850] "PAM" "GIN1" "PPIP5K2"
## [3853] "C5orf30" "NUDT12" "FBXL17"
## [3856] "LINC01023" "FER" "PJA2"
## [3859] "MAN2A1" "SLC25A46" "WDR36"
## [3862] "CAMK4" "STARD4" "NREP"
## [3865] "EPB41L4A-AS1" "APC" "SRP19"
## [3868] "REEP5" "ZRSR1" "DCP2"
## [3871] "MCC" "YTHDC2" "CTC-428G20.3"
## [3874] "PGGT1B" "CTC-428G20.6" "CCDC112"
## [3877] "FEM1C" "AC010226.4" "TMED7"
## [3880] "ATG12" "AP3S1" "CTD-2287O16.5"
## [3883] "COMMD10" "CTB-118N6.3" "DTWD2"
## [3886] "DMXL1" "TNFAIP8" "HSD17B4"
## [3889] "SRFBP1" "SNX2" "SNX24"
## [3892] "CEP120" "CSNK1G3" "GRAMD3"
## [3895] "RP11-517I3.1" "ALDH7A1" "PHAX"
## [3898] "LMNB1" "MARCH3" "C5orf63"
## [3901] "PRRC1" "CTC-228N24.3" "SLC12A2"
## [3904] "ISOC1" "HINT1" "LYRM7"
## [3907] "CDC42SE2" "RAPGEF6" "FNIP1"
## [3910] "ACSL6" "SLC22A4" "SLC22A5"
## [3913] "C5orf56" "AC116366.6" "IRF1"
## [3916] "RAD50" "KIF3A" "CCNI2"
## [3919] "SEPT8" "SHROOM1" "UQCRQ"
## [3922] "LEAP2" "AFF4" "ZCCHC10"
## [3925] "HSPA4" "C5orf15" "VDAC1"
## [3928] "CTB-113I20.2" "TCF7" "SKP1"
## [3931] "PPP2CA" "CDKL3" "CTD-2410N18.3"
## [3934] "UBE2B" "RP11-215P8.3" "CDKN2AIPNL"
## [3937] "JADE2" "SAR1B" "SEC24A"
## [3940] "CAMLG" "DDX46" "C5orf24"
## [3943] "TXNDC15" "PCBD2" "C5orf66"
## [3946] "H2AFY" "TIFAB" "TGFBI"
## [3949] "SMAD5" "KLHL3" "HNRNPA0"
## [3952] "RP11-381K20.2" "FAM13B" "BRD8"
## [3955] "CDC23" "FAM53C" "KDM3B"
## [3958] "EGR1" "ETF1" "HSPA9"
## [3961] "CTNNA1" "SIL1" "MATR3"
## [3964] "PAIP2" "CTB-43P18.1" "MZB1"
## [3967] "SPATA24" "DNAJC18" "TMEM173"
## [3970] "UBE2D2" "CXXC5" "NRG2"
## [3973] "LINC01024" "PURA" "CYSTM1"
## [3976] "PFDN1" "HBEGF" "ANKHD1"
## [3979] "ANKHD1-EIF4EBP3" "SRA1" "EIF4EBP3"
## [3982] "APBB3" "SLC35A4" "CD14"
## [3985] "NDUFA2" "TMCO6" "IK"
## [3988] "WDR55" "DND1" "HARS"
## [3991] "HARS2" "ZMAT2" "TAF7"
## [3994] "DIAPH1" "HDAC3" "RELL2"
## [3997] "FCHSD1" "ARAP3" "KIAA0141"
## [4000] "RNF14" "GNPDA1" "NDFIP1"
## [4003] "ARHGAP26" "NR3C1" "YIPF5"
## [4006] "PRELID2" "LARS" "RBM27"
## [4009] "TCERG1" "PPP2R2B" "JAKMIP2"
## [4012] "SCGB3A2" "FBXO38" "ADRB2"
## [4015] "GRPEL2" "PCYOX1L" "CSNK1A1"
## [4018] "ARHGEF37" "PPARGC1B" "SLC26A2"
## [4021] "TIGD6" "HMGXB3" "CSF1R"
## [4024] "PDGFRB" "TCOF1" "CD74"
## [4027] "RPS14" "NDST1" "RBM22"
## [4030] "DCTN4" "IRGM" "ZNF300"
## [4033] "GPX3" "TNIP1" "ANXA6"
## [4036] "CCDC69" "GM2A" "SLC36A1"
## [4039] "SPARC" "CTB-113P19.5" "ATOX1"
## [4042] "G3BP1" "FAM114A2" "MFAP3"
## [4045] "GALNT10" "SAP30L" "LARP1"
## [4048] "FAXDC2" "CNOT8" "GEMIN5"
## [4051] "MRPL22" "TIMD4" "HAVCR2"
## [4054] "MED7" "ITK" "CYFIP2"
## [4057] "CTB-47B11.3" "ADAM19" "THG1L"
## [4060] "LSM11" "CLINT1" "EBF1"
## [4063] "RNF145" "UBLCP1" "TTC1"
## [4066] "PWWP2A" "CCNJL" "C5orf54"
## [4069] "SLU7" "PTTG1" "MIR146A"
## [4072] "CCNG1" "NUDCD2" "HMMR"
## [4075] "MAT2B" "CTB-178M22.2" "RARS"
## [4078] "PANK3" "SPDL1" "DOCK2"
## [4081] "LCP2" "CTB-114C7.4" "KCNMB1"
## [4084] "RANBP17" "NPM1" "FBXW11"
## [4087] "STK10" "UBTD2" "DUSP1"
## [4090] "ERGIC1" "RPL26L1" "ATP6V0E1"
## [4093] "CREBRF" "CTC-209H22.3" "BNIP1"
## [4096] "BOD1" "CPEB4" "SFXN1"
## [4099] "HRH2" "THOC3" "FAM153B"
## [4102] "SIMC1" "KIAA1191" "ARL10"
## [4105] "NOP16" "HIGD2A" "CLTB"
## [4108] "FAF2" "RNF44" "TSPAN17"
## [4111] "HK3" "UIMC1" "ZNF346"
## [4114] "NSD1" "RAB24" "MXD3"
## [4117] "PRELID1" "LMAN2" "RGS14"
## [4120] "F12" "GRK6" "PRR7-AS1"
## [4123] "PRR7" "DBN1" "PDLIM7"
## [4126] "DOK3" "DDX41" "FAM193B"
## [4129] "TMED9" "B4GALT7" "FAM153A"
## [4132] "RP11-423H2.3" "N4BP3" "RMND5B"
## [4135] "NHP2" "HNRNPAB" "PHYKPL"
## [4138] "CLK4" "ZNF354A" "ZNF354B"
## [4141] "ZFP2" "ZNF879" "ZNF354C"
## [4144] "RUFY1" "HNRNPH1" "CANX"
## [4147] "MAML1" "LTC4S" "MGAT4B"
## [4150] "SQSTM1" "C5orf45" "CTC-241N9.1"
## [4153] "TBC1D9B" "RNF130" "MAPK9"
## [4156] "CTB-129O4.1" "CNOT6" "SCGB3A1"
## [4159] "MGAT1" "LINC00847" "ZFP62"
## [4162] "CTC-338M12.5" "TRIM7" "CTC-338M12.6"
## [4165] "TRIM41" "GNB2L1" "CTC-338M12.4"
## [4168] "TRIM52" "AC008443.1" "TRIM52-AS1"
## [4171] "DUSP22" "IRF4" "EXOC2"
## [4174] "HUS1B" "RP11-532F6.3" "RP11-157J24.2"
## [4177] "GMDS" "GMDS-AS1" "WRNIP1"
## [4180] "SERPINB1" "RP11-420G6.4" "SERPINB9"
## [4183] "SERPINB6" "LINC01011" "NQO2"
## [4186] "RP1-90J20.12" "RIPK1" "RP1-40E16.12"
## [4189] "BPHL" "TUBB2A" "PSMG4"
## [4192] "PXDC1" "FAM50B" "PRPF4B"
## [4195] "ECI2" "CDYL" "RPP40"
## [4198] "RP11-428J1.5" "LYRM4" "FARS2"
## [4201] "RP3-380B8.4" "F13A1" "LY86"
## [4204] "RREB1" "SSR1" "RIOK1"
## [4207] "SNRNP48" "TXNDC5" "BLOC1S5"
## [4210] "EEF1E1" "SLC35B3" "GCNT2"
## [4213] "PAK1IP1" "TMEM14C" "RP11-421M1.8"
## [4216] "TMEM14B" "SMIM13" "NEDD9"
## [4219] "TMEM170B" "ADTRP" "HIVEP1"
## [4222] "PHACTR1" "TBC1D7" "RP1-257A7.5"
## [4225] "GFOD1" "SIRT5" "RP1-223E5.4"
## [4228] "NOL7" "AL441883.1" "RANBP9"
## [4231] "MCUR1" "CD83" "RP11-560J1.2"
## [4234] "JARID2" "JARID2-AS1" "DTNBP1"
## [4237] "MYLIP" "GMPR" "ATXN1"
## [4240] "RP1-151F17.1" "RP1-151F17.2" "FAM8A1"
## [4243] "NUP153" "RP11-500C11.3" "KIF13A"
## [4246] "NHLRC1" "TPMT" "KDM1B"
## [4249] "DEK" "RNF144B" "MBOAT1"
## [4252] "E2F3" "CDKAL1" "SOX4"
## [4255] "MRS2" "ALDH5A1" "TDP2"
## [4258] "ACOT13" "C6orf62" "GMNN"
## [4261] "C6orf229" "FAM65B" "RP11-367G6.3"
## [4264] "LRRC16A" "TRIM38" "U91328.19"
## [4267] "HIST1H3A" "HIST1H4A" "HIST1H1C"
## [4270] "HFE" "HIST1H4C" "HIST1H2BC"
## [4273] "HIST1H2AC" "HIST1H1E" "HIST1H2BD"
## [4276] "HIST1H3D" "HIST1H2BF" "HIST1H4E"
## [4279] "HIST1H2BG" "HIST1H2AE" "HIST1H1D"
## [4282] "HIST1H2BH" "HIST1H4H" "BTN3A2"
## [4285] "BTN2A2" "BTN3A1" "BTN3A3"
## [4288] "BTN2A1" "HCG11" "CTA-14H9.5"
## [4291] "HMGN4" "ABT1" "ZNF322"
## [4294] "RP11-457M11.5" "HIST1H2BJ" "HIST1H2AG"
## [4297] "HIST1H2BK" "HIST1H4I" "HIST1H2AH"
## [4300] "ZNF391" "ZNF184" "HIST1H4J"
## [4303] "HIST1H4K" "HIST1H2BN" "HIST1H2AL"
## [4306] "HIST1H1B" "HIST1H2AM" "RP1-313I6.12"
## [4309] "ZNF165" "ZSCAN16-AS1" "ZSCAN16"
## [4312] "RP1-265C24.8" "ZKSCAN8" "ZSCAN9"
## [4315] "ZKSCAN4" "NKAPL" "ZSCAN31"
## [4318] "ZKSCAN3" "ZSCAN12" "HCG14"
## [4321] "TRIM27" "GABBR1" "ZFP57"
## [4324] "HLA-F" "HLA-G" "HLA-A"
## [4327] "ZNRD1-AS1" "ZNRD1" "PPP1R11"
## [4330] "TRIM31" "TRIM26" "HCG18"
## [4333] "TRIM39" "RPP21" "HLA-E"
## [4336] "GNL1" "PRR3" "ABCF1"
## [4339] "PPP1R10" "MRPS18B" "ATAT1"
## [4342] "C6orf136" "DHX16" "PPP1R18"
## [4345] "NRM" "MDC1" "TUBB"
## [4348] "XXbac-BPG252P9.9" "FLOT1" "XXbac-BPG252P9.10"
## [4351] "IER3" "DDR1" "GTF2H4"
## [4354] "VARS2" "CCHCR1" "TCF19"
## [4357] "XXbac-BPG299F13.17" "HCG27" "HLA-C"
## [4360] "HLA-B" "XXbac-BPG181B23.7" "MICA"
## [4363] "MICB" "DDX39B" "NFKBIL1"
## [4366] "LTA" "TNF" "LTB"
## [4369] "LST1" "NCR3" "AIF1"
## [4372] "PRRC2A" "BAG6" "APOM"
## [4375] "C6orf47" "GPANK1" "CSNK2B"
## [4378] "LY6G5B" "LY6G5C" "ABHD16A"
## [4381] "LY6G6F" "C6orf25" "DDAH2"
## [4384] "CLIC1" "MSH5" "VARS"
## [4387] "LSM2" "HSPA1L" "HSPA1A"
## [4390] "HSPA1B" "C6orf48" "NEU1"
## [4393] "EHMT2" "C2" "NELFE"
## [4396] "SKIV2L" "DXO" "STK19"
## [4399] "ATF6B" "FKBPL" "PRRT1"
## [4402] "PPT2" "PPT2-EGFL8" "AGPAT1"
## [4405] "RNF5" "AGER" "PBX2"
## [4408] "GPSM3" "NOTCH4" "HLA-DRA"
## [4411] "HLA-DRB5" "HLA-DRB1" "HLA-DQA1"
## [4414] "HLA-DQB1" "HLA-DQB1-AS1" "HLA-DQA2"
## [4417] "HLA-DQB2" "HLA-DOB" "TAP2.1"
## [4420] "PSMB8" "TAPSAR1" "PSMB9"
## [4423] "TAP1" "HLA-DMB" "HLA-DMA"
## [4426] "BRD2" "XXbac-BPG181M17.6" "HLA-DOA"
## [4429] "HLA-DPA1" "HLA-DPB1" "RXRB"
## [4432] "SLC39A7" "HSD17B8" "RING1"
## [4435] "HCG25" "VPS52" "RPS18"
## [4438] "B3GALT4" "WDR46" "PFDN6"
## [4441] "RGL2" "TAPBP" "ZBTB22"
## [4444] "DAXX" "KIFC1" "PHF1"
## [4447] "CUTA" "SYNGAP1" "ZBTB9"
## [4450] "BAK1" "ITPR3" "UQCC2"
## [4453] "LEMD2" "HMGA1" "C6orf1"
## [4456] "RP11-513I15.6" "NUDT3" "RPS10"
## [4459] "PACSIN1" "C6orf106" "RP11-140K17.3"
## [4462] "SNRPC" "UHRF1BP1" "TAF11"
## [4465] "ANKS1A" "ZNF76" "DEF6"
## [4468] "PPARD" "FANCE" "RPL10A"
## [4471] "FKBP5" "SRPK1" "MAPK14"
## [4474] "MAPK13" "BRPF3" "ETV7"
## [4477] "KCTD20" "STK38" "SRSF3"
## [4480] "CDKN1A" "CPNE5" "PPIL1"
## [4483] "C6orf89" "PI16" "MTCH1"
## [4486] "FGD2" "COX6A1P2" "PIM1"
## [4489] "TBC1D22B" "RNF8" "CMTR1"
## [4492] "CCDC167" "MDGA1" "ZFAND3"
## [4495] "BTBD9" "GLO1" "SAYSD1"
## [4498] "MOCS1" "UNC5CL" "OARD1"
## [4501] "NFYA" "TREML1" "TREML2"
## [4504] "TREM1" "FOXP4" "TFEB"
## [4507] "FRS3" "PRICKLE4" "USP49"
## [4510] "MED20" "BYSL" "CCND3"
## [4513] "TAF8" "GUCA1B" "MRPS10"
## [4516] "TRERF1" "UBR2" "TBCC"
## [4519] "GLTSCR1L" "RPL7L1" "C6orf226"
## [4522] "PTCRA" "CNPY3" "RP3-475N16.1"
## [4525] "GNMT" "PEX6" "PPP2R5D"
## [4528] "MEA1" "KLHDC3" "RRP36"
## [4531] "CUL7" "KLC4" "MRPL2"
## [4534] "PTK7" "SRF" "CUL9"
## [4537] "DNPH1" "CRIP3" "ZNF318"
## [4540] "ABCC10" "TJAP1" "POLR1C"
## [4543] "YIPF3" "XPO5" "POLH"
## [4546] "GTPBP2" "MAD2L1BP" "RSPH9"
## [4549] "MRPS18A" "VEGFA" "MRPL14"
## [4552] "TMEM63B" "SLC29A1" "HSP90AB1"
## [4555] "SLC35B2" "NFKBIE" "AARS2"
## [4558] "CDC5L" "SUPT3H" "RUNX2"
## [4561] "RP1-244F24.1" "CLIC5" "RP1-8B1.4"
## [4564] "ENPP4" "ENPP5" "PLA2G7"
## [4567] "TNFRSF21" "RP11-385F7.1" "CD2AP"
## [4570] "MUT" "CENPQ" "MCM3"
## [4573] "PAQR8" "EFHC1" "TRAM2"
## [4576] "TRAM2-AS1" "TMEM14A" "GSTA4"
## [4579] "ICK" "FBXO9" "ELOVL5"
## [4582] "GCLC" "LRRC1" "DST"
## [4585] "KIAA1586" "ZNF451" "BAG2"
## [4588] "RAB23" "PRIM2" "XXbac-BPGBPG55C20.2"
## [4591] "KHDRBS2" "FKBP1C" "PTP4A1"
## [4594] "RP5-1148A21.3" "PHF3" "RP3-525N10.2"
## [4597] "LMBRD1" "COL19A1" "FAM135A"
## [4600] "C6orf57" "SMAP1" "B3GAT2"
## [4603] "OGFRL1" "KCNQ5" "KHDC1"
## [4606] "RP11-398K22.12" "OOEP" "DDX43"
## [4609] "MB21D1" "MTO1" "RP11-505P4.6"
## [4612] "EEF1A1" "SLC17A5" "COX7A2"
## [4615] "TMEM30A" "RP1-234P15.4" "SENP6"
## [4618] "MYO6" "IRAK1BP1" "PHIP"
## [4621] "HMGN3" "HMGN3-AS1" "SH3BGRL2"
## [4624] "ELOVL4" "BCKDHB" "FAM46A"
## [4627] "IBTK" "TPBG" "UBE3D"
## [4630] "DOPEY1" "PGM3" "RWDD2A"
## [4633] "ME1" "CYB5R4" "KIAA1009"
## [4636] "NT5E" "SNX14" "SYNCRIP"
## [4639] "RP1-3J17.3" "RP11-393I2.4" "ZNF292"
## [4642] "SMIM8" "RP1-102H19.8" "SLC35A1"
## [4645] "RARS2" "ORC3" "AKIRIN2"
## [4648] "RNGTT" "PNRC1" "PM20D2"
## [4651] "UBE2J1" "RRAGD" "ANKRD6"
## [4654] "LYRM2" "MDN1" "BACH2"
## [4657] "MAP3K7" "MANEA-AS1" "MANEA"
## [4660] "UFL1" "GPR63" "NDUFAF4"
## [4663] "KLHL32" "MMS22L" "FBXL4"
## [4666] "COQ3" "PNISR" "RP11-98I9.4"
## [4669] "USP45" "TSTD3" "CCNC"
## [4672] "ASCC3" "RP3-467N11.1" "HACE1"
## [4675] "PREP" "PRDM1" "ATG5"
## [4678] "AIM1" "RTN4IP1" "QRSL1"
## [4681] "C6orf203" "PDSS2" "SOBP"
## [4684] "SCML4" "SEC63" "RP1-191J18.66"
## [4687] "OSTM1" "SNX3" "LACE1"
## [4690] "FOXO3" "ARMC2" "SESN1"
## [4693] "RP11-787I22.3" "CEP57L1" "CD164"
## [4696] "RP11-425D10.10" "PPIL6" "SMPD2"
## [4699] "MICAL1" "ZBTB24" "AK9"
## [4702] "FIG4" "CDC40" "DDO"
## [4705] "CDK19" "AMD1" "GTF3C6"
## [4708] "RPF2" "SLC16A10" "KIAA1919"
## [4711] "RP5-1112D6.4" "REV3L" "TRAF3IP2-AS1"
## [4714] "TRAF3IP2" "FYN" "TUBE1"
## [4717] "FAM229B" "MARCKS" "HDAC2"
## [4720] "RP3-399L15.3" "NT5DC1" "TSPYL4"
## [4723] "DSE" "RP3-486I3.7" "TSPYL1"
## [4726] "FAM26F" "RWDD1" "ZUFSP"
## [4729] "KPNA5" "GOPC" "DCBLD1"
## [4732] "NUS1" "CEP85L" "MCM9"
## [4735] "ASF1A" "MAN1A1" "TBC1D32"
## [4738] "HSF2" "SERINC1" "PKIB"
## [4741] "SMPDL3A" "RNF217" "HDDC2"
## [4744] "NCOA7" "HINT3" "TRMT11"
## [4747] "CENPW" "RNF146" "ECHDC1"
## [4750] "THEMIS" "PTPRK" "ARHGAP18"
## [4753] "L3MBTL3" "RP11-73O6.3" "SAMD3"
## [4756] "TMEM200A" "EPB41L2" "AKAP7"
## [4759] "MED23" "CTAGE9" "LINC01013"
## [4762] "STX7" "VNN1" "VNN3"
## [4765] "VNN2" "SLC18B1" "RPS12"
## [4768] "TBPL1" "SGK1" "HBS1L"
## [4771] "MYB" "AHI1" "MTFR2"
## [4774] "BCLAF1" "MAP7" "RP3-325F22.5"
## [4777] "MAP3K5" "PEX7" "IFNGR1"
## [4780] "RP11-356I2.4" "TNFAIP3" "PERP"
## [4783] "HEBP2" "NHSL1" "RP11-390P2.4"
## [4786] "CCDC28A" "REPS1" "ABRACL"
## [4789] "HECA" "CITED2" "VTA1"
## [4792] "GPR126" "HIVEP2" "RP11-439L18.2"
## [4795] "AIG1" "ADAT2" "PEX3"
## [4798] "RP1-20N2.6" "FUCA2" "PHACTR2"
## [4801] "LTV1" "PLAGL1" "SF3B5"
## [4804] "STX11" "UTRN" "EPM2A"
## [4807] "RP3-466P17.1" "FBXO30" "RP11-545I5.3"
## [4810] "SHPRH" "RAB32" "STXBP5"
## [4813] "UST" "TAB2" "SUMO4"
## [4816] "ZC3H12D" "PPIL4" "GINM1"
## [4819] "KATNA1" "LATS1" "NUP43"
## [4822] "PCMT1" "PLEKHG1" "MTHFD1L"
## [4825] "ZBTB2" "RMND1" "C6orf211"
## [4828] "SYNE1" "FBXO5" "MTRF1L"
## [4831] "IPCEF1" "SCAF8" "TIAM2"
## [4834] "TFB1M" "ARID1B" "TMEM242"
## [4837] "ZDHHC14" "SNX9" "RP11-52J3.3"
## [4840] "SYNJ2" "SERAC1" "GTF2H5"
## [4843] "RP11-732M18.3" "TULP4" "TMEM181"
## [4846] "DYNLT1" "SYTL3" "EZR"
## [4849] "C6orf99" "RSPH3" "RP1-111C20.4"
## [4852] "TAGAP" "RP11-13P5.1" "SOD2"
## [4855] "WTAP" "ACAT2" "TCP1"
## [4858] "MRPL18" "IGF2R" "RP11-288H12.4"
## [4861] "RP3-428L16.2" "MAP3K4" "AGPAT4"
## [4864] "PARK2" "CAHM" "QKI"
## [4867] "SFT2D1" "MPC1" "RP1-168L15.5"
## [4870] "RPS6KA2" "RP11-514O12.4" "RNASET2"
## [4873] "FGFR1OP" "CCR6" "MLLT4"
## [4876] "WDR27" "C6orf120" "PHF10"
## [4879] "RP1-266L20.2" "ERMARD" "RP5-894D12.3"
## [4882] "DLL1" "FAM120B" "PSMB1"
## [4885] "TBP" "PDCD2" "AC093627.10"
## [4888] "FAM20C" "AC147651.3" "PRKAR1B"
## [4891] "AC147651.4" "HEATR2" "SUN1"
## [4894] "GET4" "ADAP1" "COX19"
## [4897] "C7orf50" "GPR146" "GPER1"
## [4900] "ZFAND2A" "AC091729.9" "MICALL2"
## [4903] "INTS1" "MAFK" "PSMG3"
## [4906] "PSMG3-AS1" "MAD1L1" "FTSJ2"
## [4909] "NUDT1" "SNX8" "EIF3B"
## [4912] "CHST12" "LFNG" "BRAT1"
## [4915] "IQCE" "TTYH3" "AMZ1"
## [4918] "GNA12" "CARD11" "FOXK1"
## [4921] "AP5Z1" "RBAK-RBAKDN" "RBAK"
## [4924] "WIPI2" "TNRC18" "FBXL18"
## [4927] "ACTB" "FSCN1" "RNF216"
## [4930] "OCM" "CCZ1" "PMS2"
## [4933] "AIMP2" "EIF2AK1" "USP42"
## [4936] "CYTH3" "FAM220A" "RAC1"
## [4939] "DAGLB" "KDELR2" "FLJ20306"
## [4942] "ZDHHC4" "C7orf26" "RP11-611L7.1"
## [4945] "ZNF12" "CCZ1B" "C1GALT1"
## [4948] "RP5-1159O4.1" "MIOS" "RPA3"
## [4951] "RPA3-AS1" "AC009473.1" "GLCCI1"
## [4954] "ICA1" "NDUFA4" "PHF14"
## [4957] "TMEM106B" "VWDE" "SCIN"
## [4960] "ARL4A" "ANKMY2" "BZW2"
## [4963] "TSPAN13" "AC003075.4" "AHR"
## [4966] "SNX13" "HDAC9" "TWISTNB"
## [4969] "CTA-293F17.1" "SP4" "CDCA7L"
## [4972] "STEAP1B" "AC073072.5" "IL6"
## [4975] "TOMM7" "FAM126A" "KLHL7"
## [4978] "NUPL2" "AC005082.12" "MALSU1"
## [4981] "IGF2BP3" "TRA2A" "CCDC126"
## [4984] "FAM221A" "MPP6" "OSBPL3"
## [4987] "CYCS" "C7orf31" "NFE2L3"
## [4990] "HNRNPA2B1" "CBX3" "SNX10"
## [4993] "AC004540.4" "AC004540.5" "SKAP2"
## [4996] "HOTAIRM1" "HOXA-AS2" "HOXA5"
## [4999] "HOXA9" "HOXA10" "HIBADH"
## [5002] "TAX1BP1" "JAZF1" "CREB5"
## [5005] "CPVL" "CHN2" "SCRN1"
## [5008] "AC007285.6" "FKBP14" "PLEKHA8"
## [5011] "MTURN" "AC007036.6" "ZNRF2"
## [5014] "NOD1" "GS1-114I9.1" "GGCT"
## [5017] "GARS" "PPP1R17" "LSM5"
## [5020] "AVL9" "KBTBD2" "FKBP9"
## [5023] "NT5C3A" "RP9" "BBS9"
## [5026] "DPY19L1" "HERPUD2" "RP11-379H18.1"
## [5029] "SEPT7" "EEPD1" "AOAH"
## [5032] "ELMO1" "GPR141" "EPDR1"
## [5035] "NME8" "STARD3NL" "VPS41"
## [5038] "YAE1D1" "RALA" "LINC00265"
## [5041] "RP11-467D6.1" "CDK13" "MPLKIP"
## [5044] "SUGCT" "INHBA-AS1" "C7orf25"
## [5047] "PSMA2.1" "MRPL32" "STK17A"
## [5050] "COA1" "BLVRA" "MRPS24"
## [5053] "URGCP" "UBE2D4" "AC004951.6"
## [5056] "LINC00957" "DBNL" "POLM"
## [5059] "AEBP1" "POLD2" "YKT6"
## [5062] "NUDCD3" "DDX56" "TMED4"
## [5065] "OGDH" "ZMIZ2" "PPIA"
## [5068] "H2AFV" "AC004854.4" "PURB"
## [5071] "RP4-673M15.1" "MYO1G" "SNHG15"
## [5074] "CCM2" "TBRG4" "IGFBP3"
## [5077] "AC073115.7" "TNS3" "HUS1"
## [5080] "SUN3" "UPP1" "IKZF1"
## [5083] "FIGNL1" "GRB10" "SEC61G"
## [5086] "LANCL2" "VOPP1" "GBAS"
## [5089] "MRPS17.1" "PSPH" "CCT6A"
## [5092] "SUMF2" "CHCHD2" "NUPR1L"
## [5095] "ZNF736" "ZNF680" "ZNF107"
## [5098] "ZNF138" "ZNF273" "ZNF117"
## [5101] "ERV3-1" "ZNF92" "VKORC1L1"
## [5104] "GUSB" "ASL" "CRCP"
## [5107] "TPST1" "LINC00174" "GS1-124K5.3"
## [5110] "GS1-124K5.4" "GS1-124K5.11" "KCTD7"
## [5113] "RABGEF1" "RP11-792A8.4" "TMEM248"
## [5116] "SBDS" "TYW1" "RP11-166O4.6"
## [5119] "AUTS2" "POM121" "RP11-313P13.5"
## [5122] "TRIM74" "NSUN5" "BAZ1B"
## [5125] "BCL7B" "TBL2" "DNAJC30"
## [5128] "WBSCR22" "STX1A" "ABHD11"
## [5131] "WBSCR27" "LIMK1" "EIF4H"
## [5134] "LAT2" "RFC2" "CLIP2"
## [5137] "GTF2IRD1" "GTF2I" "NCF1"
## [5140] "GTF2IRD2" "WBSCR16" "GTF2IRD2B"
## [5143] "POM121C" "HIP1" "RHBDD2"
## [5146] "POR" "STYXL1" "MDH2"
## [5149] "HSPB1" "YWHAG" "SRCRB4D"
## [5152] "ZP3" "DTX2" "POMZP3"
## [5155] "CCDC146" "FGL2" "GSAP"
## [5158] "RP5-899E9.1" "PTPN12" "RSBN1L-AS1"
## [5161] "RSBN1L" "TMEM60" "PHTF2"
## [5164] "GNAI1" "CD36" "HGF"
## [5167] "AC074183.4" "KIAA1324L" "AC005076.5"
## [5170] "DMTF1" "TMEM243" "TP53TG1"
## [5173] "CROT" "ABCB4" "ABCB1"
## [5176] "RUNDC3B" "SLC25A40" "DBF4"
## [5179] "ADAM22" "SRI" "STEAP4"
## [5182] "GTPBP10" "CLDN12" "CDK14"
## [5185] "FZD1" "MTERF" "AKAP9"
## [5188] "CYP51A1" "KRIT1" "ANKIB1"
## [5191] "GATAD1" "PEX1" "RBM48"
## [5194] "FAM133B" "CDK6" "SAMD9"
## [5197] "SAMD9L" "CCDC132" "GNG11"
## [5200] "BET1" "CASD1" "SGCE"
## [5203] "PON2" "PDK4" "SLC25A13"
## [5206] "SHFM1" "ACN9" "ASNS"
## [5209] "LMTK2" "TECPR1" "BRI3"
## [5212] "RP4-607J23.2" "TRRAP" "AC004893.11"
## [5215] "SMURF1" "ARPC1A" "ARPC1B"
## [5218] "PDAP1" "BUD31" "PTCD1"
## [5221] "CPSF4" "ATP5J2" "ZNF789"
## [5224] "ZNF394" "ZKSCAN5" "FAM200A"
## [5227] "ZNF655" "ZSCAN25" "CYP3A5"
## [5230] "TRIM4" "ZKSCAN1" "ZSCAN21"
## [5233] "ZNF3" "COPS6" "MCM7"
## [5236] "AP4M1" "TAF6" "CNPY4"
## [5239] "MBLAC1" "LAMTOR4" "C7orf43"
## [5242] "GAL3ST4" "STAG3" "GATS"
## [5245] "PVRIG" "PILRB" "PILRA"
## [5248] "ZCWPW1" "MEPCE" "PPP1R35"
## [5251] "RP11-758P17.3" "TSC22D4" "AGFG2"
## [5254] "LRCH4" "PCOLCE" "MOSPD3"
## [5257] "TFR2" "GNB2" "GIGYF1"
## [5260] "POP7" "SLC12A9" "RP11-126L15.4"
## [5263] "TRIP6" "SRRT" "UFSP1"
## [5266] "MUC12" "RP11-395B7.4" "TRIM56"
## [5269] "SERPINE1" "AP1S1" "PLOD3"
## [5272] "ZNHIT1" "CLDN15" "FIS1"
## [5275] "RABL5" "CUX1" "SH2B2"
## [5278] "PRKRIP1" "ORAI2" "ALKBH4"
## [5281] "LRWD1" "POLR2J" "RASA4B"
## [5284] "POLR2J3" "FAM185A" "ARMC10"
## [5287] "NAPEPLD" "PMPCB" "DNAJC2"
## [5290] "PSMC2" "ORC5" "RP11-325F22.2"
## [5293] "LINC01004" "KMT2E-AS1" "KMT2E"
## [5296] "CTB-152G17.6" "SRPK2" "PUS7"
## [5299] "RINT1" "ATXN7L1" "CDHR3"
## [5302] "SYPL1" "NAMPT" "RP11-22N19.2"
## [5305] "CCDC71L" "PIK3CG" "PRKAR2B"
## [5308] "HBP1" "COG5" "DUS4L"
## [5311] "BCAP29" "AC002467.7" "CBLL1"
## [5314] "DLD" "NRCAM" "PNPLA8"
## [5317] "THAP5" "DNAJB9" "IMMP2L"
## [5320] "LRRN3" "DOCK4" "ZNF277"
## [5323] "IFRD1" "TMEM168" "C7orf60"
## [5326] "LINC00998" "MDFIC" "TFEC"
## [5329] "TES" "CAV1" "CAPZA2"
## [5332] "ST7" "NAA38" "ING3"
## [5335] "CPED1" "WNT16" "FAM3C"
## [5338] "AASS" "NDUFA5" "WASL"
## [5341] "RP11-390E23.6" "POT1" "ZNF800"
## [5344] "GCC1" "ARF5" "FSCN3"
## [5347] "SND1" "RBM28" "IMPDH1"
## [5350] "HILPDA" "METTL2B" "RP11-212P7.2"
## [5353] "RP11-274B21.10" "CALU" "CCDC136"
## [5356] "ATP6V1F" "IRF5" "TNPO3"
## [5359] "TSPAN33" "AHCYL2" "SMKR1"
## [5362] "RP11-448A19.1" "NRF1" "UBE2H"
## [5365] "ZC3HC1" "KLHDC10" "RP11-775D22.2"
## [5368] "TMEM209" "CPA5" "CEP41"
## [5371] "MEST" "COPG2" "AC016831.7"
## [5374] "MIR29A" "RP11-138A9.1" "RP11-138A9.2"
## [5377] "LINC-PINT" "MKLN1" "CHCHD3"
## [5380] "EXOC4" "SLC35B4" "AKR1B1"
## [5383] "BPGM" "CALD1" "AGBL3"
## [5386] "C7orf49" "TMEM140" "WDR91"
## [5389] "CNOT4" "NUP205" "C7orf73"
## [5392] "MTPN" "AC015987.2" "CREB3L2"
## [5395] "TRIM24" "SVOPL" "ZC3HAV1"
## [5398] "TTC26" "UBN2" "C7orf55"
## [5401] "C7orf55-LUC7L2" "RP11-634H22.1" "HIPK2"
## [5404] "TBXAS1" "PARP12" "KDM7A"
## [5407] "JHDM1D-AS1" "SLC37A3" "MKRN1"
## [5410] "ADCK2" "NDUFB2" "NDUFB2-AS1"
## [5413] "BRAF" "RP4-813F11.4" "MRPS33"
## [5416] "AGK" "RP5-894A10.2" "KIAA1147"
## [5419] "SSBP1" "TRBV11-2" "EPHB6"
## [5422] "GSTK1" "CASP2" "CLCN1"
## [5425] "AC093673.5" "ZYX" "EPHA1"
## [5428] "EPHA1-AS1" "FAM115C" "FAM115A"
## [5431] "OR2A1-AS1" "TPK1" "CNTNAP2"
## [5434] "RP5-1136G13.2" "CUL1" "EZH2"
## [5437] "PDIA4" "ZNF786" "ZNF425"
## [5440] "ZNF398" "ZNF282" "ZNF212"
## [5443] "ZNF783" "ZNF777" "ZNF746"
## [5446] "KRBA1" "ZNF467" "ZNF862"
## [5449] "ATP6V0E2-AS1" "ATP6V0E2" "ACTR3C"
## [5452] "LRRC61" "ZBED6CL" "REPIN1"
## [5455] "ZNF775" "LINC00996" "GIMAP8"
## [5458] "GIMAP7" "GIMAP4" "GIMAP6"
## [5461] "GIMAP2" "GIMAP1" "GIMAP5"
## [5464] "TMEM176B" "TMEM176A" "KCNH2"
## [5467] "NOS3" "ATG9B" "ABCB8"
## [5470] "CDK5" "SLC4A2" "FASTK"
## [5473] "TMUB1" "AGAP3" "ABCF2"
## [5476] "CHPF2" "SMARCD3" "RP4-548D19.3"
## [5479] "NUB1" "WDR86" "RHEB"
## [5482] "PRKAG2" "PRKAG2-AS1" "GALNT11"
## [5485] "KMT2C" "LINC01003" "ACTR3B"
## [5488] "PAXIP1-AS2" "PAXIP1" "RP11-5C23.1"
## [5491] "PAXIP1-AS1" "AC144652.1" "INSIG1"
## [5494] "AC009403.2" "RBM33" "C7orf13"
## [5497] "RNF32" "LMBR1" "NOM1"
## [5500] "UBE3C" "DNAJB6" "PTPRN2"
## [5503] "AC011899.9" "RP11-452C13.1" "NCAPG2"
## [5506] "ESYT2" "WDR60" "VIPR2"
## [5509] "PLCXD1" "GTPBP6" "LINC00685"
## [5512] "PPP2R3B" "RP11-309M23.1" "CSF2RA"
## [5515] "IL3RA" "SLC25A6" "LINC00106"
## [5518] "ASMTL-AS1" "ASMTL" "P2RY8"
## [5521] "AKAP17A" "DHRSX" "ZBED1"
## [5524] "CD99" "ARSD" "ARSE"
## [5527] "PRKX" "RP11-706O15.1" "HDHD1"
## [5530] "STS" "PNPLA4" "TBL1X"
## [5533] "WWC3" "CLCN4" "HCCS"
## [5536] "ARHGAP6" "MSL3" "PRPS2"
## [5539] "TLR7" "TLR8" "TMSB4X"
## [5542] "TCEANC" "RAB9A" "TRAPPC2"
## [5545] "OFD1" "GPM6B" "GEMIN8"
## [5548] "FANCB" "MOSPD2" "ASB9"
## [5551] "PIGA" "TMEM27" "CA5B"
## [5554] "ZRSR2" "AP1S2" "CTPS2"
## [5557] "SYAP1" "TXLNG" "RBBP7"
## [5560] "REPS2" "NHS" "SCML1"
## [5563] "BEND2" "CDKL5" "PHKA2"
## [5566] "PDHA1" "SH3KBP1" "CXorf23"
## [5569] "EIF1AX" "RPS6KA3" "CNKSR2"
## [5572] "MBTPS2" "YY2" "SMS"
## [5575] "PRDX4" "ACOT9" "RP13-314C10.5"
## [5578] "SAT1" "APOO" "KLHL15"
## [5581] "EIF2S3" "ZFX" "PDK3"
## [5584] "POLA1" "CXorf21" "GK"
## [5587] "TAB3" "DMD" "CYBB"
## [5590] "DYNLT3" "RPGR" "TSPAN7"
## [5593] "MID1IP1" "RP11-265P11.2" "BCOR"
## [5596] "ATP6AP2" "CXorf38" "MED14"
## [5599] "MED14-AS1" "USP9X" "DDX3X"
## [5602] "CASK" "GPR34" "GPR82"
## [5605] "EFHC2" "FUNDC1" "KDM6A"
## [5608] "RP6-99M1.2" "KRBOX4" "ZNF674"
## [5611] "ZNF674-AS1" "CHST7" "SLC9A7"
## [5614] "RP2" "NDUFB11" "RBM10"
## [5617] "UBA1" "CDK16" "USP11"
## [5620] "ZNF41" "CXorf24" "ARAF"
## [5623] "TIMP1" "CFP" "ELK1"
## [5626] "UXT" "UXT-AS1" "ZNF81"
## [5629] "ZNF182" "ZNF630" "SLC38A5"
## [5632] "FTSJ1" "PORCN" "EBP"
## [5635] "TBC1D25" "AC115618.1" "RBM3"
## [5638] "WDR13" "WAS" "SUV39H1"
## [5641] "HDAC6" "PCSK1N" "TIMM17B"
## [5644] "PQBP1" "SLC35A2" "PIM2"
## [5647] "OTUD5" "GRIPAP1" "TFE3"
## [5650] "CCDC120" "PRAF2" "WDR45"
## [5653] "GPKOW" "MAGIX" "PLP2"
## [5656] "PRICKLE3" "SYP" "CCDC22"
## [5659] "FOXP3" "PPP1R3F" "USP27X"
## [5662] "CLCN5" "RP11-348F1.2" "NUDT11"
## [5665] "GSPT2" "MAGED1" "TSPYL2"
## [5668] "RP11-258C19.7" "KDM5C" "IQSEC2"
## [5671] "SMC1A" "HSD17B10" "HUWE1"
## [5674] "PHF8" "FAM120C" "WNK3"
## [5677] "TSR2" "GNL3L" "MAGED2"
## [5680] "APEX2" "FAM104B" "PAGE5"
## [5683] "MAGEH1" "USP51" "RRAGB"
## [5686] "RP13-188A5.1" "KLF8" "UBQLN2"
## [5689] "SPIN3" "SPIN2B" "FAAH2"
## [5692] "ZXDB" "ZXDA" "SPIN4"
## [5695] "ARHGEF9" "AMER1" "MTMR8"
## [5698] "ZC4H2" "LAS1L" "MSN"
## [5701] "VSIG4" "YIPF6" "STARD8"
## [5704] "EFNB1" "PJA1" "EDA"
## [5707] "IGBP1" "PDZD11" "DLG3"
## [5710] "SNX12" "FOXO4" "CXorf65"
## [5713] "IL2RG" "MED12" "RP5-1091N2.9"
## [5716] "ZMYM3" "NONO" "TAF1"
## [5719] "OGT" "ACRC" "CXCR3"
## [5722] "NHSL2" "RGAG4" "PIN4"
## [5725] "RPS4X" "HDAC8" "NAP1L6"
## [5728] "NAP1L2" "CHIC1" "JPX"
## [5731] "FTX" "RLIM" "ABCB7"
## [5734] "UPRT" "PBDC1" "MAGEE1"
## [5737] "ATRX" "MAGT1" "COX7B"
## [5740] "ATP7A" "PGK1" "TAF9B"
## [5743] "CYSLTR1" "P2RY10" "GPR174"
## [5746] "ITM2A" "BRWD3" "HMGN5"
## [5749] "SH3BGRL" "HDX" "APOOL"
## [5752] "ZNF711" "CHM" "NAP1L3"
## [5755] "DIAPH2" "RPA4" "SYTL4"
## [5758] "CSTF2" "TRMT2B" "TIMM8A"
## [5761] "BTK" "RPL36A" "GLA"
## [5764] "HNRNPH2" "ARMCX4" "ARMCX1"
## [5767] "ARMCX6" "ARMCX3" "ARMCX2"
## [5770] "ZMAT1" "TCEAL2" "BEX5"
## [5773] "ARMCX5" "GPRASP1" "LINC00630"
## [5776] "BEX1" "BEX4" "TCEAL8"
## [5779] "BEX2" "WBP5" "NGFRAP1"
## [5782] "TCEAL4" "TCEAL3" "TCEAL1"
## [5785] "MORF4L2" "MORF4L2-AS1" "TMSB15B"
## [5788] "SLC25A53" "ZCCHC18" "FAM199X"
## [5791] "CXorf57" "MORC4" "RBM41"
## [5794] "NUP62CL" "FRMPD3" "PRPS1"
## [5797] "TSC22D3" "MID2" "VSIG1"
## [5800] "PSMD10" "ATG4A" "NXT2"
## [5803] "KCNE1L" "ACSL4" "TMEM164"
## [5806] "AMMECR1" "GNG5P2" "PAK3"
## [5809] "ALG13" "PLS3" "RP1-241P17.4"
## [5812] "WDR44" "DOCK11" "IL13RA1"
## [5815] "LONRF3" "PGRMC1" "SLC25A43"
## [5818] "SLC25A5" "CXorf56" "UBE2A"
## [5821] "NKRF" "SEPT6" "SOWAHD"
## [5824] "RPL39" "UPF3B" "RNF113A"
## [5827] "NDUFA1" "NKAP" "ZBTB33"
## [5830] "LAMP2" "CUL4B" "MCTS1"
## [5833] "C1GALT1C1" "THOC2" "XIAP"
## [5836] "RP1-315G1.3" "STAG2" "SH2D1A"
## [5839] "TENM1" "OCRL" "SASH3"
## [5842] "ZDHHC9" "UTP14A" "BCORL1"
## [5845] "ELF4" "AIFM1" "RAB33A"
## [5848] "ZNF280C" "SLC25A14" "RBMX2"
## [5851] "ENOX2" "MST4" "RAP2C"
## [5854] "RAP2C-AS1" "MBNL3" "PHF6"
## [5857] "HPRT1" "FAM122B" "FAM122C"
## [5860] "MOSPD1" "SMIM10" "FAM127C"
## [5863] "FAM127A" "FAM127B" "ZNF75D"
## [5866] "ZNF449" "DDX26B" "MMGT1"
## [5869] "SLC9A6" "FHL1" "MAP7D3"
## [5872] "HTATSF1" "CD40LG" "ARHGEF6"
## [5875] "RP11-1114A5.4" "RBMX" "ATP11C"
## [5878] "LDOC1" "FMR1" "IDS"
## [5881] "LINC00893" "CXorf40A" "TMEM185A"
## [5884] "CXorf40B" "LINC00894" "MTM1"
## [5887] "MTMR1" "CD99L2" "HMGB3"
## [5890] "VMA21" "CETN2" "NSDHL"
## [5893] "ZNF185" "PNMA5" "PNMA3"
## [5896] "ZNF275" "HAUS7" "FAM58A"
## [5899] "RP11-66N11.8" "BCAP31" "ABCD1"
## [5902] "IDH3G" "SSR4" "PDZD4"
## [5905] "ARHGAP4" "NAA10" "RENBP"
## [5908] "HCFC1" "HCFC1-AS1" "TMEM187"
## [5911] "IRAK1" "MECP2" "TKTL1"
## [5914] "FLNA" "EMD" "RPL10"
## [5917] "DNASE1L1" "TAZ" "ATP6AP1"
## [5920] "GDI1" "FAM50A" "PLXNA3"
## [5923] "LAGE3" "UBL4A" "SLC10A3"
## [5926] "FAM3A" "G6PD" "IKBKG"
## [5929] "GAB3" "DKC1" "MPP1"
## [5932] "F8" "F8A1" "FUNDC2"
## [5935] "MTCP1" "CMC4" "BRCC3"
## [5938] "VBP1" "RAB39B" "CLIC2"
## [5941] "TMLHE" "VAMP7" "ZNF596"
## [5944] "FBXO25" "TDRP" "ERICH1"
## [5947] "CLN8" "CTD-2336O2.1" "ARHGEF10"
## [5950] "KBTBD11" "MYOM2" "RP11-115C21.2"
## [5953] "MCPH1" "ANGPT2" "CTD-2541M15.1"
## [5956] "CTD-2541M15.4" "AGPAT5" "SGK223"
## [5959] "CLDN23" "MFHAS1" "ERI1"
## [5962] "PPP1R3B" "TNKS" "MSRA"
## [5965] "SOX7" "PINX1" "XKR6"
## [5968] "MTMR9" "FAM167A" "BLK"
## [5971] "NEIL2" "FDFT1" "RP11-297N6.4"
## [5974] "CTSB" "RP11-481A20.11" "LONRF1"
## [5977] "RP11-252C15.1" "DLC1" "MICU3"
## [5980] "ZDHHC2" "CNOT7" "VPS37A"
## [5983] "MTUS1" "RP11-156K13.3" "PCM1"
## [5986] "ASAH1" "CTD-2547L16.1" "NAT1"
## [5989] "CSGALNACT1" "INTS10" "ATP6V1B2"
## [5992] "LZTS1" "GFRA2" "DOK2"
## [5995] "XPO7" "NPM2" "DMTN"
## [5998] "FAM160B2" "NUDT18" "REEP4"
## [6001] "BMP1" "POLR3D" "SLC39A14"
## [6004] "PPP3CC" "RP11-582J16.4" "SORBS3"
## [6007] "PDLIM2" "C8orf58" "CCAR2"
## [6010] "RP11-582J16.5" "BIN3" "PEBP4"
## [6013] "RP11-875O11.1" "RHOBTB2" "TNFRSF10B"
## [6016] "TNFRSF10D" "TNFRSF10A" "CHMP7"
## [6019] "R3HCC1" "LOXL2" "ENTPD4"
## [6022] "SLC25A37" "ADAM28" "RP11-624C23.1"
## [6025] "DOCK5" "KCTD9" "PPP2R2A"
## [6028] "BNIP3L" "DPYSL2" "TRIM35"
## [6031] "PTK2B" "EPHX2" "CLU"
## [6034] "CCDC25" "ESCO2" "PBK"
## [6037] "SCARA5" "NUGGC" "ELP3"
## [6040] "PNOC" "ZNF395" "FZD3"
## [6043] "EXTL3" "INTS9" "HMBOX1"
## [6046] "KIF13B" "DUSP4" "AC145110.1"
## [6049] "TMEM66" "RP11-489E7.4" "LEPROTL1"
## [6052] "RP11-51J9.5" "DCTN6" "GTF2E2"
## [6055] "GSR" "PPP2CB" "WRN"
## [6058] "NRG1" "RP11-11N9.4" "FUT10"
## [6061] "TTI2" "MAK16" "RNF122"
## [6064] "ZNF703" "RP11-863K10.7" "ERLIN2"
## [6067] "PROSC" "GPR124" "BRF2"
## [6070] "RAB11FIP1" "EIF4EBP1" "ASH2L"
## [6073] "RP11-90P5.2" "LSM1" "BAG4"
## [6076] "DDHD2" "PPAPDC1B" "WHSC1L1"
## [6079] "RP11-350N15.5" "LETM2" "FGFR1"
## [6082] "TACC1" "PLEKHA2" "CTD-2544N14.3"
## [6085] "TM2D2" "ADAM9" "IDO1"
## [6088] "ZMAT4" "GOLGA7" "GINS4"
## [6091] "AGPAT6" "ANK1" "RP11-930P14.2"
## [6094] "KAT6A" "RP11-589C21.6" "RP11-589C21.5"
## [6097] "AP3M2" "IKBKB" "POLB"
## [6100] "VDAC3" "SLC20A2" "SMIM19"
## [6103] "THAP1" "RNF170" "HOOK3"
## [6106] "FNTA" "POMK" "HGSNAT"
## [6109] "SPIDR" "CEBPD" "PRKDC"
## [6112] "MCM4" "UBE2V2" "PCMTD1"
## [6115] "AC090186.1" "RP11-110G21.1" "RB1CC1"
## [6118] "ATP6V1H" "TCEA1" "LYPLA1"
## [6121] "MRPL15" "TMEM68" "TGS1"
## [6124] "LYN" "RP11-446E9.2" "RPS20"
## [6127] "PLAG1" "CHCHD7" "LINC00968"
## [6130] "IMPAD1" "FAM110B" "UBXN2B"
## [6133] "SDCBP" "NSMAF" "TOX"
## [6136] "RP11-25K19.1" "RP11-163N6.2" "RAB2A"
## [6139] "CHD7" "AC022182.1" "AC022182.3"
## [6142] "ASPH" "GGH" "YTHDF3-AS1"
## [6145] "YTHDF3" "ARMC1" "MTFR1"
## [6148] "RP11-707M3.3" "PDE7A" "CTD-2532N20.1"
## [6151] "DNAJC5B" "RRS1" "ADHFE1"
## [6154] "MYBL1" "VCPIP1" "C8orf44"
## [6157] "SGK3" "COPS5" "CSPP1"
## [6160] "ARFGEF1" "RP11-159H10.3" "NCOA2"
## [6163] "TRAM1" "AC120194.1" "RP11-382J12.1"
## [6166] "LACTB2" "RP11-383H13.1" "MSC"
## [6169] "TERF1" "RP11-531A24.5" "RPL7"
## [6172] "RDH10" "STAU2" "UBE2W"
## [6175] "TCEB1" "TMEM70" "LY96"
## [6178] "GDAP1" "PEX2" "PKIA"
## [6181] "ZC2HC1A" "IL7" "MRPS28"
## [6184] "TPD52" "RP11-92K15.3" "Y-RNA"
## [6187] "ZBTB10" "PAG1" "RP11-1149M10.2"
## [6190] "FABP5" "IMPA1" "ZFAND1"
## [6193] "SNX16" "LRRCC1" "RP11-219B4.7"
## [6196] "E2F5" "C8orf59" "CA13"
## [6199] "RP11-317J10.2" "CA2" "WWP1"
## [6202] "RMDN1" "CPNE3" "RP11-37B2.1"
## [6205] "RIPK2" "OSGIN2" "NBN"
## [6208] "DECR1" "TMEM64" "C8orf88"
## [6211] "TMEM55A" "GS1-251I9.4" "OTUD6B"
## [6214] "LRRC69" "TRIQK" "FAM92A1"
## [6217] "RBM12B" "RBM12B-AS1" "TMEM67"
## [6220] "PDP1" "MIR378D2" "GEM"
## [6223] "RAD54B" "KIAA1429" "DPY19L4"
## [6226] "INTS8" "CCNE2" "NDUFAF6"
## [6229] "TP53INP1" "PLEKHF2" "C8orf37"
## [6232] "UQCRB" "MTERFD1" "PTDSS1"
## [6235] "CPQ" "TSPYL5" "MTDH"
## [6238] "LAPTM4B" "RPL30" "KB-1208A12.3"
## [6241] "HRSP12" "POP1" "NIPAL2"
## [6244] "STK3" "OSR2" "RP11-410L14.2"
## [6247] "VPS13B" "COX6C" "POLR2K"
## [6250] "SPAG1" "RNF19A" "ANKRD46"
## [6253] "PABPC1" "YWHAZ" "KB-1460A1.5"
## [6256] "ZNF706" "NCALD" "RRM2B"
## [6259] "KB-431C1.4" "UBR5" "KLF10"
## [6262] "KB-1732A1.1" "AZIN1" "KB-1507C5.2"
## [6265] "KB-1507C5.4" "ATP6V1C1" "BAALC"
## [6268] "FZD6" "SLC25A32" "DCAF13"
## [6271] "LRP12" "RP11-395G23.3" "OXR1"
## [6274] "EIF3E" "EMC2" "NUDCD1"
## [6277] "ENY2" "PKHD1L1" "EBAG9"
## [6280] "TRPS1" "EIF3H" "UTP23"
## [6283] "RAD21" "MED30" "EXT1"
## [6286] "SAMD12" "AC023590.1" "TAF2"
## [6289] "DSCC1" "DEPTOR" "MRPL13"
## [6292] "MTBP" "SNTB1" "RP11-713M15.2"
## [6295] "RP11-44N11.2" "ZHX2" "DERL1"
## [6298] "TBC1D31" "C8orf76" "ZHX1-C8ORF76"
## [6301] "ZHX1" "ATAD2" "WDYHV1"
## [6304] "FBXO32" "FAM91A1" "RP11-383J24.6"
## [6307] "TMEM65" "TRMT12" "RNF139-AS1"
## [6310] "RNF139" "TATDN1" "RP11-158K1.3"
## [6313] "NDUFB9" "MTSS1" "SQLE"
## [6316] "KIAA0196" "NSMCE2" "TRIB1"
## [6319] "LINC00861" "FAM84B" "RP11-89K10.1"
## [6322] "PCAT1" "POU5F1B" "MYC"
## [6325] "CCDC26" "FAM49B" "ASAP1"
## [6328] "EFR3A" "TMEM71" "PHF20L1"
## [6331] "SLA" "NDRG1" "ST3GAL1"
## [6334] "RP11-629O1.2" "ZFAT" "AC083843.2"
## [6337] "TRAPPC9" "CTA-204B4.2" "CHRAC1"
## [6340] "CASC7" "AGO2" "PTK2"
## [6343] "DENND3" "RP11-809O17.1" "SLC45A4"
## [6346] "GPR20" "PTP4A3" "TSNARE1"
## [6349] "ARC" "THEM6" "LYPD2"
## [6352] "LYNX1" "RP11-273G15.2" "LY6E"
## [6355] "C8orf31" "ZFP41" "GLI4"
## [6358] "RP13-582O9.5" "ZNF696" "RP13-582O9.7"
## [6361] "TOP1MT" "RHPN1" "ZC3H3"
## [6364] "RP11-661A12.5" "GSDMD" "MROH6"
## [6367] "NAPRT1" "RP11-661A12.7" "EEF1D"
## [6370] "TIGD5" "RP11-661A12.14" "PYCRL"
## [6373] "TSTA3" "RP11-661A12.12" "ZNF623"
## [6376] "ZNF707" "RP11-429J17.2" "SCRIB"
## [6379] "PUF60" "NRBP2" "EPPK1"
## [6382] "PLEC" "PARP10" "GRINA"
## [6385] "OPLAH" "CTD-3065J16.9" "EXOSC4"
## [6388] "GPAA1" "CYC1" "SHARPIN"
## [6391] "MAF1" "MROH1" "BOP1"
## [6394] "HSF1" "DGAT1" "GS1-393G12.13"
## [6397] "SLC52A2" "FBXL6" "ADCK5"
## [6400] "CPSF1" "GS1-393G12.14" "SLC39A4"
## [6403] "VPS28" "TONSL" "CYHR1"
## [6406] "KIFC2" "PPP1R16A" "MFSD3"
## [6409] "LRRC14" "LRRC24" "C8orf82"
## [6412] "ZNF251" "ZNF34" "RPL8"
## [6415] "ZNF517" "ZNF7" "COMMD5"
## [6418] "ZNF250" "ZNF16" "ZNF252P-AS1"
## [6421] "C8orf33" "CBWD1" "C9orf66"
## [6424] "DOCK8" "KANK1" "SMARCA2"
## [6427] "KIAA0020" "RFX3" "RP11-509J21.2"
## [6430] "PPAPDC2" "RP11-6J24.6" "CDC37L1"
## [6433] "AK3" "RCL1" "JAK2"
## [6436] "RLN2" "RLN1" "PLGRKT"
## [6439] "CD274" "KIAA1432" "ERMP1"
## [6442] "KIAA2026" "RANBP6" "UHRF2"
## [6445] "C9orf38" "RP11-390F4.3" "KDM4C"
## [6448] "TMEM261" "RP11-408A13.4" "ZDHHC21"
## [6451] "TTC39B" "SNAPC3" "PSIP1"
## [6454] "BNC2" "CNTLN" "RRAGA"
## [6457] "HAUS6" "PLIN2" "DENND4C"
## [6460] "RP11-513M16.7" "RP11-513M16.8" "RPS6"
## [6463] "MLLT3" "FOCAD" "PTPLAD2"
## [6466] "KLHL9" "MTAP" "CDKN2A"
## [6469] "CDKN2B" "TUSC1" "CAAP1"
## [6472] "PLAA" "IFT74" "MOB3B"
## [6475] "C9orf72" "ACO1" "DDX58"
## [6478] "TOPORS" "TOPORS-AS1" "NDUFB6"
## [6481] "GVQW1" "APTX" "DNAJA1"
## [6484] "SMU1" "B4GALT1" "RP11-326F20.5"
## [6487] "BAG1" "CHMP5" "NFX1"
## [6490] "AQP3" "NOL6" "ANKRD18B"
## [6493] "UBE2R2" "UBAP2" "DCAF12"
## [6496] "UBAP1" "NUDT2" "C9orf24"
## [6499] "FAM219A" "ENHO" "RPP25L"
## [6502] "DCTN3" "SIGMAR1" "GALT"
## [6505] "IL11RA" "CCL27" "RP11-195F19.5"
## [6508] "RP11-195F19.9" "DNAJB5" "VCP"
## [6511] "FANCG" "PIGO" "STOML2"
## [6514] "FAM214B" "TESK1" "CD72"
## [6517] "SIT1" "CCDC107" "ARHGEF39"
## [6520] "TPM2" "TLN1" "CREB3"
## [6523] "GBA2" "RGP1" "RP11-112J3.16"
## [6526] "NPR2" "SPAG8" "HINT2"
## [6529] "TMEM8B" "RECK" "GLIPR2"
## [6532] "CLTA" "GNE" "RNF38"
## [6535] "PAX5" "RP11-297B17.3" "RP11-220I1.1"
## [6538] "ZCCHC7" "GRHPR" "ZBTB5"
## [6541] "POLR1E" "FBXO10" "TOMM5"
## [6544] "TRMT10B" "EXOSC3" "DCAF10"
## [6547] "SLC25A51" "ALDH1B1" "ANKRD18A"
## [6550] "FAM201A" "RP11-262H14.1" "RP11-262H14.3"
## [6553] "RP11-262H14.4" "RP11-764K9.1" "CBWD6"
## [6556] "CBWD5" "AL591479.1" "CBWD3"
## [6559] "RP11-274B18.2" "PIP5K1B" "FAM122A"
## [6562] "FXN" "TJP2" "PTAR1"
## [6565] "SMC5" "KLF9" "TMEM2"
## [6568] "ABHD17B" "C9orf85" "RP11-63P12.6"
## [6571] "ZFAND5" "ALDH1A1" "ANXA1"
## [6574] "C9orf40" "RP11-197P3.4" "C9orf41"
## [6577] "NMRK1" "OSTF1" "PCSK5"
## [6580] "RFK" "GCNT1" "VPS13A-AS1"
## [6583] "VPS13A" "GNAQ" "CEP78"
## [6586] "PSAT1" "TLE4" "TLE1"
## [6589] "FRMD3" "IDNK" "UBQLN1"
## [6592] "RP11-522I20.3" "GKAP1" "KIF27"
## [6595] "C9orf64" "HNRNPK" "RP11-575L7.8"
## [6598] "RMI1" "AGTPBP1" "NAA35"
## [6601] "GOLM1" "ISCA1" "ZCCHC6"
## [6604] "DAPK1" "CTSL" "CDK20"
## [6607] "SPIN1" "C9orf47" "S1PR3"
## [6610] "CKS2" "SECISBP2" "SEMA4D"
## [6613] "GADD45G" "SYK" "RP11-305L7.1"
## [6616] "RP11-305L7.3" "RP11-305L7.7" "AUH"
## [6619] "NFIL3" "SPTLC1" "IARS"
## [6622] "NOL8" "CENPP" "IPPK"
## [6625] "BICD2" "ZNF484" "FGD3"
## [6628] "SUSD3" "C9orf89" "NINJ1"
## [6631] "FAM120AOS" "FAM120A" "PHF2"
## [6634] "PTPDC1" "ZNF169" "HIATL1"
## [6637] "FBP1" "C9orf3" "FANCC"
## [6640] "PTCH1" "ERCC6L2" "LINC00092"
## [6643] "SLC35D2" "ZNF367" "HABP4"
## [6646] "CDC14B" "AAED1" "ZNF510"
## [6649] "ZNF782" "HIATL2" "RP11-498P14.5"
## [6652] "CCDC180" "TDRD7" "TMOD1"
## [6655] "TSTD2" "NCBP1" "XPA"
## [6658] "C9orf156" "HEMGN" "ANP32B"
## [6661] "NANS" "TRIM14" "CORO2A"
## [6664] "TBC1D2" "ANKS6" "GALNT12"
## [6667] "TGFBR1" "ALG2" "SEC61B"
## [6670] "NR4A3" "RP11-60I3.5" "STX17"
## [6673] "ERP44" "INVS" "TEX10"
## [6676] "MSANTD3" "MRPL50" "ZNF189"
## [6679] "RNF20" "SMC2" "NIPSNAP3A"
## [6682] "NIPSNAP3B" "ABCA1" "SLC44A1"
## [6685] "FSD1L" "FKTN" "TMEM38B"
## [6688] "RP11-308N19.1" "RAD23B" "KLF4"
## [6691] "IKBKAP" "FAM206A" "CTNNAL1"
## [6694] "TMEM245" "TXN" "KIAA0368"
## [6697] "ZNF483" "DNAJC25" "GNG10"
## [6700] "UGCG" "SUSD1" "PTBP3"
## [6703] "HSDL2" "C9orf147" "KIAA1958"
## [6706] "INIP" "SNX30" "SLC46A2"
## [6709] "ZNF883" "ZFP37" "SLC31A2"
## [6712] "FKBP15" "SLC31A1" "CDC26"
## [6715] "PRPF4" "BSPRY" "HDHD3"
## [6718] "ALAD" "POLE3" "RGS3"
## [6721] "ZNF618" "AKNA" "DFNB31"
## [6724] "ATP6V1G1" "C9orf91" "TNFSF8"
## [6727] "ASTN2" "TRIM32" "TLR4"
## [6730] "CDK5RAP2" "MEGF9" "FBXW2"
## [6733] "PSMD5" "PSMD5-AS1" "PHF19"
## [6736] "TRAF1" "C5" "CNTRL"
## [6739] "RAB14" "GSN" "STOM"
## [6742] "TTLL11" "NDUFA8" "RBM18"
## [6745] "MRRF" "PTGS1" "PDCL"
## [6748] "RC3H2" "ZBTB6" "ZBTB26"
## [6751] "RABGAP1" "STRBP" "DENND1A"
## [6754] "NEK6" "PSMB7" "MIR181A2HG"
## [6757] "RPL35" "ARPC5L" "GOLGA1"
## [6760] "SCAI" "PPP6C" "RABEPK"
## [6763] "HSPA5" "GAPVD1" "MAPKAP1"
## [6766] "PBX3" "MVB12B" "ZBTB43"
## [6769] "RALGPS1" "SLC2A8" "ZNF79"
## [6772] "RPL12" "LRSAM1" "FAM129B"
## [6775] "STXBP1" "PTRH1" "TTC16"
## [6778] "TOR2A" "SH2D3C" "CDK9"
## [6781] "FPGS" "ENG" "AK1"
## [6784] "ST6GALNAC6" "ST6GALNAC4" "RP11-203J24.8"
## [6787] "DPM2" "FAM102A" "NAIF1"
## [6790] "SLC25A25" "PTGES2" "LCN2"
## [6793] "C9orf16" "CIZ1" "GOLGA2"
## [6796] "SWI5" "TRUB2" "RP11-339B21.13"
## [6799] "COQ4" "SLC27A4" "URM1"
## [6802] "RP11-339B21.11" "CERCAM" "ODF2"
## [6805] "GLE1" "RP11-216B9.6" "SPTAN1"
## [6808] "WDR34" "HMGA1P4" "SET"
## [6811] "PKN3" "ZDHHC12" "RP11-545E17.3"
## [6814] "ZER1" "TBC1D13" "ENDOG"
## [6817] "C9orf114" "CCBL1" "LRRC8A"
## [6820] "PHYHD1" "DOLK" "NUP188"
## [6823] "SH3GLB2" "FAM73B" "DOLPP1"
## [6826] "CRAT" "PPP2R4" "IER5L"
## [6829] "RP11-247A12.2" "RP11-65J3.1" "RP11-492E3.2"
## [6832] "NTMT1" "ASB6" "TOR1B"
## [6835] "TOR1A" "C9orf78" "USP20"
## [6838] "FNBP1" "GPR107" "FUBP3"
## [6841] "EXOSC2" "ABL1" "FIBCD1"
## [6844] "NUP214" "RP11-544A12.4" "RP11-544A12.8"
## [6847] "FAM78A" "PRRC2B" "POMT1"
## [6850] "UCK1" "RAPGEF1" "MED27"
## [6853] "NTNG2" "SETX" "TTF1"
## [6856] "DDX31" "GTF3C4" "AK8"
## [6859] "C9orf9" "TSC1" "GFI1B"
## [6862] "GTF3C5" "RALGDS" "GBGT1"
## [6865] "SURF6" "MED22" "RPL7A"
## [6868] "SURF1" "SURF2" "SURF4"
## [6871] "C9orf96" "REXO4" "CACFD1"
## [6874] "SLC2A6" "SARDH" "VAV2"
## [6877] "LINC00094" "BRD3" "WDR5"
## [6880] "RXRA" "FCN1" "OLFM1"
## [6883] "PPP1R26" "C9orf116" "MRPS2"
## [6886] "CAMSAP1" "UBAC1" "NACC2"
## [6889] "RP11-83N9.5" "C9orf69" "QSOX2"
## [6892] "DNLZ" "CARD9" "SNAPC4"
## [6895] "SDCCAG3" "PMPCA" "INPP5E"
## [6898] "SEC16A" "NOTCH1" "EGFL7"
## [6901] "AGPAT2" "SNHG7" "LCN8"
## [6904] "TMEM141" "CCDC183" "RABL6"
## [6907] "PHPT1" "MAMDC4" "EDF1"
## [6910] "TRAF2" "FBXW5" "PTGDS"
## [6913] "LCNL1" "C9orf142" "CLIC3"
## [6916] "ABCA2" "C9orf139" "FUT7"
## [6919] "RP11-229P13.20" "NPDC1" "SAPCD2"
## [6922] "UAP1L1" "MAN1B1" "DPP7"
## [6925] "LRRC26" "ANAPC2" "SSNA1"
## [6928] "TPRN" "TMEM203" "NDOR1"
## [6931] "C9orf169" "TUBB4B" "NELFB"
## [6934] "TOR4A" "EXD3" "NOXA1"
## [6937] "NSMF" "PNPLA7" "MRPL41"
## [6940] "DPH7" "ZMYND19" "ARRDC1"
## [6943] "C9orf37" "EHMT1" "ZMYND11"
## [6946] "DIP2C" "LARP4B" "GTPBP4"
## [6949] "IDI1" "WDR37" "PFKP"
## [6952] "PITRM1" "KLF6" "AKR1E2"
## [6955] "AKR1C3" "AKR1CL1" "NET1"
## [6958] "ASB13" "FAM208B" "GDI2"
## [6961] "RP11-318E3.9" "ANKRD16" "FBXO18"
## [6964] "RP11-536K7.3" "IL15RA" "IL2RA"
## [6967] "RBM17" "PFKFB3" "PRKCQ"
## [6970] "PRKCQ-AS1" "SFMBT2" "KIN"
## [6973] "ATP5C1" "TAF3" "GATA3"
## [6976] "CELF2" "CELF2-AS1" "USP6NL"
## [6979] "RP11-138I18.2" "ECHDC3" "UPF2"
## [6982] "DHTKD1" "SEC61A2" "NUDT5"
## [6985] "CDC123" "CAMK1D" "CCDC3"
## [6988] "OPTN" "MCM10" "PHYH"
## [6991] "SEPHS1" "PRPF18" "RP11-295P9.3"
## [6994] "FRMD4A" "FAM107B" "CDNF"
## [6997] "HSPA14" "RP11-398C13.6" "SUV39H2"
## [7000] "DCLRE1C" "MEIG1" "C10orf111"
## [7003] "RPP38" "NMT2" "FAM171A1"
## [7006] "FAM188A" "PTER" "RSU1"
## [7009] "CUBN" "TRDMT1" "VIM-AS1"
## [7012] "VIM" "RP11-124N14.3" "PTPLA"
## [7015] "RP11-390B4.5" "STAM" "RP11-499P20.2"
## [7018] "NSUN6" "ARL5B-AS1" "ARL5B"
## [7021] "PLXDC2" "MLLT10" "DNAJC1"
## [7024] "COMMD3" "BMI1" "PIP4K2A"
## [7027] "MSRB2" "OTUD1" "ARHGAP21"
## [7030] "PRTFDC1" "ENKUR" "THNSL1"
## [7033] "APBB1IP" "LINC00264" "PDSS1"
## [7036] "ABI1" "ANKRD26" "YME1L1"
## [7039] "MASTL" "ACBD5" "RAB18"
## [7042] "MPP7" "WAC-AS1" "WAC"
## [7045] "BAMBI" "PTCHD3P1" "SVIL"
## [7048] "MTPAP" "MAP3K8" "ZNF438"
## [7051] "ZEB1" "RP11-472N13.3" "ARHGAP12"
## [7054] "KIF5B" "EPC1" "RP11-135A24.4"
## [7057] "CCDC7" "C10ORF68" "RP11-479G22.8"
## [7060] "ITGB1" "CUL2" "CREM"
## [7063] "CCNY" "RP11-324I22.4" "ZNF248"
## [7066] "RP11-162G10.5" "ZNF25" "ZNF33A"
## [7069] "ZNF37A" "ZNF33B" "BMS1"
## [7072] "RET" "RP11-351D16.3" "CSGALNACT2"
## [7075] "RASGEF1A" "HNRNPF" "RP11-517P14.2"
## [7078] "ZNF487" "ZNF239" "ZNF485"
## [7081] "ZNF32" "RASSF4" "C10orf25"
## [7084] "ZNF22" "ALOX5" "MARCH8"
## [7087] "ZFAND4" "FAM21C" "AGAP4"
## [7090] "RP11-292F22.7" "FAM21B" "MAPK8"
## [7093] "ARHGAP22" "WDFY4" "C10orf128"
## [7096] "ERCC6" "PGBD3" "PARG"
## [7099] "NCOA4" "TIMM23" "LINC00843"
## [7102] "AGAP6" "FAM21A" "ASAH2"
## [7105] "SGMS1" "RP11-50E11.3" "ASAH2B"
## [7108] "CSTF2T" "ZWINT" "IPMK"
## [7111] "CISD1" "UBE2D1" "TFAM"
## [7114] "CCDC6" "ANK3" "CDK1"
## [7117] "RHOBTB1" "ARID5B" "RTKN2"
## [7120] "ZNF365" "ADO" "EGR2"
## [7123] "NRBF2" "JMJD1C" "REEP3"
## [7126] "SIRT1" "HERC4" "PBLD"
## [7129] "HNRNPH3" "RUFY2" "SLC25A16"
## [7132] "TET1" "CCAR1" "DDX50"
## [7135] "DDX21" "KIAA1279" "SRGN"
## [7138] "VPS26A" "SUPV3L1" "HKDC1"
## [7141] "HK1" "TACR2" "TSPAN15"
## [7144] "C10orf35" "COL13A1" "H2AFY2"
## [7147] "AIFM2" "TYSND1" "SAR1A"
## [7150] "PPA1" "LRRC20" "EIF4EBP2"
## [7153] "PRF1" "SGPL1" "PCBD1"
## [7156] "SLC29A3" "CDH23" "C10orf105"
## [7159] "C10orf54" "PSAP" "SPOCK2"
## [7162] "ASCC1" "ANAPC16" "DDIT4"
## [7165] "RP11-442H21.2" "DNAJB12" "MICU1"
## [7168] "MCU" "P4HA1" "NUDT13"
## [7171] "ECD" "FAM149B1" "DNAJC9"
## [7174] "MRPS16" "DNAJC9-AS1" "RP11-152N13.5"
## [7177] "ANXA7" "MSS51" "PPP3CB"
## [7180] "USP54" "RP11-464F9.20" "AGAP5"
## [7183] "SEC24C" "AC022400.2" "FUT11"
## [7186] "CHCHD1" "ZSWIM8" "NDST2"
## [7189] "CAMK2G" "VCL" "RP11-178G16.4"
## [7192] "AP3M1" "ADK" "KAT6B"
## [7195] "SAMD8" "VDAC2" "COMTD1"
## [7198] "ZNF503" "C10orf11" "KCNMA1"
## [7201] "DLG5" "POLR3A" "RPS24"
## [7204] "ZMIZ1" "PPIF" "ZCCHC24"
## [7207] "EIF5AL1" "RP11-506M13.3" "RP11-119F19.2"
## [7210] "RP11-773D16.1" "RP11-182L21.6" "SFTPD"
## [7213] "TMEM254-AS1" "TMEM254" "ANXA11"
## [7216] "FAM213A" "TSPAN14" "RP11-137H2.4"
## [7219] "RP11-338I21.1" "GHITM" "CCSER2"
## [7222] "WAPAL" "BMPR1A" "ADIRF"
## [7225] "GLUD1" "FAM35A" "NUTM2A-AS1"
## [7228] "LINC00863" "MINPP1" "PAPSS2"
## [7231] "ATAD1" "PTEN" "RNLS"
## [7234] "LIPN" "ANKRD22" "STAMBPL1"
## [7237] "ACTA2" "FAS" "CH25H"
## [7240] "LIPA" "IFIT2" "IFIT3"
## [7243] "IFIT1" "IFIT5" "PANK1"
## [7246] "KIF20B" "LINC00865" "RPP30"
## [7249] "PCGF5" "TNKS2-AS1" "TNKS2"
## [7252] "FGFBP3" "RP11-402D21.2" "BTAF1"
## [7255] "CPEB3" "MARCH5" "IDE"
## [7258] "KIF11" "HHEX" "EXOC6"
## [7261] "MYOF" "CEP55" "FRA10AC1"
## [7264] "SLC35G1" "PLCE1" "NOC3L"
## [7267] "TBC1D12" "HELLS" "PDLIM1"
## [7270] "SORBS1" "ALDH18A1" "TCTN3"
## [7273] "ENTPD1" "ENTPD1-AS1" "CCNJ"
## [7276] "BLNK" "TLL2" "TM9SF3"
## [7279] "PIK3AP1" "LCOR" "C10orf12"
## [7282] "RP11-175O19.4" "ARHGAP19" "FRAT1"
## [7285] "FRAT2" "RRP12" "PGAM1"
## [7288] "EXOSC1" "ZDHHC16" "MMS19"
## [7291] "UBTD1" "PI4K2A" "MORN4"
## [7294] "AVPI1" "MARVELD1" "ZFYVE27"
## [7297] "GOLGA7B" "R3HCC1L" "PYROXD2"
## [7300] "HPS1" "GOT1" "RP11-441O15.3"
## [7303] "SLC25A28" "RP11-85A1.3" "ENTPD7"
## [7306] "CUTC" "COX15" "DNMBP"
## [7309] "ERLIN1" "CHUK" "CWF19L1"
## [7312] "BLOC1S2" "PKD2L1" "SCD"
## [7315] "SEC31B" "NDUFB8.1" "HIF1AN"
## [7318] "RP11-179B2.2" "FAM178A" "MRPL43"
## [7321] "SEMA4G" "C10orf2" "LZTS2"
## [7324] "PDZD7" "SFXN3" "KAZALD1"
## [7327] "BTRC" "DPCD" "POLL"
## [7330] "FBXW4" "NPM3" "MGEA5"
## [7333] "C10orf76" "HPS6" "LDB1"
## [7336] "PPRC1" "NOLC1" "ELOVL3"
## [7339] "GBF1" "NFKB2" "PSD"
## [7342] "FBXL15" "CUEDC2" "C10orf95"
## [7345] "TMEM180" "ACTR1A" "SUFU"
## [7348] "RP11-47A8.5" "TRIM8" "ARL3"
## [7351] "SFXN2" "WBP1L" "C10orf32"
## [7354] "CNNM2" "NT5C2" "RPEL1"
## [7357] "PCGF6" "TAF5" "USMG5"
## [7360] "PDCD11" "CALHM2" "RP11-225H22.7"
## [7363] "NEURL1" "SH3PXD2A" "RP11-416N2.4"
## [7366] "OBFC1" "SLK" "COL17A1"
## [7369] "SFR1" "GSTO1" "GSTO2"
## [7372] "ITPRIP" "XPNPEP1" "ADD3"
## [7375] "MXI1" "SMNDC1" "RP11-525A16.4"
## [7378] "DUSP5" "SMC3" "PDCD4-AS1"
## [7381] "PDCD4" "BBIP1" "SHOC2"
## [7384] "GPAM" "ACSL5" "ZDHHC6"
## [7387] "VTI1A" "TCF7L2" "RP11-57H14.2"
## [7390] "CASP7" "DCLRE1A" "NHLRC2"
## [7393] "C10orf118" "AFAP1L2" "ABLIM1"
## [7396] "FAM160B1" "TRUB1" "KIAA1598"
## [7399] "PDZD8" "RAB11FIP2" "FAM204A"
## [7402] "CACUL1" "EIF3A" "FAM45A"
## [7405] "SFXN4" "PRDX3" "GRK5"
## [7408] "RGS10" "TIAL1" "BAG3"
## [7411] "INPP5F" "MCMBP" "SEC23IP"
## [7414] "WDR11-AS1" "WDR11" "ATE1"
## [7417] "NSMCE4A" "PLEKHA1" "HTRA1"
## [7420] "CUZD1" "FAM24B" "C10orf88"
## [7423] "PSTK" "IKZF5" "ACADSB"
## [7426] "BUB3" "CHST15" "OAT"
## [7429] "LHPP" "FAM53B" "METTL10"
## [7432] "FAM175B" "ZRANB1" "RP11-298J20.3"
## [7435] "CTBP2" "RP11-383C5.4" "EDRF1"
## [7438] "UROS" "BCCIP" "DHX32"
## [7441] "FANK1" "ADAM12" "PTPRE"
## [7444] "MKI67" "MGMT" "LINC00959"
## [7447] "GLRX3" "PPP2R2D" "BNIP3"
## [7450] "STK32C" "LRRC27" "PWWP2B"
## [7453] "RP11-432J24.2" "C10orf91" "INPP5A"
## [7456] "UTF1" "VENTX" "ADAM8"
## [7459] "TUBGCP2" "ZNF511" "FUOM"
## [7462] "ECHS1" "PAOX" "MTG1"
## [7465] "SYCE1" "BET1L" "SCGB1C1"
## [7468] "RIC8A" "SIRT3" "PSMD13"
## [7471] "RP11-326C3.2" "ATHL1" "IFITM2"
## [7474] "IFITM1" "RP11-326C3.11" "IFITM3"
## [7477] "RP11-326C3.12" "RP11-326C3.15" "SIGIRR"
## [7480] "ANO9" "PTDSS2" "RP13-317D12.3"
## [7483] "RNH1" "HRAS" "LRRC56"
## [7486] "C11orf35" "RP11-496I9.1" "RASSF7"
## [7489] "PHRF1" "IRF7" "SCT"
## [7492] "DEAF1" "EPS8L2" "TMEM80"
## [7495] "TALDO1" "PDDC1" "AP006621.5"
## [7498] "SLC25A22" "PIDD" "RPLP2"
## [7501] "PNPLA2" "EFCAB4A" "CD151"
## [7504] "POLR2L" "TSPAN4" "RP11-1391J7.1"
## [7507] "CHID1" "AP2A2" "TOLLIP"
## [7510] "TOLLIP-AS1" "MOB2" "DUSP8"
## [7513] "KRTAP5-AS1" "IFITM10" "CTSD"
## [7516] "AC068580.6" "TNNI2" "LSP1"
## [7519] "MRPL23" "ASCL2" "C11orf21"
## [7522] "TSPAN32" "CD81" "TSSC4"
## [7525] "KCNQ1" "KCNQ1OT1" "CDKN1C"
## [7528] "SLC22A18AS" "SLC22A18" "PHLDA2"
## [7531] "NAP1L4" "CARS" "OSBPL5"
## [7534] "ZNF195" "NUP98" "PGAP2"
## [7537] "RHOG" "STIM1" "RRM1"
## [7540] "TRIM21" "TRIM68" "TRIM34"
## [7543] "TRIM5" "TRIM22" "FAM160A2"
## [7546] "PRKCDBP" "SMPD1" "APBB1"
## [7549] "TRIM3" "ARFIP2" "TIMM10B"
## [7552] "DNHD1" "RRP8" "ILK"
## [7555] "TAF10" "TPP1" "DCHS1"
## [7558] "MRPL17" "CTD-2516F10.2" "PPFIBP2"
## [7561] "CYB5R2" "EIF3F" "RIC3"
## [7564] "STK33" "TRIM66" "RPL27A"
## [7567] "AKIP1" "TMEM9B" "TMEM9B-AS1"
## [7570] "DENND5A" "TMEM41B" "IPO7"
## [7573] "CTD-2371O3.2" "ZNF143" "WEE1"
## [7576] "SWAP70" "SBF2-AS1" "SBF2"
## [7579] "RP11-351I24.1" "ADM" "AMPD3"
## [7582] "RNF141" "MRVI1-AS1" "MRVI1"
## [7585] "CTR9" "EIF4G2" "ZBED5"
## [7588] "ZBED5-AS1" "CSNK2A3" "USP47"
## [7591] "DKK3" "MICAL2" "ARNTL"
## [7594] "BTBD10" "FAR1" "RRAS2"
## [7597] "COPB1" "PSMA1" "PDE3B"
## [7600] "CYP2R1" "C11orf58" "PLEKHA7"
## [7603] "RPS13" "PIK3C2A" "NUCB2"
## [7606] "NCR3LG1" "SERGEF" "SAAL1"
## [7609] "HPS5" "GTF2H1" "LDHA"
## [7612] "TSG101" "UEVLD" "SPTY2D1"
## [7615] "TMEM86A" "IGSF22" "ZDHHC13"
## [7618] "HTATIP2" "PRMT3" "FANCF"
## [7621] "GAS2" "SVIP" "CCDC34"
## [7624] "LIN7C" "BDNF-AS" "KIF18A"
## [7627] "METTL15" "ARL14EP" "DNAJC24"
## [7630] "IMMP1L" "ELP4" "RCN1"
## [7633] "EIF3M" "CCDC73" "PRRG4"
## [7636] "QSER1" "TCP11L1" "CSTF3"
## [7639] "HIPK3" "CD59" "FBXO3"
## [7642] "LMO2" "CAPRIN1" "NAT10"
## [7645] "ABTB2" "CAT" "APIP"
## [7648] "PDHX" "CD44" "TRIM44"
## [7651] "LDLRAD3" "COMMD9" "PRR5L"
## [7654] "TRAF6" "C11orf74" "API5"
## [7657] "TTC17" "HSD17B12" "ALKBH3"
## [7660] "ACCS" "EXT2" "CD82"
## [7663] "TSPAN18" "TP53I11" "PRDM11"
## [7666] "RP11-430H10.1" "CTD-2210P24.4" "SLC35C1"
## [7669] "CRY2" "PEX16" "GYLTL1B"
## [7672] "PHF21A" "DGKZ" "MDK"
## [7675] "AMBRA1" "HARBI1" "ATG13"
## [7678] "ARHGAP1" "ZNF408" "CKAP5"
## [7681] "C11orf49" "ARFGAP2" "DDB2"
## [7684] "ACP2" "NR1H3" "MADD"
## [7687] "SPI1" "RP11-750H9.5" "SLC39A13"
## [7690] "PSMC3" "CELF1" "NDUFS3"
## [7693] "PTPMT1" "KBTBD4" "C1QTNF4"
## [7696] "MTCH2" "AGBL2" "FNBP4"
## [7699] "NUP160" "PTPRJ" "TNKS1BP1"
## [7702] "SSRP1" "SLC43A3" "SLC43A1"
## [7705] "TIMM10" "UBE2L6" "SERPING1"
## [7708] "YPEL4" "CLP1" "ZDHHC5"
## [7711] "MED19" "TMX2" "C11orf31"
## [7714] "CTNND1" "LPXN" "ZFP91"
## [7717] "RP11-142C4.6" "FAM111B" "AP001258.4"
## [7720] "FAM111A" "DTX4" "MPEG1"
## [7723] "OSBP" "AP000442.1" "PATL1"
## [7726] "STX3" "MRPL16" "MS4A6A"
## [7729] "MS4A4A" "MS4A7" "MS4A14"
## [7732] "MS4A1" "CCDC86" "PTGDR2"
## [7735] "PRPF19" "TMEM109" "SLC15A3"
## [7738] "CD6" "CD5" "VPS37C"
## [7741] "DDB1" "DAK" "CYB561A3"
## [7744] "TMEM138" "TMEM216" "CPSF7"
## [7747] "SDHAF2" "PPP1R32" "TMEM258"
## [7750] "FEN1" "FADS2" "FADS1"
## [7753] "FADS3" "BEST1" "FTH1"
## [7756] "AP003733.1" "INCENP" "ASRGL1"
## [7759] "AHNAK" "EEF1G" "TUT1"
## [7762] "MTA2" "EML3" "ROM1"
## [7765] "B3GAT3" "GANAB" "INTS5"
## [7768] "C11orf48" "METTL12" "C11orf83"
## [7771] "UBXN1" "BSCL2" "GNG3"
## [7774] "HNRNPUL2" "TTC9C" "ZBTB3"
## [7777] "POLR2G" "TAF6L" "TMEM223"
## [7780] "RP11-727F15.12" "TMEM179B" "NXF1"
## [7783] "STX5" "RP11-727F15.9" "WDR74"
## [7786] "SLC3A2" "LGALS12" "RARRES3"
## [7789] "HRASLS2" "PLA2G16" "ATL3"
## [7792] "RTN3" "C11orf95" "C11orf84"
## [7795] "MARK2" "NAA40" "COX8A"
## [7798] "OTUB1" "MACROD1" "STIP1"
## [7801] "FERMT3" "TRPT1" "NUDT22"
## [7804] "DNAJC4" "VEGFB" "FKBP2"
## [7807] "PPP1R14B" "PLCB3" "BAD"
## [7810] "GPR137" "ESRRA" "TRMT112"
## [7813] "PRDX5" "AP003774.1" "CCDC88B"
## [7816] "RPS6KA4" "AP003774.6" "AP003774.4"
## [7819] "NRXN2" "RASGRP2" "PYGM"
## [7822] "SF1" "AP001462.6" "RP11-869B15.1"
## [7825] "MAP4K2" "MEN1" "EHD1"
## [7828] "ATG2A" "PPP2R5B" "BATF2"
## [7831] "ARL2" "SNX15" "SAC3D1"
## [7834] "NAALADL1" "CDCA5" "ZFPL1"
## [7837] "TMEM262" "VPS51" "AP003068.9"
## [7840] "TM7SF2" "ZNHIT2" "FAU"
## [7843] "SYVN1" "MRPL49" "AP003068.23"
## [7846] "CAPN1" "POLA2" "CDC42EP2"
## [7849] "DPF2" "TIGD3" "SLC25A45"
## [7852] "FRMD8" "NEAT1" "AP000769.1"
## [7855] "MALAT1" "AP000769.7" "SCYL1"
## [7858] "LTBP3" "SSSCA1-AS1" "SSSCA1"
## [7861] "FAM89B" "EHBP1L1" "KCNK7"
## [7864] "MAP3K11" "PCNXL3" "SIPA1"
## [7867] "RELA" "KAT5" "RNASEH2C"
## [7870] "AP5B1" "CFL1" "MUS81"
## [7873] "EFEMP2" "CTSW" "FIBP"
## [7876] "CCDC85B" "FOSL1" "C11orf68"
## [7879] "DRAP1" "SART1" "EIF1AD"
## [7882] "BANF1" "CATSPER1" "SF3B2"
## [7885] "PACS1" "RP11-755F10.1" "KLC2"
## [7888] "RAB1B" "RP11-867G23.4" "YIF1A"
## [7891] "CD248" "RIN1" "BRMS1"
## [7894] "B3GNT1" "RP11-867G23.8" "SLC29A2"
## [7897] "MRPL11" "PELI3" "CTD-3074O7.5"
## [7900] "DPP3" "BBS1" "ZDHHC24"
## [7903] "CTD-3074O7.12" "CTSF" "CCS"
## [7906] "RBM14" "RBM4" "RBM4B"
## [7909] "RP11-658F2.8" "C11orf80" "RCE1"
## [7912] "PC" "RHOD" "KDM2A"
## [7915] "ADRBK1" "ANKRD13D" "SSH3"
## [7918] "POLD4" "CLCF1" "RAD9A"
## [7921] "PPP1CA" "TBC1D10C" "CARNS1"
## [7924] "RPS6KB2" "AP003419.16" "PTPRCAP"
## [7927] "CORO1B" "CABP4" "TMEM134"
## [7930] "AIP" "PITPNM1" "CDK2AP2"
## [7933] "GSTP1" "NDUFV1" "NUDT8"
## [7936] "ACY3" "RP11-119D9.1" "UNC93B1"
## [7939] "ALDH3B1" "NDUFS8" "TCIRG1"
## [7942] "RP11-802E16.3" "CHKA" "SUV420H1"
## [7945] "C11orf24" "LRP5" "PPP6R3"
## [7948] "MTL5" "CPT1A" "MRPL21"
## [7951] "IGHMBP2" "TPCN2" "CCND1"
## [7954] "ORAOV1" "FADD" "RP11-805J14.5"
## [7957] "PPFIA1" "CTTN" "DHCR7"
## [7960] "RP11-660L16.2" "NADSYN1" "FAM86C1"
## [7963] "RP11-849H4.2" "RNF121" "IL18BP"
## [7966] "NUMA1" "LRTOMT" "LAMTOR1"
## [7969] "ANAPC15" "FOLR3" "FOLR2"
## [7972] "INPPL1" "CLPB" "PDE2A"
## [7975] "RP11-169D4.2" "ARAP1" "STARD10"
## [7978] "ATG16L2" "FCHSD2" "P2RY2"
## [7981] "P2RY6" "RELT" "FAM168A"
## [7984] "RP11-809N8.4" "PLEKHB1" "RAB6A"
## [7987] "RP11-707G14.1" "MRPL48" "COA4"
## [7990] "PAAF1" "UCP2" "UCP3"
## [7993] "C2CD3" "PPME1" "PGM2L1"
## [7996] "KCNE3" "LIPT2" "AP001372.2"
## [7999] "POLD3" "RNF169" "XRRA1"
## [8002] "SPCS2" "NEU3" "ARRB1"
## [8005] "RPS3" "GDPD5" "SERPINH1"
## [8008] "DGAT2" "UVRAG" "WNT11"
## [8011] "PRKRIR" "RP11-111M22.2" "RP11-111M22.3"
## [8014] "C11orf30" "AP001189.4" "ACER3"
## [8017] "PAK1" "DKFZP434E1119" "CLNS1A"
## [8020] "RSF1" "AAMDC" "INTS4"
## [8023] "NDUFC2" "ALG8" "KCTD21-AS1"
## [8026] "KCTD21" "USP35" "GAB2"
## [8029] "RP11-452H21.4" "NARS2" "PRCP"
## [8032] "C11orf82" "RAB30" "RAB30-AS1"
## [8035] "PCF11" "ANKRD42" "CCDC90B"
## [8038] "TMEM126B" "TMEM126A" "CREBZF"
## [8041] "SYTL2" "PICALM" "EED"
## [8044] "C11orf73" "ME3" "PRSS23"
## [8047] "TMEM135" "RAB38" "CTSC"
## [8050] "CHORDC1" "SLC36A4" "SMCO4"
## [8053] "KIAA1731" "TAF1D" "C11orf54"
## [8056] "MED17" "PANX1" "MRE11A"
## [8059] "ANKRD49" "PIWIL4" "FUT4"
## [8062] "CWC15" "KDM4D" "ENDOD1"
## [8065] "RP11-712B9.2" "SESN3" "FAM76B"
## [8068] "CEP57" "MTMR2" "MAML2"
## [8071] "CCDC82" "JRKL" "ARHGAP42"
## [8074] "KIAA1377" "BIRC3" "BIRC2"
## [8077] "TMEM123" "RP11-315O6.1" "DCUN1D5"
## [8080] "DYNC2H1" "PDGFD" "CASP4"
## [8083] "CASP5" "CASP1" "CARD16"
## [8086] "MSANTD4" "KBTBD3" "AASDHPPT"
## [8089] "RP11-819C21.1" "CWF19L2" "ALKBH8"
## [8092] "SLC35F2" "CUL5" "ACAT1"
## [8095] "NPAT" "ATM" "KDELC2"
## [8098] "DDX10" "RDX" "FDX1"
## [8101] "COLCA2" "POU2AF1" "LAYN"
## [8104] "SIK2" "PPP2R1B" "ALG9"
## [8107] "FDXACB1" "C11orf1" "DLAT"
## [8110] "C11orf57" "TIMM8B" "SDHD"
## [8113] "IL18" "TEX12" "BCO2"
## [8116] "PTS" "NCAM1" "TTC12"
## [8119] "ZW10" "USP28" "HTR3A"
## [8122] "ZBTB16" "C11orf71" "RBM7"
## [8125] "REXO2" "CADM1" "BUD13"
## [8128] "ZNF259" "APOA1" "SIK3"
## [8131] "PAFAH1B2" "SIDT2" "TAGLN"
## [8134] "PCSK7" "RNF214" "BACE1"
## [8137] "CEP164" "FXYD2" "RP11-728F11.4"
## [8140] "FXYD6" "TMPRSS13" "IL10RA"
## [8143] "AMICA1" "MPZL3" "CD3E"
## [8146] "CD3D" "CD3G" "UBE4A"
## [8149] "ATP5L" "KMT2A" "TMEM25"
## [8152] "IFT46" "ARCN1" "PHLDB1"
## [8155] "DDX6" "CXCR5" "RP11-158I9.5"
## [8158] "BCL9L" "UPK2" "CCDC84"
## [8161] "RPS25" "TRAPPC4" "SLC37A4"
## [8164] "HYOU1" "RP11-110I1.14" "RP11-110I1.13"
## [8167] "VPS11" "HMBS" "H2AFX"
## [8170] "DPAGT1" "C2CD2L" "HINFP"
## [8173] "NLRX1" "CCDC153" "CBL"
## [8176] "MCAM" "RNF26" "PVRL1"
## [8179] "OAF" "TMEM136" "ARHGEF12"
## [8182] "GRIK4" "TBCEL" "SC5D"
## [8185] "RP11-730K11.1" "SORL1" "UBASH3B"
## [8188] "CRTAM" "C11orf63" "HSPA8"
## [8191] "AP000783.1" "GRAMD1B" "ZNF202"
## [8194] "VWA5A" "TBRG1" "SIAE"
## [8197] "SPA17" "NRGN" "RP11-677M14.2"
## [8200] "VSIG2" "ESAM" "MSANTD2"
## [8203] "RP11-677M14.7" "ROBO3" "CCDC15"
## [8206] "SLC37A2" "TMEM218" "FEZ1"
## [8209] "EI24" "STT3A" "CHEK1"
## [8212] "HYLS1" "PUS3" "CDON"
## [8215] "RPUSD4" "FAM118B" "SRPR"
## [8218] "FOXRED1" "TIRAP" "DCPS"
## [8221] "ST3GAL4" "ETS1" "FLI1"
## [8224] "SENCR" "ARHGAP32" "TMEM45B"
## [8227] "NFRKB" "PRDM10" "APLP2"
## [8230] "ST14" "ZBTB44" "RP11-890B15.3"
## [8233] "SNX19" "IGSF9B" "RP11-713P17.3"
## [8236] "JAM3" "NCAPD3" "VPS26B"
## [8239] "THYN1" "ACAD8" "B3GAT1"
## [8242] "RP11-598F7.3" "SLC6A12" "KDM5A"
## [8245] "CCDC77" "B4GALNT3" "NINJ2"
## [8248] "RP11-218M22.1" "WNK1" "RAD52"
## [8251] "RP11-359B12.2" "ERC1" "WNT5B"
## [8254] "FBXL14" "ADIPOR2" "CACNA2D4"
## [8257] "DCP1B" "CACNA1C" "CACNA1C-AS2"
## [8260] "CACNA1C-AS1" "FKBP4" "RP4-816N1.6"
## [8263] "ITFG2" "FOXM1" "RHNO1"
## [8266] "TULP3" "EFCAB4B" "PARP11"
## [8269] "RP11-664D1.1" "CCND2" "C12orf5"
## [8272] "C12orf4" "RAD51AP1" "DYRK4"
## [8275] "NDUFA9" "CD9" "TNFRSF1A"
## [8278] "LTBR" "CD27-AS1" "CD27"
## [8281] "TAPBPL" "VAMP1" "MRPL51"
## [8284] "NCAPD2" "GAPDH" "RP5-940J5.9"
## [8287] "IFFO1" "NOP2" "CHD4"
## [8290] "RP5-940J5.6" "LPAR5" "ACRBP"
## [8293] "ING4" "ZNF384" "COPS7A"
## [8296] "MLF2" "PTMS" "LAG3"
## [8299] "CD4" "GPR162" "USP5"
## [8302] "TPI1" "SPSB2" "LRRC23"
## [8305] "ENO2" "ATN1" "C12orf57"
## [8308] "U47924.31" "PTPN6" "EMG1"
## [8311] "PHB2" "LPCAT3" "U47924.30"
## [8314] "C1R" "C1RL" "C1RL-AS1"
## [8317] "CLSTN3" "PEX5" "CD163"
## [8320] "CLEC4C" "SLC2A3" "FOXJ2"
## [8323] "C3AR1" "NECAP1" "CLEC4A"
## [8326] "FAM66C" "LINC00937" "RP11-90D4.3"
## [8329] "CLEC4D" "CLEC4E" "RIMKLB"
## [8332] "PHC1" "M6PR" "KLRG1"
## [8335] "A2M-AS1" "A2M" "PZP"
## [8338] "LINC00987" "KLRB1" "CLEC2D"
## [8341] "CLECL1" "CD69" "KLRF1"
## [8344] "CLEC2B" "CLEC12A" "CLEC1B"
## [8347] "CLEC7A" "GABARAPL1" "RP11-656E20.5"
## [8350] "KLRD1" "RP11-277P12.20" "KLRK1"
## [8353] "KLRC4" "KLRC2" "KLRC1"
## [8356] "RP11-291B21.2" "MAGOHB" "YBX3"
## [8359] "PRR4" "TAS2R14" "TAS2R30"
## [8362] "RP11-434C1.1" "ETV6" "BCL2L14"
## [8365] "LRP6" "MANSC1" "LOH12CR2"
## [8368] "LOH12CR1" "DUSP16" "CREBL2"
## [8371] "CDKN1B" "APOLD1" "DDX47"
## [8374] "RP11-392P7.6" "HEBP1" "KIAA1467"
## [8377] "EMP1" "ATF7IP" "PLBD1"
## [8380] "HIST4H4" "H2AFJ" "WBP11"
## [8383] "C12orf60" "ERP27" "ARHGDIB"
## [8386] "PTPRO" "EPS8" "STRAP"
## [8389] "DERA" "MGST1" "PLEKHA5"
## [8392] "AEBP2" "PYROXD1" "RECQL"
## [8395] "GOLT1B" "C12orf39" "LDHB"
## [8398] "CMAS" "ST8SIA1" "C2CD5"
## [8401] "ETNK1" "BCAT1" "LRMP"
## [8404] "LYRM5" "KRAS" "SSPN"
## [8407] "ITPR2" "ASUN" "FGFR1OP2"
## [8410] "TM7SF3" "MED21" "STK38L"
## [8413] "PPFIBP1" "RP11-1060J15.4" "MRPS35"
## [8416] "KLHL42" "CCDC91" "FAR2"
## [8419] "RP11-996F15.2" "ERGIC2" "OVCH1-AS1"
## [8422] "TMTC1" "IPO8" "CAPRIN2"
## [8425] "DDX11-AS1" "DDX11" "FAM60A"
## [8428] "AC024940.1" "DENND5B" "METTL20"
## [8431] "AMN1" "H3F3C" "RP11-428G5.5"
## [8434] "KIAA1551" "BICD1" "FGD4"
## [8437] "DNM1L" "YARS2" "ALG10"
## [8440] "CPNE8" "KIF21A" "ABCD2"
## [8443] "SLC2A13" "LRRK2" "GXYLT1"
## [8446] "YAF2" "PPHLN1" "ZCRB1"
## [8449] "PRICKLE1" "RP11-350F4.2" "PUS7L"
## [8452] "IRAK4" "TWF1" "TMEM117"
## [8455] "NELL2" "ANO6" "LINC00938"
## [8458] "ARID2" "SCAF11" "SLC38A1"
## [8461] "SLC38A2" "RP11-446N19.1" "AMIGO2"
## [8464] "PCED1B" "RP11-493L12.4" "RPAP3"
## [8467] "RP1-197B17.3" "RAPGEF3" "SLC48A1"
## [8470] "HDAC7" "VDR" "TMEM106C"
## [8473] "SENP1" "PFKM" "ASB8"
## [8476] "C12orf68" "DKFZP779L1853" "ZNF641"
## [8479] "KANSL2" "CCNT1" "DDX23"
## [8482] "RND1" "RP11-302B13.5" "CCDC65"
## [8485] "FKBP11" "ARF3" "WNT10B"
## [8488] "RP11-386G11.5" "PRKAG1" "KMT2D"
## [8491] "RHEBL1" "LMBR1L" "RP11-386G11.10"
## [8494] "TUBA1B" "TUBA1A" "TUBA1C"
## [8497] "TROAP" "SPATS2" "KCNH3"
## [8500] "MCRS1" "PRPF40B" "FMNL3"
## [8503] "TMBIM6" "NCKAP5L" "BCDIN3D"
## [8506] "RACGAP1" "SMARCD1" "COX14"
## [8509] "CERS5" "LIMA1" "LARP4"
## [8512] "DIP2B" "ATF1" "METTL7A"
## [8515] "SLC11A2" "LETMD1" "CSRNP2"
## [8518] "TFCP2" "POU6F1" "DAZAP2"
## [8521] "SMAGP" "BIN2" "CELA1"
## [8524] "GALNT6" "SLC4A8" "ACVR1B"
## [8527] "GRASP" "NR4A1" "RP11-1100L3.8"
## [8530] "C12orf44" "KRT7" "KRT86"
## [8533] "KRT72" "RP11-641A6.2" "KRT73"
## [8536] "KRT2" "KRT1" "KRT8"
## [8539] "KRT18" "EIF4B" "SPRYD3"
## [8542] "IGFBP6" "CSAD" "ZNF740"
## [8545] "ITGB7" "RARG" "MFSD5"
## [8548] "PFDN5" "RP11-680A11.5" "C12orf10"
## [8551] "AAAS" "SP1" "PRR13"
## [8554] "PCBP2" "MAP3K12" "RP11-793H13.11"
## [8557] "TARBP2" "RP11-793H13.10" "ATF7"
## [8560] "RP11-793H13.3" "ATP5G2" "CALCOCO1"
## [8563] "SMUG1" "CBX5" "HNRNPA1"
## [8566] "NFE2" "COPZ1" "GPR84"
## [8569] "ZNF385A" "ITGA5" "GTSF1"
## [8572] "NCKAP1L" "PDE1B" "TESPA1"
## [8575] "RP11-110A12.2" "RP11-644F5.16" "BLOC1S1"
## [8578] "RDH5" "CD63" "RP11-644F5.11"
## [8581] "GDF11" "SARNP" "ORMDL2"
## [8584] "DNAJC14" "WIBG" "DGKA"
## [8587] "CDK2" "RAB5B" "SUOX"
## [8590] "IKZF4" "RPS26" "PA2G4"
## [8593] "RPL41" "ZC3H10" "ESYT1"
## [8596] "RP11-603J24.5" "MYL6B" "MYL6"
## [8599] "SMARCC2" "RNF41" "NABP2"
## [8602] "ANKRD52" "COQ10A" "CS"
## [8605] "RP11-977G19.11" "RP11-977G19.12" "CNPY2"
## [8608] "PAN2" "IL23A" "STAT2"
## [8611] "TIMELESS" "SPRYD4" "GLS2"
## [8614] "RBMS2" "BAZ2A" "ATP5B"
## [8617] "PTGES3" "NACA" "PRIM1"
## [8620] "ZBTB39" "TMEM194A" "NAB2"
## [8623] "STAT6" "LRP1" "NXPH4"
## [8626] "SHMT2" "STAC3" "R3HDM2"
## [8629] "ARHGAP9" "MARS" "DDIT3"
## [8632] "MBD6" "DCTN2" "PIP4K2C"
## [8635] "DTX3" "OS9" "RP11-571M6.7"
## [8638] "AGAP2" "TSPAN31" "CDK4"
## [8641] "MARCH9" "METTL1" "METTL21B"
## [8644] "TSFM" "AVIL" "CTDSP2"
## [8647] "RP11-620J15.3" "XRCC6BP1" "SLC16A7"
## [8650] "FAM19A2" "USP15" "MON2"
## [8653] "C12orf61" "DPY19L2" "TMEM5"
## [8656] "SRGAP1" "C12orf66" "XPOT"
## [8659] "TBK1" "RASSF3" "GNS"
## [8662] "TBC1D30" "LEMD3" "MSRB3"
## [8665] "LLPH" "TMBIM4.1" "IRAK3"
## [8668] "HELB" "CAND1" "DYRK2"
## [8671] "IFNG-AS1" "IFNG" "MDM1"
## [8674] "RP11-81H14.2" "RAP1B" "RP11-637A17.2"
## [8677] "NUP107" "SLC35E3" "MDM2"
## [8680] "CPM" "CPSF6" "LYZ"
## [8683] "RP11-1143G9.4" "YEATS4" "FRS2"
## [8686] "CCT2" "RP11-588G21.2" "RAB3IP"
## [8689] "RP11-611E13.2" "CNOT2" "KCNMB4"
## [8692] "ZFC3H1" "THAP2" "TMEM19"
## [8695] "RAB21" "TBC1D15" "ATXN7L3B"
## [8698] "RP11-56G10.2" "CAPS2" "GLIPR1L2"
## [8701] "GLIPR1" "KRR1" "PHLDA1"
## [8704] "RP11-290L1.3" "NAP1L1" "BBS10"
## [8707] "OSBPL8" "ZDHHC17" "CSRP2"
## [8710] "PAWR" "PPP1R12A" "LIN7A"
## [8713] "CCDC59" "METTL25" "TMTC2"
## [8716] "C12orf29" "CEP290" "TMTC3"
## [8719] "DUSP6" "POC1B" "RP11-734K2.4"
## [8722] "ATP2B1" "LINC00936" "C12orf79"
## [8725] "BTG1" "RP11-796E2.4" "RP11-693J15.5"
## [8728] "EEA1" "RP11-511B23.1" "NUDT4"
## [8731] "UBE2N" "MRPL42" "SOCS2"
## [8734] "CRADD" "PLXNC1" "CCDC41"
## [8737] "TMCC3" "NDUFA12" "NR2C1"
## [8740] "FGD6" "VEZT" "METAP2"
## [8743] "USP44" "SNRPF" "AMDHD1"
## [8746] "HAL" "LTA4H" "ELK3"
## [8749] "CDK17" "NEDD1" "RP11-181C3.1"
## [8752] "TMPO-AS1" "TMPO" "SLC25A3"
## [8755] "IKBIP" "APAF1" "ANKS1B"
## [8758] "UHRF1BP1L" "ACTR6" "SCYL2"
## [8761] "UTP20" "ARL1" "CHPT1"
## [8764] "SYCP3" "GNPTAB" "DRAM1"
## [8767] "CCDC53" "NUP37" "PARPBP"
## [8770] "C12orf42" "NT5DC3" "HSP90B1"
## [8773] "C12orf73" "TDG" "HCFC2"
## [8776] "NFYB" "TXNRD1" "EID3"
## [8779] "CHST11" "SLC41A2" "C12orf45"
## [8782] "KIAA1033" "APPL2" "C12orf75"
## [8785] "NUAK1" "CKAP4" "TCP11L2"
## [8788] "POLR3B" "RIC8B" "RP11-412D9.4"
## [8791] "C12orf23" "MTERFD3" "CRY1"
## [8794] "BTBD11" "PWP1" "PRDM4"
## [8797] "CMKLR1" "FICD" "SART3"
## [8800] "ISCU" "SELPLG" "CORO1C"
## [8803] "SNORA40.1" "SSH1" "USP30"
## [8806] "USP30-AS1" "ALKBH2" "UNG"
## [8809] "ACACB" "KCTD10" "UBE3B"
## [8812] "MMAB" "MVK" "GLTP"
## [8815] "TCHP" "GIT2" "ANKRD13A"
## [8818] "C12orf76" "IFT81" "ATP2A2"
## [8821] "ANAPC7" "ARPC3" "GPN3"
## [8824] "FAM216A" "VPS29" "PPTC7"
## [8827] "TCTN1" "HVCN1" "PPP1CC"
## [8830] "FAM109A" "RP3-473L9.4" "SH2B3"
## [8833] "ATXN2" "BRAP" "ACAD10"
## [8836] "ALDH2" "MAPKAPK5-AS1" "MAPKAPK5"
## [8839] "RP3-462E2.5" "TMEM116" "ERP29"
## [8842] "NAA25" "TRAFD1" "HECTD4"
## [8845] "RPL6" "PTPN11" "RPH3A"
## [8848] "OAS1" "OAS3" "OAS2"
## [8851] "DTX1" "RASAL1" "DDX54"
## [8854] "RITA1" "TPCN1" "SLC8B1"
## [8857] "PLBD2" "SDS" "SDSL"
## [8860] "RBM19" "MED13L" "MAP1LC3B2"
## [8863] "C12orf49" "RNFT2" "HRK"
## [8866] "FBXW8" "TESC" "FBXO21"
## [8869] "RFC5" "WSB2" "PEBP1"
## [8872] "TAOK3" "SUDS3" "PRKAB1"
## [8875] "CIT" "CCDC64" "RAB35"
## [8878] "GCN1L1" "RPLP0" "PXN-AS1"
## [8881] "PXN" "SIRT4" "PLA2G1B"
## [8884] "COX6A1" "TRIAP1" "GATC"
## [8887] "SRSF9" "DYNLL1" "DYNLL1-AS1"
## [8890] "COQ5" "RNF10" "POP5"
## [8893] "MLEC" "UNC119B" "ACADS"
## [8896] "SPPL3" "C12orf43" "OASL"
## [8899] "P2RX7" "P2RX4" "CAMKK2"
## [8902] "ANAPC5" "RNF34" "KDM2B"
## [8905] "ORAI1" "MORN3" "TMEM120B"
## [8908] "RHOF" "AC084018.1" "SETD1B"
## [8911] "HPD" "PSMD9" "RP11-87C12.2"
## [8914] "WDR66" "BCL7A" "MLXIP"
## [8917] "B3GNT4" "DIABLO" "VPS33A"
## [8920] "CLIP1" "ZCCHC8" "RSRC2"
## [8923] "KNTC1" "HCAR2" "HCAR3"
## [8926] "DENR" "CCDC62" "HIP1R"
## [8929] "VPS37B" "ABCB9" "OGFOD2"
## [8932] "ARL6IP4" "PITPNM2" "MPHOSPH9"
## [8935] "C12orf65" "RP11-282O18.3" "CDK2AP1"
## [8938] "SBNO1" "hsa-mir-8072" "SETD8"
## [8941] "RILPL2" "SNRNP35" "RILPL1"
## [8944] "TMED2" "DDX55" "EIF2B1"
## [8947] "GTF2H3" "TCTN2" "ATP6V0A2"
## [8950] "CCDC92" "ZNF664" "NCOR2"
## [8953] "SCARB1" "UBC" "DHX37"
## [8956] "BRI3BP" "AACS" "LINC00944"
## [8959] "SLC15A4" "GLT1D1" "PIWIL1"
## [8962] "STX2" "RAN" "GPR133"
## [8965] "SFSWAP" "MMP17" "ULK1"
## [8968] "PUS1" "EP400" "EP400NL"
## [8971] "DDX51" "NOC4L" "RP13-977J11.2"
## [8974] "FBRSL1" "POLE" "PXMP2"
## [8977] "PGAM5" "ANKLE2" "GOLGA3"
## [8980] "CHFR" "RP11-46H11.3" "ZNF605"
## [8983] "ZNF84" "ZNF140" "ZNF10"
## [8986] "ZNF268" "MPHOSPH8" "PSPC1"
## [8989] "ZMYM5" "ZMYM2" "CRYL1"
## [8992] "IFT88" "N6AMT2" "XPO4"
## [8995] "LATS2" "LATS2-AS1" "SAP18"
## [8998] "SKA3" "MRP63" "LINC00422"
## [9001] "ZDHHC20" "MICU2" "FGF9"
## [9004] "SACS" "MIPEP" "SPATA13"
## [9007] "PARP4" "CENPJ" "PABPC3"
## [9010] "MTMR6" "NUPL1" "ATP8A2"
## [9013] "RNF6" "CDK8" "USP12"
## [9016] "USP12-AS2" "RPL21" "RASL11A"
## [9019] "GTF3A" "MTIF3" "LNX2"
## [9022] "POLR1D" "ATP5EP2" "FLT3"
## [9025] "PAN3" "POMP" "SLC46A3"
## [9028] "SLC7A1" "UBL3" "LINC00544"
## [9031] "KATNAL1" "LINC00426" "HMGB1"
## [9034] "USPL1" "ALOX5AP" "HSPH1"
## [9037] "B3GALTL" "FRY-AS1" "FRY"
## [9040] "BRCA2" "N4BP2L1" "N4BP2L2"
## [9043] "PDS5B" "RFC3" "SPG20"
## [9046] "RFXAP" "ALG5" "EXOSC8"
## [9049] "SUPT20H" "UFM1" "PROSER1"
## [9052] "NHLRC3" "LHFP" "COG6"
## [9055] "FOXO1" "MRPS31" "SLC25A15"
## [9058] "ELF1" "WBP4" "KBTBD6"
## [9061] "KBTBD7" "MTRF1" "NAA16"
## [9064] "RGCC" "VWA8" "DGKH"
## [9067] "AKAP11" "EPSTI1" "DNAJC15"
## [9070] "CCDC122" "LACC1" "TSC22D1"
## [9073] "NUFIP1" "GPALPP1" "GTF2F2"
## [9076] "TPT1" "RP11-290D2.6" "TPT1-AS1"
## [9079] "RP11-290D2.3" "SLC25A30" "COG3"
## [9082] "SPERT" "ZC3H13" "LCP1"
## [9085] "KIAA0226L" "LRCH1" "ESD"
## [9088] "LINC00562" "SUCLA2" "NUDT15"
## [9091] "MED4" "MED4-AS1" "ITM2B"
## [9094] "RB1" "LPAR6" "RCBTB2"
## [9097] "CYSLTR2" "FNDC3A" "CDADC1"
## [9100] "CAB39L" "SETDB2" "PHF11"
## [9103] "RCBTB1" "ARL11" "EBPL"
## [9106] "KPNA3" "SPRYD7" "TRIM13"
## [9109] "DLEU1" "DLEU7" "RNASEH2B"
## [9112] "INTS6" "INTS6-AS1" "WDFY2"
## [9115] "DHRS12" "RP11-327P2.5" "ALG11"
## [9118] "UTP14C" "NEK3" "VPS36"
## [9121] "CKAP2" "HNRNPA1L2" "SUGT1"
## [9124] "TDRD3" "PCDH9" "MZT1"
## [9127] "BORA" "DIS3" "PIBF1"
## [9130] "KLF5" "KLF12" "LINC00402"
## [9133] "TBC1D4" "COMMD6" "UCHL3"
## [9136] "LMO7" "KCTD12" "CLN5"
## [9139] "FBXL3" "MYCBP2" "MYCBP2-AS1"
## [9142] "SLAIN1" "RNF219-AS1" "RNF219"
## [9145] "RBM26" "RBM26-AS1" "NDFIP2"
## [9148] "TGDS" "GPR180" "ABCC4"
## [9151] "DNAJC3-AS1" "DNAJC3" "UGGT2"
## [9154] "MBNL2" "RAP2A" "IPO5"
## [9157] "STK24" "DOCK9" "DOCK9-AS2"
## [9160] "UBAC2-AS1" "UBAC2" "GPR18"
## [9163] "GPR183" "TM9SF2" "CLYBL"
## [9166] "PCCA" "GGACT" "TMTC4"
## [9169] "FGF14-AS2" "TPP2" "TEX30"
## [9172] "KDELC1" "BIVM" "ERCC5"
## [9175] "ARGLU1" "LIG4" "ABHD13"
## [9178] "TNFSF13B" "MYO16" "IRS2"
## [9181] "RAB20" "CARKD" "CARS2"
## [9184] "ING1" "ANKRD10" "ARHGEF7"
## [9187] "TUBGCP3" "ATP11A" "MCF2L"
## [9190] "MCF2L-AS1" "PCID2" "CUL4A"
## [9193] "LAMP1" "DCUN1D2" "TMCO3"
## [9196] "TFDP1" "TMEM255B" "GAS6"
## [9199] "RASA3" "CDC16" "UPF3A"
## [9202] "CHAMP1" "TTC5" "CCNB1IP1"
## [9205] "RPPH1" "PARP2" "TEP1"
## [9208] "OSGEP" "APEX1" "TMEM55B"
## [9211] "PNP" "RNASE4" "ANG"
## [9214] "RNASE6" "RNASE1" "RNASE3"
## [9217] "RP11-84C10.2" "RNASE2" "METTL17"
## [9220] "NDRG2" "ARHGEF40" "ZNF219"
## [9223] "HNRNPC" "SUPT16H" "CHD8"
## [9226] "RAB2B" "TOX4" "METTL3"
## [9229] "SALL2" "AE000662.92" "DAD1"
## [9232] "ABHD4" "OXA1L" "SLC7A7"
## [9235] "MRPL52" "MMP14" "LRP10"
## [9238] "REM2" "RBM23" "PRMT5-AS1"
## [9241] "PRMT5" "HAUS4" "C14orf93"
## [9244] "PSMB5" "ACIN1" "C14orf119"
## [9247] "CEBPE" "HOMEZ" "PPP1R3E"
## [9250] "BCL2L2" "PABPN1" "SLC22A17"
## [9253] "CMTM5" "NGDN" "RP11-66N24.4"
## [9256] "THTPA" "AP1G2" "RP11-66N24.3"
## [9259] "DHRS4" "DHRS4L2" "LRRC16B"
## [9262] "NRL" "PCK2" "DCAF11"
## [9265] "FITM1" "PSME1" "EMC9"
## [9268] "RP11-468E2.5" "PSME2" "RNF31"
## [9271] "RP11-468E2.4" "IRF9" "REC8"
## [9274] "IPO4" "TM9SF1" "CHMP4A"
## [9277] "MDP1" "NEDD8" "GMPR2"
## [9280] "TINF2" "TGM1" "RABGGTA"
## [9283] "DHRS1" "NOP9" "CIDEB"
## [9286] "LTB4R2.1" "LTB4R" "ADCY4"
## [9289] "RIPK3" "CBLN3" "KHNYN"
## [9292] "SDR39U1" "GZMH" "GZMB"
## [9295] "G2E3" "SCFD1" "COCH"
## [9298] "STRN3" "AP4S1" "HECTD1"
## [9301] "HEATR5A" "RP11-176H8.1" "DTD2"
## [9304] "NUBPL" "ARHGAP5-AS1" "ARHGAP5"
## [9307] "EGLN3" "SPTSSA" "EAPP"
## [9310] "SNX6" "CFL2" "BAZ1A"
## [9313] "RP11-73E17.2" "SRP54" "FAM177A1"
## [9316] "PPP2R3C" "KIAA0391.1" "PSMA6"
## [9319] "NFKBIA" "RALGAPA1" "RP11-317N8.5"
## [9322] "BRMS1L" "MBIP" "SEC23A"
## [9325] "GEMIN2" "TRAPPC6B" "PNN"
## [9328] "CTAGE5" "RP11-407N17.5" "FBXO33"
## [9331] "C14orf28" "KLHL28" "FAM179B"
## [9334] "PRPF39" "FKBP3" "FANCM"
## [9337] "MIS18BP1" "RPS29" "RN7SL1"
## [9340] "AL139099.1" "LRR1" "RPL36AL"
## [9343] "MGAT2" "RP11-649E7.5" "DNAAF2"
## [9346] "POLE2" "KLHDC1" "KLHDC2"
## [9349] "NEMF" "ARF6" "C14orf182"
## [9352] "RP11-58E21.3" "VCPKMT" "SOS2"
## [9355] "L2HGDH" "ATP5S" "CDKL1"
## [9358] "MAP4K5" "ATL1" "SAV1"
## [9361] "NIN" "PYGL" "TMX1"
## [9364] "GNG2" "RP11-463J10.3" "C14orf166"
## [9367] "PTGDR" "PTGER2" "TXNDC16"
## [9370] "ERO1L" "RP11-841O20.2" "PSMC6"
## [9373] "STYX" "GNPNAT1" "DDHD1"
## [9376] "CDKN3" "CNIH1" "GMFB"
## [9379] "CGRRF1" "SAMD4A" "GCH1"
## [9382] "WDHD1" "SOCS4" "MAPK1IP1L"
## [9385] "LGALS3" "FBXO34" "ATG14"
## [9388] "KTN1-AS1" "KTN1" "PELI2"
## [9391] "TMEM260" "EXOC5" "AP5M1"
## [9394] "NAA30" "ACTR10" "PSMA3"
## [9397] "RP11-349A22.5" "ARID4A" "TIMM9"
## [9400] "KIAA0586" "DACT1" "DAAM1"
## [9403] "L3HYPDH" "JKAMP" "RTN1"
## [9406] "PCNXL4" "DHRS7" "PPM1A"
## [9409] "MNAT1" "TRMT5" "SLC38A6"
## [9412] "PRKCH" "TMEM30B" "HIF1A"
## [9415] "SNAPC1" "PPP2R5E" "CTD-2302E22.4"
## [9418] "WDR89" "SGPP1" "SYNE2"
## [9421] "ESR2" "MTHFD1" "CTD-2555O16.4"
## [9424] "ZBTB25" "AKAP5" "ZBTB1"
## [9427] "HSPA2" "PLEKHG3" "CHURC1"
## [9430] "FNTB" "RAB15" "MAX"
## [9433] "FUT8" "RP11-72M17.1" "GPHN"
## [9436] "FAM71D" "MPP5" "ATP6V1D"
## [9439] "EIF2S1" "PLEK2" "TMEM229B"
## [9442] "PIGH" "ARG2" "VTI1B"
## [9445] "RDH11" "ZFYVE26" "RAD51B"
## [9448] "ZFP36L1" "ACTN1" "DCAF5"
## [9451] "EXD2" "ERH" "SLC39A9"
## [9454] "KIAA0247" "SRSF5" "SLC10A1"
## [9457] "COX16" "SYNJ2BP" "MED6"
## [9460] "TTC9" "MAP3K9" "PCNX"
## [9463] "RP6-91H8.3" "RP1-261D10.2" "SIPA1L1"
## [9466] "DPF3" "DCAF4" "ZFYVE1"
## [9469] "RBM25" "PSEN1" "RP4-647C14.3"
## [9472] "NUMB" "ACOT2" "ACOT4"
## [9475] "DNAL1" "PNMA1" "ELMSAN1"
## [9478] "RP5-1021I20.1" "PTGR2" "ZNF410"
## [9481] "FAM161B" "COQ6" "ENTPD5"
## [9484] "CCDC176" "ALDH6A1" "LIN52"
## [9487] "ABCD4" "NPC2" "ISCA2"
## [9490] "AREL1" "FCF1" "YLPM1"
## [9493] "DLST" "RPS6KL1" "PGF"
## [9496] "EIF2B2" "RP11-950C14.3" "MLH3"
## [9499] "ACYP1" "NEK9" "TMED10"
## [9502] "FOS" "RP11-293M10.5" "JDP2"
## [9505] "BATF" "FLVCR2" "TTLL5"
## [9508] "C14orf1" "IFT43" "TGFB3"
## [9511] "GPATCH2L" "VASH1" "RP11-488C13.5"
## [9514] "ANGEL1" "IRF2BPL" "CIPC"
## [9517] "TMEM63C" "POMT2" "GSTZ1"
## [9520] "TMED8" "VIPAS39" "AHSA1"
## [9523] "SPTLC2" "ALKBH1" "SLIRP"
## [9526] "SNW1" "ADCK1" "CEP128"
## [9529] "GTF2A1" "STON2" "SEL1L"
## [9532] "CTD-2341M24.1" "GALC" "GPR65"
## [9535] "LINC01146" "SPATA7" "ZC3H14"
## [9538] "EML5" "TTC8" "FOXN3"
## [9541] "FOXN3-AS1" "EFCAB11" "TDP1"
## [9544] "PSMC1" "NRDE2" "CALM1"
## [9547] "RPS6KA5" "C14orf159" "GPR68"
## [9550] "CTD-2547L24.4" "CCDC88C" "SMEK1"
## [9553] "TC2N" "FBLN5" "TRIP11"
## [9556] "ATXN3" "NDUFB1" "CPSF2"
## [9559] "SLC24A4" "RIN3" "LGMN"
## [9562] "GOLGA5" "ITPK1" "MOAP1"
## [9565] "TMEM251" "C14orf142" "UBR7"
## [9568] "BTBD7" "ASB2" "DDX24"
## [9571] "IFI27L1" "IFI27" "IFI27L2"
## [9574] "SERPINA1" "DICER1" "DICER1-AS1"
## [9577] "CLMN" "LINC00341" "SYNE3"
## [9580] "RP11-1070N10.3" "SNHG10" "GLRX5"
## [9583] "TCL1B" "TCL1A" "RP11-164H13.1"
## [9586] "C14orf132" "ATG2B" "GSKIP"
## [9589] "RP11-872J21.3" "PAPOLA" "RP11-433J8.1"
## [9592] "VRK1" "C14orf64" "BCL11B"
## [9595] "SETD3" "CCNK" "CCDC85C"
## [9598] "EVL" "DEGS2" "YY1"
## [9601] "SLC25A29" "WARS" "WDR25"
## [9604] "MEG3" "RP11-8L8.2" "RP11-796G6.2"
## [9607] "PPP2R5C" "CTD-2017C7.1" "RP11-1017G21.5"
## [9610] "DYNC1H1" "HSP90AA1" "WDR20"
## [9613] "MOK" "ZNF839" "CINP"
## [9616] "TECPR2" "ANKRD9" "CTD-2555C10.3"
## [9619] "RCOR1" "TRAF3" "AMN"
## [9622] "CDC42BPB" "TNFAIP2" "EIF5"
## [9625] "MARK3" "CKB" "RP11-600F24.7"
## [9628] "TRMT61A" "BAG5" "KLC1"
## [9631] "APOPT1" "RP11-894P9.1" "XRCC3"
## [9634] "ZFYVE21" "PPP1R13B" "C14orf2"
## [9637] "TDRD9" "INF2" "ADSSL1"
## [9640] "SIVA1" "AKT1" "ZBTB42"
## [9643] "CEP170B" "PLD4" "C14orf79"
## [9646] "CDCA4" "GPR132" "NUDT14"
## [9649] "BRF1" "BTBD6" "PACS2"
## [9652] "TEX22" "MTA1" "CRIP2"
## [9655] "CRIP1" "CRIP1.1" "C14orf80"
## [9658] "TMEM121" "AL928742.12" "AL928768.3"
## [9661] "KIAA0125" "TUBGCP5" "CYFIP1"
## [9664] "NIPA2" "NIPA1" "NDN"
## [9667] "SNRPN" "SNURF" "PWAR6"
## [9670] "UBE3A" "ATP10A" "HERC2"
## [9673] "APBA2" "NDNL2" "RP11-932O9.7"
## [9676] "ARHGAP11B" "FAN1" "MTMR10"
## [9679] "RP11-16E12.1" "RP11-16E12.2" "KLF13"
## [9682] "OTUD7A" "RP11-1000B6.3" "AC123768.4"
## [9685] "ARHGAP11A" "FMN1" "AVEN"
## [9688] "EMC7" "PGBD4" "KATNBL1"
## [9691] "EMC4" "SLC12A6" "NOP10"
## [9694] "LPCAT4" "GOLGA8A" "GOLGA8B"
## [9697] "AQR" "ZNF770" "DPH6"
## [9700] "C15orf41" "RP11-1008C21.1" "SPRED1"
## [9703] "FAM98B" "RASGRP1" "RP11-275I4.1"
## [9706] "THBS1" "FSIP1" "EIF2AK4"
## [9709] "SRP14" "SRP14-AS1" "BMF"
## [9712] "PLCB2" "LINC00984" "C15orf52"
## [9715] "KNSTRN" "IVD" "BAHD1"
## [9718] "CHST14" "RP11-111A22.1" "C15orf57"
## [9721] "RPUSD2" "CASC5" "RAD51"
## [9724] "RMDN3" "GCHFR" "DNAJC17"
## [9727] "ZFYVE19" "RP11-532F12.5" "SPINT1"
## [9730] "VPS18" "INO80" "RP11-540O11.6"
## [9733] "CHP1" "OIP5" "NUSAP1"
## [9736] "NDUFAF1" "RTF1" "LTK"
## [9739] "RPAP1" "MGA" "MAPKBP1"
## [9742] "JMJD7-PLA2G4B" "RP11-23P13.6" "RP11-23P13.7"
## [9745] "EHD4" "VPS39" "TMEM87A"
## [9748] "GANC" "CAPN3" "ZNF106"
## [9751] "SNAP23" "RP11-265N6.1" "LRRC57"
## [9754] "HAUS2" "STARD9" "CDAN1"
## [9757] "TTBK2" "UBR1" "EPB42"
## [9760] "TMEM62" "CCNDBP1" "LCMT2"
## [9763] "ADAL" "ZSCAN29" "TUBGCP4"
## [9766] "TP53BP1" "MAP1A" "PPIP5K1"
## [9769] "CATSPER2" "PDIA3" "SERF2"
## [9772] "SERINC4" "HYPK" "MFAP1"
## [9775] "WDR76" "CASC4" "CTDSPL2"
## [9778] "EIF3J-AS1" "EIF3J" "SPG11"
## [9781] "PATL2" "B2M" "TRIM69"
## [9784] "SORD" "DUOX1" "SHF"
## [9787] "CTD-2651B20.3" "GATM" "SPATA5L1"
## [9790] "C15orf48" "SLC30A4" "BLOC1S6"
## [9793] "SQRDL" "MYEF2" "RP11-154J22.1"
## [9796] "DUT" "CEP152" "RP11-227D13.4"
## [9799] "EID1" "SECISBP2L" "COPS2"
## [9802] "GALK2" "FAM227B" "DTWD1"
## [9805] "ATP8B4" "SLC27A2" "GABPB1"
## [9808] "USP8" "TRPM7" "SPPL2A"
## [9811] "AP4E1" "DMXL2" "LYSMD2"
## [9814] "TMOD2" "TMOD3" "RP11-56B16.4"
## [9817] "LEO1" "MAPK6" "GNB5"
## [9820] "RP11-430B1.2" "MYO5C" "MYO5A"
## [9823] "ARPP19" "FAM214A" "RSL24D1"
## [9826] "RAB27A" "RP11-139H15.1" "PIGB"
## [9829] "CCPG1" "DYX1C1" "NEDD4"
## [9832] "RFX7" "ZNF280D" "TCF12"
## [9835] "LINC00926" "POLR2M" "AQP9"
## [9838] "LIPC" "ADAM10" "FAM63B"
## [9841] "RNF111" "SLTM" "CCNB2"
## [9844] "MYO1E" "FAM81A" "GTF2A2"
## [9847] "BNIP2" "RP11-361D15.2" "ANXA2"
## [9850] "NARG2" "RP11-219B17.1" "RORA"
## [9853] "VPS13C" "RP11-643M14.1" "TPM1"
## [9856] "LACTB" "RPS27L" "RAB8B"
## [9859] "APH1B" "USP3" "USP3-AS1"
## [9862] "FBXL22" "HERC1" "DAPK2"
## [9865] "FAM96A" "SNX1" "SNX22"
## [9868] "PPIB" "CSNK1G1" "KIAA0101"
## [9871] "TRIP4" "ZNF609" "OAZ2"
## [9874] "PIF1" "PLEKHO2" "ANKDD1A"
## [9877] "SPG21" "MTFMT" "UBAP1L"
## [9880] "PDCD7" "CLPX" "PARP16"
## [9883] "DPP8" "PTPLAD1" "VWA9"
## [9886] "SLC24A1" "DENND4A" "RAB11A"
## [9889] "DIS3L" "TIPIN" "MAP2K1"
## [9892] "CTD-3185P2.1" "SNAPC5" "RPL4"
## [9895] "ZWILCH" "SMAD3" "AAGAB"
## [9898] "IQCH-AS1" "C15orf61" "RP11-502I4.3"
## [9901] "MAP2K5" "PIAS1" "CALML4"
## [9904] "CLN6" "FEM1B" "ANP32A"
## [9907] "SPESP1" "GLCE" "KIF23"
## [9910] "RPLP1" "RP11-279F6.3" "TLE3"
## [9913] "UACA" "MYO9A" "SENP8"
## [9916] "PKM" "PARP6" "RP11-106M3.3"
## [9919] "HEXA" "RP11-1007O24.3" "ARIH1"
## [9922] "BBS4" "ADPGK" "ADPGK-AS1"
## [9925] "NEO1" "NPTN" "LOXL1-AS1"
## [9928] "LOXL1" "STOML1" "PML"
## [9931] "SEMA7A" "UBL7" "UBL7-AS1"
## [9934] "ARID3B" "CLK3" "CTD-3154N5.1"
## [9937] "EDC3" "CSK" "ULK3"
## [9940] "SCAMP2" "MPI" "FAM219B"
## [9943] "COX5A" "RPP25" "PPCDC"
## [9946] "C15orf39" "COMMD4" "NEIL1"
## [9949] "MAN2C1" "RP11-817O13.8" "SIN3A"
## [9952] "PTPN9" "SNUPN" "IMP3"
## [9955] "SNX33" "UBE2Q2" "FBXO22"
## [9958] "ETFA" "SCAPER" "RCN2"
## [9961] "PSTPIP1" "TSPAN3" "PEAK1"
## [9964] "HMG20A" "TBC1D2B" "CIB2"
## [9967] "IDH3A" "ACSBG1" "DNAJA4"
## [9970] "WDR61" "IREB2" "HYKK"
## [9973] "PSMA4" "MORF4L1" "CTSH"
## [9976] "TMED3" "MTHFS" "ST20"
## [9979] "BCL2A1" "ZFAND6" "FAH"
## [9982] "MESDC2" "MESDC1" "C15orf26"
## [9985] "IL16" "STARD5" "RP11-761I4.3"
## [9988] "MEX3B" "EFTUD1" "FAM154B"
## [9991] "RPS17" "RPS17L" "RP11-752G15.6"
## [9994] "WHAMM" "HOMER2" "FAM103A1"
## [9997] "C15orf40" "BTBD1" "TM6SF1"
## [10000] "HDGFRP3" "ZSCAN2" "WDR73"
## [10003] "NMB" "SEC11A" "ZNF592"
## [10006] "PDE8A" "AKAP13" "RP11-815J21.2"
## [10009] "RP11-158M2.3" "KLHL25" "MRPL46"
## [10012] "MRPS11" "DET1" "AEN"
## [10015] "ISG20" "HAPLN3" "MFGE8"
## [10018] "ABHD2" "FANCI" "POLG"
## [10021] "LINC00925" "PEX11A" "ANPEP"
## [10024] "AP3S2" "C15orf38" "ZNF710"
## [10027] "IDH2" "SEMA4B" "CIB1"
## [10030] "GDPGP1" "NGRN" "IQGAP1"
## [10033] "CRTC3" "BLM" "FURIN"
## [10036] "FES" "MAN2A2" "UNC45A"
## [10039] "HDDC3" "RCCD1" "PRC1"
## [10042] "VPS33B" "SLCO3A1" "FAM174B"
## [10045] "CHD2" "RP11-76E17.3" "MCTP2"
## [10048] "RP11-4F5.2" "ARRDC4" "IGF1R"
## [10051] "SYNM" "LRRC28" "MEF2A"
## [10054] "LYSMD4" "CTD-2054N24.2" "SPATA41"
## [10057] "LINS" "ASB7" "RP11-66B24.2"
## [10060] "LRRK1" "CHSY1" "VIMP"
## [10063] "SNRPA1" "PCSK6" "TM2D3"
## [10066] "TARSL2" "RP11-89K11.1" "WASH4P"
## [10069] "POLR3K" "SNRNP25" "MPG"
## [10072] "NPRL3" "HBA1" "HBQ1"
## [10075] "LUC7L" "ITFG3" "AXIN1"
## [10078] "MRPL28" "TMEM8A" "NME4"
## [10081] "DECR2" "RAB11FIP3" "CAPN15"
## [10084] "PIGQ" "NHLRC4" "RAB40C"
## [10087] "WFIKKN1" "C16orf13" "FAM195A"
## [10090] "RHOT2" "RHBDL1" "STUB1"
## [10093] "JMJD8" "WDR24" "FBXL16"
## [10096] "METRN" "FAM173A" "CCDC78"
## [10099] "HAGHL" "NARFL" "RPUSD1"
## [10102] "CHTF18" "LMF1" "RP11-161M6.2"
## [10105] "RP11-161M6.3" "UBE2I" "LA16c-358B7.3"
## [10108] "BAIAP3" "TSR3" "GNPTG"
## [10111] "UNKL" "C16orf91" "CCDC154"
## [10114] "CLCN7" "TELO2" "IFT140"
## [10117] "TMEM204" "CRAMP1L" "HN1L"
## [10120] "MAPK8IP3" "NME3" "MRPS34"
## [10123] "EME2" "SPSB3" "NUBP2"
## [10126] "HAGH" "FAHD1" "MSRB1"
## [10129] "NDUFB10" "RPS2" "SNHG9"
## [10132] "TBL3" "GFER" "ZNF598"
## [10135] "SLC9A3R2" "NTHL1" "TSC2"
## [10138] "PKD1" "RP11-304L19.5" "TRAF7"
## [10141] "MLST8" "BRICD5" "PGP"
## [10144] "E4F1" "ECI1" "RNPS1"
## [10147] "AC009065.1" "MIR940" "ABCA3"
## [10150] "CCNF" "TBC1D24" "ATP6V0C"
## [10153] "AMDHD2" "CEMP1" "PDPK1"
## [10156] "KCTD5" "SRRM2" "TCEB2"
## [10159] "ZG16B" "FLYWCH2" "FLYWCH1"
## [10162] "PKMYT1" "PAQR4" "TNFRSF12A"
## [10165] "HCFC1R1" "THOC6" "MMP25"
## [10168] "RP11-473M20.7" "IL32" "RP11-473M20.9"
## [10171] "ZNF205-AS1" "ZNF205" "RP11-473M20.14"
## [10174] "ZNF213" "RP11-473M20.16" "ZNF200"
## [10177] "MEFV" "ZNF263" "TIGD7"
## [10180] "ZNF75A" "NAA60" "ZSCAN32"
## [10183] "ZNF174" "NAA60.1" "CLUAP1"
## [10186] "SLX4" "DNASE1" "TRAP1"
## [10189] "CREBBP" "ADCY9" "RP11-95P2.1"
## [10192] "TFAP4" "PAM16" "CORO7"
## [10195] "DNAJA3" "NMRAL1" "HMOX2"
## [10198] "CDIP1" "UBALD1" "MGRN1"
## [10201] "NUDT16L1" "ANKS3" "ZNF500"
## [10204] "ROGDI" "GLYR1" "UBN1"
## [10207] "SEC14L5" "NAGPA" "ALG1"
## [10210] "FAM86A" "METTL22" "ABAT"
## [10213] "TMEM186" "PMM2" "RP11-77H9.2"
## [10216] "CARHSP1" "USP7" "RP11-77H9.8"
## [10219] "C16orf72" "RP11-473I1.5" "ATF7IP2"
## [10222] "NUBP1" "TVP23A" "RP11-876N24.2"
## [10225] "CIITA" "DEXI" "RP11-876N24.4"
## [10228] "CLEC16A" "RMI2" "SOCS1"
## [10231] "CTD-3088G3.8" "LITAF" "SNN"
## [10234] "TXNDC11" "RP11-490O6.2" "ZC3H7A"
## [10237] "RSL1D1" "RP11-166B2.8" "GSPT1"
## [10240] "TNFRSF17" "SNX29" "CPPED1"
## [10243] "CTD-2583P5.3" "ERCC4" "CTD-2135D7.5"
## [10246] "MKL2" "PARN" "BFAR"
## [10249] "NOMO1" "NPIPA1" "PDXDC1"
## [10252] "RP11-680G24.5" "NTAN1" "RRN3"
## [10255] "NPIPA5" "C16orf45" "KIAA0430"
## [10258] "NDE1" "MYH11" "FOPNL"
## [10261] "ABCC1" "ABCC6" "XYLT1"
## [10264] "CTD-2576D5.4" "RPS15A" "ARL6IP1"
## [10267] "SMG1" "CTD-2288F12.1" "COQ7"
## [10270] "ITPRIPL2" "SYT17" "GDE1"
## [10273] "CCP110" "C16orf62" "KNOP1"
## [10276] "IQCK" "ACSM3" "THUMPD1"
## [10279] "ERI2" "AC004381.6" "DCUN1D3"
## [10282] "LYRM1" "TMEM159" "CRYM"
## [10285] "NPIPB3" "METTL9" "IGSF6"
## [10288] "OTOA" "NPIPB4" "UQCRC2"
## [10291] "C16orf52" "SDR42E2" "EEF2K"
## [10294] "POLR3E" "CDR2" "NPIPB5"
## [10297] "USP31" "COG7" "CTD-2270L9.4"
## [10300] "GGA2" "EARS2" "UBFD1"
## [10303] "NDUFAB1" "PALB2" "DCTN5"
## [10306] "CTD-2196E14.4" "PLK1" "PRKCB"
## [10309] "RBBP6" "TNRC6A" "ARHGAP17"
## [10312] "LCMT1" "ZKSCAN2" "KDM8"
## [10315] "NSMCE1" "CTD-3203P2.2" "IL4R"
## [10318] "IL21R" "IL21R-AS1" "GTF3C1"
## [10321] "KIAA0556" "XPO6" "SBK1"
## [10324] "NPIPB6" "CLN3.1" "APOBR"
## [10327] "IL27" "CCDC101" "SULT1A1"
## [10330] "EIF3C" "RP11-1348G14.5" "ATXN2L"
## [10333] "TUFM" "SH2B1" "RP11-22P6.2"
## [10336] "ATP2A1" "RP11-22P6.3" "RABEP2"
## [10339] "CD19" "NFATC2IP" "SPNS1"
## [10342] "LAT" "RP11-426C22.5" "SNX29P2"
## [10345] "NPIPB11" "RP11-345J4.5" "SULT1A4"
## [10348] "SPN" "QPRT" "C16orf54"
## [10351] "KIF22" "MAZ" "AC009133.14"
## [10354] "PRRT2" "PAGR1" "AC009133.12"
## [10357] "MVP" "CDIPT" "KCTD13"
## [10360] "TMEM219" "TAOK2" "HIRIP3"
## [10363] "INO80E" "ALDOA" "PPP4C"
## [10366] "YPEL3" "GDPD3" "MAPK3"
## [10369] "CORO1A" "RP11-455F5.5" "BOLA2B"
## [10372] "SLX1A" "SULT1A3" "RP11-347C12.1"
## [10375] "CD2BP2" "TBC1D10B" "MYLPF"
## [10378] "ZNF48" "SEPT1" "ZNF771"
## [10381] "DCTPP1" "SEPHS2" "ITGAL"
## [10384] "ZNF768" "ZNF747" "AC002310.12"
## [10387] "ZNF764" "ZNF688" "ZNF785"
## [10390] "ZNF689" "PRR14" "FBRS"
## [10393] "RP11-146F11.1" "SRCAP" "PHKG2"
## [10396] "C16orf93" "RNF40" "ZNF629"
## [10399] "BCL7C" "MIR4519" "FBXL19"
## [10402] "ORAI3" "SETD1A" "STX4"
## [10405] "RP11-196G11.2" "ZNF668" "ZNF646"
## [10408] "PRSS53" "VKORC1" "BCKDK"
## [10411] "KAT8" "PRSS36" "FUS"
## [10414] "RP11-388M20.6" "RP11-388M20.1" "PYCARD"
## [10417] "C16orf98" "ITGAM" "ITGAX"
## [10420] "RP11-452L6.1" "RP11-452L6.5" "ARMC5"
## [10423] "TGFB1I1" "SLC5A2" "AC026471.6"
## [10426] "C16orf58" "RP11-452L6.7" "ZNF720"
## [10429] "ZNF267" "SHCBP1" "RP11-46D6.1"
## [10432] "VPS35" "ORC6" "C16orf87"
## [10435] "GPT2" "DNAJA2" "NETO2"
## [10438] "ITFG1" "PHKB" "LONP2"
## [10441] "SIAH1" "N4BP1" "RP11-42I10.1"
## [10444] "CNEP1R1" "HEATR3" "PAPD5"
## [10447] "ADCY7" "BRD7" "NKD1"
## [10450] "SNX20" "NOD2" "RP11-327F22.2"
## [10453] "CYLD" "CHD9" "RBL2"
## [10456] "AKTIP" "RPGRIP1L" "FTO"
## [10459] "LPCAT2" "RP11-212I21.4" "CES1"
## [10462] "GNAO1" "AMFR" "RP11-413H22.2"
## [10465] "NUDT21" "OGFOD1" "BBS2"
## [10468] "MT3" "MT2A" "MT1E"
## [10471] "MT1F" "MT1X" "NUP93"
## [10474] "HERPUD1" "CETP" "NLRC5"
## [10477] "CPNE2" "FAM192A" "RSPRY1"
## [10480] "ARL2BP" "RP11-407G23.3" "PLLP"
## [10483] "CIAPIN1" "COQ9" "POLR2C"
## [10486] "DOK4" "CCDC102A" "GPR114"
## [10489] "GPR56" "KATNB1" "KIFC3"
## [10492] "TEPP" "ZNF319" "USB1"
## [10495] "C16orf80" "CSNK2A2" "GINS3"
## [10498] "SETD6" "CNOT1" "SLC38A7"
## [10501] "GOT2" "LINC00920" "TK2"
## [10504] "CKLF" "CMTM2" "CMTM3"
## [10507] "CMTM4" "DYNC1LI2" "NAE1"
## [10510] "PDP2" "FAM96B" "CES2"
## [10513] "CES4A" "CBFB" "C16orf70"
## [10516] "B3GNT9" "TRADD" "FBXL8"
## [10519] "HSF4" "NOL3" "KIAA0895L"
## [10522] "EXOC3L1" "E2F4" "ELMO3"
## [10525] "LRRC29" "TMEM208" "FHOD1"
## [10528] "PLEKHG4" "TPPP3" "ZDHHC1"
## [10531] "ATP6V0D1" "FAM65A" "CTD-2012K14.6"
## [10534] "CTD-2012K14.7" "CTCF" "RLTPR"
## [10537] "ACD" "PARD6A" "ENKD1"
## [10540] "C16orf86" "GFOD2" "RANBP10"
## [10543] "CENPT" "THAP11" "NUTF2"
## [10546] "EDC4" "NRN1L" "PSKH1"
## [10549] "CTRL" "CTC-479C5.12" "PSMB10"
## [10552] "LCAT" "SLC12A4" "DPEP3"
## [10555] "DPEP2" "DUS2" "DDX28"
## [10558] "NFATC3" "RP11-96D1.11" "PLA2G15"
## [10561] "SLC7A6" "SLC7A6OS" "PRMT7"
## [10564] "SMPD3" "ZFP90" "CDH1"
## [10567] "TANGO6" "HAS3" "CHTF8"
## [10570] "CIRH1A" "SNTB2" "VPS4A"
## [10573] "COG8" "NIP7" "TERF2"
## [10576] "CYB5B" "NFAT5" "NQO1"
## [10579] "CTD-2033A16.3" "NOB1" "WWP2"
## [10582] "PDPR" "EXOSC6" "AARS"
## [10585] "DDX19B" "DDX19A" "ST3GAL2"
## [10588] "RP11-529K1.4" "FUK" "COG4"
## [10591] "SF3B3" "MTSS1L" "VAC14"
## [10594] "CMTR2" "ZNF23" "ZNF19"
## [10597] "RP11-432I5.1" "PHLPP2" "AP1G1"
## [10600] "ATXN1L" "IST1" "ZNF821"
## [10603] "DHODH" "TXNL4B" "HP"
## [10606] "DHX38" "AC004158.2" "ZFHX3"
## [10609] "AC009120.10" "PSMD7" "AC009120.6"
## [10612] "RP11-252A24.3" "RP11-252A24.7" "GLG1"
## [10615] "RFWD3" "MLKL" "FA2H"
## [10618] "WDR59" "ZNRF1" "LDHD"
## [10621] "ZFP1" "CFDP1" "TMEM170A"
## [10624] "GABARAPL2" "ADAT1" "KARS"
## [10627] "TERF2IP" "MON1B" "SYCE1L"
## [10630] "NUDT7" "WWOX" "RP11-264L1.4"
## [10633] "MAF" "CDYL2" "RP11-314O13.1"
## [10636] "CMC2" "CENPN" "ATMIN"
## [10639] "C16orf46" "GCSH" "GAN"
## [10642] "CMIP" "RP11-960L18.1" "PLCG2"
## [10645] "7SK.2" "SDR42E1" "MPHOSPH6"
## [10648] "RP11-483P21.2" "HSBP1" "MLYCD"
## [10651] "OSGIN1" "MBTPS1" "RP11-505K9.1"
## [10654] "HSDL1" "DNAAF1" "TAF1C"
## [10657] "TLDC1" "COTL1" "KLHL36"
## [10660] "USP10" "CRISPLD2" "ZDHHC7"
## [10663] "KIAA0513" "GSE1" "GINS2"
## [10666] "C16orf74" "EMC8" "COX4I1"
## [10669] "IRF8" "RP11-542M13.3" "RP11-805I24.1"
## [10672] "MTHFSD" "C16orf95" "RP11-178L8.7"
## [10675] "FBXO31" "MAP1LC3B" "ZCCHC14"
## [10678] "KLHDC4" "FLJ00104" "RP4-536B24.3"
## [10681] "SLC7A5" "BANP" "RP11-863P13.2"
## [10684] "ZFPM1" "ZC3H18" "CYBA"
## [10687] "MVD" "SNAI3-AS1" "SNAI3"
## [10690] "RNF166" "CTU2" "PIEZO1"
## [10693] "RP5-1142A6.2" "RP5-1142A6.8" "CDT1"
## [10696] "APRT" "GALNS" "TRAPPC2L"
## [10699] "CBFA2T3" "RP11-830F9.6" "ACSF3"
## [10702] "LINC00304" "RP11-46C24.7" "ZNF778"
## [10705] "ANKRD11" "AC137932.1" "AC137932.6"
## [10708] "SPG7" "RP11-104N10.1" "RPL13"
## [10711] "CPNE7" "CHMP1A" "SPATA33"
## [10714] "CDK10" "SPATA2L" "VPS9D1"
## [10717] "VPS9D1-AS1" "ZNF276" "FANCA"
## [10720] "SPIRE2" "TCF25" "MC1R"
## [10723] "DEF8" "RP11-566K11.5" "CENPBD1"
## [10726] "DBNDD1" "GAS8" "RP11-356C4.3"
## [10729] "AC137934.1" "RPH3AL" "FAM101B"
## [10732] "VPS53" "GEMIN4" "GLOD4"
## [10735] "RNMTL1" "TIMM22" "ABR"
## [10738] "YWHAE" "CRK" "MYO1C"
## [10741] "INPP5K" "PITPNA-AS1" "PITPNA"
## [10744] "SLC43A2" "SCARF1" "RILP"
## [10747] "PRPF8" "MIR22HG" "WDR81"
## [10750] "SERPINF2" "SERPINF1" "SMYD4"
## [10753] "RPA1" "DPH1" "HIC1"
## [10756] "SMG6" "SRR" "TSR1"
## [10759] "SGSM2" "MNT" "METTL16"
## [10762] "PAFAH1B1" "CLUH" "RP11-74E22.3"
## [10765] "RAP1GAP2" "TRPV3" "SHPK.1"
## [10768] "CTNS" "TAX1BP3" "P2RX5-TAX1BP3"
## [10771] "EMC6" "P2RX5" "ITGAE"
## [10774] "CTD-3195I5.1" "C17orf85" "CAMKK1"
## [10777] "P2RX1" "ATP2A3" "ZZEF1"
## [10780] "CYB5D2" "ANKFY1" "UBE2G1"
## [10783] "SPNS3" "RP13-580F15.2" "MYBBP1A"
## [10786] "PELP1" "ARRB2" "MED11"
## [10789] "CXCL16" "ZMYND15" "VMO1"
## [10792] "PSMB6" "RP11-81A22.5" "PLD2"
## [10795] "MINK1" "CHRNE" "C17orf107"
## [10798] "GP1BA" "SLC25A11" "RNF167"
## [10801] "PFN1" "ENO3" "SPAG7"
## [10804] "CAMTA2" "RP5-1050D4.3" "KIF1C"
## [10807] "AC109333.10" "ZFP3" "ZNF232"
## [10810] "ZNF594" "RP11-333E1.1" "SCIMP"
## [10813] "RABEP1" "NUP88" "RP11-420A6.2"
## [10816] "RPAIN" "CTC-524C5.2" "C1QBP"
## [10819] "DHX33" "DERL2" "MIS12"
## [10822] "NLRP1" "KIAA0753" "TXNDC17"
## [10825] "MED31" "C17orf100" "XAF1"
## [10828] "AC027763.2" "RP11-589P10.5" "ALOX12"
## [10831] "RNASEK" "AC040977.1" "C17orf49"
## [10834] "MIR497HG" "SLC16A13" "SLC16A11"
## [10837] "CLEC10A" "ASGR2" "ASGR1"
## [10840] "DLG4" "ACADVL" "DVL2"
## [10843] "PHF23" "GABARAP" "CTDNEP1"
## [10846] "ELP5" "CLDN7" "EIF5A"
## [10849] "GPS2" "NEURL4" "ACAP1"
## [10852] "KCTD11" "TNK1" "TMEM256-PLSCR3"
## [10855] "TMEM256" "TMEM102" "CHRNB1"
## [10858] "ZBTB4" "POLR2A" "TNFSF12"
## [10861] "TNFSF13" "SENP3" "EIF4A1"
## [10864] "CD68" "AC113189.5" "MPDU1"
## [10867] "SOX15" "FXR2" "SAT2"
## [10870] "TP53" "WRAP53" "KDM6B"
## [10873] "TMEM88" "LSMD1" "CYB5D1"
## [10876] "CHD3" "AC025335.1" "KCNAB3"
## [10879] "TRAPPC1" "CNTROB" "AC129492.6"
## [10882] "PER1" "VAMP2" "TMEM107"
## [10885] "C17orf59" "AURKB" "LINC00324"
## [10888] "RP11-849F2.8" "CTC1" "PFAS"
## [10891] "SLC25A35" "RANGRF" "KRBA2"
## [10894] "RP11-849F2.7" "RPL26" "RNF222"
## [10897] "NDEL1" "MYH10" "PIK3R6"
## [10900] "PIK3R5" "STX8" "GAS7"
## [10903] "AC000003.2" "MYH3" "CTC-297N7.8"
## [10906] "SCO1" "ADPRM" "TMEM220"
## [10909] "CTC-297N7.5" "ZNF18" "MAP2K4"
## [10912] "ELAC2" "COX10" "HS3ST3B1"
## [10915] "RP11-214O1.3" "PMP22" "TVP23C"
## [10918] "RP11-385D13.3" "TRIM16" "ZNF286A"
## [10921] "AC015922.6" "ADORA2B" "ZSWIM7"
## [10924] "TTC19" "NCOR1" "PIGL"
## [10927] "CENPV" "UBB" "RP11-138I1.4"
## [10930] "TRPV2" "FAM211A" "ZNF287"
## [10933] "ZNF624" "TNFRSF13B" "MPRIP"
## [10936] "PLD6" "FLCN" "COPS3"
## [10939] "NT5M" "MED9" "RASD1"
## [10942] "PEMT" "RAI1" "SMCR5"
## [10945] "SREBF1" "TOM1L2" "LRRC48"
## [10948] "ATPAF2" "GID4" "DRG2"
## [10951] "RP11-258F1.1" "ALKBH5" "LLGL1"
## [10954] "FLII" "MIEF2" "TOP3A"
## [10957] "SMCR8" "SHMT1" "LGALS9C"
## [10960] "FAM106A" "ZNF286B" "TRIM16L"
## [10963] "TVP23B" "PRPSAP2" "SLC5A10"
## [10966] "FAM83G" "GRAP" "SNORD3B-1"
## [10969] "SNORD3B-2" "SNORD3D" "SNORD3A"
## [10972] "EPN2" "B9D1" "MAPK7"
## [10975] "ALDH3A2" "ULK2" "RP11-78O7.2"
## [10978] "AKAP10" "SPECC1" "LGALS9B"
## [10981] "USP22" "DHRS7B" "TMEM11"
## [10984] "C17orf103" "MAP2K3" "C17orf51"
## [10987] "UBBP4" "WSB1" "RP11-173M1.8"
## [10990] "KSR1" "LGALS9" "RP11-138P22.1"
## [10993] "LYRM9" "NLK" "TMEM97"
## [10996] "IFT20" "TNFAIP1" "POLDIP2"
## [10999] "TMEM199" "CTB-96E2.7" "SARM1"
## [11002] "SLC46A1" "CTD-2350C19.2" "RP11-192H23.4"
## [11005] "UNC119" "PIGS" "ALDOC"
## [11008] "SPAG5" "RP11-192H23.6" "KIAA0100"
## [11011] "SDF2" "SUPT6H" "PROCA1"
## [11014] "RAB34" "RPL23A" "AC010761.8"
## [11017] "TLCD1" "NEK8" "TRAF4"
## [11020] "FAM222B" "ERAL1" "FLOT2"
## [11023] "DHRS13" "PHF12" "RP11-20B24.5"
## [11026] "SEZ6" "MYO18A" "NUFIP2"
## [11029] "TAOK1" "ABHD15" "TP53I13"
## [11032] "GIT1" "CORO6" "SSH2"
## [11035] "NSRP1" "RP11-354P11.3" "SLC6A4"
## [11038] "BLMH" "CPD" "GOSR1"
## [11041] "CRLF3" "ATAD5" "RP13-753N3.1"
## [11044] "TEFM" "ADAP2" "RNF135"
## [11047] "NF1" "OMG" "EVI2B"
## [11050] "EVI2A" "RAB11FIP4" "COPRS"
## [11053] "UTP6" "SUZ12" "LRRC37B"
## [11056] "RHOT1" "C17orf75" "ZNF207"
## [11059] "PSMD11" "CDK5R1" "MYO1D"
## [11062] "CCL2" "CCT6B" "ZNF830"
## [11065] "LIG3" "RFFL" "RAD51D"
## [11068] "NLE1" "UNC45B" "RP11-799D4.4"
## [11071] "SLFN5" "RP11-47L3.1" "SLFN11"
## [11074] "SLFN12" "SLFN13" "SLFN12L"
## [11077] "RP11-1094M14.11" "PEX12" "AP2B1"
## [11080] "CTC-507E2.1" "MMP28" "TAF15"
## [11083] "AC015849.19" "CCL5" "AC069363.1"
## [11086] "CCL3" "CCL4" "CTB-91J4.1"
## [11089] "AC131056.3" "CCL3L3" "CCL4L1"
## [11092] "CCL3L1" "CCL4L2" "ZNHIT3"
## [11095] "MYO19" "PIGW" "GGNBP2"
## [11098] "DHRS11" "MRM1" "AATF"
## [11101] "ACACA" "TADA2A" "DUSP14"
## [11104] "SYNRG" "DDX52" "RP11-1407O15.2"
## [11107] "MRPL45" "CTB-58E17.1" "MLLT6"
## [11110] "CISD3" "PSMB3" "PIP4K2B"
## [11113] "CWC25" "RPL23" "LASP1"
## [11116] "LINC00672" "PLXDC1" "CACNB1"
## [11119] "RPL19" "RP11-690G19.3" "FBXL20"
## [11122] "MED1" "CDK12" "NEUROD2"
## [11125] "STARD3" "TCAP" "PGAP3"
## [11128] "ERBB2" "MIEN1" "RP11-94L15.2"
## [11131] "IKZF3" "GSDMB" "ORMDL3"
## [11134] "PSMD3" "MED24" "THRA"
## [11137] "NR1D1" "MSL1" "CASC3"
## [11140] "RAPGEFL1" "WIPF2" "CDC6"
## [11143] "RARA" "CTD-2267D19.2" "TOP2A"
## [11146] "IGFBP4" "RP5-1028K7.2" "CCR7"
## [11149] "SMARCE1" "KRT10" "TMEM99"
## [11152] "KRT23" "JUP" "EIF1"
## [11155] "LEPREL4" "NT5C3B" "KLHL11"
## [11158] "ACLY" "CNP" "DNAJC7"
## [11161] "NKIRAS2" "DHX58" "KAT2A"
## [11164] "HSPB9" "RAB5C" "GHDC"
## [11167] "STAT5B" "STAT5A" "STAT3"
## [11170] "PTRF" "ATP6V0A1" "NAGLU"
## [11173] "HSD17B1" "RP11-400F19.6" "COASY"
## [11176] "MLX" "PSMC3IP" "FAM134C"
## [11179] "TUBG1" "TUBG2" "CCR10"
## [11182] "CTD-3193K9.4" "EZH1" "VPS25"
## [11185] "COA3" "CNTD1" "BECN1"
## [11188] "PSME3" "AARSD1" "RUNDC1"
## [11191] "RPL27" "IFI35" "VAT1"
## [11194] "BRCA1" "RP11-242D8.1" "NBR1"
## [11197] "TMEM106A" "LINC00910" "ARL4D"
## [11200] "DHX8" "MEOX1" "DUSP3"
## [11203] "RP11-527L4.5" "NAGS" "TMEM101"
## [11206] "LSM12" "G6PC3" "HDAC5"
## [11209] "ASB16-AS1" "TMUB2" "ATXN7L3"
## [11212] "UBTF" "RP5-882C2.2" "SLC25A39"
## [11215] "GRN" "ITGA2B" "GPATCH8"
## [11218] "FZD2" "CCDC43" "DBF4B"
## [11221] "EFTUD2" "DCAKD" "NMT1"
## [11224] "ACBD4" "HEXIM1" "AC002117.1"
## [11227] "HEXIM2" "CTD-2020K17.1" "FMNL1"
## [11230] "CTD-2020K17.4" "MAP3K14-AS1" "ARHGAP27"
## [11233] "PLEKHM1" "RP11-798G7.6" "KANSL1"
## [11236] "KANSL1-AS1" "ARL17B" "LRRC37A"
## [11239] "LRRC37A2" "ARL17A" "NSF"
## [11242] "GOSR2" "CDC27" "ITGB3"
## [11245] "EFCAB13" "NPEPPS" "RP11-580I16.2"
## [11248] "KPNB1" "TBKBP1" "TBX21"
## [11251] "OSBPL7" "MRPL10" "LRRC46"
## [11254] "SCRN2" "SP2" "PNPO"
## [11257] "CDK5RAP3" "COPZ2" "NFE2L1"
## [11260] "CBX1" "SNX11" "SKAP1"
## [11263] "RP11-456D7.1" "HOXB2" "HOXB-AS1"
## [11266] "HOXB3" "HOXB4" "CALCOCO2"
## [11269] "ATP5G1" "UBE2Z" "SNF8"
## [11272] "GNGT2" "ABI3" "ZNF652"
## [11275] "PHB" "RP11-1079K10.4" "SPOP"
## [11278] "SLC35B1" "FAM117A" "KAT7"
## [11281] "ITGA3" "PDK2" "SAMD14"
## [11284] "PPP1R9B" "SGCA" "XYLT2"
## [11287] "MRPL27" "LRRC59" "ACSF2"
## [11290] "RSAD1" "MYCBPAP" "SPATA20"
## [11293] "ABCC3" "ANKRD40" "RP11-294J22.6"
## [11296] "LUC7L3" "TOB1" "RP11-700H6.1"
## [11299] "SPAG9" "NME1" "NME1-NME2"
## [11302] "NME2" "MBTD1" "UTP18"
## [11305] "COX11" "STXBP4" "MMD"
## [11308] "PCTP" "NOG" "C17orf67"
## [11311] "DGKE" "TRIM25" "COIL"
## [11314] "SCPEP1" "RP11-166P13.3" "AKAP1"
## [11317] "RP11-166P13.4" "MSI2" "MRPS23"
## [11320] "CUEDC1" "VEZF1" "RP11-159D12.5"
## [11323] "RP11-159D12.2" "SRSF1" "DYNLL2"
## [11326] "MKS1" "MPO" "BZRAP1"
## [11329] "BZRAP1-AS1" "MIR142" "SUPT4H1"
## [11332] "RNF43" "HSF5" "MTMR4"
## [11335] "SEPT4" "TEX14" "RAD51C"
## [11338] "TRIM37" "AC099850.1" "SKA2"
## [11341] "PRR11" "SMG8" "GDPD1"
## [11344] "YPEL2" "DHX40" "CLTC"
## [11347] "PTRH2" "VMP1" "TUBD1"
## [11350] "RPS6KB1" "RNFT1" "RP11-178C3.2"
## [11353] "HEATR6" "CTD-2319I12.2" "USP32"
## [11356] "APPBP2" "PPM1D" "BCAS3"
## [11359] "NACA2" "INTS2" "MED13"
## [11362] "METTL2A" "TLK2" "TANC2"
## [11365] "CYB561" "ACE" "DCAF7"
## [11368] "TACO1" "MAP3K3" "LIMD2"
## [11371] "STRADA" "CCDC47" "DDX42"
## [11374] "FTSJ3" "PSMC5" "SMARCD2"
## [11377] "CD79B" "C17orf72" "ICAM2"
## [11380] "ERN1" "SNORA76" "TEX2"
## [11383] "MILR1" "POLG2" "DDX5"
## [11386] "CEP95" "SMURF2" "GNA13"
## [11389] "RP11-160O5.1" "RGS9" "AXIN2"
## [11392] "CEP112" "PRKCA" "HELZ"
## [11395] "RP11-401F2.3" "PSMD12" "PITPNC1"
## [11398] "NOL11" "BPTF" "C17orf58"
## [11401] "KPNA2" "RP11-147L13.2" "AMZ2"
## [11404] "ARSG" "SLC16A6" "WIPI1"
## [11407] "PRKAR1A" "ABCA5" "MAP2K6"
## [11410] "LINC00511" "SLC39A11" "COG1"
## [11413] "FAM104A" "C17orf80" "CDC42EP4"
## [11416] "SDK2" "RPL38" "CTD-2514K5.2"
## [11419] "TTYH2" "KIF19" "GPRC5C"
## [11422] "CD300A" "CD300LB" "CD300C"
## [11425] "CTD-2006K23.1" "CD300E" "RAB37"
## [11428] "CTD-2006K23.2" "CD300LF" "MIR3615"
## [11431] "SLC9A3R1" "NAT9" "TMEM104"
## [11434] "FDXR" "HID1" "ICT1"
## [11437] "KCTD2" "ATP5H" "SLC16A5"
## [11440] "ARMC7" "NT5C" "HN1"
## [11443] "SUMO2" "NUP85" "GGA3"
## [11446] "MRPS7" "MIF4GD" "SLC25A19"
## [11449] "GRB2" "KIAA0195" "TSEN54"
## [11452] "LLGL2" "MYO15B" "RECQL5"
## [11455] "SMIM5" "SAP30BP" "GALK1"
## [11458] "H3F3B" "UNK" "UNC13D"
## [11461] "WBP2" "TRIM47" "TRIM65"
## [11464] "MRPL38" "FBF1" "ACOX1"
## [11467] "TEN1" "CDK3" "SRP68"
## [11470] "ZACN" "GALR2" "EXOC7"
## [11473] "RNF157-AS1" "RNF157" "UBALD2"
## [11476] "QRICH2" "PRPSAP1" "SPHK1"
## [11479] "UBE2O" "RHBDF2" "PRCD"
## [11482] "ST6GALNAC2" "ST6GALNAC1" "RP11-318A15.2"
## [11485] "MXRA7" "JMJD6" "METTL23"
## [11488] "SRSF2" "MFSD11" "SEC14L1"
## [11491] "SEPT9" "RP11-936I5.1" "FLJ45079"
## [11494] "TNRC6C" "TMC6" "TMC8"
## [11497] "SYNGR2" "TK1" "AFMID"
## [11500] "BIRC5" "AC061992.2" "SOCS3"
## [11503] "PGS1" "CYTH1" "USP36"
## [11506] "TIMP2" "LGALS3BP" "CANT1"
## [11509] "ENGASE" "CBX2" "CBX8"
## [11512] "CBX4" "GAA" "EIF4A3"
## [11515] "RP11-334C17.5" "SGSH" "SLC26A11"
## [11518] "RNF213" "CTD-2047H16.4" "ENDOV"
## [11521] "RPTOR" "CHMP6" "BAIAP2-AS1"
## [11524] "BAIAP2" "AATK" "AZI1"
## [11527] "ENTHD2" "C17orf89" "SLC38A10"
## [11530] "LINC00482" "TMEM105" "RP11-1055B8.4"
## [11533] "RP11-1055B8.7" "ACTG1" "C17orf70"
## [11536] "NPLOC4" "PDE6G" "OXLD1"
## [11539] "CCDC137" "ARL16" "HGS"
## [11542] "RP13-1032I1.7" "MRPL12" "SLC25A10.1"
## [11545] "FAM195B" "P4HB" "RP11-498C9.2"
## [11548] "RP11-498C9.3" "ARHGDIA" "RP11-498C9.15"
## [11551] "ALYREF" "ANAPC11" "PCYT2"
## [11554] "SIRT7" "MAFG" "PYCR1"
## [11557] "ASPSCR1" "STRA13" "LRRC45"
## [11560] "RAC3" "DCXR" "RFNG"
## [11563] "GPS1" "DUS1L" "FASN"
## [11566] "CCDC57" "SLC16A3" "CSNK1D"
## [11569] "AC132872.2" "RP13-516M14.4" "RP13-516M14.1"
## [11572] "CD7" "SECTM1" "OGFOD3"
## [11575] "HEXDC" "C17orf62" "NARF"
## [11578] "FOXK2" "RP13-638C3.4" "WDR45B"
## [11581] "RAB40B" "FN3KRP" "FN3K"
## [11584] "TBCD" "B3GNTL1" "METRNL"
## [11587] "USP14" "THOC1" "RP11-705O1.8"
## [11590] "TYMS" "ENOSF1" "YES1"
## [11593] "RP11-672L10.6" "METTL4" "NDC80"
## [11596] "SMCHD1" "EMILIN2" "LPIN2"
## [11599] "MYOM1" "RP13-270P17.3" "MYL12A"
## [11602] "RP13-270P17.1" "MYL12B" "TGIF1"
## [11605] "DLGAP1-AS1" "DLGAP1-AS2" "LINC00667"
## [11608] "LINC00526" "ZBTB14" "EPB41L3"
## [11611] "L3MBTL4" "PTPRM" "RAB12"
## [11614] "NDUFV2" "RP11-143J12.2" "ANKRD12"
## [11617] "TWSG1" "RALBP1" "PPP4R1"
## [11620] "RAB31" "VAPA" "NAPG"
## [11623] "GNAL" "CHMP1B" "RP11-78A19.3"
## [11626] "MPPE1" "RP11-820I16.4" "IMPA2"
## [11629] "TUBB6" "AFG3L2" "SPIRE1"
## [11632] "PSMG2" "CEP76" "RP11-973H7.4"
## [11635] "RP11-973H7.1" "PTPN2" "SEH1L"
## [11638] "CEP192" "LDLRAD4" "FAM210A"
## [11641] "RNMT" "ZNF519" "CYP4F35P"
## [11644] "ROCK1" "ESCO1" "SNRPD1"
## [11647] "ABHD3" "MIB1" "RP11-535A5.1"
## [11650] "RBBP8" "CABLES1" "TMEM241"
## [11653] "RIOK3" "C18orf8" "NPC1"
## [11656] "RP11-403A21.1" "TTC39C" "RP11-403A21.2"
## [11659] "OSBPL1A" "IMPACT" "SS18"
## [11662] "PSMA8" "TAF4B" "KCTD1"
## [11665] "DSC2" "B4GALT6" "TRAPPC8"
## [11668] "RP11-326K13.4" "RNF125" "RP11-53I6.3"
## [11671] "RNF138" "KLHL14" "DTNA"
## [11674] "MAPRE2" "ZNF397" "ZSCAN30"
## [11677] "ZNF24" "ZNF396" "INO80C"
## [11680] "GALNT1" "RP11-873E20.1" "C18orf21"
## [11683] "RPRD1A" "SLC39A6" "ELP2"
## [11686] "TPGS2" "KIAA1328" "PIK3C3"
## [11689] "SETBP1" "SLC14A2" "SLC14A1"
## [11692] "EPG5" "PSTPIP2" "ATP5A1"
## [11695] "HAUS1" "C18orf25" "RNF165"
## [11698] "PIAS2" "HDHD2" "IER3IP1.1"
## [11701] "SMAD2" "CTIF" "SMAD7"
## [11704] "DYM" "C18orf32" "RPL17"
## [11707] "ACAA2" "MBD1" "CXXC1"
## [11710] "SKA1" "ME2" "ELAC1"
## [11713] "SMAD4" "MEX3C" "MBD2"
## [11716] "POLI" "RAB27B" "TCF4"
## [11719] "TXNL1" "WDR7" "FECH"
## [11722] "NARS" "RP11-35G9.3" "ATP8B1"
## [11725] "NEDD4L" "RP11-1151B14.4" "MALT1"
## [11728] "RP11-108P20.1" "ZNF532" "SEC11C"
## [11731] "LMAN1" "PMAIP1" "CDH20"
## [11734] "RP11-879F14.2" "PIGN" "KIAA1468"
## [11737] "TNFRSF11A" "ZCCHC2" "PHLPP1"
## [11740] "BCL2" "KDSR" "RP11-635N19.1"
## [11743] "VPS4B" "SERPINB2" "SERPINB8"
## [11746] "DSEL" "TMX3" "CCDC102B"
## [11749] "DOK6" "CD226" "RTTN"
## [11752] "SOCS6" "GTSCR1" "TIMM21"
## [11755] "CYB5A" "CNDP2" "LINC00909"
## [11758] "ZNF407" "ZADH2" "TSHZ1"
## [11761] "ZNF516" "RP11-17M16.1" "RP11-162A12.2"
## [11764] "ZNF236" "RP11-862L9.3" "MBP"
## [11767] "ATP9B" "NFATC1" "CTDP1"
## [11770] "PQLC1" "HSBP1L1" "TXNL4A"
## [11773] "RBFA" "ADNP2" "AC139100.2"
## [11776] "C20orf96" "ZCCHC3" "RP5-1103G7.4"
## [11779] "SOX12" "TRIB3" "RBCK1"
## [11782] "TBC1D20" "CSNK2A1" "SRXN1"
## [11785] "FAM110A" "PSMF1" "SNPH"
## [11788] "SDCBP2" "SDCBP2-AS1" "RP11-314N13.3"
## [11791] "FKBP1A" "NSFL1C" "SIRPB2"
## [11794] "SIRPD" "SIRPB1" "SIRPG"
## [11797] "SIRPA" "RP4-684O24.5" "STK35"
## [11800] "RP11-128M1.1" "SNRPB" "ZNF343"
## [11803] "NOP56" "IDH3B" "PCED1A"
## [11806] "VPS16" "PTPRA" "MRPS26"
## [11809] "OXT" "UBOX5" "FASTKD5"
## [11812] "DDRGK1" "ITPA" "C20orf194"
## [11815] "ATRN" "SIGLEC1" "C20orf27"
## [11818] "CENPB" "CDC25B" "AP5S1"
## [11821] "MAVS" "RP11-119B16.2" "PANK2"
## [11824] "RNF24" "SMOX" "PRNP"
## [11827] "RASSF2" "SLC23A2" "TMEM230"
## [11830] "PCNA" "CDS2" "GPCPD1"
## [11833] "C20orf196" "CHGB" "TRMT6"
## [11836] "MCM8" "CRLS1" "TMX4"
## [11839] "PLCB1" "LAMP5" "ANKEF1"
## [11842] "MKKS" "SLX4IP" "BTBD3"
## [11845] "SPTLC3" "TASP1" "ESF1"
## [11848] "NDUFAF5" "MACROD2" "KIF16B"
## [11851] "SNRPB2" "BFSP1" "DSTN"
## [11854] "RRBP1" "SNX5" "MGME1"
## [11857] "PET117" "CSRP2BP" "ZNF133"
## [11860] "DZANK1" "POLR3F" "RBBP9"
## [11863] "SEC23B" "LINC00493" "DTD1"
## [11866] "RP5-1068E13.7" "RIN2" "NAA20"
## [11869] "CRNKL1" "RALGAPA2" "XRN2"
## [11872] "THBD" "CD93" "LINC00656"
## [11875] "NXT1" "RP3-322G13.5" "GZF1"
## [11878] "NAPB" "CST3" "CST7"
## [11881] "APMAP" "ACSS1" "ENTPD6"
## [11884] "PYGB" "ABHD12" "NANP"
## [11887] "ZNF337-AS1" "ZNF337" "RP4-610C12.3"
## [11890] "FRG1B" "HM13" "ID1"
## [11893] "BCL2L1" "RP11-243J16.7" "TPX2"
## [11896] "PDRG1" "HCK" "TM9SF4"
## [11899] "PLAGL2" "POFUT1" "KIF3B"
## [11902] "ASXL1" "C20orf112" "COMMD7"
## [11905] "MAPRE1" "RP5-1085F17.3" "CDK5RAP1"
## [11908] "SNTA1" "CBFA2T2" "NECAB3"
## [11911] "ACTL10" "E2F1" "PXMP4"
## [11914] "ZNF341" "CHMP4B" "RP5-1125A11.1"
## [11917] "RALY" "EIF2S2" "AHCY"
## [11920] "ITCH" "DYNLRB1" "MAP1LC3A"
## [11923] "PIGU" "NCOA6" "TP53INP2"
## [11926] "GGT7" "ACSS2" "GSS"
## [11929] "TRPC4AP" "EDEM2" "PROCR"
## [11932] "MMP24-AS1" "EIF6" "UQCC1"
## [11935] "CEP250" "RP3-477O4.14" "RP3-477O4.16"
## [11938] "ERGIC3" "SPAG4" "CPNE1"
## [11941] "RBM12" "NFS1" "ROMO1"
## [11944] "RBM39" "PHF20" "SCAND1"
## [11947] "LINC00657" "AAR2" "DLGAP4"
## [11950] "MYL9" "TGIF2" "C20orf24"
## [11953] "SLA2" "NDRG3" "DSN1"
## [11956] "SOGA1" "TLDC2" "SAMHD1"
## [11959] "RBL1" "RBL1.1" "RPN2"
## [11962] "MANBAL" "SRC" "BLCAP"
## [11965] "CTNNBL1" "TTI1" "RPRD1B"
## [11968] "TGM2" "RALGAPB" "ACTR5"
## [11971] "PPP1R16B" "DHX35" "MAFB"
## [11974] "TOP1" "PLCG1" "ZHX3"
## [11977] "CHD6" "SRSF6" "L3MBTL1"
## [11980] "IFT52" "MYBL2" "TOX2"
## [11983] "OSER1" "OSER1-AS1" "FITM2"
## [11986] "TTPAL" "SERINC3" "PKIG"
## [11989] "ADA" "RP11-445H22.3" "YWHAB"
## [11992] "PABPC1L" "TOMM34" "STK4"
## [11995] "SYS1" "PIGT" "DNTTIP1"
## [11998] "UBE2C" "TNNC2" "SNX21"
## [12001] "ACOT8" "ZSWIM3" "ZSWIM1"
## [12004] "CTSA" "PLTP" "PCIF1"
## [12007] "ZNF335" "MMP9" "SLC12A5"
## [12010] "NCOA5" "CD40" "SLC35C2"
## [12013] "ELMO2" "TP53RK" "ZMYND8"
## [12016] "NCOA3" "SULF2" "LINC00494"
## [12019] "PREX1" "ARFGEF2" "CSE1L"
## [12022] "STAU1" "DDX27" "ZNFX1"
## [12025] "ZFAS1" "B4GALT5" "SLC9A8"
## [12028] "SPATA2" "RNF114" "SNAI1"
## [12031] "UBE2V1" "TMEM189" "CEBPB"
## [12034] "RP11-290F20.3" "PTPN1" "FAM65C"
## [12037] "PARD6B" "BCAS4" "ADNP"
## [12040] "RP5-914P20.5" "DPM1" "MOCS3"
## [12043] "KCNG1" "NFATC2" "ATP9A"
## [12046] "ZFP64" "TSHZ2" "ZNF217"
## [12049] "PFDN4" "FAM210B" "AURKA"
## [12052] "CSTF1" "CASS4" "RTFDC1"
## [12055] "FAM209A" "RAE1" "RP4-800J21.3"
## [12058] "RBM38" "ZBP1" "PMEPA1"
## [12061] "PPP4R1L" "RAB22A" "VAPB"
## [12064] "STX16" "STX16-NPEPL1" "NPEPL1"
## [12067] "GNAS" "NELFCD" "CTSZ"
## [12070] "TUBB1" "ATP5E" "SLMO2"
## [12073] "ZNF831" "SYCP2" "FAM217B"
## [12076] "PPP1R3D" "CDH26" "C20orf197"
## [12079] "RP5-1043L13.1" "RP11-429E11.3" "TAF4"
## [12082] "LSM14B" "PSMA7" "SS18L1"
## [12085] "MTG2" "OSBPL2" "ADRM1"
## [12088] "LAMA5" "RPS21" "CABLES2"
## [12091] "SLCO4A1" "MRGBP" "OGFR"
## [12094] "COL9A3" "TCFL5" "DIDO1"
## [12097] "GID8" "SLC17A9" "HAR1B"
## [12100] "HAR1A" "YTHDF1" "ARFGAP1"
## [12103] "PPDPF" "PTK6" "HELZ2"
## [12106] "GMEB2" "CTD-3184A7.4" "STMN3"
## [12109] "RTEL1-TNFRSF6B" "ARFRP1" "ZGPAT"
## [12112] "RP4-583P15.15" "LIME1" "SLC2A4RG"
## [12115] "RP4-583P15.10" "ABHD16B" "TPD52L2"
## [12118] "DNAJC5" "UCKL1" "ZNF512B"
## [12121] "SAMD10" "PRPF6" "LINC00176"
## [12124] "TCEA2" "RGS19" "OPRL1"
## [12127] "C20orf201" "PCMTD2" "MIER2"
## [12130] "MADCAM1" "TPGS1" "CDC34"
## [12133] "GZMM" "AC009005.2" "BSG"
## [12136] "POLRMT" "RNF126" "FSTL3"
## [12139] "PRSS57" "PTBP1" "AZU1"
## [12142] "ELANE" "CFD" "MED16"
## [12145] "R3HDM4" "KISS1R" "ARID3A"
## [12148] "WDR18" "TMEM259" "CNN2"
## [12151] "AC011558.5" "ABCA7" "HMHA1"
## [12154] "POLR2E" "GPX4" "SBNO2"
## [12157] "STK11" "ATP5D" "MIDN"
## [12160] "CIRBP" "C19orf24" "MUM1"
## [12163] "NDUFS7" "GAMT" "DAZAP1"
## [12166] "RPS15" "AC027307.3" "C19orf25"
## [12169] "PCSK4" "REEP6" "ADAMTSL5"
## [12172] "MBD3" "UQCR11.1" "TCF3"
## [12175] "ATP8B3" "REXO1" "KLF16"
## [12178] "CTB-31O20.2" "ABHD17A" "SCAMP4"
## [12181] "ADAT3" "CSNK1G2" "BTBD2"
## [12184] "AC005306.3" "MKNK2" "MOB3A"
## [12187] "IZUMO4" "AP3D1" "DOT1L"
## [12190] "PLEKHJ1" "SF3A2" "JSRP1"
## [12193] "OAZ1" "C19orf35" "LINGO3"
## [12196] "LSM7" "TIMM13" "LMNB2"
## [12199] "GADD45B" "GNG7" "DIRAS1"
## [12202] "SLC39A3" "SGTA" "THOP1"
## [12205] "ZNF554" "ZNF555" "ZNF57"
## [12208] "ZNF77" "TLE2" "AC005944.2"
## [12211] "AES" "GNA11" "GNA15"
## [12214] "S1PR4" "NCLN" "NFIC"
## [12217] "C19orf77" "DOHH" "FZR1"
## [12220] "MFSD12" "HMG20B" "TBXA2R"
## [12223] "CACTIN" "PIP5K1C" "TJP3"
## [12226] "APBA3" "MRPL54" "MATK"
## [12229] "ZFR2" "DAPK3" "EEF2"
## [12232] "PIAS4" "AC016586.1" "ZBTB7A"
## [12235] "MAP2K2" "SIRT6" "EBI3"
## [12238] "CCDC94" "TMIGD2" "FSD1"
## [12241] "STAP2" "MPND" "SH3GL1"
## [12244] "CHAF1A" "UBXN6" "HDGFRP2"
## [12247] "PLIN5" "LRG1" "SEMA6B"
## [12250] "TNFAIP8L1" "C19orf10" "DPP9"
## [12253] "FEM1A" "AC005523.2" "TICAM1"
## [12256] "CTC-518P12.6" "PLIN3" "ARRDC5"
## [12259] "KDM4B" "SAFB2" "SAFB"
## [12262] "RPL36" "C19orf70" "HSD11B1L"
## [12265] "LONP1" "PRR22" "DUS3L"
## [12268] "AC024592.12" "NDUFA11" "VMAC"
## [12271] "AC104532.4" "CAPS" "RANBP3"
## [12274] "RFX2" "CTC-503J8.6" "CLPP"
## [12277] "ALKBH7" "PSPN" "GTF2F1"
## [12280] "KHSRP" "SLC25A23" "CRB3"
## [12283] "DENND1C" "TUBB4A" "CD70"
## [12286] "TNFSF14" "C3" "GPR108"
## [12289] "TRIP10" "SH2D3A" "VAV1"
## [12292] "EMR1" "ZNF557" "INSR"
## [12295] "CTB-133G6.1" "CTB-133G6.2" "ARHGEF18"
## [12298] "PEX11G" "ZNF358" "MCOLN1"
## [12301] "PNPLA6" "XAB2" "PET100"
## [12304] "CTD-3214H19.4" "PCP2" "STXBP2"
## [12307] "RETN" "C19orf59" "TRAPPC5"
## [12310] "FCER2" "CLEC4G" "EVI5L"
## [12313] "MAP2K7" "TGFBR3L" "SNAPC2"
## [12316] "TIMM44" "ELAVL1" "CTD-2325M2.1"
## [12319] "CERS4" "CD320" "NDUFA7.1"
## [12322] "RPS28" "KANK3" "RAB11B-AS1"
## [12325] "RAB11B" "MARCH2" "HNRNPM"
## [12328] "PRAM1" "ZNF414" "MYO1F"
## [12331] "ADAMTS10" "ZNF558" "ZNF317"
## [12334] "ZNF699" "ZNF559" "ZNF266"
## [12337] "ZNF426" "ZNF121" "ZNF561"
## [12340] "C19orf82" "ZNF562" "ZNF846"
## [12343] "FBXL12" "UBL5" "CTD-2623N2.11"
## [12346] "PIN1" "OLFM2" "C19orf66"
## [12349] "ANGPTL6" "PPAN" "P2RY11"
## [12352] "EIF3G" "DNMT1" "CTD-2369P2.2"
## [12355] "MRPL4" "ICAM1" "ICAM4"
## [12358] "ZGLP1" "FDX1L" "RAVER1"
## [12361] "ICAM3" "TYK2" "CDC37"
## [12364] "PDE4A" "KEAP1" "S1PR5"
## [12367] "ATG4D" "KRI1" "CDKN2D"
## [12370] "SLC44A2" "ILF3-AS1" "ILF3"
## [12373] "QTRT1" "DNM2" "TMED1"
## [12376] "C19orf38" "CARM1" "YIPF2"
## [12379] "C19orf52" "SMARCA4" "LDLR"
## [12382] "RAB3D" "TMEM205" "CCDC159"
## [12385] "DKFZP761J1410" "SWSAP1" "EPOR"
## [12388] "CCDC151" "PRKCSH" "ZNF653"
## [12391] "ECSIT" "ELOF1" "ZNF627"
## [12394] "ACP5" "ZNF823" "ZNF441"
## [12397] "ZNF440" "ZNF439" "ZNF69"
## [12400] "ZNF700" "ZNF763" "ZNF433"
## [12403] "ZNF844" "ZNF625" "ZNF136"
## [12406] "CTD-2666L21.1" "ZNF44" "ZNF563"
## [12409] "ZNF442" "ZNF799" "ZNF443"
## [12412] "ZNF709" "ZNF564" "ZNF490"
## [12415] "ZNF791" "CTD-2192J16.22" "MAN2B1"
## [12418] "WDR83" "WDR83OS" "DHPS"
## [12421] "FBXW9" "TNPO2" "C19orf43"
## [12424] "ASNA1" "HOOK2" "CTD-2659N19.9"
## [12427] "JUNB" "PRDX2" "RNASEH2A"
## [12430] "DNASE2" "GCDH" "FARSA"
## [12433] "CALR" "CTC-425F1.4" "RAD23A"
## [12436] "GADD45GIP1" "NFIX" "LYL1"
## [12439] "TRMT1" "NACC1" "STX10"
## [12442] "IER2" "CTC-250I14.6" "CACNA1A"
## [12445] "CCDC130" "MRI1" "C19orf53"
## [12448] "ZSWIM4" "MIR24-2" "CC2D1A"
## [12451] "DCAF15" "RFX1" "CTB-55O6.4"
## [12454] "IL27RA" "hsa-mir-1199" "SAMD1"
## [12457] "PRKACA" "ASF1B" "CTB-55O6.12"
## [12460] "LPHN1" "CD97" "DDX39A"
## [12463] "PKN1" "GIPC1" "DNAJB1"
## [12466] "TECR" "NDUFB7" "CLEC17A"
## [12469] "EMR3" "ZNF333" "EMR2"
## [12472] "ILVBL" "EPHX3" "AC004257.3"
## [12475] "BRD4" "AKAP8" "AKAP8L"
## [12478] "WIZ" "RASAL3" "PGLYRP2"
## [12481] "CYP4F22" "TPM4" "RAB8A"
## [12484] "CTD-2231E14.8" "HSH2D" "FAM32A"
## [12487] "AP1M1" "CTD-2562J15.6" "KLF2"
## [12490] "EPS15L1" "C19orf44" "CHERP"
## [12493] "SLC35E1" "MED26" "SMIM7"
## [12496] "TMEM38A" "SIN3B" "CPAMD8"
## [12499] "HAUS8" "MYO9B" "USE1"
## [12502] "OCEL1" "NR2F6" "BABAM1"
## [12505] "ANKLE1" "ABHD8" "MRPL34"
## [12508] "DDA1" "GTPBP3" "PLVAP"
## [12511] "BST2" "CTD-2521M24.9" "MVB12A"
## [12514] "SLC27A1" "CTD-3131K8.2" "PGLS"
## [12517] "FAM129C" "COLGALT1" "MAP1S"
## [12520] "FCHO1" "INSL3" "JAK3"
## [12523] "RPL18A" "CCDC124" "KCNN1"
## [12526] "ARRDC2" "IL12RB1" "MAST3"
## [12529] "PIK3R2" "IFI30" "MPV17L2"
## [12532] "RAB3A" "PDE4C" "KIAA1683"
## [12535] "JUND" "LSM4" "PGPEP1"
## [12538] "LRRC25" "SSBP4" "ISYNA1"
## [12541] "ELL" "FKBP8" "KXD1"
## [12544] "AC005253.2" "AC005253.4" "UBA52"
## [12547] "C19orf60" "KLHL26" "CRTC1"
## [12550] "UPF1" "COPE" "DDX49"
## [12553] "HOMER3" "AC005932.1" "SUGP2"
## [12556] "AC004447.2" "ARMC6" "SLC25A42"
## [12559] "TMEM161A" "MEF2BNB-MEF2B" "MEF2BNB"
## [12562] "RFXANK" "NR2C2AP" "SUGP1"
## [12565] "MAU2" "GATAD2A" "TSSK6"
## [12568] "NDUFA13" "PBX4" "LPAR2"
## [12571] "GMIP" "ATP13A1" "ZNF101"
## [12574] "ZNF14" "LINC00663" "ZNF506"
## [12577] "ZNF253" "ZNF93" "ZNF682"
## [12580] "ZNF90" "CTC-260E6.6" "ZNF486"
## [12583] "ZNF737" "ZNF626" "ZNF85"
## [12586] "ZNF430" "ZNF714" "ZNF431"
## [12589] "ZNF708" "ZNF738" "ZNF493"
## [12592] "ZNF429" "ZNF100" "ZNF43"
## [12595] "ZNF208" "ZNF257" "ZNF492"
## [12598] "ZNF724P" "RP11-15H20.7" "ZNF91"
## [12601] "ZNF675" "ZNF681" "RPSAP58"
## [12604] "ZNF726" "CTD-2017D11.1" "ZNF254"
## [12607] "LINC00662" "CTC-459F4.3" "UQCRFS1"
## [12610] "CTB-32O4.2" "POP4" "PLEKHF1"
## [12613] "C19orf12" "CCNE1" "URI1"
## [12616] "ZNF507" "DPY19L3" "PDCD5"
## [12619] "ANKRD27" "CTD-2538C1.2" "NUDT19"
## [12622] "CTD-2085J24.4" "CEP89" "C19orf40"
## [12625] "GPATCH1" "LRP3" "CEBPA"
## [12628] "CEBPA-AS1" "CEBPG" "PEPD"
## [12631] "KCTD15" "LSM14A" "KIAA0355"
## [12634] "GPI" "PDCD2L" "UBA2"
## [12637] "SCGB1B2P" "ZNF302" "ZNF181"
## [12640] "ZNF599" "CTC-523E23.1" "CTC-523E23.11"
## [12643] "ZNF30" "ZNF792" "GRAMD1A"
## [12646] "SCN1B" "FXYD1" "FXYD7"
## [12649] "FXYD5" "LSR" "USF2"
## [12652] "CD22" "FFAR3" "GPR42"
## [12655] "FFAR2" "DMKN" "AD000090.2"
## [12658] "TMEM147" "HAUS5" "RBM42"
## [12661] "ETV2" "COX6B1" "ZBTB32"
## [12664] "KMT2B" "IGFLR1" "AD000671.6"
## [12667] "U2AF1L4" "PSENEN" "LIN37"
## [12670] "C19orf55" "ARHGAP33" "NFKBID"
## [12673] "HCST" "TYROBP" "LRFN3"
## [12676] "SDHAF1" "ALKBH6" "AC002116.7"
## [12679] "THAP8" "WDR62" "POLR2I"
## [12682] "TBCB" "CAPNS1" "ZNF565"
## [12685] "ZNF146" "LINC00665" "ZFP14"
## [12688] "ZFP82" "ZNF566" "CTD-2630F21.1"
## [12691] "ZNF260" "ZNF529" "AC092295.7"
## [12694] "ZNF382" "ZNF461" "AC074138.3"
## [12697] "ZNF567" "CTD-2162K18.4" "CTD-2162K18.5"
## [12700] "ZNF790" "ZNF345" "ZNF829"
## [12703] "ZNF568" "ZNF420" "CTC-454I21.3"
## [12706] "ZNF585A" "ZNF585B" "ZNF383"
## [12709] "HKR1" "ZNF527" "ZNF569"
## [12712] "ZNF570" "CTD-2086O20.3" "CTD-3064H18.1"
## [12715] "ZNF793" "ZNF571-AS1" "ZNF540"
## [12718] "ZNF571" "ZFP30" "ZNF781"
## [12721] "ZNF573" "SIPA1L3" "SPINT2"
## [12724] "PPP1R14A" "CTB-102L5.4" "C19orf33"
## [12727] "YIF1B" "KCNK6" "AC026806.2"
## [12730] "CATSPERG" "PSMD8" "FAM98C"
## [12733] "RASGRP4" "RYR1" "MAP4K1"
## [12736] "EIF3K" "ACTN4" "CAPN12"
## [12739] "CTD-2540F13.2" "LGALS4" "ECH1"
## [12742] "HNRNPL" "RINL" "SIRT2"
## [12745] "NFKBIB" "SARS2" "MRPS12"
## [12748] "PAPL" "PAK4" "IFNL1"
## [12751] "LRFN1" "GMFG" "CTC-246B18.10"
## [12754] "SAMD4B" "PAF1" "MED29"
## [12757] "ZFP36" "PLEKHG2" "RPS16"
## [12760] "SUPT5H" "TIMM50" "DLL3"
## [12763] "EID2B" "EID2" "DYRK1B"
## [12766] "FBL" "FCGBP" "PSMC4"
## [12769] "ZNF546" "ZNF780B" "ZNF780A"
## [12772] "MAP3K10" "AKT2" "C19orf47"
## [12775] "PLD3" "SERTAD1" "SERTAD3"
## [12778] "BLVRB" "SHKBP1" "LTBP4"
## [12781] "NUMBL" "ADCK4" "ITPKC"
## [12784] "C19orf54" "SNRPA" "RAB4B"
## [12787] "EGLN2" "CYP2S1" "AXL"
## [12790] "HNRNPUL1" "TGFB1" "CCDC97"
## [12793] "TMEM91" "B9D2" "BCKDHA"
## [12796] "EXOSC5" "B3GNT8" "ATP5SL"
## [12799] "AC006129.1" "AC006129.4" "AC006129.2"
## [12802] "CEACAM21" "CEACAM4" "CEACAM3"
## [12805] "RPS19" "CD79A" "ARHGEF1"
## [12808] "RABAC1" "ATP1A3" "ZNF574"
## [12811] "POU2F2" "CTC-378H22.1" "CTC-378H22.2"
## [12814] "DEDD2" "ZNF526" "GSK3A"
## [12817] "ERF" "CIC" "PAFAH1B3"
## [12820] "PRR19" "MEGF8" "CNFN"
## [12823] "LIPE-AS1" "LIPE" "CEACAM1"
## [12826] "LYPD3" "PHLDB3" "ETHE1"
## [12829] "ZNF575" "XRCC1" "PINLYP"
## [12832] "IRGQ" "ZNF576" "SRRM5"
## [12835] "ZNF428" "PLAUR" "SMG9"
## [12838] "KCNN4" "ZNF283" "ZNF404"
## [12841] "RP11-15A1.3" "ZNF45" "ZNF155"
## [12844] "RP11-15A1.7" "ZNF230" "ZNF222"
## [12847] "ZNF223.1" "ZNF284" "ZNF224"
## [12850] "ZNF225" "ZNF234" "ZNF226"
## [12853] "ZNF227" "ZNF235" "ZNF180"
## [12856] "PVR" "BCL3" "PVRL2"
## [12859] "CTB-129P6.4" "TOMM40" "CLPTM1"
## [12862] "RELB" "CLASRP" "ZNF296"
## [12865] "GEMIN7" "MARK4" "PPP1R37"
## [12868] "TRAPPC6A" "BLOC1S3" "CKM"
## [12871] "ERCC2" "PPP1R13L" "CD3EAP"
## [12874] "ERCC1" "FOSB" "PPM1N"
## [12877] "VASP" "OPA3" "EML2"
## [12880] "C19orf83" "GIPR" "SNRPD2"
## [12883] "FBXO46" "DMPK" "DMWD"
## [12886] "SYMPK" "IRF2BP1" "MYPOP"
## [12889] "CCDC61" "PPP5C" "PPP5D1"
## [12892] "CALM3" "CTB-12A17.3" "PTGIR"
## [12895] "PRKD2" "STRN4" "FKRP"
## [12898] "SLC1A5" "AP2S1" "ARHGAP35"
## [12901] "TMEM160" "ZC3H4" "SAE1"
## [12904] "BBC3" "CCDC9" "PRR24"
## [12907] "C5AR1" "C5AR2" "DHX34"
## [12910] "KPTN" "NAPA-AS1" "NAPA"
## [12913] "ZNF541" "CTD-2571L23.8" "GLTSCR1"
## [12916] "GLTSCR2" "SEPW1" "PLA2G4C"
## [12919] "LIG1" "C19orf68" "CARD8"
## [12922] "CTC-241F20.3" "EMP3" "TMEM143"
## [12925] "KDELR1" "GRWD1" "KCNJ14"
## [12928] "CYTH2" "CTC-273B12.10" "RPL18"
## [12931] "SPHK2" "DBP" "CA11"
## [12934] "MAMSTR" "RASIP1" "BCAT2"
## [12937] "HSD17B14" "PLEKHA4" "PPP1R15A"
## [12940] "TULP2" "NUCB1" "DHDH"
## [12943] "BAX" "FTL" "GYS1"
## [12946] "RUVBL2" "SNRNP70" "LIN7B"
## [12949] "C19orf73" "TRPM4" "SLC6A16"
## [12952] "CTC-301O7.4" "CD37" "PIH1D1"
## [12955] "ALDH16A1" "FLT3LG" "RPL13A"
## [12958] "RPS11" "FCGRT" "RCN3"
## [12961] "NOSIP" "PRRG2" "PRR12"
## [12964] "RRAS" "SCAF1" "IRF3"
## [12967] "BCL2L12" "PRMT1" "TSKS"
## [12970] "AP2A1" "FUZ" "MED25"
## [12973] "PTOV1-AS1" "PTOV1" "AC018766.4"
## [12976] "PNKP" "AKT1S1" "TBC1D17"
## [12979] "IL4I1" "NUP62" "ATF5"
## [12982] "VRK3" "ZNF473" "KCNC3"
## [12985] "NR1H2" "NAPSA" "POLD1"
## [12988] "SPIB" "EMC10" "CTD-2545M3.2"
## [12991] "JOSD2" "CLEC11A" "C19orf48"
## [12994] "KLK1" "CTU1" "SIGLEC9"
## [12997] "SIGLEC7" "CD33" "VSIG10L"
## [13000] "ETFB" "CLDND2" "NKG7"
## [13003] "LIM2" "SIGLEC10" "CTD-2616J11.2"
## [13006] "SIGLEC12" "ZNF175" "AC018755.1"
## [13009] "SIGLEC5" "SIGLEC14" "FPR1"
## [13012] "FPR2" "ZNF577" "ZNF649"
## [13015] "ZNF613" "ZNF350" "ZNF615"
## [13018] "ZNF614" "ZNF432" "ZNF841"
## [13021] "ZNF616" "ZNF836" "PPP2R1A"
## [13024] "ZNF766" "ZNF480" "ZNF880"
## [13027] "ZNF528" "ZNF578" "ZNF808"
## [13030] "ZNF701" "ZNF83" "ZNF611"
## [13033] "ZNF600" "ZNF28" "ZNF468"
## [13036] "ZNF320" "ZNF816" "ZNF160"
## [13039] "ZNF415" "ZNF347" "ZNF665"
## [13042] "ZNF677" "ZNF845" "ZNF525"
## [13045] "ZNF765" "ZNF813" "ZNF331"
## [13048] "NLRP12" "MYADM" "AC008440.5"
## [13051] "VSTM1" "OSCAR" "NDUFA3"
## [13054] "TFPT" "PRPF31" "CNOT3"
## [13057] "LENG1" "TMC4" "MBOAT7"
## [13060] "TSEN34" "CTD-3093M3.1" "RPS9"
## [13063] "LILRB3" "LILRA6" "LILRB2"
## [13066] "LILRA3" "LILRA5" "LILRA4"
## [13069] "CTD-2587H19.1" "LAIR1" "LENG8-AS1"
## [13072] "LENG8" "LENG9" "LAIR2"
## [13075] "LILRA2" "LILRB1" "LILRA1"
## [13078] "LILRB4" "KIR3DL1" "KIR2DL3"
## [13081] "KIR3DL2" "FCAR" "CTB-61M7.2"
## [13084] "NCR1" "NLRP2" "CTC-550B14.7"
## [13087] "GP6" "RDH13" "EPS8L1"
## [13090] "PPP1R12C" "TNNT1" "SYT5"
## [13093] "TMEM86B" "PPP6R1" "HSPBP1"
## [13096] "BRSK1" "TMEM150B" "SUV420H2"
## [13099] "COX6B2" "TMEM238" "RPL28"
## [13102] "UBE2S" "ISOC2" "ZNF628"
## [13105] "NAT14" "SSC5D" "ZNF579"
## [13108] "FIZ1" "ZNF524" "ZNF865"
## [13111] "ZNF784" "ZNF580" "ZNF581"
## [13114] "CCDC106" "U2AF2" "CTD-2537I9.12"
## [13117] "EPN1" "ZNF787" "ZNF444"
## [13120] "ZSCAN5A" "AC006116.20" "ZNF582"
## [13123] "ZNF582-AS1" "ZNF583" "ZNF667"
## [13126] "ZNF667-AS1" "ZFP28" "ZNF470"
## [13129] "ZNF71" "AC007228.5" "AC007228.9"
## [13132] "ZNF264" "AURKC" "ZNF805"
## [13135] "CTC-444N24.6" "ZNF460" "CTC-444N24.11"
## [13138] "ZNF543" "ZNF304" "ZNF547"
## [13141] "TRAPPC2P1" "ZNF548" "ZNF17"
## [13144] "ZNF749" "ZNF772" "ZNF419"
## [13147] "ZNF773" "ZNF549" "ZNF550"
## [13150] "ZNF416" "ZIK1" "ZNF530"
## [13153] "ZNF134" "ZNF211" "ZNF551"
## [13156] "ZNF154" "ZNF671" "ZNF776"
## [13159] "ZNF586" "ZNF552" "ZNF587B"
## [13162] "ZNF814" "ZNF587" "ZNF417"
## [13165] "ZNF418" "ZNF256" "C19orf18"
## [13168] "ZNF606" "CTD-2368P22.1" "ZNF135"
## [13171] "ZSCAN18" "ZNF329" "ZNF274"
## [13174] "ZNF544" "CTD-3138B18.5" "AC010642.1"
## [13177] "ZSCAN22" "A1BG" "A1BG-AS1"
## [13180] "ZNF837" "RPS5" "ZNF584"
## [13183] "CTD-2619J13.14" "ZNF324B" "ZNF324"
## [13186] "ZNF446" "SLC27A5" "ZBTB45"
## [13189] "TRIM28" "CHMP2A" "UBE2M"
## [13192] "AC016629.8" "MZF1" "RPS4Y1"
## [13195] "ZFY" "TTTY15" "USP9Y"
## [13198] "DDX3Y" "UTY" "TMSB4Y"
## [13201] "NLGN4Y" "TTTY14" "KDM5D"
## [13204] "EIF1AY" "RPS4Y2" "TPTEP1"
## [13207] "IL17RA" "CECR6" "CECR5"
## [13210] "CECR5-AS1" "CECR1" "ATP6V1E1"
## [13213] "BCL2L13" "BID" "LINC00528"
## [13216] "MICAL3" "XXbac-B476C20.9" "PEX26"
## [13219] "TUBA8" "USP18" "DGCR6"
## [13222] "DGCR2" "DGCR14" "AC004463.6"
## [13225] "SLC25A1" "CLTCL1" "HIRA"
## [13228] "C22orf39" "MRPL40" "UFD1L"
## [13231] "CDC45" "CLDN5" "SEPT5"
## [13234] "GNB1L" "C22orf29" "TXNRD2"
## [13237] "COMT" "ARVCF" "TANGO2"
## [13240] "AC006547.15" "DGCR8" "TRMT2A"
## [13243] "RANBP1" "ZDHHC8" "RTN4R"
## [13246] "DGCR6L" "AC023490.1" "ZNF74"
## [13249] "SCARF2" "KLHL22" "MED15"
## [13252] "PI4KA" "SNAP29" "CRKL"
## [13255] "XXbac-B135H6.15" "AIFM3" "LZTR1"
## [13258] "XXbac-B135H6.18" "THAP7" "THAP7-AS1"
## [13261] "HIC2" "TMEM191C" "UBE2L3"
## [13264] "YDJC" "SDF2L1" "PPIL2"
## [13267] "YPEL1" "MAPK1" "PPM1F"
## [13270] "LL22NC03-86G7.1" "TOP3B" "VPREB1"
## [13273] "LL22NC03-2H8.5" "ZNF280B" "IGLL5"
## [13276] "GNAZ" "BCR" "C22orf43"
## [13279] "RGL4" "ZNF70" "VPREB3"
## [13282] "C22orf15" "CHCHD10" "MMP11"
## [13285] "SMARCB1" "DERL3" "SLC2A11"
## [13288] "MIF" "AP000350.4" "DDTL"
## [13291] "DDT" "GSTT1" "CABIN1"
## [13294] "SPECC1L" "ADORA2A" "ADORA2A-AS1"
## [13297] "GUCD1" "SNRPD3" "GGT1"
## [13300] "SGSM1" "KIAA1671" "LRP5L"
## [13303] "CTA-407F11.8" "ADRBK2" "SEZ6L"
## [13306] "ASPHD2" "HPS4" "SRRD"
## [13309] "TFIP11" "CTA-445C9.14" "CTA-445C9.15"
## [13312] "TPST2" "MIAT" "CTA-373H7.7"
## [13315] "CTA-211A9.5" "PITPNB" "TTC28"
## [13318] "CHEK2" "HSCB" "CCDC117"
## [13321] "XBP1" "CTA-292E10.6" "RHBDD3"
## [13324] "EWSR1" "GAS2L1" "AP1B1"
## [13327] "RFPL1S" "NEFH" "THOC5"
## [13330] "NIPSNAP1" "NF2" "CABP7"
## [13333] "ZMAT5" "UQCR10" "ASCC2"
## [13336] "MTMR3" "OSM" "GATSL3"
## [13339] "TBC1D10A" "SF3A1" "CCDC157"
## [13342] "SEC14L2" "MTFP1" "RP4-539M6.22"
## [13345] "PES1" "TCN2" "SLC35E4"
## [13348] "DUSP18" "MORC2-AS1" "MORC2"
## [13351] "TUG1" "SMTN" "SELM"
## [13354] "RNF185" "LIMK2" "PIK3IP1"
## [13357] "RP3-400N23.6" "PATZ1" "DRG1"
## [13360] "EIF4ENIF1" "SFI1" "PISD"
## [13363] "PRR14L" "DEPDC5" "YWHAH"
## [13366] "RFPL2" "RTCB" "FBXO7"
## [13369] "LARGE" "HMGXB4" "RP3-510H16.3"
## [13372] "TOM1" "HMOX1" "MCM5"
## [13375] "APOL6" "RBFOX2" "APOL3"
## [13378] "APOL2" "APOL1" "MYH9"
## [13381] "TXN2" "FOXRED2" "EIF3D"
## [13384] "IFT27" "PVALB" "NCF4"
## [13387] "CSF2RB" "TST" "MPST"
## [13390] "KCTD17" "IL2RB" "C1QTNF6"
## [13393] "SSTR3" "RAC2" "CYTH4"
## [13396] "MFNG" "CDC42EP1" "LGALS2"
## [13399] "GGA1" "SH3BP1" "LGALS1"
## [13402] "NOL12" "TRIOBP" "H1F0"
## [13405] "GCAT" "ANKRD54" "EIF3L"
## [13408] "MICALL1" "POLR2F" "PICK1"
## [13411] "PLA2G6" "MAFF" "TMEM184B"
## [13414] "CSNK1E" "DDX17" "DMC1"
## [13417] "CBY1" "TOMM22" "JOSD1"
## [13420] "GTPBP1" "SUN2" "RP3-508I15.19"
## [13423] "RP3-508I15.21" "RP3-508I15.22" "DNAL4"
## [13426] "NPTXR" "CBX6" "APOBEC3A"
## [13429] "APOBEC3B" "APOBEC3C" "APOBEC3D"
## [13432] "APOBEC3F" "APOBEC3G" "APOBEC3H"
## [13435] "CBX7" "PDGFB" "RPL3"
## [13438] "SYNGR1" "TAB1" "MIEF1"
## [13441] "ATF4" "RPS19BP1" "CACNA1I"
## [13444] "GRAP2" "TNRC6B" "ADSL"
## [13447] "SGSM3" "RP5-1042K10.10" "MKL1"
## [13450] "SLC25A17" "ST13" "XPNPEP3"
## [13453] "RBX1" "EP300" "L3MBTL2"
## [13456] "RANGAP1" "ZC3H7B" "TEF"
## [13459] "TOB2" "PHF5A" "ACO2"
## [13462] "POLR3H" "PMM1" "DESI1"
## [13465] "XRCC6" "NHP2L1" "C22orf46"
## [13468] "MEI1" "CCDC134" "RP5-821D11.7"
## [13471] "SREBF2" "CTA-250D10.23" "TNFRSF13C"
## [13474] "CENPM" "WBP2NL" "NAGA"
## [13477] "FAM109B" "SMDT1" "NDUFA6"
## [13480] "CYP2D6" "TCF20" "NFAM1"
## [13483] "RRP7A" "SERHL2" "POLDIP3"
## [13486] "RNU12" "CYB5R3" "ATP5L2"
## [13489] "ARFGAP3" "PACSIN2" "TTLL1"
## [13492] "BIK" "MCAT" "TSPO"
## [13495] "TTLL12" "SAMM50" "PARVB"
## [13498] "PARVG" "LDOC1L" "PRR5"
## [13501] "CTA-217C2.1" "NUP50" "KIAA0930"
## [13504] "UPK3A" "FAM118A" "ATXN10"
## [13507] "CITF22-92A6.1" "C22orf26" "RP6-109B7.3"
## [13510] "FLJ27365" "PPARA" "CDPF1"
## [13513] "TTC38" "GTSE1" "TRMU"
## [13516] "CELSR1" "GRAMD4" "CERK"
## [13519] "CTA-29F11.1" "TBC1D22A" "LL22NC03-75H12.2"
## [13522] "C22orf34" "RP1-29C18.10" "BRD1"
## [13525] "ZBED4" "ALG12" "CRELD2"
## [13528] "PIM3" "MLC1" "MOV10L1"
## [13531] "TRABD" "RP3-402G11.25" "RP3-402G11.26"
## [13534] "SELO" "TUBGCP6" "HDAC10"
## [13537] "MAPK11" "PLXNB2" "DENND6B"
## [13540] "PPP6R2" "SBF1" "LMF2"
## [13543] "NCAPH2" "SCO2" "CTA-384D8.36"
## [13546] "TYMP" "ODF3B" "CTA-384D8.35"
## [13549] "CTA-384D8.34" "KLHDC7B" "SYCE3"
## [13552] "CPT1B" "CHKB" "CHKB-AS1"
## [13555] "ARSA" "RABL2B" "RBM11"
## [13558] "HSPA13" "SAMSN1" "AF127936.7"
## [13561] "NRIP1" "USP25" "BTG3"
## [13564] "C21orf91" "AP000476.1" "MIR155HG"
## [13567] "MRPL39" "ATP5J" "GABPA"
## [13570] "APP" "AF131217.1" "N6AMT1"
## [13573] "LTN1" "RWDD2B" "RP1-100J12.1"
## [13576] "USP16" "CCT8" "MAP3K7CL"
## [13579] "BACH1" "TIAM1" "SOD1"
## [13582] "AP000254.8" "SCAF4" "MIS18A"
## [13585] "URB1" "C21orf119" "EVA1C"
## [13588] "TCP10L" "C21orf59" "SYNJ1"
## [13591] "PAXBP1-AS1" "PAXBP1" "C21orf49"
## [13594] "OLIG1" "IFNAR2" "IL10RB-AS1"
## [13597] "IL10RB" "IFNAR1" "IFNGR2"
## [13600] "TMEM50B" "DNAJC28" "GART"
## [13603] "SON" "DONSON" "CRYZL1"
## [13606] "ITSN1" "ATP5O" "LINC00649"
## [13609] "MRPS6" "SMIM11" "KCNE1"
## [13612] "RCAN1" "RUNX1" "SETD4"
## [13615] "CBR1" "CBR3" "DOPEY2"
## [13618] "AP000692.10" "MORC3" "CHAF1B"
## [13621] "HLCS" "PIGP" "TTC3"
## [13624] "DSCR9" "DSCR3" "AP001412.1"
## [13627] "DYRK1A" "ETS2" "PSMG1"
## [13630] "BRWD1" "HMGN1" "WRB"
## [13633] "BACE2" "FAM3B" "MX2"
## [13636] "MX1" "AP001610.5" "PRDM15"
## [13639] "C2CD2" "ZBTB21" "ABCG1"
## [13642] "TMPRSS3" "UBASH3A" "SLC37A1"
## [13645] "PDE9A" "WDR4" "NDUFV3"
## [13648] "PKNOX1" "U2AF1" "AP001046.5"
## [13651] "AP001046.6" "SIK1" "HSF2BP"
## [13654] "RRP1B" "PDXK" "CSTB"
## [13657] "RRP1" "AP001053.11" "AGPAT3"
## [13660] "TRAPPC10" "PWP2" "C21orf33"
## [13663] "AP001055.6" "AP001058.3" "ICOSLG"
## [13666] "AIRE" "PFKL" "C21orf2"
## [13669] "AP001062.7" "TRPM2" "LRRC3"
## [13672] "UBE2G2" "SUMO3" "PTTG1IP"
## [13675] "ITGB2" "ITGB2-AS1" "LL21NC02-1C16.2"
## [13678] "FAM207A" "ADARB1" "POFUT2"
## [13681] "COL18A1" "SLC19A1" "PCBP3"
## [13684] "COL6A1" "COL6A2" "SPATC1L"
## [13687] "LSS" "MCM3AP-AS1" "MCM3AP"
## [13690] "AP001469.9" "YBEY" "C21orf58"
## [13693] "PCNT" "DIP2A" "S100B"
## [13696] "PRMT2" "MT-ND1" "MT-ND2"
## [13699] "MT-CO1" "MT-CO2" "MT-ATP8"
## [13702] "MT-ATP6" "MT-CO3" "MT-ND3"
## [13705] "MT-ND4L" "MT-ND4" "MT-ND5"
## [13708] "MT-ND6" "MT-CYB" "AC145212.1"
## [13711] "AL592183.1" "AL354822.1" "PNRC2.1"
## [13714] "SRSF10.1"mito.genes <- grep(pattern = "^MT-", x = rownames(x = pbmc), value = TRUE)
mito.genes %>% kable() %>% kable_styling()| x |
|---|
| MT-ND1 |
| MT-ND2 |
| MT-CO1 |
| MT-CO2 |
| MT-ATP8 |
| MT-ATP6 |
| MT-CO3 |
| MT-ND3 |
| MT-ND4L |
| MT-ND4 |
| MT-ND5 |
| MT-ND6 |
| MT-CYB |
## 13 x 2700 sparse Matrix of class "dgCMatrix"## [[ suppressing 2700 column names 'AAACATACAACCAC', 'AAACATTGAGCTAC', 'AAACATTGATCAGC' ... ]]##
## MT-ND1 8 8 4 5 1 4 8 7 . . 12 6 1 6 6 1 3 1 9 5 10 5 8 . 4 1
## MT-ND2 3 10 2 5 . 3 18 16 . 3 7 1 1 2 4 3 5 10 4 3 7 2 9 2 4 .
## MT-CO1 25 44 7 12 7 19 10 6 4 6 27 10 7 15 5 3 17 15 28 20 17 10 25 8 23 7
## MT-CO2 10 53 2 7 . 2 15 5 3 10 4 1 2 3 5 3 8 11 6 9 8 11 10 . 9 2
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 6 12 . 5 . 1 3 5 . 5 1 . 1 3 2 4 3 8 . 1 3 2 2 1 1 .
## MT-CO3 5 15 4 4 1 . 10 10 2 4 17 4 5 7 1 1 30 3 5 5 8 4 11 2 18 10
## MT-ND3 1 2 . . . . 1 . 3 . . . 1 . . . 1 . . . 1 . 1 1 . .
## MT-ND4L . . . 1 . . . . . . 1 1 1 . . . 2 . . . 1 . . . . .
## MT-ND4 10 33 3 3 . 4 8 13 2 3 15 1 3 5 3 2 8 10 6 2 11 7 8 2 4 5
## MT-ND5 1 1 2 2 2 . 2 1 . 1 3 . 1 1 . 1 . . . . 3 . 2 . . .
## MT-ND6 . . . . . . . . . . . 1 . . . . . . . . . . . . . .
## MT-CYB 4 8 4 2 1 3 8 7 1 . 16 1 3 1 1 1 3 1 6 5 7 3 9 1 4 2
##
## MT-ND1 3 3 17 5 5 12 3 2 13 . 19 2 8 13 6 6 7 11 4 4 6 1 5 7 4
## MT-ND2 2 1 10 7 2 12 1 2 1 1 2 10 1 3 8 1 . 2 . 4 8 2 1 2 9
## MT-CO1 7 13 42 9 12 30 6 4 25 4 21 11 16 20 12 19 18 18 13 19 8 5 4 19 14
## MT-CO2 5 13 19 12 9 106 . 1 7 . 2 10 8 1 24 . . 1 1 1 9 . . 2 11
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . 3 3 3 4 1 . 1 . . 6 1 . 5 3 1 1 1 3 4 . 1 2 3
## MT-CO3 3 16 18 9 8 14 5 3 9 3 3 10 8 16 10 5 10 9 7 5 10 . 2 11 6
## MT-ND3 . . . . . . . . 1 . 1 1 . . . . . . 2 . 2 1 . 1 .
## MT-ND4L . . 1 . . . . . . . . 1 . . . . . . . . . 1 . . .
## MT-ND4 2 11 9 5 6 9 2 2 2 2 4 7 6 4 6 2 10 7 1 5 6 1 5 4 7
## MT-ND5 . 2 8 2 2 1 . . 1 . 1 . 2 3 1 . . . 1 . 2 . 1 . .
## MT-ND6 . . . . . . . . . . . . . . 1 . . . . . . . 1 . .
## MT-CYB 6 4 11 9 5 1 1 . 2 1 . 3 1 5 1 2 4 2 1 5 8 5 7 3 10
##
## MT-ND1 8 . 13 4 7 6 7 6 7 10 7 5 1 4 5 4 10 3 . 4 6 4 2 3 1 5
## MT-ND2 5 2 14 9 2 15 . 3 6 3 7 11 6 5 . 3 1 1 5 2 7 3 . . 2 8
## MT-CO1 24 8 53 27 5 9 23 34 11 29 38 11 10 20 17 7 45 10 14 12 9 17 8 52 19 7
## MT-CO2 4 6 23 21 1 15 . 2 7 17 8 16 7 7 3 4 4 5 14 5 6 1 5 . 3 8
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . 1
## MT-ATP6 1 . 5 11 . 5 . 1 1 8 4 5 2 1 2 1 1 2 1 1 1 . 2 . 1 .
## MT-CO3 45 1 14 16 3 10 13 4 5 6 8 9 5 10 1 4 18 2 5 2 4 11 5 1 9 6
## MT-ND3 . . 1 1 . . 1 1 . 2 1 1 . . . . . . 1 . . 2 . . . .
## MT-ND4L . . . . . . . . . . . . . 1 . 1 . . 1 . . . . . . .
## MT-ND4 6 . 11 10 5 9 7 5 10 12 10 8 34 4 1 1 6 3 11 2 5 9 1 . 4 4
## MT-ND5 1 . 6 2 . 2 1 . 3 3 2 1 1 3 1 . . 1 2 . . 2 1 . . 2
## MT-ND6 1 . 1 . . . . . . 1 . . . 1 . . . . . . . . . . . .
## MT-CYB 3 . 8 6 3 13 3 3 6 48 5 4 4 3 3 2 6 4 7 49 3 6 3 2 1 2
##
## MT-ND1 23 . 5 . 3 7 6 4 4 1 10 2 4 . 2 1 4 5 2 2 9 9 2 10 7 7 3
## MT-ND2 1 3 1 3 3 5 1 5 4 . 4 1 4 . 3 2 2 8 5 . 6 8 5 1 2 1 6
## MT-CO1 15 9 9 8 8 23 13 17 11 6 13 26 13 4 9 7 8 19 9 6 12 47 13 15 23 12 16
## MT-CO2 6 10 4 3 6 18 1 8 4 1 4 11 2 . 3 3 3 9 1 4 7 58 1 10 12 8 11
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 2 4 3 2 5 1 14 2 . 4 3 1 . 1 2 1 . 3 4 2 8 . 3 3 4 2
## MT-CO3 12 8 8 3 11 6 5 10 1 3 4 10 5 2 8 3 4 2 2 2 13 10 8 7 8 9 7
## MT-ND3 . . . . . . 1 . . . . . . . . . . 1 . . 1 . . 1 . 1 .
## MT-ND4L . . . . . . . . . . . . . . 1 . . . . . . 1 . . . . 1
## MT-ND4 5 5 6 2 4 7 1 2 3 3 5 5 6 4 1 2 6 5 3 . 2 10 2 4 8 2 8
## MT-ND5 1 . 1 1 1 3 2 . . 4 1 . 1 1 1 . . . . . . 1 2 . . . .
## MT-ND6 . . . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 6 6 3 1 5 7 1 7 2 3 6 4 5 . 1 1 1 8 3 4 1 6 3 9 8 10 2
##
## MT-ND1 4 7 4 2 7 . 12 8 11 4 1 5 1 2 4 1 2 12 1 1 8 1 9 2 2 8 4
## MT-ND2 . 2 6 2 4 . 5 2 1 . 1 . 2 . 3 5 2 3 9 . 1 5 8 7 2 . 2
## MT-CO1 7 14 4 7 22 . 72 11 46 12 11 8 12 5 13 18 6 22 12 8 17 8 12 4 3 4 17
## MT-CO2 1 4 14 4 15 . 7 1 9 . . . 4 5 2 9 6 3 21 1 11 5 12 10 . 5 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . 5 . 7 . 8 . 1 1 1 1 2 3 . 2 1 2 9 . . 4 1 5 . 4 1
## MT-CO3 . 13 2 8 14 . 13 8 18 2 5 13 5 3 3 5 1 5 10 6 3 3 8 10 . 3 10
## MT-ND3 . . . . . . 1 . . . . . . . 1 . . 1 . . . . . 1 . . .
## MT-ND4L . . 1 . . . . . . . . . . . 1 . . . . . . . . 1 . . .
## MT-ND4 3 7 6 1 6 . 12 3 6 1 2 3 2 2 5 6 5 1 6 1 . 4 4 46 . 5 3
## MT-ND5 1 1 1 1 4 . . . 1 . . 1 3 . 3 1 1 4 3 . 1 . . . . . .
## MT-ND6 . . . . . . 1 . 1 . . . . . . . . . . . . . . . . . .
## MT-CYB 1 9 5 4 9 1 14 7 5 3 2 1 1 1 1 3 3 3 9 2 5 3 5 15 1 7 1
##
## MT-ND1 . 1 4 1 7 3 3 3 11 10 5 1 1 9 2 3 3 3 2 2 6 16 . 7 3
## MT-ND2 1 3 11 7 6 10 1 . 1 9 8 . 7 1 3 4 3 5 1 2 4 5 2 3 .
## MT-CO1 . 12 11 12 21 18 16 14 19 19 11 4 4 17 6 9 13 17 10 17 14 18 11 12 18
## MT-CO2 . 6 7 4 6 13 9 3 7 17 8 4 5 1 . 6 10 10 8 3 1 1 5 . 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . 3 4 1 10 3 1 2 5 4 2 1 2 . 2 . 6 1 . 2 . . 2 2
## MT-CO3 1 3 5 3 11 5 8 7 1 7 8 5 3 9 2 2 7 7 3 10 8 9 1 11 7
## MT-ND3 . . . . . . 1 . . . . . 1 . . . 1 2 . 1 . . . . 1
## MT-ND4L . . . . 1 1 . 1 . 1 . . . . . . . . 1 1 . 1 . . .
## MT-ND4 1 5 9 2 6 8 6 1 1 12 7 1 8 7 3 3 6 7 4 5 7 6 2 5 1
## MT-ND5 . . 2 2 1 . 4 . . 2 1 1 . 1 . 2 1 1 . 1 . 1 . . 1
## MT-ND6 . . . . . . . . . 2 1 . . 1 . . . . . . . 1 . . .
## MT-CYB 1 2 8 2 2 10 5 2 4 12 12 3 3 4 2 4 1 9 3 . 20 2 1 2 3
##
## MT-ND1 5 5 2 . 3 1 1 . 6 3 5 6 5 6 6 3 5 2 2 3 3 10 5 4 4
## MT-ND2 3 4 4 3 1 3 . 7 6 8 3 4 10 2 5 19 5 2 2 8 28 3 1 7 3
## MT-CO1 12 18 35 7 6 14 9 27 15 21 15 24 11 25 13 9 20 2 8 3 11 13 17 7 44
## MT-CO2 9 12 7 . 3 7 . 3 4 19 7 19 7 8 4 11 10 1 . 6 1 . 4 11 6
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . 2 1 4 1 . 2 1 8 4 3 . 2 1 4 3 1 . 4 2 . 3 5 6
## MT-CO3 11 12 13 4 5 3 4 9 5 18 6 7 8 12 8 5 7 47 5 7 2 16 6 5 11
## MT-ND3 . 1 . 1 . . . . 1 1 . 1 . . . . . . . . 1 . . . .
## MT-ND4L . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ND4 7 10 7 1 7 2 . 9 3 8 4 4 5 10 1 7 5 2 . 6 1 4 3 3 3
## MT-ND5 1 . 3 . . . . 1 2 1 . 1 1 2 . . 1 . . 3 1 . 1 . 2
## MT-ND6 . 1 . . 1 . . 1 . . . . . . . . . . . . . . . . .
## MT-CYB 3 7 3 1 5 . . 3 3 7 2 9 3 5 6 4 4 . . 19 5 8 5 4 6
##
## MT-ND1 3 12 5 3 3 7 6 5 18 6 1 5 3 12 5 . 5 5 2 6 1 4 2 2 2 2
## MT-ND2 1 16 1 12 7 7 4 4 6 2 4 . 3 3 4 2 2 11 5 4 2 4 4 2 1 3
## MT-CO1 7 13 6 12 13 42 7 10 38 8 14 22 14 44 1 13 15 13 13 9 2 11 9 10 10 18
## MT-CO2 6 17 1 14 1 27 5 7 7 4 15 . 5 8 9 44 2 4 9 5 19 10 3 4 1 11
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 6 2 . . 7 . . 5 1 7 1 2 3 7 . 1 5 4 3 2 2 . . . 3
## MT-CO3 4 16 6 7 4 18 5 10 12 3 8 10 4 51 4 6 5 16 3 2 4 6 2 2 6 10
## MT-ND3 . 2 1 . 1 1 . . . . . . . . . . . . . . . . . . . .
## MT-ND4L 1 . . . . . . . . . . . . . . 2 . 1 . . . . . 1 . .
## MT-ND4 5 44 3 9 6 7 2 5 10 . 9 2 5 5 5 4 2 6 4 2 2 3 1 2 3 6
## MT-ND5 . 3 . 2 . 1 1 . . 1 . . 1 . 1 1 1 2 1 4 . 1 . . . 1
## MT-ND6 . . . . . . 1 . . . . . . . . . . . . . . . . . . .
## MT-CYB 2 19 7 3 8 6 3 9 12 2 3 2 1 6 6 . 1 1 6 . 2 4 2 2 1 3
##
## MT-ND1 6 7 2 8 1 1 5 3 7 5 6 1 5 8 2 6 5 2 5 1 11 2 12 2 5 3 3
## MT-ND2 2 12 3 7 3 2 3 3 11 3 3 4 5 19 2 2 4 2 10 . 11 3 5 6 7 4 .
## MT-CO1 30 17 17 10 4 5 34 12 11 10 7 7 6 12 2 26 17 8 14 9 13 11 17 8 12 5 6
## MT-CO2 16 1 2 10 5 1 12 . 12 2 1 1 5 9 6 4 7 2 10 3 9 . 2 2 1 11 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 4 3 . 3 1 7 1 . 2 . 2 . . 4 1 1 2 1 4 . 1 . . 1 2 6 1
## MT-CO3 9 8 7 8 4 2 16 5 9 2 . 5 2 13 2 5 5 7 5 5 19 11 10 3 14 1 4
## MT-ND3 . . . . . . 1 . 1 . . 1 . . . 1 1 . . . . . . . . . .
## MT-ND4L . 1 . . . . 1 . . . . . . 1 . . . . . . . . . . . . .
## MT-ND4 9 14 2 17 2 1 10 2 8 . 2 . 1 9 4 3 4 3 6 4 8 8 9 3 3 3 5
## MT-ND5 2 1 1 . . . 2 1 . . . . . 3 . . 1 1 1 . . 4 2 . . . 1
## MT-ND6 . 1 . . . . . . . . . 1 . . . 1 . . . . . . . . . . .
## MT-CYB 2 5 5 4 . . 5 2 9 2 2 1 1 10 3 2 2 . 4 2 12 7 5 5 3 2 .
##
## MT-ND1 3 1 2 6 2 3 14 2 5 6 . 5 1 7 7 8 3 2 . 9 5 13 1 3 2 14
## MT-ND2 4 5 3 9 5 4 4 . 1 7 1 2 2 3 2 6 3 2 . 2 4 4 1 4 . 12
## MT-CO1 17 17 13 18 9 18 27 7 6 11 14 13 12 21 9 8 9 3 . 36 14 35 1 10 5 24
## MT-CO2 . 6 8 14 6 12 16 3 11 12 3 4 10 2 1 12 6 4 4 7 6 8 1 8 1 8
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 4 4 2 3 1 2 . 6 6 1 2 . 1 2 5 . 2 2 2 . 3 . 6 1 3
## MT-CO3 3 5 5 10 1 13 10 3 1 7 . 2 5 14 2 7 1 3 . 14 6 8 2 6 2 11
## MT-ND3 . . . . . . 2 . 1 . . . . 1 . . . . . 2 . 1 . . . .
## MT-ND4L . . . 1 . . . . . 1 . . . . . . . . . . . . . . . .
## MT-ND4 7 5 6 4 7 2 7 4 1 7 2 3 3 1 6 6 2 1 . 11 5 17 1 6 4 7
## MT-ND5 1 . 1 2 1 4 3 . 1 1 . 1 1 1 1 . 1 1 . . . 3 3 . . 3
## MT-ND6 . . . . 1 . . . . . . 1 1 . . . . . . . . . . . . .
## MT-CYB 4 5 5 6 3 1 39 3 1 7 . . 1 2 3 5 2 3 1 7 5 22 1 1 1 5
##
## MT-ND1 3 1 4 4 3 3 1 8 4 10 5 6 13 4 3 5 15 5 1 24 1 52 13 6 5
## MT-ND2 . . 7 3 1 7 2 9 2 5 1 4 4 5 3 2 16 7 1 7 1 11 3 12 .
## MT-CO1 17 9 34 8 4 12 10 30 11 10 20 14 15 14 4 33 39 15 13 36 4 61 36 9 14
## MT-CO2 1 4 7 9 9 7 4 27 1 9 . 5 3 9 22 3 20 6 1 16 . 28 9 8 8
## MT-ATP8 . . . . . . . . . . . . 1 . . . . . . . . . . . .
## MT-ATP6 1 . 2 6 1 2 2 8 . . . 6 5 3 1 . 6 7 . 1 . 16 . 9 .
## MT-CO3 7 3 9 3 5 4 7 14 5 2 9 6 5 8 3 7 14 9 3 21 . 25 10 5 8
## MT-ND3 . . . . . . . . . . . . . . . . . . . 2 . 1 1 . .
## MT-ND4L . . . 1 . . . . . 1 1 . 1 . . . . 1 . . . 1 1 1 1
## MT-ND4 6 3 5 3 3 2 3 7 3 7 . 8 6 8 3 8 15 6 3 13 . 22 5 4 8
## MT-ND5 1 2 2 1 . 1 1 3 . . 1 . . 1 1 2 1 1 1 5 . 1 2 2 .
## MT-ND6 1 . . . . . . . . . . . . . . 1 . . . . . . . . .
## MT-CYB 1 1 5 3 4 4 1 6 . 2 4 10 4 2 4 7 11 6 . 15 2 18 4 5 2
##
## MT-ND1 7 12 4 2 2 8 2 12 5 7 3 1 1 . 12 1 1 5 3 4 1 4 6 2 1 8
## MT-ND2 4 . 10 12 2 3 2 3 7 1 9 . 3 . 3 1 5 3 7 3 5 6 7 1 2 7
## MT-CO1 18 61 15 13 10 11 3 22 7 14 11 9 10 . 20 6 1 21 17 19 10 10 14 9 11 23
## MT-CO2 11 3 14 14 1 3 . 5 11 3 11 7 5 . 7 2 3 22 2 4 4 10 8 . 6 19
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 5 1 11 4 . 1 1 2 1 1 4 1 1 . . . 2 8 1 1 3 9 . 1 3 3
## MT-CO3 9 15 2 8 4 12 4 7 6 8 3 5 7 . 3 5 5 12 8 14 6 8 8 5 6 6
## MT-ND3 . 1 1 . . 1 . . . . . . 1 . . . . 2 . . . . . . . 1
## MT-ND4L . 1 . . . . . . 1 1 . . . . . . 1 1 1 . . 1 . 1 . .
## MT-ND4 5 9 9 7 3 11 3 5 3 5 3 3 5 . 4 4 4 7 3 6 2 9 2 . 6 10
## MT-ND5 . 5 1 3 . 1 . 3 . 1 1 2 . . 1 . 1 1 1 1 . 1 3 . 1 .
## MT-ND6 . . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MT-CYB 4 8 2 10 1 6 . 2 5 7 9 4 3 . 1 . 2 2 7 7 4 6 2 2 4 7
##
## MT-ND1 9 1 7 4 5 5 3 5 . 12 5 1 2 6 1 3 4 8 . 6 8 3 1 3 13 5
## MT-ND2 3 4 5 6 3 10 6 5 . 1 6 4 1 3 6 4 3 . 2 3 7 7 2 5 6 1
## MT-CO1 19 8 15 9 16 8 16 4 4 16 23 9 15 11 4 9 10 11 11 15 28 28 7 8 52 14
## MT-CO2 20 10 9 12 1 10 2 5 5 . 15 9 . 7 5 3 6 8 . 2 3 17 9 6 28 11
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 7 4 4 5 2 4 1 . 4 2 5 4 . 9 1 1 . 1 1 3 3 2 25 4 13 3
## MT-CO3 1 8 4 6 4 3 7 6 8 2 9 5 3 5 . 3 12 10 4 53 14 11 5 7 11 7
## MT-ND3 . 2 1 . . . . . . 1 . . . . . . . 1 . . 1 . . . . .
## MT-ND4L 2 . . . 2 . . . . . . . . . . . . 1 1 . . 1 . 1 . .
## MT-ND4 3 5 6 11 9 2 5 2 2 6 12 6 5 8 2 8 4 3 2 5 7 1 2 5 12 5
## MT-ND5 . . 1 2 . 1 3 . 1 . 1 1 1 2 . . 2 . 1 . 3 . . . 3 .
## MT-ND6 . . 1 . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 11 4 3 5 6 7 2 7 3 3 6 5 3 2 1 1 6 3 1 5 6 3 3 1 5 4
##
## MT-ND1 6 3 . 2 1 6 7 6 2 2 10 4 3 7 4 2 1 5 5 3 8 1 2 1 . 4 2
## MT-ND2 . 6 5 3 3 4 2 2 6 1 1 6 . 2 2 2 4 4 2 1 4 4 1 2 . 14 .
## MT-CO1 23 12 7 8 9 9 21 16 15 5 16 8 7 26 9 11 11 14 10 13 19 9 3 8 10 10 16
## MT-CO2 2 13 4 9 4 5 7 1 7 . 1 5 1 2 7 8 1 12 3 3 3 7 . . 3 13 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 7 2 3 . 2 11 . 2 . 1 . 1 1 . 1 . 3 1 . 4 1 1 1 2 6 1
## MT-CO3 5 13 . 4 6 7 17 5 3 2 6 6 4 8 8 11 7 9 1 4 13 6 . 11 1 11 3
## MT-ND3 1 1 . . . . . 1 . . 1 . . 1 . . . . . . . . . . . . .
## MT-ND4L . . 1 . . 1 . . . . . . . . . . . 1 . . . . . . . . .
## MT-ND4 3 7 4 5 2 4 13 . 2 1 4 5 1 3 6 10 4 4 4 31 6 8 3 2 3 7 2
## MT-ND5 . . 1 1 . . 2 . . . . . . 1 . . 3 . . . . . . 1 . . 1
## MT-ND6 . 1 . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MT-CYB 4 5 6 5 7 4 9 3 3 2 2 2 1 3 6 3 3 4 1 5 6 1 2 2 1 3 2
##
## MT-ND1 7 2 11 8 10 10 6 4 1 . 6 7 3 3 4 5 10 5 . 20 2 1 37 5 44
## MT-ND2 1 2 12 12 6 2 5 1 1 3 5 11 1 5 2 18 1 . 2 7 . 4 6 2 1
## MT-CO1 7 7 25 6 16 31 15 14 17 11 16 19 17 7 8 10 39 28 11 46 4 2 4 14 20
## MT-CO2 . 6 9 6 11 2 18 1 41 6 14 17 . 4 11 13 1 3 1 16 1 4 8 4 15
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 2 6 6 5 4 2 . 2 5 4 9 2 . 2 6 2 1 . . . 2 1 1 3
## MT-CO3 2 6 12 10 7 11 12 7 6 2 10 12 6 7 9 16 9 3 4 26 5 9 2 2 12
## MT-ND3 . . 2 . . . . . . . . . . . . 2 . . . . . . . . 1
## MT-ND4L . . 1 . . . . . . . . 2 . . . . . . . . . . 1 . .
## MT-ND4 1 6 12 3 7 2 6 3 1 5 3 16 9 5 13 13 10 5 2 17 1 4 7 3 4
## MT-ND5 . . 2 . 1 . 1 . . . 3 1 . 1 . . 4 1 . 2 . . . . 1
## MT-ND6 . . . . . . . . . . . . . 1 . . . . . 14 . . . . .
## MT-CYB 2 5 10 2 6 3 5 4 2 2 6 7 3 5 3 12 5 5 3 19 1 1 6 1 4
##
## MT-ND1 4 . 9 8 1 3 2 7 3 3 3 8 3 4 1 7 1 1 6 8 1 13 6 2 2 2
## MT-ND2 1 . 2 12 3 2 2 . 5 15 1 1 1 8 3 3 1 1 10 1 . 3 8 4 4 2
## MT-CO1 10 . 26 51 1 13 6 16 9 6 15 9 10 4 3 11 13 12 3 8 12 23 10 7 6 9
## MT-CO2 . . 5 15 4 8 2 . 10 9 3 2 4 7 9 1 . 1 12 1 2 2 13 22 2 11
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 . 7 7 1 2 2 1 1 4 1 2 . 7 4 . . 1 6 3 . 2 4 1 3 7
## MT-CO3 4 1 12 11 . 12 7 12 5 8 7 4 5 9 5 5 3 6 7 4 8 4 6 8 4 4
## MT-ND3 . . . . . . . . . . . . . . 1 . . . 1 . . . 1 . . 1
## MT-ND4L . . . . . . 1 . . . . . . . 1 . . . . 1 . . . . . .
## MT-ND4 4 . 4 19 2 5 1 5 5 5 2 4 2 5 6 4 1 5 7 2 4 2 12 7 4 6
## MT-ND5 1 . . 2 . 2 2 . . 2 . . . 1 1 1 . 1 . . 1 1 24 . . .
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 3 . 8 15 2 1 2 3 3 9 . 2 . 7 4 4 2 7 7 1 5 3 5 3 3 5
##
## MT-ND1 7 13 6 7 1 5 2 3 7 . 9 21 13 5 2 2 1 4 2 2 1 2 10 8
## MT-ND2 5 8 4 6 4 7 4 1 5 1 4 11 18 4 6 5 2 3 2 4 2 . 1 1
## MT-CO1 21 29 25 23 5 7 8 18 45 16 30 119 41 7 10 11 10 29 11 36 12 11 27 11
## MT-CO2 10 17 6 15 13 5 11 16 21 9 8 9 37 4 12 10 6 5 3 3 1 . 3 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 7 . 7 2 1 3 2 9 . 1 5 8 1 4 1 1 2 2 . 1 . . 1
## MT-CO3 64 6 14 6 6 4 7 8 16 3 11 61 15 2 5 11 9 3 3 58 7 6 5 2
## MT-ND3 1 . . . 1 1 . 1 . . . . . . . 1 1 . . . . . . .
## MT-ND4L 1 . . . . . . . . . . . . . . . . 1 2 . . . 1 1
## MT-ND4 3 9 4 6 4 6 7 5 13 5 6 23 13 2 6 8 8 3 3 7 1 2 5 4
## MT-ND5 1 . 1 2 . . 1 2 2 1 . 3 3 1 1 1 . 1 1 . 1 . 1 .
## MT-ND6 . . . . 1 . . . . . . 1 . . . . . . 1 . . . . .
## MT-CYB 7 4 5 7 . 7 4 3 5 2 2 29 11 4 4 4 3 2 4 5 2 3 6 6
##
## MT-ND1 3 3 14 3 7 10 8 4 5 3 5 10 3 8 3 5 5 4 2 1 2 1 5 5 10 3
## MT-ND2 1 5 4 1 3 2 3 7 3 5 . 6 3 3 5 2 7 . 4 2 9 2 3 . 10 8
## MT-CO1 9 10 39 5 32 41 23 11 11 7 7 39 10 10 7 54 9 16 11 9 10 13 7 8 15 14
## MT-CO2 1 8 4 1 6 3 2 10 3 1 2 14 4 2 3 7 5 3 8 3 4 10 4 1 22 17
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 2 1 . 2 1 2 4 . 2 1 7 2 1 4 2 2 2 . 2 7 . . 1 9 2
## MT-CO3 4 6 13 7 3 9 5 7 3 5 3 16 9 3 6 12 6 7 7 6 3 10 9 7 14 17
## MT-ND3 . . . . . 1 . . 1 . . . . . . 1 . 1 . . . . . . 1 .
## MT-ND4L . . . . 2 . . . . . 1 1 . . . . 1 . 1 . . . . . 1 .
## MT-ND4 2 4 8 3 . 3 30 8 3 . 2 9 4 7 8 7 5 1 1 . 5 2 7 5 35 10
## MT-ND5 . . 1 . . 1 1 2 1 . . 2 . . . 2 1 1 1 3 1 1 2 . 2 1
## MT-ND6 . . 1 . . . . . . . . . . . . 1 . . . . . . . . . .
## MT-CYB 1 3 5 1 5 . . 2 4 1 . 9 5 7 . 9 11 3 4 4 6 5 3 5 6 6
##
## MT-ND1 2 11 3 5 3 3 3 1 1 1 2 5 2 5 11 9 4 5 14 5 5 4 8 3 1 3
## MT-ND2 11 . 3 3 9 4 3 2 1 2 4 3 2 5 3 2 5 1 12 2 3 4 8 2 3 6
## MT-CO1 2 27 5 10 16 6 10 6 5 8 6 8 7 8 11 31 11 8 38 12 13 75 4 12 12 24
## MT-CO2 7 7 16 . 18 5 1 9 2 22 4 1 4 3 1 3 6 4 15 5 14 3 7 6 3 4
## MT-ATP8 . . . . . . . . . . . . . . . . 3 . . . . . . . . .
## MT-ATP6 5 1 . . 9 . . 2 . 1 . 1 2 1 2 1 4 1 10 2 6 2 1 4 . 2
## MT-CO3 2 6 3 6 11 3 7 13 1 3 7 6 9 7 6 3 10 10 16 11 2 53 7 8 9 14
## MT-ND3 . 1 . . . . . . . . . . . . . . . . . . . 1 . 1 . .
## MT-ND4L . 1 . . . 1 . . . . . . . . . . . . . . . . . . 1 .
## MT-ND4 2 5 4 2 12 5 2 5 1 4 2 4 5 4 5 8 5 3 5 3 3 7 4 10 4 5
## MT-ND5 . 3 2 . 2 1 . . 2 . . 2 1 . 1 . 1 . 1 1 . 2 2 3 . 1
## MT-ND6 . . . . . . . . . . . . . . . 1 . 1 . . . 1 . 1 . .
## MT-CYB 5 6 1 2 4 2 5 4 3 3 1 4 5 1 7 3 4 6 10 3 . 2 6 6 4 7
##
## MT-ND1 6 1 18 3 1 3 3 6 2 4 3 2 8 5 3 8 1 3 2 4 5 1 2 4 10 3 3
## MT-ND2 . 1 8 3 5 3 5 3 5 3 1 4 12 11 2 2 2 11 1 2 8 2 . 4 8 7 4
## MT-CO1 10 4 35 23 12 14 10 7 12 4 7 9 14 11 2 14 1 5 14 9 13 6 2 4 25 18 18
## MT-CO2 5 . 16 2 10 1 17 1 5 1 4 11 9 8 . 3 1 3 1 7 9 4 . 4 7 11 5
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . 5 . 3 . 2 . 1 . 3 1 3 6 . . 1 2 . 2 3 . 1 1 6 7 1
## MT-CO3 9 3 17 4 6 8 10 6 12 3 1 2 14 15 3 9 . 3 2 3 9 1 2 3 15 7 4
## MT-ND3 . . 1 1 1 . . 1 . . . . . . . . . . . . 1 . . 1 . 1 .
## MT-ND4L . . . . . 1 . . . . . . . . 2 . . . . . . . . . . . .
## MT-ND4 7 1 5 3 12 2 8 3 4 . . 1 6 15 4 7 . 5 6 6 13 2 . 6 7 9 7
## MT-ND5 . 1 3 1 . . . 1 . 1 . . 1 2 . . . . . . 1 . . 2 2 1 1
## MT-ND6 . . . . . . . . . . . . . . . . . . 1 . . . . . . . 1
## MT-CYB 4 2 5 1 5 3 5 4 5 5 2 1 8 8 2 6 2 8 3 3 5 3 1 4 7 8 11
##
## MT-ND1 4 1 4 2 1 10 1 7 2 8 5 5 3 3 6 1 2 2 7 7 3 5 1 6 10 . 7
## MT-ND2 2 5 3 1 3 3 . 1 2 3 2 1 2 1 3 5 5 1 3 3 3 2 2 2 13 . 3
## MT-CO1 19 9 14 8 10 24 12 7 12 6 9 8 13 14 13 6 9 7 2 14 2 10 7 51 49 7 20
## MT-CO2 2 8 7 4 2 5 1 3 1 . 1 2 3 . 4 5 3 8 10 1 9 40 4 4 25 1 1
## MT-ATP8 . . . . . . . . . . . . . . . . 1 . . . . . . . . . .
## MT-ATP6 2 5 5 2 3 . 3 . 1 . 1 . . . . 2 2 2 2 . 1 6 2 2 5 1 .
## MT-CO3 4 2 3 6 3 3 5 10 4 5 4 3 4 2 6 9 3 9 7 6 5 12 6 18 12 5 8
## MT-ND3 . . . . . 2 . . . . . . . . . . . . . . . . . 1 1 . .
## MT-ND4L . 1 1 . 2 . . . . . . . 1 . . . . . . . . . . . . . .
## MT-ND4 3 7 1 3 3 2 3 4 3 1 . 6 3 3 7 . 2 3 5 6 5 6 6 7 18 1 9
## MT-ND5 1 . . . 1 3 2 . . 1 . . . 1 1 1 . . 1 1 . 1 . 5 1 . 1
## MT-ND6 . . . . . . . . . 1 . 1 . . . . . 1 . . . . 1 . . . .
## MT-CYB 7 3 1 4 4 5 3 2 2 . 1 1 3 4 3 2 1 6 1 5 2 4 3 3 9 1 5
##
## MT-ND1 3 3 2 11 6 . . 3 5 5 2 7 2 13 . 1 6 3 7 1 7 3 4 3 2 3
## MT-ND2 4 2 4 1 3 4 2 1 . 15 3 12 1 13 5 2 . 47 . 1 11 2 1 5 7 .
## MT-CO1 21 10 11 13 4 3 5 3 1 52 12 19 1 39 3 10 9 9 25 5 15 17 14 16 13 19
## MT-CO2 3 2 4 3 3 5 11 3 1 35 6 11 . 36 6 8 5 7 1 2 14 6 2 5 7 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 . 1 . 3 . 4 1 1 16 . 7 . 10 3 . 1 3 3 . 5 2 . 5 . 1
## MT-CO3 14 8 7 9 2 7 9 4 1 11 7 5 1 11 1 3 10 6 9 . 15 2 5 8 1 4
## MT-ND3 . . 2 . . . . . 1 2 . . . . . . 1 . 1 . . . . . . .
## MT-ND4L . . . . . 1 . . . 1 . 2 . . . . . . 1 . . . . . . .
## MT-ND4 2 3 4 4 4 3 1 1 1 17 8 8 . 9 3 3 2 3 7 2 8 3 4 3 2 2
## MT-ND5 1 2 2 1 2 1 . 1 . 5 2 3 . 1 . 1 . 1 1 . 2 . 2 . . .
## MT-ND6 . . . . 1 . . . . . . . . . . . . . . . . . . . 1 .
## MT-CYB 6 2 1 . 6 9 4 . . 14 5 2 . 13 6 2 . 3 4 1 7 5 4 11 1 .
##
## MT-ND1 5 2 3 6 9 6 5 5 5 3 . 2 1 6 2 . 1 5 2 5 5 7 9 6 4 9 3
## MT-ND2 2 5 1 3 18 6 2 5 4 9 4 1 3 4 . 2 6 5 5 8 3 1 14 . 4 2 10
## MT-CO1 12 14 . 11 19 33 15 23 9 9 3 9 7 11 9 4 7 7 5 22 43 16 66 17 21 13 7
## MT-CO2 1 37 2 7 16 1 4 15 9 10 3 1 9 44 2 2 5 4 7 7 12 3 10 3 9 6 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 4 1 2 7 2 2 7 3 3 1 3 4 1 1 1 . 1 2 2 2 1 4 1 10 . 2
## MT-CO3 4 2 2 7 12 13 8 13 2 5 . 5 7 7 7 1 4 4 6 9 17 14 20 4 3 8 5
## MT-ND3 . . . . 1 . 1 . . . . . . . . . . 2 . 1 . . . . 1 . .
## MT-ND4L . . . . . . . . . . 2 . . . . . . . . . . . 1 . . . 1
## MT-ND4 6 1 1 7 15 4 6 3 2 6 3 2 1 4 2 1 1 1 3 1 15 5 12 5 3 5 6
## MT-ND5 1 . . 1 . . 2 . . 2 1 1 1 . . 1 1 1 1 . 1 1 5 1 . 1 1
## MT-ND6 . . . . . . . . . 1 . . . . . . . . . . . . . . 1 . .
## MT-CYB 5 . 1 2 10 3 3 2 6 2 1 2 . 4 4 1 2 17 5 5 2 5 10 5 4 2 3
##
## MT-ND1 7 3 9 4 1 5 7 5 8 3 2 1 1 3 2 2 3 6 1 4 10 5 11 2 . 1 13
## MT-ND2 6 5 1 2 4 . 1 5 1 4 4 8 4 3 1 2 1 3 5 4 1 . . 1 2 1 4
## MT-CO1 11 24 6 6 15 8 24 11 53 9 7 11 6 12 13 15 4 11 7 14 43 12 20 3 8 9 35
## MT-CO2 13 . 8 1 6 6 8 16 3 6 7 12 14 11 1 . 4 . 9 8 . 3 3 . 10 4 2
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 1 6 2 1 2 3 46 2 2 6 3 5 5 . 4 1 1 1 1 3 2 2 1 2 3 1
## MT-CO3 8 13 2 1 6 2 1 3 11 5 5 7 13 5 1 4 1 11 2 5 8 8 6 5 4 5 11
## MT-ND3 1 . . 2 . . 1 . . . . . . 2 . . . . 1 . 1 . . 1 . . 3
## MT-ND4L . . . . . . . . 1 . . . . . . . . . . . . . . . 1 . .
## MT-ND4 1 3 3 4 2 5 3 3 6 4 6 4 8 5 . 3 2 7 4 3 4 3 1 2 2 7 6
## MT-ND5 1 . . . . 1 . 1 5 . . 1 . 2 2 . . . 1 . 2 1 2 . . 1 2
## MT-ND6 . . . . . . . 1 . . . 1 . . . . . . . . . . . . . . .
## MT-CYB 6 2 1 1 3 3 3 . 7 2 3 9 4 8 6 4 3 3 3 3 6 2 2 1 1 4 3
##
## MT-ND1 7 3 2 5 2 2 8 2 3 8 8 3 3 3 13 5 5 5 1 1 2 7 6 8 6 1
## MT-ND2 3 4 1 3 1 2 9 . 2 4 4 3 14 . 2 5 3 6 . 2 1 1 2 3 8 1
## MT-CO1 17 9 24 19 15 12 11 3 10 22 42 5 3 28 8 8 4 9 1 2 12 24 8 15 28 16
## MT-CO2 7 1 . 5 3 12 11 3 3 20 18 2 15 8 7 11 29 2 . 7 44 3 1 4 21 5
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 4 . 2 1 2 3 . 2 7 6 . 7 2 1 1 4 1 . 5 2 . . . 10 .
## MT-CO3 13 5 4 8 2 5 13 4 5 5 5 5 5 15 10 12 5 6 2 4 6 7 5 8 11 10
## MT-ND3 . . . . . 1 . . 2 2 1 . . 2 . . . . . . . . . . 1 .
## MT-ND4L . 1 . . . . . . . . . . 1 . . 1 . 1 . . . . . . . .
## MT-ND4 8 1 5 4 . 1 12 2 2 5 6 2 11 14 5 7 4 6 1 6 2 4 2 . 4 2
## MT-ND5 . 1 2 1 . 1 1 . 1 5 . . . 1 1 1 . . . . . . . . . .
## MT-ND6 . . . 1 . . 2 . . . . . 1 1 . . . . . . . . . . . .
## MT-CYB 6 2 3 4 7 1 6 1 5 2 6 2 3 1 2 3 3 3 . 2 5 1 3 3 4 4
##
## MT-ND1 2 2 3 5 6 5 10 3 10 2 1 4 1 8 7 3 . 2 8 12 4 3 8 . 2 . 5
## MT-ND2 . 5 6 8 3 1 2 5 8 2 4 10 . 2 4 4 . 2 7 2 . . . . 1 . 3
## MT-CO1 2 8 14 14 10 14 52 8 42 7 18 10 3 31 8 18 4 7 21 25 28 5 3 6 17 . 7
## MT-CO2 7 6 6 18 6 1 3 1 19 5 9 11 . . 1 8 . 1 13 14 9 2 . . 10 . 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 1 4 4 2 1 2 2 1 . 2 5 . 2 . 2 2 . 2 5 . . . . 2 . 3
## MT-CO3 7 10 7 6 5 4 13 6 12 7 7 5 4 8 6 8 3 12 15 6 8 2 1 5 5 . 4
## MT-ND3 . 1 . . . 1 . . . . . . . 1 . . . . . . . . . 1 . . .
## MT-ND4L . . . . . . 1 . . . . . . . . . . . . . . . . . . . 3
## MT-ND4 1 3 4 3 . 4 13 4 11 4 2 4 1 6 7 1 1 3 11 5 4 . . 5 3 . 5
## MT-ND5 2 1 . 1 . 3 2 . . . . 1 . 1 3 . . . 1 2 1 1 1 1 1 . .
## MT-ND6 . . . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MT-CYB 1 2 5 6 3 3 7 4 8 4 5 7 4 2 4 2 1 5 6 5 4 1 . . 2 . 6
##
## MT-ND1 5 7 11 1 3 13 3 1 9 1 4 2 4 1 4 7 1 . 2 1 16 6 5 6 5 4 2 11
## MT-ND2 1 2 12 1 5 2 4 1 1 . 2 24 1 5 2 13 . 2 2 1 9 2 . 8 5 1 . 4
## MT-CO1 20 23 12 12 8 42 9 11 17 3 6 14 9 5 6 21 9 5 6 7 34 4 5 10 13 11 8 23
## MT-CO2 2 6 11 4 5 3 4 8 4 4 2 9 6 13 2 10 2 1 10 3 24 1 2 12 16 4 . 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 2 6 1 4 5 1 1 1 . . 1 . 3 . 4 1 1 1 1 12 . . 3 4 2 . 3
## MT-CO3 12 10 7 7 1 9 6 4 5 3 6 10 9 7 4 8 3 2 2 4 18 3 6 8 9 6 1 17
## MT-ND3 . . 1 . . . . . . . . . . . . . . . . . . 1 . . . . . .
## MT-ND4L . . . . . . . . . . . . . . . . 1 . . . . . . . . . . .
## MT-ND4 5 5 5 5 5 12 5 1 4 1 3 3 4 7 3 7 2 2 2 2 9 2 5 4 6 3 2 11
## MT-ND5 2 1 1 1 1 2 . . . . 1 1 . . 1 1 . . . . 3 . . . 1 . . 1
## MT-ND6 . . 1 1 . . 1 . . . . 1 . . . . . . . . . . . . 1 . . 1
## MT-CYB 2 4 6 4 6 6 5 1 3 1 . 2 3 3 5 6 2 1 2 3 6 2 3 2 5 . 3 4
##
## MT-ND1 1 5 5 4 31 3 2 2 . 17 . 8 4 5 8 18 5 3 5 2 . 5 5 2 3
## MT-ND2 4 3 1 4 2 3 1 2 9 5 4 15 5 1 3 10 1 3 9 18 3 4 5 . .
## MT-CO1 8 7 14 19 17 11 12 6 5 40 4 11 11 14 25 26 12 11 10 16 4 4 11 14 20
## MT-CO2 13 3 1 12 3 15 . 8 10 1 5 9 3 8 11 7 1 2 12 13 6 6 9 2 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 . . 3 2 3 1 . 2 3 2 2 3 1 4 6 1 . 3 7 2 1 2 3 .
## MT-CO3 3 5 5 5 8 4 4 11 4 18 3 8 4 1 11 8 6 6 6 8 5 4 5 3 10
## MT-ND3 1 . . . . . . . 1 1 . . . . . 1 . . 2 . . . . . .
## MT-ND4L . 1 . . . . . . . . . . . . 1 . . . 1 . . . . . .
## MT-ND4 11 . 3 4 7 2 3 3 3 4 7 7 9 2 . 7 8 1 7 3 . 2 4 1 .
## MT-ND5 . 2 . 1 . . . . . . 1 1 . 3 . 3 . 1 . . 2 . 1 . .
## MT-ND6 . . . . 1 . . 1 . . . . . . . . 1 . . . . . . . .
## MT-CYB 5 1 1 2 10 3 2 2 4 5 3 12 4 3 4 14 4 3 12 6 3 1 5 3 4
##
## MT-ND1 4 3 4 3 8 6 10 7 5 1 2 4 14 3 4 7 4 2 1 1 5 9 8 3 1 4
## MT-ND2 . 1 1 1 2 4 11 4 5 . 3 7 7 1 1 1 4 1 3 1 1 4 3 2 . 1
## MT-CO1 6 9 13 12 8 68 39 27 17 4 13 16 19 10 25 10 28 8 13 6 12 16 12 16 9 8
## MT-CO2 7 2 . 4 3 12 14 4 5 1 12 4 3 3 . 5 7 . 8 2 7 6 2 1 1 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . . 3 1 1 3 1 1 . 5 . 6 4 3 . . . 5 2 1 1 . 2 . 1
## MT-CO3 7 2 6 6 8 7 24 8 7 2 4 4 11 3 3 8 11 6 6 4 12 8 3 13 10 6
## MT-ND3 . . 2 1 . . . 1 . . . . . . 1 1 . . . . . 1 1 . . .
## MT-ND4L . . 2 . . . 1 1 . . . . . . . . . . . 1 . . 1 . 1 .
## MT-ND4 4 . 6 3 4 10 10 6 6 . 1 2 6 7 5 . 9 5 10 4 11 4 1 4 1 3
## MT-ND5 . 1 2 2 1 2 2 1 1 . . 1 2 2 1 1 . 1 1 . 1 2 2 1 1 .
## MT-ND6 . 1 . . . 25 . . . . . . . . . . . . . . . . . . . .
## MT-CYB 3 1 2 3 5 5 11 6 4 1 . 3 2 2 1 5 7 6 6 4 9 4 1 4 6 2
##
## MT-ND1 8 4 1 12 1 3 9 4 7 2 3 2 2 3 3 10 8 8 4 5 3 9 3 . 9 4
## MT-ND2 6 4 2 7 5 5 2 6 1 1 4 2 2 3 8 2 6 2 1 . 3 4 1 1 6 5
## MT-CO1 24 12 2 26 18 6 11 18 30 5 11 12 13 9 9 8 11 26 19 7 51 13 32 6 38 18
## MT-CO2 2 7 11 10 2 1 2 11 2 3 3 6 14 5 7 1 9 2 2 . 19 5 4 2 22 12
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 . . 7 1 . 2 6 1 . 1 1 5 3 1 . 1 . . . 1 . . 1 7 2
## MT-CO3 9 5 3 7 11 4 7 7 6 8 2 7 10 4 3 11 15 8 3 5 11 6 8 . 21 11
## MT-ND3 . . . 1 . . . . . . . 2 . 1 . . . . . . . . . . . 1
## MT-ND4L . . 1 . . . . 1 . 1 . . . . . . . . . . . . 1 . . 1
## MT-ND4 8 5 4 9 2 2 3 3 8 1 5 5 5 4 2 6 9 3 6 3 11 7 3 . 13 8
## MT-ND5 1 1 . 1 . . . 1 1 . . 1 1 3 . 1 . 1 1 . 2 . . . 5 3
## MT-ND6 . 1 . . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 6 3 3 12 4 5 2 6 4 2 6 2 6 4 3 12 7 1 6 1 7 2 5 . 6 7
##
## MT-ND1 6 9 6 7 1 6 11 3 3 2 9 3 2 5 5 5 2 9 2 3 14 17 2 5 5 26
## MT-ND2 6 13 1 1 6 5 6 1 6 1 4 5 5 1 1 . 14 3 1 6 11 9 . 6 13 3
## MT-CO1 4 62 7 13 17 15 52 7 14 10 15 4 12 13 11 16 11 9 18 17 24 25 3 17 9 29
## MT-CO2 7 40 2 75 8 5 21 6 13 . 14 4 6 1 1 1 6 2 1 4 15 14 3 12 1 6
## MT-ATP8 . . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MT-ATP6 4 7 . 3 2 1 5 4 5 1 2 . 1 . 2 3 1 1 1 4 9 9 1 3 2 1
## MT-CO3 3 16 5 4 5 5 10 4 7 8 11 6 6 4 9 24 12 5 3 12 17 17 2 10 11 12
## MT-ND3 2 . . . 1 . 1 . 2 . . . . . . 1 . 1 . . . . . 1 . .
## MT-ND4L . . . . 1 . 1 . . . . 1 . . . . . 1 . . 1 . . . . .
## MT-ND4 6 10 3 6 7 3 4 6 7 5 4 5 6 6 2 4 6 7 1 3 8 6 2 9 7 6
## MT-ND5 1 . 1 . . 1 1 . 1 . 1 1 1 . . 1 . . 1 . 3 1 1 1 2 4
## MT-ND6 . . . . . . 1 . 1 . . . . . . . . . . . 1 . . . . 1
## MT-CYB 5 5 1 2 9 6 6 2 7 . 3 3 3 . 8 4 5 1 5 7 8 11 . 7 5 5
##
## MT-ND1 11 3 5 4 15 . 3 5 4 2 4 5 2 7 5 5 5 14 6 5 1 2 5 . 4
## MT-ND2 4 . 1 9 4 4 . 4 18 1 2 6 5 7 3 2 2 . 7 11 1 2 2 1 8
## MT-CO1 30 6 24 22 21 7 13 15 33 5 16 11 11 12 15 18 22 10 15 9 13 38 10 11 11
## MT-CO2 13 . . 4 13 7 3 10 31 . 18 8 5 5 1 14 8 . 22 18 5 3 4 1 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 6 1 1 6 3 3 . . 4 1 6 3 1 3 1 . 4 . 3 2 . 1 1 1 6
## MT-CO3 7 7 15 8 15 4 5 7 8 5 9 9 2 5 7 11 3 3 5 13 8 2 7 5 3
## MT-ND3 . . . . 1 . . . . . . . . . 1 2 . . . . . . . 1 1
## MT-ND4L . . . . 1 . 1 . . . . . . . . . 2 . . . . . . 1 .
## MT-ND4 9 1 6 10 3 9 5 3 5 1 11 7 3 13 1 12 8 . 4 10 2 4 3 3 6
## MT-ND5 2 2 . 4 1 1 . . 1 . 2 1 1 2 . 1 1 1 . 2 1 . 6 3 1
## MT-ND6 . . . . . . . 1 . . . 1 . . 1 . . . . . . 1 . . .
## MT-CYB 6 1 . 6 6 1 2 2 4 2 6 8 3 7 4 44 3 1 8 5 3 2 1 3 3
##
## MT-ND1 . 3 2 12 3 7 3 8 2 . 3 7 6 3 5 6 1 12 1 1 7 5 4 2 4 2
## MT-ND2 3 4 2 5 3 4 1 4 3 43 5 7 9 . 7 1 5 5 2 . 6 5 5 2 5 1
## MT-CO1 15 12 2 23 13 17 14 35 2 6 19 42 15 14 7 39 11 27 9 5 14 7 6 10 8 20
## MT-CO2 7 2 5 14 22 8 1 6 1 9 11 17 8 5 10 3 5 13 2 10 10 7 5 3 1 8
## MT-ATP8 . . . . 1 . . . . . . . 1 . . . . . . . . . . . . .
## MT-ATP6 7 . . 2 5 4 . 2 2 7 3 4 5 . 16 2 . 3 2 5 3 2 3 . 1 2
## MT-CO3 9 7 5 10 5 8 2 13 2 8 7 7 2 3 2 10 5 11 6 6 6 6 5 3 6 9
## MT-ND3 1 . . 1 . 2 1 . . . . . . . . . . . . . . . . . . .
## MT-ND4L 1 . . . . . . . 1 . . . . . . . 1 . . . . . . . . .
## MT-ND4 7 4 . 6 7 8 5 16 . 9 8 8 9 1 11 4 5 6 4 4 7 5 2 3 5 7
## MT-ND5 . 1 . 2 . 2 1 3 1 2 . 4 1 2 1 1 . . 1 1 . 1 1 . . 1
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 6 6 2 2 4 9 2 11 2 5 5 14 8 4 13 1 4 6 2 5 7 9 1 2 2 3
##
## MT-ND1 2 11 1 6 3 7 3 3 5 1 3 5 4 4 5 2 12 1 4 . 2 . 4 3 . .
## MT-ND2 5 8 3 2 1 6 2 6 4 3 4 3 3 2 . 2 1 3 . 1 1 . 1 2 4 3
## MT-CO1 21 63 12 11 14 10 14 1 11 8 13 4 10 4 12 48 14 12 3 10 14 2 9 9 7 16
## MT-CO2 11 22 8 48 7 13 5 6 6 2 15 10 3 2 6 5 17 8 . 1 1 2 1 . 4 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 4 7 1 . 1 3 2 4 4 2 6 . 4 1 . 3 1 1 1 . . . . . 1 .
## MT-CO3 6 9 1 7 6 9 6 . 4 2 7 3 6 2 5 3 10 5 3 3 11 3 7 4 6 6
## MT-ND3 . . . . . 1 . . . . . . . . . . . 2 . . . . . . . 1
## MT-ND4L . . . . . . . . . . 1 . . . . . . 1 . . . . . 1 . .
## MT-ND4 4 43 7 6 7 4 3 8 5 3 2 4 7 6 4 3 5 3 4 4 3 1 3 3 1 6
## MT-ND5 . . 1 1 . . . 6 . 1 . 2 . 1 . 1 . . . . 3 . 1 . . .
## MT-ND6 . 1 . . . . . 1 . . . . . . . . . . 1 . . . . . . 1
## MT-CYB 3 12 55 3 2 4 6 2 2 2 5 5 1 . 2 3 7 1 2 3 4 1 3 4 2 1
##
## MT-ND1 1 2 6 8 4 3 4 1 1 2 1 3 7 9 8 . 7 1 2 5 . . 4 18 1 6
## MT-ND2 4 . 5 2 3 2 5 2 1 4 3 4 6 16 3 7 1 4 . 3 6 2 7 3 . .
## MT-CO1 18 7 14 32 15 39 12 15 4 8 12 8 51 11 12 10 20 12 5 15 10 5 7 12 8 9
## MT-CO2 8 7 4 12 14 . 5 4 2 12 4 8 20 42 11 14 2 5 6 9 8 9 7 8 2 4
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 5 6 1 4 3 1 2 1 . 2 . 3 3 1 2 5 2 1 1 6 3 1 1 7 . 1
## MT-CO3 4 4 7 9 5 1 6 6 . 1 2 8 12 13 8 8 59 4 3 8 6 5 3 11 1 4
## MT-ND3 . . . . . . . . . 1 . . 1 . 1 . . . . . . 1 . . . 1
## MT-ND4L . . . . . . . . . . . . . . . 1 . . . . . . . . . .
## MT-ND4 5 . 3 1 4 5 4 3 1 5 4 8 13 14 7 8 3 2 7 4 3 5 4 1 4 1
## MT-ND5 1 1 1 . 1 4 1 . . 1 2 1 2 1 2 . . . . 1 1 1 . 2 . .
## MT-ND6 2 . . . 1 . . . . 1 . . . . . . . . . . . . . . . .
## MT-CYB 3 1 6 5 8 54 2 2 3 3 2 5 9 5 5 2 2 3 1 3 1 2 3 1 6 .
##
## MT-ND1 2 2 10 14 6 4 16 1 7 6 5 7 4 4 2 13 2 10 3 7 4 2 5 4 3 3
## MT-ND2 4 2 9 6 12 1 2 1 3 6 7 7 4 2 1 2 6 5 3 11 1 1 2 6 3 2
## MT-CO1 5 8 34 32 14 7 17 7 7 15 14 14 19 5 8 27 14 12 7 11 21 11 12 17 8 10
## MT-CO2 11 3 21 7 21 . . 2 9 8 11 9 8 . . 7 4 5 2 5 2 2 4 10 6 8
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 8 . 7 3 1 . . 2 2 4 5 7 5 2 2 5 1 . 2 4 . 1 1 . 2 4
## MT-CO3 6 5 8 19 7 8 8 5 7 8 11 39 1 6 3 8 7 4 6 8 9 8 5 8 7 5
## MT-ND3 . . 2 . 2 . . . . . 1 . . . . . . . . . 1 . . . . .
## MT-ND4L . . 1 . . . . . . . . 1 . . . . . . . . 1 . . . . .
## MT-ND4 4 5 11 8 12 4 2 5 5 4 13 6 5 1 2 6 3 5 2 9 . 5 1 6 5 8
## MT-ND5 . . 2 3 . . . 1 . 1 2 2 1 . . 2 . 1 . . . . . . . 1
## MT-ND6 . . . . . . . . . 1 . . . . . . . . . . . . . . 1 .
## MT-CYB 3 9 8 10 13 1 3 2 4 2 7 6 6 2 . 5 3 8 3 2 4 3 1 6 2 10
##
## MT-ND1 5 4 3 3 15 1 3 4 5 3 2 1 5 6 8 2 7 2 10 3 8 2 1 2 7 1
## MT-ND2 . 3 2 1 6 . 2 6 4 2 1 4 6 4 5 4 5 2 6 3 1 . 1 1 38 7
## MT-CO1 10 21 12 30 80 8 7 10 12 13 26 6 22 4 17 9 26 11 12 18 7 21 4 6 40 8
## MT-CO2 4 3 1 3 34 1 12 6 2 1 2 9 10 5 5 6 10 3 11 12 4 . . 1 33 8
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . 1 . . . . .
## MT-ATP6 . 2 . 1 11 . 4 2 . 1 . 1 9 1 1 2 . 1 1 2 . 1 1 2 10 3
## MT-CO3 3 3 2 6 37 6 5 48 4 6 2 5 10 7 10 9 9 6 2 6 4 2 5 3 21 8
## MT-ND3 1 1 . . 1 . . . . . . . . 3 . . . . . . . . 1 . . .
## MT-ND4L . 1 . . 2 . . 1 1 . . . 1 . . . 1 . . . . . . . 1 .
## MT-ND4 4 10 8 1 11 1 10 5 4 4 3 2 8 . 9 7 8 3 34 6 5 3 2 . 6 4
## MT-ND5 . . . . 3 . . . . . . . 1 . 2 1 1 1 1 1 1 . . 1 2 4
## MT-ND6 . . 1 . . 1 . . . . . . . . . . . 1 . . . . . . 1 2
## MT-CYB 1 4 . 5 16 1 4 6 7 2 . 2 8 4 2 4 3 9 2 5 2 2 2 . 10 8
##
## MT-ND1 2 6 5 9 1 1 1 5 10 1 6 3 6 5 . 4 7 1 3 1 5 . 7 3 8 5
## MT-ND2 15 1 4 2 2 2 1 16 8 4 2 5 3 8 1 1 8 5 1 3 1 1 17 10 7 5
## MT-CO1 15 15 8 12 7 15 12 34 40 16 25 11 15 13 8 9 12 13 18 9 40 2 21 10 55 17
## MT-CO2 17 4 9 13 4 6 2 24 8 14 . 10 5 10 1 2 6 9 3 5 3 1 15 11 22 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 14 4 3 . 1 . . 7 2 8 1 3 2 1 . 2 5 4 3 5 1 . 4 6 4 2
## MT-CO3 11 11 6 13 4 7 5 17 7 8 12 7 4 5 6 7 5 12 5 1 4 . 6 4 9 6
## MT-ND3 . . . . . . . . . . 1 . . . . . . . . . 1 . . 1 . .
## MT-ND4L . . 1 . 2 1 . . . . . . . 1 . . 1 . . . . . . 1 . 1
## MT-ND4 14 . 7 7 3 2 2 14 17 2 3 3 1 7 4 5 6 8 6 2 3 . 12 5 10 7
## MT-ND5 3 1 1 3 . . 1 3 . . . 1 . 2 . . 1 . 2 1 . 1 2 3 2 .
## MT-ND6 . . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 8 6 2 5 2 5 4 8 1 5 4 5 3 3 2 6 6 1 4 1 3 . 7 7 11 6
##
## MT-ND1 8 6 4 2 4 6 6 6 4 2 2 13 4 3 5 4 2 14 . 2 1 8 4 1 6
## MT-ND2 6 4 3 4 2 6 3 2 5 10 5 11 3 . 1 . 5 10 3 8 2 2 1 1 5
## MT-CO1 25 8 30 7 17 11 10 13 14 15 12 37 23 20 13 13 12 37 8 13 12 18 7 15 13
## MT-CO2 13 3 . 4 1 6 13 5 24 4 4 16 1 3 10 1 3 22 3 9 3 2 . 8 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . 1 . .
## MT-ATP6 4 4 3 2 . 2 4 2 8 5 3 13 1 1 3 1 3 3 1 3 . . . 2 3
## MT-CO3 11 2 11 3 11 2 4 23 8 7 4 15 10 7 9 7 7 21 4 7 3 9 9 5 12
## MT-ND3 1 1 1 . . . 1 . . . 1 . . . . . . 1 . . . . . . .
## MT-ND4L . . . . . . . . 1 1 . . 1 . . . . . . . . . . . .
## MT-ND4 9 4 6 4 3 6 1 2 8 5 11 9 3 5 2 3 9 8 6 4 6 6 1 5 7
## MT-ND5 4 . . 1 . . 2 2 . 1 . 2 3 1 . . . . 1 1 . 1 1 . .
## MT-ND6 . . 1 . . . 1 . 1 1 . 1 1 1 . . . . . . . . . . .
## MT-CYB 5 2 5 5 4 1 1 4 9 8 4 12 4 3 7 1 6 9 6 5 2 3 . 5 6
##
## MT-ND1 5 7 12 5 2 4 7 3 3 5 2 . 1 3 4 2 7 2 3 2 9 1 1 3 2 3
## MT-ND2 6 2 5 1 2 4 7 . 3 1 1 1 1 4 6 1 7 . 5 7 12 . 1 . 4 7
## MT-CO1 14 13 30 5 7 16 17 11 7 14 18 1 5 11 16 8 28 13 2 3 36 8 11 12 6 19
## MT-CO2 9 1 7 2 1 11 6 1 8 1 6 . 1 4 12 13 7 2 8 8 36 . 10 6 16 11
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 1 2 2 1 1 4 . 1 . 1 . . . 2 2 2 1 5 2 7 . 1 2 3 2
## MT-CO3 43 11 8 3 3 4 6 10 4 5 4 1 4 7 12 6 11 6 2 3 15 10 3 10 1 10
## MT-ND3 . . 1 . . . 2 . . . . . . . . 4 . . . . 1 . . 1 1 .
## MT-ND4L . . . . . . . . . . 1 . . . . . . . 1 1 . . . 1 . .
## MT-ND4 9 3 12 3 . 2 6 1 5 . 4 2 1 5 13 5 6 2 6 5 8 2 2 . 1 3
## MT-ND5 . 1 2 . . 1 1 1 . 1 1 . . . 2 2 4 2 2 1 2 1 2 . . .
## MT-ND6 . . . . . . . . . 1 . . . 1 . . . . . . 1 . . . . .
## MT-CYB 5 1 11 1 . 5 5 2 10 2 3 1 4 6 7 4 4 . 8 5 4 2 6 1 3 7
##
## MT-ND1 10 . 8 1 1 . 12 3 7 6 3 2 5 3 7 9 2 5 34 5 7 10 2 1 5 5
## MT-ND2 10 . 8 4 . 1 10 2 3 2 3 2 2 1 5 10 . 2 12 2 4 8 1 3 2 4
## MT-CO1 34 6 7 6 7 13 31 8 11 14 6 13 15 17 10 58 15 8 103 16 15 13 10 8 13 6
## MT-CO2 21 1 4 7 2 . 17 10 8 1 1 1 4 2 9 13 . 2 29 5 5 19 2 3 2 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 11 . . . 1 1 1 2 1 . . . 1 2 3 4 . 2 7 . 1 4 . . . 3
## MT-CO3 15 3 2 5 5 9 11 7 14 5 6 2 5 3 10 12 3 2 56 4 9 13 1 4 7 7
## MT-ND3 . . . . . . . 1 . . 1 . . . 1 . . . . 1 1 2 3 . 2 .
## MT-ND4L . . . . . 1 1 . . . . . . . . . . . 2 . . 1 . . . .
## MT-ND4 13 4 6 6 1 2 8 1 4 6 4 1 2 1 5 6 3 2 18 11 6 10 3 . 7 1
## MT-ND5 3 . . 1 1 . 1 1 . . . . 2 . . 2 . 1 8 3 . 1 1 . 1 .
## MT-ND6 . . . . . . . . . . . . . . . . . . 1 . . . . . . .
## MT-CYB 9 . 1 3 1 3 7 . 3 2 4 . 4 2 3 6 . 1 14 4 7 9 1 4 2 1
##
## MT-ND1 4 3 6 10 1 7 1 8 3 3 7 4 3 3 7 1 4 5 . 5 . 12 . 13 4 8 1
## MT-ND2 5 3 1 4 . 6 3 8 5 5 1 10 2 1 7 5 3 9 4 4 4 2 3 13 6 5 5
## MT-CO1 21 8 10 29 3 26 18 39 32 7 8 17 5 9 8 9 9 5 7 10 14 53 6 34 7 15 4
## MT-CO2 8 4 2 6 4 14 3 20 5 8 2 13 1 6 9 7 12 2 2 6 7 3 1 13 11 8 5
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 1 . 1 4 9 1 2 1 2 2 6 2 . 1 . 3 1 3 4 1 2 2 10 4 7 2
## MT-CO3 6 14 6 8 . 16 3 17 12 7 5 8 . 4 11 8 6 . 3 7 5 6 3 17 8 8 3
## MT-ND3 . 1 . 1 . . . . 1 . 1 . . . . 1 1 . . . . 1 . 1 1 . .
## MT-ND4L . . . 1 . . . . . . . . . . . . . 1 . . . 1 . . . . .
## MT-ND4 5 3 3 4 . 6 7 10 1 6 3 7 2 1 6 2 5 7 6 9 2 4 2 11 7 5 5
## MT-ND5 1 1 1 4 1 3 1 1 1 2 1 . 1 . 2 . 1 . 1 . . 2 . 4 1 1 .
## MT-ND6 . 1 . . . . . . . . . 1 . . . . . . . . . . . 1 . . .
## MT-CYB 3 8 2 3 1 6 2 10 3 5 2 7 1 1 1 3 7 3 4 6 2 4 1 15 7 11 3
##
## MT-ND1 5 2 6 7 5 2 7 12 4 1 4 3 7 8 3 5 5 3 7 2 1 1 3 3 2 1 2
## MT-ND2 1 4 6 5 1 7 5 4 9 2 1 6 5 8 1 3 1 3 7 7 1 6 1 8 1 3 6
## MT-CO1 8 11 13 43 10 8 29 21 15 11 7 13 33 16 4 8 22 2 8 5 8 16 4 16 16 7 10
## MT-CO2 2 3 16 4 . 10 4 6 6 1 . 20 3 10 3 . 14 3 2 11 3 3 3 13 . 5 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . 1 . . . . . .
## MT-ATP6 6 4 3 . . 2 1 4 1 . 1 2 1 12 . 2 . 2 . 8 1 3 . 1 1 . 1
## MT-CO3 7 6 4 6 6 7 11 7 13 5 8 8 12 10 5 6 3 1 4 4 8 7 4 7 7 4 2
## MT-ND3 1 . . . . 2 . . . 1 . . . . 1 . . . 1 . . . . . . 1 .
## MT-ND4L . . . . 1 . . . . . . . . . . . . . . . . . . . . 1 .
## MT-ND4 6 7 6 2 8 8 1 2 3 5 1 2 7 10 4 4 3 1 . 5 4 1 4 6 4 2 4
## MT-ND5 . 1 . . 1 . 2 1 . . . . . . . 1 2 2 . 3 . . 1 1 2 1 1
## MT-ND6 . . . . . . . . . . . . . . 1 . . . . . . . . 1 . . .
## MT-CYB 5 3 7 5 7 4 1 5 9 1 4 7 4 6 . 7 6 3 3 5 3 2 . 4 3 8 .
##
## MT-ND1 3 4 3 9 7 3 10 3 3 9 1 3 8 1 . 5 7 3 3 11 2 3 4 3 2 3
## MT-ND2 . 2 2 8 9 3 7 2 4 5 3 5 15 1 1 1 . 4 3 7 7 3 2 5 1 6
## MT-CO1 18 13 9 15 29 10 12 8 16 11 3 8 31 10 17 10 29 21 8 11 14 10 9 12 7 8
## MT-CO2 1 10 10 10 12 8 7 3 6 6 3 5 44 3 7 2 15 11 5 17 7 2 3 5 4 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 4 2 2 5 3 1 3 2 1 . 2 10 1 . 1 6 4 . 3 3 4 1 . 2 5
## MT-CO3 3 4 4 5 22 3 12 3 5 8 2 3 17 6 3 9 11 7 6 6 6 2 7 5 2 8
## MT-ND3 1 . . . 1 . . . . 2 . . . . . . . . . . 1 . . . 1 .
## MT-ND4L . 1 . 1 . . 2 1 . . . . . . 1 . . . . . 1 . . . . .
## MT-ND4 2 1 6 7 8 2 9 7 3 3 3 8 12 6 10 3 5 5 2 7 6 1 3 5 . 5
## MT-ND5 . 1 2 3 2 . 1 . . . 1 1 2 1 . . . 1 2 2 . . 2 1 . .
## MT-ND6 . . . . . . 1 . . . . . . . . . . . . . . . . . . .
## MT-CYB 2 5 4 3 6 1 7 5 24 3 3 2 6 1 1 3 4 2 3 4 2 1 5 3 . 3
##
## MT-ND1 4 4 . . 2 10 4 8 4 6 . 4 7 . 4 3 7 8 3 3 4 8 7 4
## MT-ND2 4 1 3 2 8 11 1 12 1 . 3 4 4 . 3 2 6 . 2 . 2 13 7 15
## MT-CO1 10 11 24 14 12 10 4 18 18 16 5 11 6 12 7 14 5 12 11 10 25 15 18 15
## MT-CO2 8 1 2 5 12 8 2 14 5 9 1 10 . 1 10 1 9 . 2 2 22 18 12 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 . 1 1 3 4 . 4 3 2 . 2 2 1 1 6 1 . 2 2 . 7 7 3
## MT-CO3 5 5 5 3 6 11 4 11 7 3 1 5 10 20 3 11 12 9 3 6 10 10 14 9
## MT-ND3 . . . . . . . . . . . 1 . . . . . 1 . . 1 3 . .
## MT-ND4L 1 . . . . . . . . . . . . 1 . . . . . . . . . .
## MT-ND4 5 4 3 5 8 9 2 10 6 2 2 7 4 3 1 5 4 5 4 2 7 6 9 8
## MT-ND5 . . . 1 2 . . . 2 . . 2 . 3 . 1 1 2 1 . 1 1 . .
## MT-ND6 . . . . . . . . . . 1 . . 1 . . . . . . . . . .
## MT-CYB 8 1 1 24 2 1 1 11 2 6 1 4 1 5 3 8 7 1 1 3 2 8 6 6
##
## MT-ND1 6 12 2 3 2 45 6 . 5 . 3 4 5 10 2 4 2 3 4 2 6 8 7 11 2
## MT-ND2 4 4 3 2 1 8 5 1 6 2 2 . 3 7 1 3 1 4 1 6 3 4 2 7 1
## MT-CO1 10 12 6 14 18 23 11 12 24 11 6 26 18 64 13 12 6 14 10 15 22 20 33 21 3
## MT-CO2 6 12 9 4 2 12 4 8 5 3 8 5 11 17 . 10 1 11 . 8 2 4 3 8 1
## MT-ATP8 . . . . . . . . . . . . . 1 . . . . . . . . . . .
## MT-ATP6 3 5 1 . 3 6 . 2 2 2 . 1 6 2 . 3 . 5 1 1 . 1 1 6 1
## MT-CO3 7 5 6 5 5 13 3 1 5 5 2 6 2 24 6 4 2 2 4 4 8 10 7 13 3
## MT-ND3 . . . . . . . . . . . . 1 1 . . . . . . . . 1 . .
## MT-ND4L . . . . . . . . . 1 . . . . . 1 . . . . . . . . .
## MT-ND4 4 2 4 3 2 10 4 . 8 4 2 7 3 10 5 3 1 10 5 3 10 5 6 2 .
## MT-ND5 1 1 . . 1 2 1 1 5 . . 2 1 2 . . 2 . 2 1 . 3 2 . 1
## MT-ND6 . . . . . . . . 1 . . . . 2 . . . . . 1 . . . . .
## MT-CYB 7 3 4 5 3 2 1 2 4 7 3 41 5 9 2 5 1 6 3 7 4 4 6 4 .
##
## MT-ND1 5 2 4 3 2 3 3 6 2 2 4 3 2 12 2 11 4 2 6 7 2 6 6 4 1 6 4
## MT-ND2 11 5 2 1 8 . 3 2 1 5 2 7 2 4 2 13 1 1 8 4 . 2 5 3 2 1 5
## MT-CO1 7 9 10 13 11 11 3 7 3 7 27 18 4 60 14 26 54 2 9 13 16 8 51 6 17 20 19
## MT-CO2 6 5 6 6 15 1 7 9 3 14 1 11 6 3 2 47 1 2 8 13 3 7 10 9 1 24 8
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 5 2 1 . 10 1 4 6 . 2 . 7 . 3 1 2 . 2 1 4 1 . 2 . . 4 1
## MT-CO3 4 8 8 2 6 . 4 8 8 6 12 9 2 12 4 8 3 . 8 7 5 3 9 4 8 10 8
## MT-ND3 1 . . . . . . . 1 . . . . 2 . 1 . . . 2 . . . . . 2 .
## MT-ND4L . . . . . . . . 1 . . . . 1 . . . . . . . 1 . . . 1 .
## MT-ND4 5 . 8 4 5 2 2 4 2 7 4 9 1 8 47 9 . 1 4 5 3 6 8 2 3 10 4
## MT-ND5 . 1 1 . 1 . 2 1 1 1 1 1 . 1 1 3 . . 2 1 1 . . . . 1 2
## MT-ND6 . . . . . . . . . 1 . . . . . . . . 1 . . . . . . . .
## MT-CYB 3 3 6 . 4 5 7 8 4 4 3 10 3 8 9 7 1 1 6 5 1 5 2 4 1 5 4
##
## MT-ND1 4 11 2 6 6 3 3 3 . 3 5 . 1 3 6 6 2 2 1 2 3 9 6 1 2 5 1
## MT-ND2 33 49 1 1 . 6 1 1 2 6 8 1 1 4 3 5 2 1 . 1 2 1 3 5 1 . 3
## MT-CO1 18 17 8 10 21 11 5 5 25 13 33 13 2 8 12 14 14 5 12 9 11 10 7 9 7 10 5
## MT-CO2 1 4 3 4 5 9 6 . 3 7 22 . 4 9 5 6 6 . 1 . . . 5 7 4 1 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 . . 2 2 1 1 . . 3 4 1 . 4 3 3 1 . . 1 . 3 2 3 . . 1
## MT-CO3 7 5 7 5 7 7 5 2 7 8 12 2 4 4 1 6 8 2 6 6 8 13 6 5 9 8 6
## MT-ND3 . 1 . . . . . 1 1 . . . . 1 . . . . . . . . . 1 . . .
## MT-ND4L 1 . . . 1 . . . . . . . . . . . . . . . . . . . . . 1
## MT-ND4 3 6 5 4 5 8 4 3 18 9 9 4 3 6 1 6 4 1 2 4 4 5 3 3 5 2 3
## MT-ND5 . . . . 2 2 2 . . . 2 . . . . 1 2 . . 2 . 1 . 1 1 . .
## MT-ND6 . . . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MT-CYB 3 7 7 2 6 9 2 . 2 4 12 3 1 4 2 6 4 . 2 1 5 2 2 6 5 . 2
##
## MT-ND1 5 9 30 8 6 8 7 2 12 1 8 3 10 3 3 9 5 8 4 . 5 7 3 5 5 4
## MT-ND2 1 3 7 7 . 3 6 2 8 . 5 . 10 5 2 11 1 1 2 5 13 6 3 2 8 2
## MT-CO1 5 31 11 35 13 22 9 33 22 5 6 15 22 7 13 9 6 8 10 15 10 6 16 12 8 2
## MT-CO2 2 4 5 16 . 12 9 1 8 1 7 6 23 26 10 9 . 6 13 6 16 9 2 . 14 2
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 . 2 8 4 1 1 1 6 1 1 2 3 3 3 6 1 . 1 1 5 7 . . 2 .
## MT-CO3 5 15 7 8 8 8 6 5 6 2 5 . 18 6 5 8 . 9 5 7 7 3 4 6 6 48
## MT-ND3 . 2 . . 1 . . . . . . . . 1 . . . . . 1 . . . 1 . .
## MT-ND4L . . . . . . . . 1 . . 3 . 1 . . 1 . . . . . . 1 1 1
## MT-ND4 1 5 9 11 1 6 7 10 9 3 3 . 11 6 7 5 19 1 3 3 5 6 3 1 3 2
## MT-ND5 1 1 1 1 2 . . 1 1 . . 2 1 3 . . . 2 . . 2 1 . . 1 .
## MT-ND6 . . . . . . . . . . . . . . . . . 1 . . . 2 . . . .
## MT-CYB 2 13 2 5 11 6 5 1 6 1 4 4 9 7 5 2 3 7 1 5 2 6 5 4 5 .
##
## MT-ND1 3 5 6 7 1 11 7 5 5 4 6 4 . 7 7 6 3 5 5 2 2 6 3 3 4 1
## MT-ND2 3 12 4 2 4 13 2 3 10 12 7 2 . 9 2 1 2 5 . 4 5 . 5 3 1 2
## MT-CO1 6 43 12 23 8 20 10 6 5 9 8 9 6 7 24 17 7 13 11 5 9 18 17 14 49 16
## MT-CO2 17 75 8 2 6 25 2 7 10 8 5 2 2 11 4 . 3 6 1 6 10 5 8 2 13 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 7 5 1 1 12 . 4 3 1 3 . 1 6 . . . 2 1 1 6 2 4 . 6 .
## MT-CO3 4 15 16 2 7 35 1 8 9 7 2 4 1 4 4 12 5 2 8 2 2 8 9 11 7 7
## MT-ND3 . . . 1 . 2 . . . . . 3 . . 1 . . . 1 . . 1 . . 1 .
## MT-ND4L . . . . . . . 1 . . . . . . . . . . . . . . . . 1 .
## MT-ND4 1 21 4 4 . 9 1 3 4 2 3 5 2 5 4 4 2 1 3 4 3 2 26 2 4 6
## MT-ND5 . 2 1 1 . 5 1 1 1 . 1 1 1 1 . . 2 1 1 . 1 1 . 2 1 .
## MT-ND6 . . . . . 1 . . 1 . . . 1 . . . . . . . . 1 1 . 1 .
## MT-CYB 5 8 6 4 . 11 3 6 5 . 1 6 3 6 1 4 . 2 2 3 7 6 5 2 4 3
##
## MT-ND1 4 6 1 2 1 2 6 13 2 5 2 . 7 10 2 12 . 4 4 11 5 8 3 . 3 8 .
## MT-ND2 13 3 4 2 1 5 14 6 1 8 1 . 7 2 . 7 2 2 1 4 5 16 2 4 1 6 1
## MT-CO1 8 24 4 8 7 33 15 10 7 9 2 . 20 15 3 27 6 16 21 28 17 18 9 18 3 11 10
## MT-CO2 7 10 6 1 . 5 23 3 1 15 . . 13 . 2 14 6 2 13 11 3 1 6 6 7 7 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 41 2 2 4 . 1 4 6 . 9 1 . 2 . . 1 3 4 3 2 1 2 . 2 2 . .
## MT-CO3 8 3 7 3 4 5 9 10 4 50 2 1 3 7 4 11 12 9 8 10 1 5 5 6 4 14 4
## MT-ND3 . . . 1 . . 1 . . . . . . . . . . 1 . 1 1 1 . . . . 1
## MT-ND4L . . . . 1 . . . . 1 . . 1 1 1 . . . . . . . . . . . .
## MT-ND4 10 1 7 3 1 6 13 1 3 8 . . 1 5 3 7 4 4 7 7 1 5 4 3 1 9 1
## MT-ND5 7 1 . . . . . 1 1 3 . . 1 . 3 4 . . . . . 1 . 1 . . .
## MT-ND6 . . . 1 . . 1 1 . . . . . 1 . . . . 1 . . 1 . . . . .
## MT-CYB 6 4 . 6 1 . 10 6 1 5 1 . 4 4 1 10 2 9 7 3 5 7 3 . 1 6 1
##
## MT-ND1 6 3 2 5 4 2 6 4 6 1 4 2 . 7 4 2 2 12 3 12 10 4 6 9 9 6
## MT-ND2 8 5 2 3 2 . 5 3 2 4 5 . . 7 . 7 7 3 1 3 11 2 4 9 4 5
## MT-CO1 97 9 13 50 11 . 23 15 20 11 19 9 . 9 13 6 9 18 10 26 20 8 13 10 22 5
## MT-CO2 32 8 6 9 1 . 13 2 7 17 12 6 1 6 2 10 8 1 5 8 17 7 18 7 2 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 6 2 1 . 1 . 3 1 2 . 3 . 1 6 . 3 35 3 3 4 5 15 5 9 1 1
## MT-CO3 9 . 3 13 6 1 7 8 8 9 2 4 . 5 6 4 5 7 9 9 13 4 10 10 7 3
## MT-ND3 1 . 1 . . . . . . . . . . . . . . 2 . 1 . . 4 1 . 1
## MT-ND4L . . . . . . . . . 1 . . 1 . . . 1 . . . . . . . . 1
## MT-ND4 13 2 3 5 10 . 2 10 3 5 39 8 . 9 3 4 3 3 8 3 3 6 7 8 1 6
## MT-ND5 1 . . 5 . . . 2 1 1 1 . . 1 1 2 . 4 . . 2 2 . 1 . .
## MT-ND6 . . . 1 . . . 1 . . . . . 2 . . . . . . . . . . . .
## MT-CYB 12 4 3 1 2 1 4 7 3 2 5 . . 5 1 2 1 6 3 4 4 6 4 5 2 9
##
## MT-ND1 5 7 6 2 7 5 7 17 6 8 6 2 4 3 1 3 18 5 11 2 . 6 11 15 2 4
## MT-ND2 4 5 8 . 15 1 4 2 5 1 4 4 1 1 1 4 7 5 6 . 2 5 11 5 2 1
## MT-CO1 6 25 15 4 8 9 14 26 13 13 17 10 10 5 5 30 16 15 41 10 4 16 44 33 8 8
## MT-CO2 7 4 13 . 18 27 14 2 11 3 13 8 5 2 3 7 . 6 18 1 3 13 18 3 1 12
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 3 2 . 6 . 5 1 11 1 3 1 2 . . 4 1 47 2 . 1 6 3 2 1 .
## MT-CO3 4 6 11 7 6 6 8 4 11 6 4 2 10 2 5 8 7 6 12 3 6 4 12 17 2 6
## MT-ND3 1 . . . 1 . . . . . 1 . 2 . . 2 1 . . 1 1 1 . 2 . .
## MT-ND4L . . . . . . . . 1 . . . . . 1 1 . . . . . . . . . 1
## MT-ND4 4 5 3 7 9 5 8 3 5 6 7 4 3 3 5 9 5 5 11 3 3 7 6 8 2 10
## MT-ND5 . . 1 . 4 . 3 2 1 1 . . . . . 1 . 1 1 . . 1 . 1 . .
## MT-ND6 . . . . . . . . . . . . . 1 . 1 . . . . . . . . . .
## MT-CYB 9 3 3 3 11 2 2 7 6 5 5 4 10 . 8 5 3 6 9 . 1 5 14 8 7 2
##
## MT-ND1 5 5 5 4 2 2 1 2 24 2 2 6 10 1 2 11 5 8 5 2 2 4 1 2 14 1 2 4
## MT-ND2 3 3 8 . 1 8 8 . 5 4 . 1 6 . 9 6 4 4 1 1 2 4 2 1 11 2 6 2
## MT-CO1 25 13 13 7 4 6 9 4 15 7 6 13 19 9 13 19 17 57 5 5 6 21 10 6 12 9 11 17
## MT-CO2 2 8 9 2 1 5 4 . 7 14 6 . 12 . 2 4 7 16 2 . . 3 3 2 3 1 6 2
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 4 2 . 1 2 3 . 7 7 . . 3 1 1 . . 9 . . . . . 1 4 1 1 1
## MT-CO3 10 4 12 7 . 6 6 3 4 2 5 3 6 9 2 11 6 9 4 3 6 1 5 1 16 4 3 7
## MT-ND3 1 . 2 . . . 1 . . . 1 . 2 . . . . . . . . . . . . 1 . .
## MT-ND4L . 1 1 . . . . . 1 . . . . . . . 1 . . . . . . . . . . .
## MT-ND4 4 4 10 2 1 2 5 1 8 36 1 4 10 4 4 10 9 11 4 3 2 2 2 6 11 3 2 1
## MT-ND5 1 2 2 1 . . . 1 1 1 . . . . . 6 2 2 . 1 . 1 1 1 . 2 2 .
## MT-ND6 . . . . 1 . . . . . 1 . . . . . . 1 . . . . . . . . . .
## MT-CYB 2 4 4 . 1 4 4 . 7 5 2 8 2 . 3 7 8 5 2 1 2 2 4 . 10 1 3 1
##
## MT-ND1 5 . 6 10 7 2 6 2 1 2 1 5 2 3 10 4 5 3 4 2 2 7 2 5 4 6
## MT-ND2 10 1 6 4 2 2 5 9 9 8 3 1 1 6 14 1 1 9 13 1 1 7 . 6 5 2
## MT-CO1 12 7 27 33 6 12 7 14 13 5 5 18 11 19 3 4 16 19 13 6 8 25 6 37 12 10
## MT-CO2 11 1 1 1 6 3 9 7 13 9 2 13 3 9 6 2 6 8 7 3 2 33 1 19 32 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 1 2 1 2 4 2 3 4 1 4 7 1 5 5 . 1 7 3 1 1 . 2 4 3 2
## MT-CO3 9 5 11 23 12 1 10 5 15 9 3 4 6 7 3 2 7 7 8 3 2 7 1 5 7 2
## MT-ND3 . . . . . 1 . . . . . . . . 1 . 3 1 . . . . . . . .
## MT-ND4L . 1 . . . . . . . 1 . . . . . . 1 . . 1 . . . 1 . 1
## MT-ND4 34 2 6 8 5 2 4 6 13 11 3 7 3 1 6 1 3 32 5 2 3 38 4 7 2 1
## MT-ND5 . . 1 1 . 1 . 1 2 . . 2 . 1 . . 4 . . . . 2 . . . 2
## MT-ND6 1 . . . . . 1 . . . . 1 . . . . . . . . . . . . . 1
## MT-CYB 6 4 3 9 45 . 2 4 6 7 3 10 3 6 12 . 3 10 11 . 1 2 . 9 5 1
##
## MT-ND1 12 1 1 38 2 8 2 1 5 7 1 1 5 4 3 2 4 8 1 3 1 6 3 6 7 3 2
## MT-ND2 9 3 2 12 4 5 1 6 10 8 2 1 6 7 . 2 3 4 3 1 . 1 2 2 6 5 3
## MT-CO1 19 11 10 22 11 6 . 13 6 9 10 8 9 3 6 9 15 58 10 4 10 7 8 20 19 14 3
## MT-CO2 7 6 11 18 7 8 2 11 17 17 2 1 8 4 1 4 4 10 6 1 9 . 1 8 9 1 4
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 2 2 9 4 . . 4 4 8 5 2 3 3 2 2 1 4 . 1 . 2 . 1 2 1 4
## MT-CO3 6 3 2 3 5 6 4 10 11 13 10 3 3 2 2 3 5 13 5 4 5 10 8 4 10 4 4
## MT-ND3 1 . . 1 . . 1 1 . . . . . . . . . . 1 . . . 1 1 . . .
## MT-ND4L 1 . . . 1 . . . . 2 . . . . . . . 2 . . . . . . . . .
## MT-ND4 9 4 3 4 3 10 4 8 13 14 2 . 5 6 3 9 3 8 4 7 3 5 4 4 3 3 2
## MT-ND5 1 . . 1 . . 1 . . 1 1 . 2 . . 1 1 5 2 3 1 . 1 2 . . .
## MT-ND6 . 2 . . . . . . . 1 . . . . 1 . . . . . . 1 . 1 . . .
## MT-CYB 10 4 4 63 3 6 1 3 5 10 8 2 . 2 2 6 2 5 2 1 4 2 6 4 11 5 4
##
## MT-ND1 2 6 4 5 6 4 2 1 2 4 1 11 7 1 7 . . 3 2 1 38 2 1 5 3 3 6
## MT-ND2 2 6 5 7 6 8 4 3 2 7 5 6 8 2 . 6 1 . 6 1 10 1 2 6 1 2 1
## MT-CO1 5 14 10 5 2 24 13 14 6 9 12 8 23 9 6 9 18 8 15 13 30 10 8 35 9 4 30
## MT-CO2 6 12 6 7 . 13 51 8 5 4 . 12 5 8 1 13 1 1 7 3 26 7 8 24 4 4 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 5 1 1 . 8 3 4 2 2 1 . 2 1 1 2 . 3 3 2 7 1 . 5 . . 7
## MT-CO3 2 3 4 8 5 11 4 4 4 2 4 5 11 6 3 6 12 12 7 6 10 4 5 14 3 6 9
## MT-ND3 . . . . . . 1 . . . . . 1 1 . . . 1 . . . . . . . 1 .
## MT-ND4L . . 1 . . . . . . . . . . . . 1 . . . . . . . . . . .
## MT-ND4 2 4 4 6 4 16 3 5 3 2 2 7 15 7 4 5 3 3 9 5 6 1 2 6 2 6 3
## MT-ND5 . . . 3 1 2 . 1 . . . 1 . . 3 . . . . 1 3 1 . 2 . . 2
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . 1 . . .
## MT-CYB . 10 3 5 5 11 . 5 2 4 3 7 11 6 2 2 5 3 4 5 8 2 5 11 1 1 6
##
## MT-ND1 2 14 10 9 1 7 1 14 2 8 7 2 1 8 1 2 3 32 11 5 9 10 2 1 3 6 3
## MT-ND2 2 10 5 10 . 8 2 3 43 9 7 . 1 3 1 4 5 3 10 4 3 4 6 5 1 4 1
## MT-CO1 10 46 16 25 2 6 10 43 12 46 61 5 13 25 6 6 6 5 31 19 12 31 21 7 8 23 9
## MT-CO2 8 18 1 16 3 8 8 2 5 15 10 . 2 69 2 9 8 8 4 1 1 18 9 7 2 8 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 5 . 4 . 1 2 2 1 8 2 . 2 4 . . . 7 1 2 2 1 3 3 . . .
## MT-CO3 6 34 46 8 2 2 6 15 5 20 20 2 8 14 5 5 2 3 12 1 5 12 7 1 3 12 3
## MT-ND3 . . . 1 . . 1 1 . . . . . . . . . . . . . . 2 . . . 1
## MT-ND4L 1 . 1 . . . . . . 1 . . . . . . . . 1 . . . . . . . .
## MT-ND4 5 20 5 3 1 7 4 8 9 14 7 1 4 13 1 5 3 5 4 1 5 6 3 4 1 7 2
## MT-ND5 1 3 . 2 . 2 . 1 2 1 3 1 . 2 1 2 . . . . 1 4 1 1 1 1 1
## MT-ND6 . . . . . . . . . . . . . 1 . 1 . . . . . 1 . . . 1 .
## MT-CYB 6 10 2 7 . 7 . 4 9 6 7 2 2 13 3 3 3 2 7 4 9 5 3 3 1 9 2
##
## MT-ND1 2 13 6 8 5 3 4 3 5 12 1 7 1 7 6 . . . 5 2 8 5 7 3 5
## MT-ND2 2 1 4 8 . 6 2 5 4 8 8 5 . 4 4 3 3 . 5 1 3 2 7 3 1
## MT-CO1 14 43 9 30 16 12 13 18 9 22 19 11 15 20 8 8 5 12 15 10 19 12 9 7 15
## MT-CO2 1 9 4 26 3 4 12 7 7 9 9 2 7 1 13 3 9 1 6 6 9 2 4 9 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 3 2 6 . 3 . 6 . 8 3 1 1 . 6 . 4 . 1 3 6 . 1 4 .
## MT-CO3 8 13 8 11 2 13 4 6 24 7 8 7 7 6 9 5 3 1 10 5 1 3 8 8 3
## MT-ND3 . . . . . . . . . 3 1 . . . . . . 1 . . 1 . . 1 .
## MT-ND4L . 1 . . . . . . . . . . . . . . . . . . . . . 1 .
## MT-ND4 7 8 7 6 1 4 3 6 2 16 4 8 6 5 7 3 5 2 5 7 6 2 7 2 3
## MT-ND5 1 1 2 2 . . . . . . 1 2 . 2 1 3 . 1 2 . 1 2 . 1 1
## MT-ND6 1 . . . . . . . . . . . . . . . . 1 . . . 1 . . .
## MT-CYB 4 3 2 10 2 2 4 5 2 6 5 8 3 55 14 2 4 1 3 7 3 6 7 6 1
##
## MT-ND1 8 7 3 10 3 5 2 3 5 2 1 5 4 1 1 6 3 2 10 3 5 4 2 3 4 2
## MT-ND2 10 18 5 5 3 3 3 3 5 12 4 4 11 1 . 3 5 1 4 4 9 9 2 1 2 6
## MT-CO1 43 58 16 46 27 23 4 5 17 23 9 20 20 12 9 17 1 8 20 6 5 12 7 13 13 32
## MT-CO2 19 119 9 17 19 12 50 2 9 23 6 15 10 6 3 3 3 . 9 3 6 12 1 . 2 8
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 4 9 3 3 3 5 3 1 6 9 . 9 5 1 . 2 2 . . . 1 2 . 1 1 4
## MT-CO3 18 11 6 16 5 7 2 2 4 11 4 7 10 5 3 9 2 4 10 7 7 9 3 3 6 5
## MT-ND3 . . 1 1 . . 1 . 1 3 . 3 1 1 1 1 . 1 1 . . . . . 1 .
## MT-ND4L . . 1 1 . . . . . . . 1 . . . . . . 1 . . 2 1 . . .
## MT-ND4 12 9 2 13 10 5 4 4 5 15 2 8 17 4 1 3 2 1 7 4 7 3 1 2 3 4
## MT-ND5 . 5 1 35 . 1 1 . 2 . . 2 3 . . . 1 . . . 1 2 . 2 . 1
## MT-ND6 . . . . . . . . . . . . . . . . . . . 1 . . 1 . 1 .
## MT-CYB 6 13 2 8 10 5 4 2 4 14 3 6 7 1 . 3 3 1 8 3 1 2 5 2 4 2
##
## MT-ND1 8 7 9 8 1 14 2 3 5 4 2 3 7 6 5 2 3 11 3 9 2 7 2 1 . 4 1 3
## MT-ND2 2 1 16 4 5 1 2 . 2 3 1 2 2 6 6 6 3 8 2 5 3 . 5 1 1 1 1 .
## MT-CO1 11 7 12 12 8 12 5 9 11 8 5 19 22 19 12 9 15 30 14 6 22 6 14 5 1 7 4 12
## MT-CO2 1 3 8 9 3 4 7 2 4 2 4 8 4 15 10 6 1 18 11 9 1 4 5 . . 3 . 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . 3 3 2 . 3 1 . 1 2 5 5 2 2 2 1 4 5 4 1 1 1 . . 2 . 1
## MT-CO3 6 4 3 11 2 9 6 6 7 . 3 13 4 4 6 3 5 14 4 10 6 7 2 4 . 3 1 10
## MT-ND3 . . . 1 . 1 . . . . . . . . . . . 1 1 . . . . . . . . .
## MT-ND4L . 1 . . . . 1 . . . . . . . . . 1 3 . . . . . . . . . .
## MT-ND4 3 5 5 10 7 8 6 3 4 2 . 9 5 9 10 3 2 16 5 1 8 2 5 4 . 3 2 5
## MT-ND5 2 . 1 2 2 3 1 . . . 1 . 5 1 1 . . 2 1 . . . . . . . 1 3
## MT-ND6 1 . . . . . . . . . . . . . . 1 . . . . 1 . . . . . . .
## MT-CYB 2 4 7 8 4 4 5 2 3 3 3 7 1 2 6 . 2 5 3 5 3 2 3 . 1 4 . 6
##
## MT-ND1 2 3 4 8 3 5 2 8 6 . 10 4 . 5 3 3 3 7 2 5 3 4 3 . 2 4 .
## MT-ND2 . 10 4 4 1 . . 3 6 4 4 1 . 4 4 3 2 2 3 3 3 3 6 4 7 5 2
## MT-CO1 17 15 14 9 8 6 2 36 11 16 18 7 5 11 1 13 18 8 6 13 5 6 14 6 10 4 5
## MT-CO2 1 11 . 11 11 2 2 15 10 4 1 1 4 9 1 2 9 2 6 10 13 7 10 2 13 6 6
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 5 1 6 4 . . 3 3 . 1 2 1 5 3 . 2 1 . 3 3 1 . 3 1 2 2
## MT-CO3 5 11 6 8 7 6 2 7 7 3 5 4 2 5 12 3 4 7 4 7 7 10 9 3 8 4 1
## MT-ND3 . . . . . . 1 3 . . . . . . . . 2 . . . 1 . . . 1 1 .
## MT-ND4L . . . 2 . 1 . . . . . . . . . . . 1 . . . . . . 1 . .
## MT-ND4 2 5 6 8 4 3 2 8 9 8 1 3 3 5 4 3 5 2 6 5 5 2 5 2 7 3 .
## MT-ND5 . 1 . 1 . . . 3 3 1 3 1 . 1 . 2 1 1 . . . 2 . 1 2 . 2
## MT-ND6 . . . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 3 6 5 5 2 2 . 10 7 3 4 . 1 5 2 2 1 2 1 5 2 5 4 8 6 4 1
##
## MT-ND1 9 3 4 7 4 11 2 7 8 7 10 6 2 6 8 . 2 5 . 15 4 . 10 3 3 2
## MT-ND2 7 1 2 9 . 3 4 4 . 5 . 4 7 9 5 18 2 6 2 5 3 1 11 2 2 5
## MT-CO1 12 4 7 30 12 14 12 14 14 15 12 10 13 27 8 21 4 11 12 41 3 4 9 33 7 9
## MT-CO2 5 1 3 18 8 12 7 40 6 8 1 9 8 4 9 2 4 8 5 4 6 2 13 . 7 2
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 5 . 3 13 2 5 . 1 3 5 1 . 4 5 . 1 . 2 . 1 1 1 1 2 2 .
## MT-CO3 5 2 1 12 2 9 7 8 7 13 3 8 4 8 15 5 . 11 4 14 5 1 5 12 4 2
## MT-ND3 1 . . . . . . . . . . . . 2 . . . . . 1 . . . . 2 .
## MT-ND4L . . . . . . . . . . . . 1 . . . . 1 . . . . . . . .
## MT-ND4 . 1 . 9 3 7 4 2 12 2 3 2 5 6 12 1 2 10 2 7 5 2 6 3 5 2
## MT-ND5 . . . 1 . 3 1 3 2 . 2 1 2 1 1 1 . . 1 3 2 . 1 1 . 1
## MT-ND6 . . . . . . . . . . 2 . . . 1 . . . . . . . . 1 . .
## MT-CYB 2 3 2 7 4 6 2 4 4 9 4 . 9 3 1 2 2 6 1 4 1 3 7 3 4 1
##
## MT-ND1 3 11 10 . 2 5 6 5 2 1 8 5 4 5 3 7 5 7 5 8 5 5 4 6 5 5
## MT-ND2 4 2 12 . 1 . 2 3 8 2 7 8 . 5 2 6 5 . 11 1 9 3 7 . 7 2
## MT-CO1 10 27 37 6 11 15 11 9 12 5 22 15 15 16 6 26 3 3 9 18 5 16 26 26 11 12
## MT-CO2 5 2 14 2 6 1 4 1 4 4 20 6 3 10 1 4 3 2 4 1 17 10 14 4 8 4
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 1 4 . . . . . 5 . 5 5 1 3 1 3 2 1 2 . 4 . 4 1 1 .
## MT-CO3 7 6 16 1 5 5 3 1 3 1 6 12 6 9 1 11 4 6 9 11 10 5 18 4 7 8
## MT-ND3 . . . . . . . . 3 . 1 . . . . . . . . . 1 . 1 . . .
## MT-ND4L . . . . . . . . . . . . . . 1 . . 1 1 . . 1 . . . .
## MT-ND4 3 2 11 . 3 3 3 2 10 5 14 10 1 6 5 5 6 1 6 2 9 2 8 3 4 5
## MT-ND5 . 2 . . 2 . . 1 1 . 2 1 . 1 1 . 1 1 . . . . 1 . 2 .
## MT-ND6 . . . . . . 1 . . . . . . . . . . . . 1 . . 1 . . .
## MT-CYB 1 . 10 1 3 3 9 . 5 1 8 6 2 4 1 9 4 1 8 7 5 5 2 4 1 6
##
## MT-ND1 2 5 3 7 8 2 1 3 1 . 5 3 3 4 4 17 9 2 5 7 6 13 1 9 1 2
## MT-ND2 6 3 . 2 7 . . 3 . 2 6 . 10 6 4 9 4 4 8 3 4 . 1 1 . 6
## MT-CO1 9 12 10 10 45 23 5 10 3 2 8 8 14 14 43 40 18 18 7 8 7 6 13 30 4 14
## MT-CO2 7 7 4 1 30 3 . 13 1 3 16 2 16 7 3 12 6 10 8 3 4 2 3 1 . 19
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . 1
## MT-ATP6 5 4 . . 7 1 . 2 1 3 7 2 4 2 1 2 5 . 3 1 . . 1 . . 1
## MT-CO3 7 10 5 9 13 6 2 8 . 1 9 2 6 8 9 11 8 5 14 7 5 5 2 9 5 7
## MT-ND3 . 2 1 1 . . . . . . 1 . . . 2 3 . . . . . . . . . .
## MT-ND4L 1 . . . . . . . . . . . . . . . . . . . . 1 . 1 . .
## MT-ND4 6 9 8 5 16 3 1 1 1 1 9 1 4 6 4 10 7 4 9 6 2 3 7 3 2 4
## MT-ND5 2 1 . 2 . . . . . . 1 . 1 2 2 3 1 . 1 . . . . 1 . 3
## MT-ND6 . . . . . . . . . . . . . 1 . 1 1 1 . . . . . . . .
## MT-CYB . 3 2 1 4 3 1 2 1 . 12 . 4 6 11 11 7 5 4 8 4 1 2 3 . .
##
## MT-ND1 3 7 5 10 6 2 10 2 2 10 . 7 2 9 9 2 4 7 3 2 1 4 . 5 5 3 5
## MT-ND2 3 6 1 7 5 2 5 11 3 6 1 5 . 4 11 3 5 2 . . 1 7 3 5 11 4 4
## MT-CO1 24 16 7 24 13 7 28 16 8 28 9 19 13 15 10 5 12 8 8 10 5 15 6 8 23 6 8
## MT-CO2 4 . . 9 6 3 14 8 6 19 1 6 1 9 21 5 11 15 . 1 . 11 2 13 13 15 6
## MT-ATP8 . . . . . . . . . . . . . . . . . . 1 . . . . . . . .
## MT-ATP6 2 1 . 4 . 3 3 2 3 1 . 3 . 2 2 3 4 10 2 . . 3 2 3 14 2 1
## MT-CO3 9 3 5 7 11 4 5 12 4 10 1 8 10 14 11 5 4 29 8 3 6 8 3 5 14 5 1
## MT-ND3 1 . . . . . . . . 2 1 . . . . . . . . . . . . 1 . . .
## MT-ND4L . . . . . . 1 . . . . . . 1 . . . . . . . . . . 1 . 1
## MT-ND4 5 8 2 5 3 4 8 8 4 5 . 4 5 6 3 1 4 8 4 1 6 4 5 3 13 4 7
## MT-ND5 1 . . 3 . . 3 1 . 1 . . 3 2 . 1 . 1 . . . 1 . 1 3 2 1
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . 1 . . . . .
## MT-CYB 5 6 4 4 8 2 3 3 8 5 1 5 3 2 11 2 3 5 3 5 1 4 2 2 11 4 3
##
## MT-ND1 5 6 3 7 8 5 2 6 2 6 2 3 3 1 5 9 3 3 2 1 2 7 7 2 3 5
## MT-ND2 13 5 1 10 4 4 1 3 6 6 6 5 3 . . 15 8 1 2 1 8 3 1 5 2 .
## MT-CO1 24 10 11 16 18 7 4 16 13 19 9 8 11 2 40 6 13 15 14 5 13 20 5 12 4 4
## MT-CO2 6 14 3 17 6 9 1 1 11 8 11 4 2 1 4 17 5 9 17 2 34 13 1 14 2 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . 1 . . . . . .
## MT-ATP6 . 10 2 10 1 3 1 . 1 4 2 2 2 . . 9 2 2 8 2 2 4 . 6 1 1
## MT-CO3 13 6 6 14 11 10 8 4 6 40 7 5 4 3 4 9 12 4 12 4 12 3 5 3 3 4
## MT-ND3 . . . . . . . . . . . . . . . 2 . . 1 . . . . 3 . .
## MT-ND4L . . . . . 1 . . . . . 1 . . . . . . . . 1 . . . . .
## MT-ND4 7 8 6 5 4 3 3 4 6 7 7 3 6 . 2 10 3 3 8 3 3 5 5 8 6 3
## MT-ND5 1 1 1 2 1 . . . 2 1 . 4 1 1 1 1 . 1 2 1 . . . 1 . .
## MT-ND6 . . 1 . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 10 6 3 12 4 5 1 1 4 2 3 5 2 . 6 19 4 4 12 2 4 7 7 1 3 .
##
## MT-ND1 3 3 9 8 6 6 7 3 30 6 1 1 6 12 . 2 20 3 2 14 4 2 4 4 2 5 3 1
## MT-ND2 6 6 12 1 7 12 . 2 26 6 1 2 4 6 3 3 7 2 3 9 5 4 7 . 3 10 2 4
## MT-CO1 6 13 40 12 15 15 12 17 82 9 9 5 14 19 7 5 9 8 1 22 8 6 6 7 8 21 11 8
## MT-CO2 8 9 18 1 7 6 . 1 47 2 . . 9 21 4 6 6 4 6 5 4 14 7 . 1 20 5 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 2 4 1 4 4 . 1 11 . 2 . 5 13 1 5 2 . 3 3 . 1 3 1 . 8 . .
## MT-CO3 5 4 12 4 14 10 3 2 92 16 3 . 6 8 3 8 6 3 1 8 7 5 6 4 2 14 2 8
## MT-ND3 . . 1 . 1 1 . . . . . . 1 3 . . . . . . . . . . . 2 . .
## MT-ND4L . 1 . . . . . . 2 . . . . 1 . . . . . . 1 1 1 . . . . .
## MT-ND4 5 2 6 1 6 4 5 2 32 4 2 3 7 4 3 4 5 2 2 7 6 4 4 5 4 10 4 2
## MT-ND5 1 1 1 1 3 3 . . 4 1 2 . 1 4 . 3 2 1 . 2 1 . 1 . 2 6 2 1
## MT-ND6 . . 1 . 1 . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 6 5 9 . 3 5 2 1 21 5 2 1 4 5 . 7 6 3 1 2 2 5 5 2 4 10 1 .
##
## MT-ND1 3 2 15 8 5 . 2 1 6 8 . 3 6 3 1 7 2 3 4 1 3 3 35 14 15 2
## MT-ND2 2 2 9 18 3 3 2 2 7 14 1 9 8 6 5 6 1 3 6 4 12 6 3 5 3 4
## MT-CO1 16 10 46 28 14 7 7 1 14 56 12 15 12 10 7 10 6 25 11 8 17 7 10 42 30 2
## MT-CO2 4 2 11 18 6 1 4 1 97 20 4 60 20 8 . 13 3 16 12 10 11 9 2 3 1 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . 1 .
## MT-ATP6 2 1 1 8 4 . 2 1 2 3 1 6 6 1 2 . . 5 2 . 5 5 1 5 2 1
## MT-CO3 7 8 24 13 7 6 5 2 1 16 3 11 11 2 4 15 3 12 11 5 2 8 7 18 6 6
## MT-ND3 . 1 . . . . . . 1 1 . 1 . . 1 . . . . . 1 . . 2 . .
## MT-ND4L . . . . . . . 1 . . . 2 . . . . . . . 4 1 . . . . 1
## MT-ND4 2 3 5 8 8 5 4 2 5 18 2 11 8 5 3 2 2 5 5 9 4 8 5 9 13 1
## MT-ND5 . 1 5 3 1 1 . . 2 1 . 1 2 . . . . . 1 . . . 4 . 1 .
## MT-ND6 . . . . . . . . . . . . 1 . . . . . . . . . . . . .
## MT-CYB 2 3 11 5 1 4 3 1 9 11 . 6 7 1 2 6 3 9 5 5 3 9 1 2 4 2
##
## MT-ND1 1 1 2 8 3 5 2 5 3 1 . 2 9 3 7 2 3 1 6 6 6 3 6 3 15 2 1
## MT-ND2 3 3 7 4 3 4 . 2 1 . 1 4 6 9 1 1 . 1 2 5 3 . 3 2 7 2 3
## MT-CO1 6 6 14 20 9 5 6 20 16 5 2 17 30 11 19 16 3 4 21 13 15 12 11 6 67 4 17
## MT-CO2 7 4 6 7 7 8 . 7 5 3 . 6 14 15 3 11 2 5 12 1 . 6 5 9 25 1 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 . 2 3 1 4 1 2 2 . 12 3 2 4 1 4 1 . 4 . . 1 3 . 7 . .
## MT-CO3 3 3 4 1 3 7 2 1 7 1 1 5 14 12 4 8 3 5 39 8 6 3 7 4 19 9 5
## MT-ND3 . . . . . . . 1 . . . . . . 1 . . . . . . . . 1 1 . .
## MT-ND4L . . . . . . . . . 1 . . 1 1 . . . . . . . . . . . . .
## MT-ND4 2 2 2 3 1 2 1 2 7 1 . 4 5 12 3 5 . 4 4 7 4 6 5 4 9 2 3
## MT-ND5 . . . 2 . 1 . . 1 1 . 1 1 2 . 1 . . 2 1 1 1 . . 2 . 1
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . 1 . .
## MT-CYB 5 1 2 2 . 3 1 4 2 2 2 5 4 5 4 28 1 3 7 2 3 5 2 6 10 1 1
##
## MT-ND1 6 6 3 6 5 10 8 8 7 9 11 3 4 6 6 . 12 4 1 8 4 7 5 6 4 3
## MT-ND2 8 1 5 2 . 3 8 7 5 . 5 6 . . 1 7 2 2 1 5 3 1 6 6 4 1
## MT-CO1 16 23 7 11 5 27 12 21 19 6 22 12 9 21 10 9 24 12 5 7 15 10 13 5 8 29
## MT-CO2 12 . 3 8 4 34 13 15 9 . 14 9 . 2 8 8 3 1 . . 6 2 8 7 3 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . 1 . . .
## MT-ATP6 1 3 2 4 . 8 6 6 3 1 4 3 1 . . 7 2 2 . 1 . 1 1 6 . 1
## MT-CO3 10 9 . 5 2 10 6 2 12 4 9 10 2 8 2 12 5 4 6 4 10 2 7 8 10 5
## MT-ND3 1 . . . . 3 . 2 . 1 . . . . . . . . . 1 . . . . 1 .
## MT-ND4L . . . . . 2 . . . . . . . . . . 1 . . . 1 . . . . .
## MT-ND4 24 2 3 7 1 15 8 8 4 1 15 10 4 3 6 6 1 5 1 3 3 5 5 5 3 4
## MT-ND5 1 2 . 1 . 3 . 2 1 1 . . . . 1 1 3 . 1 . 1 . 1 2 1 .
## MT-ND6 . . . . . . . . . . . . . . . . . 1 . . . . . . . .
## MT-CYB 4 3 4 10 . 10 5 7 2 1 7 9 1 3 2 3 3 7 . 7 4 3 4 6 1 3
##
## MT-ND1 2 4 4 3 3 2 4 5 8 3 11 9 4 1 2 1 4 16 3 4 1 7 1 8 1 1
## MT-ND2 2 11 5 1 1 1 8 2 2 4 9 7 10 4 3 4 . 10 . . . 6 5 3 3 3
## MT-CO1 11 10 5 10 8 4 7 9 41 17 10 27 10 9 7 18 23 81 14 12 1 38 11 11 13 43
## MT-CO2 6 10 28 8 . 1 5 1 2 16 7 10 7 6 6 7 2 8 1 2 . 33 . 8 3 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 6 1 4 . . 3 . . 2 . . 2 1 . 8 4 3 1 . 1 10 1 1 1 .
## MT-CO3 7 5 7 3 6 4 5 9 2 3 1 2 5 6 3 4 7 27 5 6 2 23 4 5 1 5
## MT-ND3 . . 1 . . 1 1 1 . . . . . . . . . . . . . 1 1 . . .
## MT-ND4L . . . . . . . . . . . . . . . 1 . 1 . . . . . . . .
## MT-ND4 3 4 5 2 3 3 7 9 4 4 4 2 2 5 5 2 6 24 1 4 . 12 2 5 4 4
## MT-ND5 . . 2 . 2 . 1 . . . 1 3 1 . . . 2 4 . 1 . 2 1 1 . .
## MT-ND6 . 1 . . . . . . 1 . 1 . . . . . . . . . . . . . . .
## MT-CYB 5 5 6 . 2 1 11 8 5 2 4 9 5 3 1 1 . 8 5 . 2 12 1 1 3 2
##
## MT-ND1 2 3 . 4 3 10 10 1 8 . 1 4 6 1 4 6 3 2 5 6 4 16 15 3 4 7 2 5
## MT-ND2 6 3 . 4 6 4 5 . 3 3 . 4 3 4 12 7 4 . 9 4 3 5 11 2 2 4 7 3
## MT-CO1 3 18 2 11 6 18 32 5 15 3 3 9 6 2 11 19 9 5 7 10 10 16 29 5 11 15 11 7
## MT-CO2 5 3 . 8 2 3 2 1 4 2 1 2 3 8 10 18 4 1 5 3 5 5 18 8 4 11 7 .
## MT-ATP8 . . . . 1 . . . 1 . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 . 2 . . . 3 . 2 . . 1 1 3 5 1 1 . . . 1 3 3 . . 5 2 .
## MT-CO3 5 4 . 6 9 11 8 6 4 4 . 2 4 4 9 15 5 3 6 2 10 14 11 8 2 8 8 25
## MT-ND3 . . . . . . . . . . . . 1 . . . 1 . . . . . 1 . . . . .
## MT-ND4L . 1 1 . . . . . . . 1 . . . . . . . . 1 . 1 . . . . . 1
## MT-ND4 3 4 1 3 5 10 5 3 1 4 2 5 7 5 5 7 4 1 5 2 3 3 9 2 2 6 5 2
## MT-ND5 . . 2 1 . . 2 . 1 . . . 1 . 3 . 1 1 1 . 3 1 2 . . 1 1 .
## MT-ND6 . . . 1 . . . . . . . . . . . . 1 . . . . . . . . . . .
## MT-CYB 4 2 1 3 3 7 11 2 4 2 . 3 1 4 6 3 1 . 7 3 8 3 9 4 1 10 6 6
##
## MT-ND1 5 7 . 3 3 7 4 5 . 6 4 3 3 11 8 6 3 7 8 4 3 3 2 5 3 5
## MT-ND2 3 8 3 7 2 2 4 2 . 5 3 4 2 13 9 6 5 4 10 . 8 9 2 2 1 5
## MT-CO1 11 14 6 10 5 20 12 13 5 21 21 13 16 35 13 13 6 38 10 25 9 10 12 24 6 3
## MT-CO2 1 5 1 10 8 6 9 14 3 5 9 12 2 26 13 7 10 3 11 2 7 24 7 10 6 5
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . . . 5 1 4 6 3 1 4 1 . . 13 5 1 2 1 1 . 1 5 2 . 1 4
## MT-CO3 4 6 5 8 3 7 5 8 2 6 3 11 4 17 13 10 2 20 10 3 7 11 8 12 5 7
## MT-ND3 . . . . . 1 . . . . . 1 . . 1 . . . 1 . 1 . . . . .
## MT-ND4L . . . . . . . . . . 1 . . 1 2 . . . . . . 1 . 1 . .
## MT-ND4 3 8 2 6 5 3 2 6 2 4 5 10 3 19 10 3 4 8 1 1 6 12 2 8 3 6
## MT-ND5 . . . . . 1 . 1 1 3 2 1 . 1 2 2 . . . . 1 1 2 1 . .
## MT-ND6 . . . . . . . 1 . . . . . . . . . . . . . . . . . .
## MT-CYB 3 5 1 3 6 3 4 4 . 9 . 1 4 11 9 7 5 8 4 2 2 7 . 8 2 3
##
## MT-ND1 1 2 3 6 1 7 4 6 9 5 3 7 4 5 2 6 4 6 7 3 6 2 3 1 2 1 4 4
## MT-ND2 1 8 3 5 1 . . 10 1 2 3 2 . 4 . 3 2 8 4 6 1 4 3 3 1 1 6 1
## MT-CO1 15 10 4 7 5 8 9 15 27 12 17 8 5 10 3 5 7 13 13 8 8 5 9 14 15 36 13 9
## MT-CO2 4 9 3 5 2 1 1 7 3 4 13 . 6 2 . 6 . 7 11 8 4 3 . . . . 13 1
## MT-ATP8 . . . . . . . . . . . . . . 1 . . . . . . . . . . . . .
## MT-ATP6 . 5 . 2 1 . 1 6 2 3 3 1 . 1 3 . 3 12 2 2 2 3 1 1 . . 4 .
## MT-CO3 6 6 2 5 2 5 5 6 6 16 5 14 4 4 1 4 3 8 9 5 5 4 6 2 10 5 . 6
## MT-ND3 . . . . . . 1 . . . . . . . . . . . . . 1 . 1 . . . . .
## MT-ND4L . . 1 . . . . . . . . . . . . . . . . . 3 . . . . . . .
## MT-ND4 2 5 1 4 1 1 3 10 4 6 2 4 1 4 2 5 5 7 5 6 4 3 . 6 . 3 3 2
## MT-ND5 1 2 . . . 2 . . 2 1 . . . . . . . . 1 1 1 . . 1 . 1 2 .
## MT-ND6 . . . . . . 1 . . . 1 . . . . . . . . . . . . 1 . . . .
## MT-CYB . 4 1 3 3 . 3 4 4 11 3 5 1 4 3 2 3 5 4 3 4 1 1 3 1 1 . 2
##
## MT-ND1 7 13 6 6 6 2 . 4 3 7 6 6 . 8 5 7 13 1 5 5 . 3 6 2 6
## MT-ND2 3 4 2 1 4 2 1 3 . 2 3 4 1 5 2 4 2 2 4 10 . 5 2 7 14
## MT-CO1 12 36 13 18 9 1 3 10 20 17 48 8 10 10 15 19 20 6 8 8 2 14 23 20 36
## MT-CO2 1 3 12 . 11 . 2 11 3 3 1 7 4 7 7 10 8 2 5 12 1 8 14 8 28
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 4 1 . 2 . 1 1 . 1 3 . 2 3 3 4 . . 7 3 . 1 6 6 6
## MT-CO3 11 9 3 5 3 4 11 4 7 9 8 4 3 7 10 5 7 6 5 10 1 5 2 16 19
## MT-ND3 . . . 1 1 . 1 1 1 . 2 . 1 . . 1 . . 1 . . . 1 . .
## MT-ND4L . . . . . . . . . . 1 . . . . . . . . . . . . . .
## MT-ND4 9 7 4 2 5 1 4 4 2 8 2 4 5 7 3 6 4 2 4 4 . 4 2 9 23
## MT-ND5 3 3 . . 1 1 . 1 3 . 2 . . 1 . . 2 . . 1 . . 2 1 .
## MT-ND6 1 . . . . . . . . . . 1 . . . . . . . . . . . . .
## MT-CYB 3 2 5 1 6 6 1 3 40 7 5 5 4 14 4 7 4 3 5 3 . 1 6 10 7
##
## MT-ND1 3 5 1 2 7 2 2 4 3 13 4 . 5 4 4 5 5 7 10 1 . 6 2 2 3 4 1
## MT-ND2 10 3 2 1 . . 3 3 3 16 2 . 6 1 4 3 1 6 16 2 . 4 4 . 5 3 1
## MT-CO1 8 10 10 11 13 3 28 11 8 19 21 7 5 7 19 12 11 15 22 6 7 17 11 4 8 8 13
## MT-CO2 11 12 4 6 1 . 15 6 3 8 7 3 13 5 9 4 8 4 22 . 1 17 9 . 3 4 2
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 4 4 . 2 . 1 6 6 3 8 5 2 7 1 1 1 . 2 4 . . 2 5 . 3 2 1
## MT-CO3 7 5 11 6 5 5 7 4 3 6 2 3 6 6 14 4 6 4 10 4 6 5 9 2 2 4 4
## MT-ND3 . . . . . . . . . . . . . 1 3 1 . . . . . 2 . . . 1 .
## MT-ND4L . 1 . . . . 1 . . . . . . . . 1 . 1 . . 1 . . . . . 1
## MT-ND4 5 4 7 2 1 . 3 4 7 8 5 4 6 5 3 7 5 7 11 1 3 8 4 2 1 4 7
## MT-ND5 1 1 1 . . 2 . 1 . 1 . . 1 . 2 . . 2 2 . 1 4 . . 2 2 1
## MT-ND6 . . . . . . . . . . . . . . 2 . . . . . 1 . . . . . .
## MT-CYB 5 4 5 2 . 4 4 6 3 6 4 1 5 7 4 2 1 7 10 1 2 3 4 . 2 3 1
##
## MT-ND1 2 1 10 4 20 10 3 3 5 10 12 2 5 1 5 11 1 5 2 6 1 4 2 4 9 12
## MT-ND2 . 2 11 1 15 . 1 7 3 2 2 2 5 1 4 2 2 6 1 3 . . 3 . 11 6
## MT-CO1 11 20 34 10 42 25 14 8 18 37 33 10 10 5 8 59 10 16 9 14 8 9 9 7 46 10
## MT-CO2 4 4 34 2 15 2 4 2 16 14 3 4 9 4 4 9 . 5 2 16 7 2 5 . 37 9
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 1 8 1 5 . 1 1 6 1 3 . 3 . 1 2 1 2 . 2 2 . . 1 11 4
## MT-CO3 3 7 6 10 7 7 3 6 8 15 11 6 3 . 2 24 5 7 3 7 2 10 3 . 19 9
## MT-ND3 . . 3 . . 1 . 1 . 1 1 . . . . . . . 1 1 1 2 . . . .
## MT-ND4L . . 1 . . . . . 1 . . . . . . 1 . . . . . . . . . .
## MT-ND4 4 2 12 1 8 1 5 5 5 9 4 2 5 1 1 19 3 5 4 5 1 7 4 3 5 6
## MT-ND5 1 . 2 1 2 1 . . 1 2 1 1 44 . 2 1 . . . 5 1 2 3 . . 1
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . 1 2 .
## MT-CYB 4 2 2 3 6 . 1 3 4 6 7 3 7 . 2 6 . 5 2 10 5 . 4 1 7 6
##
## MT-ND1 7 2 3 2 8 3 4 2 2 5 6 9 8 15 6 12 2 3 3 2 5 3 4 2 3 8
## MT-ND2 10 3 7 3 12 4 3 5 3 11 5 7 12 3 5 11 . 1 4 6 4 2 4 . 5 4
## MT-CO1 5 8 7 10 19 5 21 7 3 9 5 25 9 38 9 40 5 9 16 8 12 10 13 10 8 20
## MT-CO2 7 6 18 6 12 6 . 8 3 6 7 10 9 5 10 21 1 1 . 7 6 4 11 1 8 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 9 3 11 1 7 1 2 1 1 2 1 . 5 2 6 10 . . . 2 4 1 1 1 4 .
## MT-CO3 5 2 3 6 8 8 7 7 2 64 18 6 5 18 6 12 4 6 15 2 4 7 7 1 6 5
## MT-ND3 . . 1 . . . . . . . . . . . . . . . . . 1 . 1 . . .
## MT-ND4L . . 2 . 1 . . 1 . . . . . . . . . . . . . . . . 1 .
## MT-ND4 3 4 9 3 7 4 5 4 1 3 8 6 8 9 5 16 1 7 7 1 6 . 7 2 5 5
## MT-ND5 . 1 . . 4 1 . 3 . 1 1 3 . 3 . 3 . 1 3 . . . 1 . 2 .
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . 1 . . . .
## MT-CYB 6 4 11 4 13 2 1 7 2 3 9 8 10 6 2 8 . 1 2 5 4 4 10 1 2 2
##
## MT-ND1 7 1 6 13 9 8 10 5 16 5 9 3 2 11 9 1 9 4 3 3 . 2 5 6 5 14
## MT-ND2 13 . . 6 4 2 7 2 9 . 7 5 5 . 5 1 10 2 3 13 . 1 7 7 8 4
## MT-CO1 10 . 24 33 31 21 16 12 10 9 6 7 4 17 22 2 8 5 20 8 16 15 2 27 9 25
## MT-CO2 11 . 6 24 3 3 4 3 9 5 2 7 2 1 3 2 17 2 2 11 5 11 5 10 10 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 5 . 4 7 1 1 2 1 2 . 1 3 . 2 1 1 1 . 2 3 1 5 1 4 3 4
## MT-CO3 10 2 9 11 6 10 5 6 7 3 3 6 3 5 4 1 2 11 4 3 7 12 4 9 4 12
## MT-ND3 1 . 1 . . . 1 1 . . . . . . 1 . . . 1 . . . 1 . . .
## MT-ND4L . . . 1 . . 1 . . 2 . . . . 1 . . . . 1 . . . . . 1
## MT-ND4 9 1 1 10 5 7 7 4 4 3 5 4 4 . 6 . 7 2 5 7 3 7 4 6 9 6
## MT-ND5 2 . . 3 1 . 2 . . . 1 2 1 . . . 4 . . 1 . 2 2 2 3 1
## MT-ND6 . . . . . . . . 1 . . . . . . . . . . 1 . . . 1 . .
## MT-CYB 7 . 2 4 1 2 4 1 6 3 2 2 . 4 6 3 8 1 2 4 4 4 3 6 2 4
##
## MT-ND1 4 6 5 2 3 1 2 6 9 20 1 13 2 4 12 3 5 2 7 8 3 . 4 2 2 6
## MT-ND2 4 3 7 4 14 . 5 2 . 6 2 6 4 3 5 2 9 1 9 15 6 1 3 11 2 4
## MT-CO1 24 27 7 9 10 8 11 8 31 42 13 42 27 4 34 8 32 10 13 16 20 23 12 17 9 13
## MT-CO2 7 9 12 2 10 2 12 4 4 5 4 13 . 7 2 7 3 . 6 11 8 . 3 11 . 12
## MT-ATP8 . . . . . . . . . . . . . . . . . . . 1 . . . . . .
## MT-ATP6 4 4 3 . 4 1 1 . 1 1 . 1 1 2 3 . 1 2 3 2 1 1 . 8 1 4
## MT-CO3 11 5 2 4 10 2 6 3 9 13 6 11 10 4 6 . 10 . 6 14 6 7 3 11 3 5
## MT-ND3 . . . . 1 . . . . 2 . 1 . . . . . . . . . . . . . 1
## MT-ND4L . . . . . . . . . . . 1 . . . . . . . 2 . . 1 1 . .
## MT-ND4 7 4 6 3 5 . 3 5 4 7 1 14 5 5 4 2 3 1 3 12 13 7 10 6 . 3
## MT-ND5 . 1 . 1 2 . . . . 2 . 2 1 1 1 . . . 2 2 1 1 . 1 . 1
## MT-ND6 . . . . . . 1 . 1 . . . . . . . 1 . . . . . . . . .
## MT-CYB 6 6 1 7 6 . 3 1 6 9 . 7 9 4 6 3 7 3 9 11 4 3 4 15 2 6
##
## MT-ND1 7 6 8 3 6 5 1 4 2 5 2 8 2 15 5 2 3 4 7 6 6 6 13 2 5
## MT-ND2 10 8 1 5 6 3 3 12 2 1 3 5 . 10 1 2 7 3 6 2 2 4 7 7 10
## MT-CO1 10 14 9 4 12 30 11 13 5 100 10 20 4 21 12 25 21 12 19 13 12 6 25 14 19
## MT-CO2 14 6 2 1 11 6 5 20 4 9 6 5 . 8 5 8 10 11 12 1 . 4 11 11 13
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 1 . 4 8 4 1 2 3 1 . . . 4 3 5 3 4 2 . 1 3 5 2 4
## MT-CO3 9 10 5 8 9 12 5 10 3 23 4 15 11 1 1 6 14 6 10 9 11 5 19 3 7
## MT-ND3 . . . . 2 1 . . 1 . . . . . . . . . . . . . . . .
## MT-ND4L . 1 . . . . 1 . 2 . . . . . . . 1 1 . 2 1 . . . .
## MT-ND4 4 4 4 4 13 5 7 4 4 7 2 2 2 3 3 35 7 4 11 2 4 8 10 4 9
## MT-ND5 . 1 1 . 2 2 1 4 . 2 1 . 1 . 1 . 5 . 2 . 1 . 1 . 1
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 9 5 2 4 12 4 5 10 1 7 4 4 3 2 2 4 7 5 5 4 3 3 8 4 7
##
## MT-ND1 2 . 15 6 5 1 . 9 7 5 2 3 2 1 3 4 3 4 23 4 5 1 5 7 7 2
## MT-ND2 2 . 13 1 15 2 . 7 2 6 . . 2 1 1 2 5 2 . 1 2 6 6 . 5 .
## MT-CO1 3 2 62 12 11 5 14 5 33 14 13 12 11 6 12 18 5 7 3 8 10 11 13 10 18 7
## MT-CO2 5 3 28 7 14 5 . 14 1 9 3 4 10 1 6 2 7 1 . 3 4 1 17 8 13 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 1 12 3 7 7 2 2 4 1 . 2 7 . . . 2 . . 4 2 . 3 1 . .
## MT-CO3 1 1 22 1 8 5 5 7 10 6 12 6 4 2 5 8 4 3 1 5 8 3 14 17 11 2
## MT-ND3 . . 1 . . . . . . 1 . 1 . . . . . . . . . . 2 2 . .
## MT-ND4L . 1 . . . . 1 . . . . 1 . . . 1 . . . . . . 1 . . .
## MT-ND4 1 1 7 6 11 3 3 6 9 3 4 2 2 1 4 5 8 7 1 3 3 5 7 2 8 1
## MT-ND5 . . . . . 1 . . . 3 . . 1 . 1 1 1 . . 1 . 1 3 1 1 2
## MT-ND6 . . . 1 . . . . . . . . . . . . . . . . . . 1 1 . .
## MT-CYB 3 3 7 2 8 2 2 6 13 1 3 1 4 2 6 2 3 6 . 2 2 3 9 3 3 4
##
## MT-ND1 1 6 3 1 . 2 11 6 3 12 2 12 1 3 6 2 2 2 3 3 . 6 7 6 4 5
## MT-ND2 1 5 3 9 4 4 9 6 . 10 2 2 2 . 2 3 2 3 18 1 1 2 5 2 3 3
## MT-CO1 17 12 8 11 17 12 60 3 14 14 5 17 11 12 17 11 11 12 12 8 11 6 33 8 6 10
## MT-CO2 2 5 . 11 . 11 19 6 1 4 3 2 . 1 2 7 2 . 6 1 . 3 9 5 1 4
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 5 1 5 1 6 11 1 . 7 . 1 . 2 5 2 1 . 1 . . . . 1 1 2
## MT-CO3 8 5 2 9 6 4 29 2 6 5 9 6 3 8 21 30 6 7 9 3 3 3 14 8 7 10
## MT-ND3 . . . 2 . . . . . . . . 1 . . . . . . . . . 1 . . .
## MT-ND4L . 1 . . . . 1 . . . . . . . . 1 . . . . . . . . . .
## MT-ND4 4 3 4 7 3 5 8 1 2 6 4 9 . 10 6 6 2 3 2 1 3 3 5 4 3 5
## MT-ND5 . 2 1 . . 1 2 . . . . . . . . . . . 1 . . 1 . . . .
## MT-ND6 . . . . . . . . . . . . . 1 . . . . . . . . . . . .
## MT-CYB 3 3 1 5 5 2 16 3 5 8 2 3 . . 7 5 . 2 3 1 3 6 7 8 1 3
##
## MT-ND1 4 1 3 6 4 7 6 2 . 5 3 1 6 . 2 4 1 4 2 3 2 5 4 4 5 6
## MT-ND2 5 2 5 14 3 1 4 2 3 2 3 7 5 . 2 4 1 2 3 7 2 8 . 6 4 4
## MT-CO1 11 23 7 14 9 10 16 3 11 3 29 18 7 2 8 18 13 8 12 12 10 34 12 17 15 40
## MT-CO2 2 19 11 10 4 2 21 8 5 7 1 12 9 . 6 1 6 1 16 7 3 10 1 5 16 5
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 2 4 1 . . 2 4 . 2 2 . 7 3 . 3 2 1 . 5 2 . 1 1 2 6 2
## MT-CO3 9 8 7 9 3 8 6 4 7 3 2 2 3 2 5 6 3 4 7 8 2 5 48 6 6 16
## MT-ND3 . . . . . . 1 . . . 1 . . . . . . . . . . . . 1 1 1
## MT-ND4L . . . . 1 . . . . 1 . . . . . . . . . . . . . . . 1
## MT-ND4 9 4 5 8 7 4 10 . 5 1 4 7 11 2 1 3 1 2 3 11 2 7 3 7 8 3
## MT-ND5 3 . . . 3 . 1 . . . 2 . . . . 1 2 . 2 . 2 . . . 3 .
## MT-ND6 . . . . . 1 . . . . . . . . . . . . . . . . . . . 1
## MT-CYB 5 2 5 39 1 5 6 . 4 5 6 9 4 3 2 3 1 3 3 4 2 3 4 4 3 1
##
## MT-ND1 10 3 11 1 5 7 7 . 2 9 4 1 4 6 8 43 2 8 3 1 1 5 2 3 7 5 5
## MT-ND2 1 6 5 . 3 4 6 . 2 11 5 2 2 4 2 15 1 12 4 1 4 3 3 3 16 1 1
## MT-CO1 33 16 17 6 8 7 17 . 4 15 32 7 7 16 38 54 7 37 16 12 10 30 8 10 31 5 5
## MT-CO2 4 10 5 . 3 17 5 . 3 16 4 4 7 6 3 26 . 26 10 2 8 13 7 3 21 9 2
## MT-ATP8 . . . . . 1 . . . . . . . . . . . . . . . . . 1 . . .
## MT-ATP6 2 4 28 1 4 2 . . . 3 1 1 3 1 3 6 2 6 4 1 2 4 2 . 10 4 .
## MT-CO3 9 4 9 1 3 5 13 . . 8 15 4 3 3 20 10 1 13 3 4 5 5 3 5 9 38 2
## MT-ND3 1 1 . . . . . . . . 1 . . . 1 1 . . . . 2 . 1 . 1 . .
## MT-ND4L . 1 . . . . 1 . . . . . . . . . . . . . . . . . 1 . .
## MT-ND4 5 5 6 5 3 6 9 . 2 9 9 5 3 7 10 7 2 7 . 2 4 3 . 3 11 4 1
## MT-ND5 2 . . . 1 1 1 . 1 . . . 1 . 1 2 . 3 . . 1 . 2 1 3 2 .
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB 2 3 5 1 1 6 9 . 2 7 1 3 4 5 5 4 1 8 7 3 4 4 4 1 5 3 .
##
## MT-ND1 3 5 2 7 2 1 2 3 3 2 5 3 4 2 2 8 19 3 6 3 3 4 6 1 1 2
## MT-ND2 7 3 8 10 2 2 2 3 5 1 7 4 4 3 2 9 5 3 2 2 1 10 . 4 3 8
## MT-CO1 15 9 34 10 24 6 16 10 15 11 29 17 16 14 9 18 19 2 21 3 6 13 8 4 9 11
## MT-CO2 11 4 21 11 10 2 4 1 10 1 17 3 1 12 10 11 2 6 4 . 9 6 9 5 5 6
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 1 1 5 1 . 2 . . . 2 1 2 1 6 10 2 2 1 1 1 3 3 1 2 2
## MT-CO3 3 4 6 4 10 5 14 9 10 3 17 6 3 6 11 8 7 4 6 4 3 7 9 5 2 4
## MT-ND3 1 . . . . . . . . . . . 1 . . . . . 1 . 1 . . . . .
## MT-ND4L . . . . . . 1 . . . 1 . 1 . . . . . . 1 . 2 . . . .
## MT-ND4 5 5 5 3 4 . 5 3 15 2 5 4 4 7 2 10 5 3 3 3 4 14 4 1 2 4
## MT-ND5 . 1 1 . . . . 2 . . 3 6 2 . 1 1 1 . 1 . . 3 . 1 2 .
## MT-ND6 . . . . . . . . . . . . . . . . 1 . . . . . . . . .
## MT-CYB 8 5 4 5 3 . 1 3 5 1 10 2 4 2 4 10 2 18 3 2 3 1 5 2 5 4
##
## MT-ND1 1 2 1 1 3 5 7 4 4 4 2 10 10 6 3 5 2 1 3 . 3 3 6 3 13 . 8 5
## MT-ND2 2 2 3 1 1 1 8 3 19 . 2 4 9 12 3 1 . . 3 6 5 5 2 1 3 . 4 2
## MT-CO1 8 25 9 9 7 14 27 6 10 10 3 48 46 15 33 9 14 1 6 6 7 9 14 5 24 3 24 11
## MT-CO2 1 6 4 1 3 10 18 4 3 5 5 7 66 13 3 . . 1 7 11 6 1 2 5 2 . 20 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 2 . . . 3 3 1 1 1 1 1 5 3 4 . . . . 5 3 1 . 1 3 1 3 .
## MT-CO3 4 14 6 4 5 12 9 9 3 4 3 8 6 16 7 9 4 . 2 7 2 3 9 4 9 9 12 4
## MT-ND3 . 1 . . 1 . 1 . . . 1 . . . . . . . . . . . . . 1 . . .
## MT-ND4L . . . . . . . 1 . . . . . . . . . . . . 1 . . . 1 . . .
## MT-ND4 4 7 2 2 . 7 2 2 1 12 1 8 8 8 8 2 3 1 4 2 2 6 7 5 7 5 5 3
## MT-ND5 . . . . . 2 . 3 1 . . 1 5 1 2 2 . . . . . . . 1 1 . 1 .
## MT-ND6 . . . . . . 1 . . . . . . . . 1 . . . 1 . . . . . . . .
## MT-CYB . 8 1 4 1 5 7 3 2 5 2 4 5 3 8 3 4 1 4 1 2 1 8 1 7 2 4 7
##
## MT-ND1 7 5 1 10 4 3 14 4 3 7 . 1 1 5 2 3 3 7 2 4 . 4 3 1 2 5 4 7
## MT-ND2 6 4 7 3 2 2 1 4 . 3 1 8 2 5 1 5 3 6 9 9 6 . 7 3 1 6 . 3
## MT-CO1 17 8 12 55 6 8 37 10 4 21 5 11 8 9 12 12 8 11 17 36 9 6 10 8 6 12 7 19
## MT-CO2 11 1 6 14 5 4 6 14 . 17 . 8 1 7 14 6 2 13 12 19 9 3 10 4 . 6 1 .
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 10 . 5 . 1 . 2 . . 2 . 8 1 2 1 2 . 2 2 6 1 1 5 2 1 2 . 1
## MT-CO3 7 2 6 10 3 8 56 7 2 12 2 6 3 2 8 6 4 7 7 11 4 . 50 4 5 8 3 10
## MT-ND3 . . . . . . 1 . . . . . . . . . . 1 1 1 . . 1 . 1 . . .
## MT-ND4L 1 . 1 . . . 1 . . . . . . . . . . 1 1 . . . . . . . . .
## MT-ND4 3 2 6 11 5 5 15 1 4 9 . 6 2 4 2 5 1 4 5 8 2 3 7 1 1 5 2 5
## MT-ND5 1 1 3 1 1 5 1 1 . 2 1 . . . 1 . . 2 1 . . . . . . 2 . 2
## MT-ND6 . . . . . . . . . . . . . . . . 1 1 1 . . . 1 . . . . .
## MT-CYB 6 5 5 7 3 4 4 10 1 7 2 2 3 7 3 4 6 9 3 7 6 . 5 2 1 4 4 4
##
## MT-ND1 1 4 . 6 4 2 . 3 3 8 13 4 . 9 3 3 7 3 2 2 8 3 41 3 2 4
## MT-ND2 1 5 5 1 . 1 4 3 . 2 10 4 5 2 11 3 1 2 1 3 3 . 4 6 1 5
## MT-CO1 3 18 10 7 8 17 9 11 7 35 13 22 9 15 14 15 11 5 10 14 21 28 3 18 9 4
## MT-CO2 . 2 4 9 2 2 3 6 2 5 16 7 . 22 20 2 2 4 5 8 8 5 8 5 11 1
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 1 5 1 . 1 3 1 . . 4 3 . . 8 . . 1 . 1 4 1 3 2 1 5
## MT-CO3 2 46 3 9 7 5 4 6 5 7 13 3 12 18 11 5 8 4 4 6 6 6 2 6 4 4
## MT-ND3 . . . . . . . . . . . 1 . . 2 . . . . . 3 . . . . .
## MT-ND4L . . . . . . . . . 1 . . . . . . . 2 . . . . . . . .
## MT-ND4 . 5 1 6 3 3 1 1 7 4 12 4 3 5 11 4 3 2 1 2 6 4 4 4 2 5
## MT-ND5 . 1 1 3 . . 3 . . 1 6 . . 3 2 . . . . 1 1 . . 1 1 .
## MT-ND6 . . . 1 . . . 1 . . 1 . . . . . . . . . . . . . . .
## MT-CYB . 6 1 2 2 3 4 . 2 7 20 6 4 5 5 2 7 2 4 3 4 4 3 5 2 .
##
## MT-ND1 4 1 12 4 2 9 3 4 2 3 5 3 6 8 7 1 6 7 6 1 1 . 4 2 10 7 7
## MT-ND2 1 . 11 2 2 13 1 5 3 4 8 1 1 1 4 . 3 4 3 1 4 3 2 6 4 3 2
## MT-CO1 7 5 18 6 13 19 22 3 21 20 11 5 13 31 14 1 27 22 13 6 7 7 11 5 46 21 30
## MT-CO2 2 . 12 7 9 14 7 3 6 3 12 8 5 4 10 . 4 12 1 5 5 1 4 8 3 6 3
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 3 1 2 . 2 5 1 3 2 1 5 4 1 1 4 . 1 5 6 1 2 3 . 3 1 2 .
## MT-CO3 6 3 11 4 4 6 7 3 3 6 6 2 2 6 5 2 5 6 7 2 3 3 8 9 10 7 4
## MT-ND3 . . . . 1 1 1 . . . . . . . . . . . 1 . . . . . . 1 .
## MT-ND4L . . . . . 1 . . 1 . . . . . . . . . 1 . . . . . . . .
## MT-ND4 6 3 4 5 4 12 4 6 1 5 6 3 3 8 5 1 4 6 1 . 3 2 3 7 4 2 22
## MT-ND5 . 1 1 . . 2 . . . 1 2 3 . 2 . . 2 1 2 1 1 1 . . . . .
## MT-ND6 . . . . . . . . . 1 . . . . . . . . . . . 1 . . . . .
## MT-CYB 4 2 9 4 1 9 1 . 1 7 6 3 1 3 2 1 6 5 3 2 2 4 1 6 4 5 3
##
## MT-ND1 2 4 6 4 3 4 3 1 5 5 5 3 4 . 3 5 2 2 11 2 4 . 3 4 4
## MT-ND2 2 4 4 3 3 8 2 3 . 9 2 13 1 1 5 2 1 1 2 . 2 . 1 4 6
## MT-CO1 16 32 15 18 24 18 17 9 11 8 18 17 10 9 8 16 6 10 51 9 12 4 12 13 12
## MT-CO2 13 9 1 2 9 1 1 . 2 7 3 13 . 1 3 2 5 2 32 5 5 1 6 3 16
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 4 1 4 . 4 . 1 . 3 5 1 12 1 1 1 1 5 1 11 . 3 . . . 5
## MT-CO3 5 12 10 9 8 7 12 3 6 9 9 9 7 6 13 6 1 8 22 4 3 2 5 7 13
## MT-ND3 1 . . 1 . . . . . . . 1 . 1 . . 1 . . 1 . . . . .
## MT-ND4L . . . . . . . . . . . . . . 1 . 1 1 . . . . . 1 .
## MT-ND4 2 11 7 2 5 5 8 15 7 5 4 11 3 1 6 6 5 2 11 1 2 . 2 4 10
## MT-ND5 1 3 2 . 1 2 2 5 . . . 4 . . . 1 . . 1 1 . . . 1 3
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . 1
## MT-CYB 4 7 8 3 1 4 7 1 5 4 3 14 3 . 7 4 4 1 12 . 1 . . 3 10
##
## MT-ND1 4 10 3 3 11 5 7 9 7 2 2 10 5 9 . 2 4 2 3 3 7 4 7 5 5
## MT-ND2 2 . 3 2 3 10 5 8 2 . 1 10 7 11 3 2 5 4 3 2 1 3 3 4 7
## MT-CO1 14 37 6 11 19 17 6 37 28 11 11 24 8 52 8 11 8 11 13 7 5 15 12 13 15
## MT-CO2 1 . 4 5 2 7 11 6 4 6 3 9 12 31 9 10 8 2 1 4 2 8 1 3 5
## MT-ATP8 . . . . . . . . . . . 1 . . . . . . . . . . . . .
## MT-ATP6 1 10 2 . . 2 3 1 4 3 1 5 3 2 4 4 3 . . . 1 3 1 . 2
## MT-CO3 2 11 6 7 12 7 6 10 10 4 1 10 4 11 5 6 7 7 9 3 7 11 8 10 8
## MT-ND3 . 1 . . 1 . . . 4 . . . . 1 1 . . . 1 . 1 . 1 . .
## MT-ND4L . . 1 . . . . . . 1 . . . . . . . . . . 1 . . . .
## MT-ND4 6 6 2 4 4 3 9 7 4 6 1 12 12 9 3 8 10 3 3 1 4 3 4 9 4
## MT-ND5 . 1 . 1 3 1 . 1 . . . 2 1 2 . . 1 1 . . 1 . . 1 .
## MT-ND6 . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-CYB . 3 5 3 13 20 3 6 7 3 2 65 5 8 1 4 8 7 2 . 4 6 2 6 5
##
## MT-ND1 4 7 7 1 4 2 3 3 1 . 5 2 4 5 6 5 6 3 . . 2 2 11 2 5 6
## MT-ND2 . 1 7 . . 1 1 6 . 2 6 1 5 . 6 4 1 10 2 2 6 4 3 2 3 5
## MT-CO1 25 16 46 7 19 9 10 13 15 9 10 12 14 7 28 14 19 5 4 11 9 4 22 18 16 12
## MT-CO2 1 8 22 . 10 2 1 7 7 5 12 3 9 5 19 20 1 4 1 4 1 6 15 3 10 7
## MT-ATP8 . . . 1 . 2 . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 1 5 8 . 2 . . 1 1 1 3 4 1 1 7 3 1 4 . 1 1 5 7 . 4 2
## MT-CO3 6 3 19 4 9 6 7 3 8 1 7 5 10 5 8 10 3 16 4 4 3 5 8 10 6 4
## MT-ND3 1 . 1 . 1 . . 1 . . . . 1 . . . . . . . . . 2 1 . .
## MT-ND4L 2 . . . . 1 . . . . . . . . . . . . . . . . . . . .
## MT-ND4 1 3 37 1 7 2 10 3 9 4 8 4 10 6 8 9 9 6 6 1 7 6 12 6 8 8
## MT-ND5 1 . 2 . . 1 . . . . . . . . 3 1 1 . 1 . . . 5 . 1 .
## MT-ND6 1 . . . . . . . . . 1 . . . . . 1 . 1 . . 1 . . . .
## MT-CYB 2 4 4 3 4 4 3 4 3 4 4 8 6 2 22 3 5 6 1 2 1 1 6 . 5 2
##
## MT-ND1 . . 5 4 1 6 3 6 2 20 7 4 6 9 3 4 5 3 10 3 3 3 4 3 4 13
## MT-ND2 5 3 3 3 1 4 1 1 4 13 5 12 6 6 11 4 1 . 7 7 4 5 1 1 6 10
## MT-CO1 10 9 13 12 9 15 5 10 7 33 14 10 10 19 13 9 22 9 40 3 6 7 7 6 15 24
## MT-CO2 3 9 10 11 4 5 4 6 3 28 5 10 9 14 19 7 5 4 22 11 11 3 1 2 3 26
## MT-ATP8 . . . . . . . . . . . . 1 . . . . . . . . . . . . .
## MT-ATP6 3 5 2 2 . . 1 1 5 11 2 2 4 1 6 . . . 1 3 1 2 . 1 . 5
## MT-CO3 7 4 8 6 2 5 1 9 4 19 4 2 6 12 7 6 5 10 23 4 9 8 4 . 8 12
## MT-ND3 . . . . . . . . . 1 . 1 . . . . . . 1 . . . . . . .
## MT-ND4L . . . . 2 . . . . . . . . 1 1 1 . . . . . . . . . .
## MT-ND4 8 2 5 4 3 4 1 5 5 12 9 7 6 6 4 6 5 3 5 3 5 7 6 . 4 19
## MT-ND5 4 4 3 . 1 . . 1 . 3 2 . . . 1 . 2 . 3 . 1 1 1 . . .
## MT-ND6 . 1 . . . . . . . 1 . . . . 1 . . . . . . . . . . .
## MT-CYB 2 8 5 3 2 6 3 6 4 11 6 5 6 8 2 2 2 4 12 6 4 5 2 . 5 8
##
## MT-ND1 5 6 7 2 6 5 4 2 3 5 1 6 6 8 1 3 7 4 6 5 7 8 1 1 3 3 8
## MT-ND2 4 3 5 1 1 1 2 3 . 10 7 5 7 8 1 3 3 6 . 8 1 4 1 . 3 5 2
## MT-CO1 19 24 27 5 9 22 2 6 10 11 13 12 5 20 8 18 16 5 5 10 13 15 5 7 8 11 9
## MT-CO2 9 2 . 1 2 8 . 1 10 82 8 13 18 6 . 1 . 11 2 9 1 5 5 1 7 11 7
## MT-ATP8 . . . . . . . . . 1 . . . . . . . . . . . . . 1 . . .
## MT-ATP6 3 . . . . 1 . 1 3 9 3 1 1 15 . 1 1 2 3 . 2 4 2 . . 1 .
## MT-CO3 11 7 8 2 3 1 3 2 5 18 7 8 2 50 3 4 5 8 2 3 9 7 3 3 9 5 4
## MT-ND3 . . . . . . . . . 1 . . . . . 1 . . . . . . . . . 1 .
## MT-ND4L . . . 2 . . . 1 . . . . . . . . . 1 . . 1 . . . . . .
## MT-ND4 1 4 4 4 3 7 4 3 5 16 5 11 3 3 5 2 6 3 . 2 5 4 1 . 2 9 1
## MT-ND5 . . . . . . . . . 1 . . . . 1 . 1 . . 6 2 . . . . 2 2
## MT-ND6 1 . . . . . . . . . . . . . . 1 . 1 . . . . . . . . .
## MT-CYB 3 3 4 3 3 5 1 6 . 13 6 7 2 13 1 1 5 3 3 3 5 4 1 . 6 3 5
##
## MT-ND1 4 4 3 2 10 4 1 6 3 11 17 3 6 3 5 6 2 6 5 10 5 4 5 4 3 10
## MT-ND2 6 1 5 3 7 2 . 4 5 21 12 5 8 5 1 5 4 4 47 7 4 4 . 8 2 3
## MT-CO1 13 4 10 19 18 6 9 26 8 12 54 10 17 17 11 12 5 5 8 23 15 22 14 5 14 40
## MT-CO2 15 1 15 2 11 3 . 14 5 12 28 5 5 9 1 6 6 5 7 13 9 5 4 11 10 8
## MT-ATP8 . . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 37 . 5 3 4 1 1 2 1 7 4 6 2 3 . 2 3 3 2 4 3 1 2 1 1 2
## MT-CO3 12 4 8 3 6 2 4 19 7 13 20 7 6 14 5 12 1 5 10 6 5 6 11 15 8 8
## MT-ND3 1 . . . . . . . 1 . . . 2 . . . . . . . . . . . . 1
## MT-ND4L . 1 . . . . . . . . . . . . . . . 1 . . . . . . . .
## MT-ND4 6 . 8 8 4 2 . 4 1 11 17 8 3 8 3 4 4 5 4 9 5 2 3 6 8 4
## MT-ND5 . . . 1 2 . . 1 1 6 3 3 1 5 1 . 1 . . 3 2 . . 1 1 4
## MT-ND6 . . . . . . . . . . 1 . . . . . . . . . . . . . 1 .
## MT-CYB 7 1 2 5 7 1 2 6 4 12 15 6 8 12 . 1 5 9 5 6 7 4 3 7 2 4
##
## MT-ND1 2 7 1 4 2 3 4 6 6 3 6 8 1 5 3 3 6 5 4 . 6 9 3 27 17
## MT-ND2 . 2 4 1 1 4 1 5 6 7 7 6 2 4 1 3 11 1 6 . 4 2 . 20 9
## MT-CO1 2 12 10 24 6 34 3 17 17 14 11 10 5 7 20 17 26 19 1 13 12 16 9 102 32
## MT-CO2 . 7 7 3 3 3 . 10 12 11 12 12 6 6 4 8 10 5 4 . 6 4 3 3 15
## MT-ATP8 . . . . . . . . . 1 . . . . . . . . . . . . . . .
## MT-ATP6 . 2 2 2 . 2 . 6 3 4 7 2 . 4 2 4 1 . 5 . 8 2 1 7 2
## MT-CO3 . 5 9 7 . 9 2 7 7 13 4 6 4 8 5 7 5 4 6 5 4 5 8 58 11
## MT-ND3 . . . . . . . 1 . 2 . . . 2 . 1 1 . . . . 1 . . .
## MT-ND4L . . . . . . . . . 1 . . . . . . . 1 . . . . . . .
## MT-ND4 1 11 3 3 1 6 . 9 4 12 4 10 4 10 2 9 6 6 6 4 12 1 1 25 8
## MT-ND5 2 1 . . . . . . 1 . 2 2 . . 1 . . . . . 1 1 . 1 1
## MT-ND6 . . . 1 . . . . . . . . . . . . . . . . . . . . .
## MT-CYB . 3 7 7 2 11 30 2 4 7 8 4 1 8 3 3 14 1 5 . 4 1 1 27 5
##
## MT-ND1 6 5 3 2 3 4 8 5 9 2 6 1 6 4 1 10 1 11 4 14 5 2 6 12
## MT-ND2 2 10 3 1 3 7 1 2 6 4 2 2 17 2 4 5 1 6 6 31 3 1 12 4
## MT-CO1 39 4 16 13 5 42 11 19 25 18 17 15 29 14 12 23 12 8 9 50 10 11 40 31
## MT-CO2 22 15 6 4 6 13 3 3 7 13 8 5 7 6 10 6 5 10 10 11 . 4 22 13
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 11 1 1 . . 8 1 . 2 7 . 2 2 2 6 3 2 5 4 3 . . 12 6
## MT-CO3 25 6 5 2 2 16 7 7 8 62 9 10 14 7 3 20 10 8 3 10 10 4 17 8
## MT-ND3 2 1 . . . . . . 2 . . . 2 . 1 1 . . . . 1 1 1 1
## MT-ND4L . 1 1 . . . 1 . . . . . . . . . 1 . . . . . . 1
## MT-ND4 8 4 4 4 2 8 2 6 7 12 4 6 3 1 4 9 7 9 7 5 4 4 15 8
## MT-ND5 2 . 1 2 . . . 1 2 1 2 1 . . . 1 . 2 . 2 1 1 4 1
## MT-ND6 . . . . . . . . . 1 . . . . . . . . . 1 . . . .
## MT-CYB 8 7 4 2 . 10 1 1 1 6 4 6 5 2 1 5 3 9 4 8 2 1 7 2
##
## MT-ND1 8 3 11 8 2 7 6 13 5 5 2 2 4 3 . 1 3 3 7 1 6 2 . 3 6 5 6
## MT-ND2 . 4 7 8 3 2 2 4 7 2 2 4 14 1 1 1 1 5 14 1 6 1 2 5 . 5 .
## MT-CO1 8 13 19 16 5 25 17 16 5 13 18 9 13 2 . 17 9 8 23 23 10 7 2 7 6 13 7
## MT-CO2 1 9 12 10 2 5 9 11 1 5 1 8 15 8 . 1 . 7 11 14 8 1 2 4 7 11 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 6 4 1 1 1 . 4 3 1 2 2 10 . . 2 . 6 5 3 . . . 1 . 1 4
## MT-CO3 13 11 13 6 9 3 7 11 9 9 7 8 10 6 2 1 3 2 16 3 6 2 1 4 4 6 4
## MT-ND3 . . 1 . . . . 1 . . . 1 . 1 . . . . . . . . . . . . 1
## MT-ND4L . . . . . . . . 1 . . . . . . . 1 1 . . . . . . . . .
## MT-ND4 3 11 8 4 4 5 5 3 6 8 2 4 6 2 1 2 2 7 22 7 4 4 4 7 2 7 4
## MT-ND5 . 1 1 . . . 3 2 . . 4 . 1 . . . . 2 3 . . . . . 1 . .
## MT-ND6 . . . . . . . . . . . . 1 . . . . . . . . . . . . . .
## MT-CYB . 3 3 4 3 2 3 4 33 4 3 1 7 1 . 4 3 7 17 1 8 . 1 2 2 8 2
##
## MT-ND1 3 4 2 1 5 11 . . 7 . 3 10 1 4 2 3 3 1 4 4 11 8 3 1 31 3
## MT-ND2 6 . 3 1 1 1 1 2 5 2 2 11 3 4 3 3 2 3 2 2 7 1 2 1 . 4
## MT-CO1 8 5 5 3 13 19 14 11 19 1 8 12 13 24 8 13 5 9 11 20 33 8 10 11 22 12
## MT-CO2 38 . 11 1 8 7 . 8 9 1 3 10 3 22 6 4 4 2 . 1 19 . 4 2 . 10
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . 1 .
## MT-ATP6 4 . 2 . 3 1 1 3 2 . . 4 1 1 1 1 2 1 . 3 . 1 . . 2 2
## MT-CO3 8 1 6 6 5 10 8 2 8 1 5 4 2 7 5 2 2 7 2 21 7 7 2 8 8 5
## MT-ND3 . . . . . . . . . . . . . . . . 1 . . 1 1 . . . . .
## MT-ND4L . . . . . . 1 . . . . . . . . . . 1 . . . . . . . .
## MT-ND4 7 1 4 . 5 1 6 6 2 . 3 5 3 6 2 2 6 6 4 10 4 3 5 6 4 4
## MT-ND5 1 . . . . 1 . . . . . 1 2 1 . 1 . . 2 1 2 . . . . 1
## MT-ND6 . . . . 1 . . . . . . 1 . . . . . . . . . 1 . . . 1
## MT-CYB 1 2 3 1 8 9 . 3 5 1 . 5 2 5 2 5 3 2 1 2 3 4 6 2 6 3
##
## MT-ND1 9 3 5 2 5 4 5 3 3 3 4 7 5 11 1 3 7 5 3 4 1 6 6 10 5 1
## MT-ND2 1 1 3 1 2 2 1 3 3 1 2 . 5 6 4 1 13 3 2 3 6 4 5 4 1 1
## MT-CO1 14 5 11 3 18 18 4 19 9 10 5 12 32 70 3 15 76 8 12 14 17 18 31 12 21 25
## MT-CO2 . 8 4 2 9 . 2 15 5 2 2 1 19 15 3 1 21 6 9 10 5 13 15 2 11 7
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . 1 . .
## MT-ATP6 1 1 3 . . 1 1 1 3 . 1 1 6 2 1 . 7 2 . 3 1 4 4 . 3 2
## MT-CO3 10 4 5 5 7 8 4 8 7 7 5 7 7 23 3 4 9 1 4 4 4 7 8 5 8 2
## MT-ND3 . . . . . . . 1 . . . . 1 2 1 . 1 2 . . . 2 . . 1 .
## MT-ND4L . . 1 2 . 1 . . . . . . . . . 1 . . . 2 . . . 1 1 1
## MT-ND4 3 6 19 3 3 5 6 3 2 7 4 3 3 15 . 2 13 7 8 4 8 5 6 9 5 6
## MT-ND5 3 1 . . 1 . . . . . 1 1 1 1 . 1 2 1 1 1 1 1 2 1 1 .
## MT-ND6 . . . . . . . . . . . . . . . 1 . . . . . 1 . . . .
## MT-CYB 1 8 2 1 1 . 3 2 3 5 2 3 7 10 5 6 13 7 2 6 1 3 5 4 7 6
##
## MT-ND1 6 8 2 3 2 7 3 7 3 1 3 3 2 7 6 7 2 3 36 2 5 1 5 42 3 .
## MT-ND2 4 5 2 2 5 1 . 3 8 3 . 7 4 9 3 2 2 . 1 1 2 . 7 . . 2
## MT-CO1 16 26 13 15 11 7 9 11 17 14 10 19 6 26 9 21 9 9 6 10 4 9 13 16 13 9
## MT-CO2 8 17 5 8 8 1 . 12 7 4 2 10 4 23 10 5 3 . 7 1 3 1 6 4 1 4
## MT-ATP8 . . . . . . . . . . . . . . . . . . . . . . . . . .
## MT-ATP6 . 4 4 3 1 1 1 1 1 . 2 1 3 9 8 4 . 1 . 1 . . 5 . . 4
## MT-CO3 7 10 11 5 3 10 9 9 9 10 3 8 2 20 4 5 2 7 1 2 3 . 7 8 7 7
## MT-ND3 . . 1 . . . . 2 1 . . 1 . . . . . . . . 1 1 . 1 . .
## MT-ND4L . . . . 1 . . 1 . 1 1 . . . 1 . 1 . . . . . . . 1 .
## MT-ND4 3 9 7 6 3 28 2 5 7 5 4 10 1 13 5 1 5 4 3 2 3 1 6 1 2 7
## MT-ND5 1 2 . 3 1 . . 3 . 1 1 1 1 2 . 1 1 . . 1 1 . 1 . 1 .
## MT-ND6 . . . 1 . . . . 1 . . . . . . . . . . . . . 2 . . .
## MT-CYB 11 12 6 1 1 3 7 2 2 1 6 3 4 11 . 2 2 3 2 3 3 2 6 1 4 4
##
## MT-ND1 1 3
## MT-ND2 2 1
## MT-CO1 12 7
## MT-CO2 . .
## MT-ATP8 . .
## MT-ATP6 2 .
## MT-CO3 2 1
## MT-ND3 . .
## MT-ND4L 1 .
## MT-ND4 . 1
## MT-ND5 . .
## MT-ND6 . .
## MT-CYB 1 3percent.mito <- Matrix::colSums(pbmc$RNA[mito.genes, ])/Matrix::colSums(pbmc$RNA)
# AddMetaData adds columns to object@meta.data, and is a great place to
# stash QC stats
pbmc <- AddMetaData(object = pbmc, metadata = percent.mito, col.name = "percent.mito")
head(pbmc@meta.data)## [1] 2700## Warning in FetchData(object = object, vars = features, slot = slot): The
## following requested variables were not found: percent.mt
# GenePlot is typically used to visualize gene-gene relationships, but can
# be used for anything calculated by the object, i.e. columns in
# object@meta.data, PC scores etc. Since there is a rare subset of cells
# with an outlier level of high mitochondrial percentage and also low UMI
# content, we filter these as well
par(mfrow = c(1, 2))
FeatureScatter(pbmc, "nCount_RNA", "percent.mito")
# Load the the list of house keeping genes
hkgenes <- read.table(paste0(wd$data, "housekeeping_genes.txt"))
hkgenes <- as.vector(hkgenes$V1) %>% kable() %>% kable_styling()
# remove hkgenes that were not found
hkgenes.found <- which(toupper(rownames(pbmc$RNA)) %in% hkgenes)
n.expressed.hkgenes <- Matrix::colSums(pbmc$RNA[hkgenes.found, ] > 0)
pbmc <- AddMetaData(object = pbmc, metadata = n.expressed.hkgenes, col.name = "n.exp.hkgenes")
VlnPlot(pbmc, c("nCount_RNA", "nFeature_RNA", "percent.mito","n.exp.hkgenes"),
ncol = 4)## Warning in SingleExIPlot(type = type, data = data[, x, drop = FALSE], idents =
## idents, : All cells have the same value of n.exp.hkgenes.
6 Filter Cells and genes
Let’s filter the cells based on the quality control metrics. Filter based on: 1. nGene 2. percent.mito
Change the thresholds to what you think they should be according to the violin plots
# We filter out cells that have unique gene counts over 2,500 or less than
# 200 Note that low.thresholds and high.thresholds are used to define a
# 'gate'. -Inf and Inf should be used if you don't want a lower or upper
# threshold.
pbmc <- subset(pbmc, subset = nFeature_RNA > 200 & nFeature_RNA < 2500 & percent.mito < 5)
# Number of cells remaining
pbmc## An object of class Seurat
## 13714 features across 2695 samples within 1 assay
## Active assay: RNA (13714 features)7 Normalization
After removing unwanted cells from the dataset, the next step is to normalize the data. By default, we employ a global-scaling normalization method “LogNormalize” that normalizes the gene expression measurements for each cell by the total expression, multiplies this by a scale factor (10,000 by default), and log-transforms the result. This is the simplest and the most intuitive
8 Highly Variable Genes
# Seurat calculates highly variable genes and focuses on these for downstream analysis.
# FindVariableGenes calculates the average expression and dispersion for each gene,
# places these genes into bins, and then calculates a z-score for dispersion within each bin
# The parameters here identify ~1900 variable genes
pbmc <- FindVariableFeatures(object = pbmc, mean.function = ExpMean, dispersion.function = LogVMR,
x.low.cutoff = 0.0125, x.high.cutoff = 3, y.cutoff = 0.5)## Warning: The following arguments are not used: x.low.cutoff, x.high.cutoff,
## y.cutoff## [1] 1# Identify the 10 most highly variable genes
top10 <- head(VariableFeatures(pbmc), 10)
# plot variable features with and without labels
par(mfrow = c(1, 2))
plot1 <- VariableFeaturePlot(pbmc)
LabelPoints(plot = plot1, points = top10, repel = TRUE)## Warning: Using `as.character()` on a quosure is deprecated as of rlang 0.3.0.
## Please use `as_label()` or `as_name()` instead.
## This warning is displayed once per session.## When using repel, set xnudge and ynudge to 0 for optimal results## Warning: Transformation introduced infinite values in continuous x-axis
9 Scale Data
# Your single cell dataset likely contains ‘uninteresting’ sources of variation. This could include not only technical noise,
# but batch effects, or even biological sources of variation (cell cycle stage).
# As suggested in Buettner et al, NBT, 2015, regressing these signals out of the analysis can
# improve downstream dimensionality reduction and clustering. To mitigate the effect of these signals,
# Seurat constructs linear models to predict gene expression based on user-defined variables.
# The scaled z-scored residuals of these models are stored in the scale.data slot,
# and are used for dimensionality reduction and clustering.
pbmc <- ScaleData(object = pbmc, vars.to.regress = c("nUMI", "percent.mito"))## Regressing out nUMI, percent.mito## Centering and scaling data matrix10 PCA on the Scaled Data
# we perform PCA on the scaled data. By default, the genes in object@var.genes are used as input,
# but can be defined using pc.genes.
pbmc <- RunPCA(object = pbmc, pc.genes = pbmc@var.genes, do.print = TRUE, pcs.print = 1:5,
genes.print = 5)
# Examine and visualize PCA results
# a few different ways
print(pbmc[["pca"]], dims = 1:5, nfeatures = 5)## PC_ 1
## Positive: MALAT1, IL32, LTB, IL7R, CD2
## Negative: CST3, TYROBP, LST1, AIF1, FTL
## PC_ 2
## Positive: CD79A, MS4A1, TCL1A, HLA-DQA1, HLA-DQB1
## Negative: NKG7, CST7, PRF1, GZMA, GZMB
## PC_ 3
## Positive: HLA-DQA1, CD79A, CD79B, HLA-DQB1, HLA-DPB1
## Negative: PPBP, PF4, SDPR, SPARC, GNG11
## PC_ 4
## Positive: HLA-DQA1, HIST1H2AC, PF4, CD79B, SDPR
## Negative: VIM, IL7R, S100A6, S100A8, S100A4
## PC_ 5
## Positive: GZMB, FGFBP2, S100A8, NKG7, GNLY
## Negative: LTB, IL7R, CKB, VIM, AQP3
pbmc <- ProjectDim(object = pbmc, verbose = FALSE)
# PCHeatmap allows for easy exploration of the primary sources of heterogeneity in a dataset, and can be useful when trying to decide which PCs to include for further downstream analyses. Both cells and genes are ordered according to their PCA scores.
# Setting cells.use to a number plots the ‘extreme’ cells on both ends of the spectrum,
DimHeatmap(object = pbmc, reduction = "pca")
11 Determine statistically significant principal components
# Determining how many PCs to include downstream is therefore an important step.
# We identify ‘significant’ PCs as those who have a strong enrichment of low p-value genes.
pbmc <- JackStraw(object = pbmc, num.replicate = 100)
# ‘Significant’ PCs will show a strong enrichment of genes with low p-values
# (solid curve above the dashed line). In this case it appears that PCs 1-10 are significant.
pbmc <- ScoreJackStraw(pbmc, dims = 1:12)
JackStrawPlot(object = pbmc, dims = 1:12)## Warning: Removed 18314 rows containing missing values (geom_point).
#alternative methods generates an
# "Elbow plot"
# a ranking of principle components based on the percentage of variance explained
ElbowPlot(pbmc)
12 Cluster the cells
# Importantly, the distance metric which drives the clustering analysis
# (based on previously identified PCs) remains the same.
# The FindClusters function implements the procedure, and contains a resolution parameter
# that sets the ‘granularity’ of the downstream clustering, with increased values leading
# to a greater number of clusters. We find that setting this parameter between
# 0.6-1.2 typically returns good results for single cell datasets of around 3K cells.
pbmc <- FindNeighbors(pbmc, dims = 1:10)## Computing nearest neighbor graph## Computing SNN## Warning: The following arguments are not used: reduction.type## Suggested parameter: reduction instead of reduction.type## Warning: The following arguments are not used: reduction.type## Suggested parameter: reduction instead of reduction.type## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
##
## Number of nodes: 2695
## Number of edges: 98756
##
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.8750
## Number of communities: 9
## Elapsed time: 0 seconds## AAACATACAACCAC AAACATTGAGCTAC AAACATTGATCAGC AAACCGTGCTTCCG AAACCGTGTATGCG
## 0 3 2 1 6
## Levels: 0 1 2 3 4 5 6 7 8# Non-linear dimensional reduction (tSNE)
pbmc <- RunTSNE(object = pbmc, dims.use = 1:10, do.fast = TRUE)
TSNEPlot(object = pbmc)
13 Finding differentially expressed genes (cluster biomarkers)
# Seurat can help you find markers that define clusters via differential expression.
# By default, it identifes positive and negative markers of a single cluster
# (specified in ident.1), compared to all other cells. FindAllMarkers automates this
# process for all clusters, but you can also test groups of clusters vs. each other,
# or against all cells.
# The min.pct argument requires a gene to be detected at a minimum percentage in
# either of the two groups of cells, and the thresh.test argument requires a gene to be
# differentially expressed (on average) by some amount between the two groups.
# find all markers of cluster 1
cluster1.markers <- FindMarkers(object = pbmc, ident.1 = 1, min.pct = 0.25)
print(x = head(x = cluster1.markers, n = 5)) %>% kable() %>% kable_styling()## p_val avg_logFC pct.1 pct.2 p_val_adj
## S100A9 0.000000e+00 3.824896 0.994 0.214 0.000000e+00
## S100A8 0.000000e+00 3.798783 0.971 0.121 0.000000e+00
## LGALS2 0.000000e+00 2.558737 0.896 0.061 0.000000e+00
## FCN1 0.000000e+00 2.370247 0.953 0.148 0.000000e+00
## CD14 5.414944e-293 1.943616 0.661 0.029 7.426055e-289| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | |
|---|---|---|---|---|---|
| S100A9 | 0 | 3.824896 | 0.994 | 0.214 | 0 |
| S100A8 | 0 | 3.798783 | 0.971 | 0.121 | 0 |
| LGALS2 | 0 | 2.558737 | 0.896 | 0.061 | 0 |
| FCN1 | 0 | 2.370247 | 0.953 | 0.148 | 0 |
| CD14 | 0 | 1.943616 | 0.661 | 0.029 | 0 |
# find all markers distinguishing cluster 5 from clusters 0 and 3
cluster5.markers <- FindMarkers(object = pbmc, ident.1 = 5, ident.2 = c(0, 3),
min.pct = 0.25)
print(x = head(x = cluster5.markers, n = 5)) %>% kable() %>% kable_styling()## p_val avg_logFC pct.1 pct.2 p_val_adj
## FCGR3A 5.439199e-217 2.968927 0.988 0.039 7.459317e-213
## IFITM3 6.583723e-206 2.702619 0.981 0.046 9.028918e-202
## CFD 2.001846e-201 2.336277 0.944 0.038 2.745331e-197
## RP11-290F20.3 1.429212e-200 1.905242 0.856 0.016 1.960021e-196
## CD68 9.249357e-200 2.099257 0.925 0.033 1.268457e-195| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | |
|---|---|---|---|---|---|
| FCGR3A | 0 | 2.968927 | 0.988 | 0.039 | 0 |
| IFITM3 | 0 | 2.702618 | 0.981 | 0.046 | 0 |
| CFD | 0 | 2.336277 | 0.944 | 0.038 | 0 |
| RP11-290F20.3 | 0 | 1.905242 | 0.856 | 0.016 | 0 |
| CD68 | 0 | 2.099257 | 0.925 | 0.033 | 0 |
# find markers for every cluster compared to all remaining cells, report
# only the positive ones
pbmc.markers <- FindAllMarkers(object = pbmc, only.pos = TRUE, min.pct = 0.25,
thresh.use = 0.25)## Calculating cluster 0## Calculating cluster 1## Calculating cluster 2## Calculating cluster 3## Calculating cluster 4## Calculating cluster 5## Calculating cluster 6## Calculating cluster 7## Calculating cluster 8# VlnPlot (shows expression probability distributions across clusters)
VlnPlot(object = pbmc, features = c("MS4A1", "CD79A"))
# FeaturePlot (visualizes gene expression on a tSNE or PCA plot)
FeaturePlot(object = pbmc, features = c("MS4A1", "GNLY", "CD3E", "CD14",
"FCER1A", "FCGR3A", "LYZ", "PPBP", "CD8A"), cols = c("grey", "blue"),
reduction = "tsne")
# DoHeatmap generates an expression heatmap for given cells and genes. In this case,
# we are plotting the top 10 markers (or all markers if less than 10) for each cluster.
top10 <- pbmc.markers %>% group_by(cluster) %>% top_n(10, avg_logFC)
top10%>% kable() %>% kable_styling()| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene |
|---|---|---|---|---|---|---|
| 0 | 0.5369297 | 0.995 | 0.973 | 0 | 0 | RPS25 |
| 0 | 0.6782872 | 0.881 | 0.590 | 0 | 0 | LDHB |
| 0 | 0.8920502 | 0.421 | 0.108 | 0 | 0 | CCR7 |
| 0 | 0.6430650 | 0.828 | 0.404 | 0 | 0 | CD3D |
| 0 | 0.5904467 | 0.709 | 0.395 | 0 | 0 | CD3E |
| 0 | 0.6785147 | 0.614 | 0.356 | 0 | 0 | NOSIP |
| 0 | 0.7026332 | 0.317 | 0.104 | 0 | 0 | LEF1 |
| 0 | 0.7173861 | 0.324 | 0.108 | 0 | 0 | PRKCQ-AS1 |
| 0 | 0.5936632 | 0.413 | 0.186 | 0 | 0 | PIK3IP1 |
| 0 | 0.5371034 | 0.375 | 0.176 | 0 | 0 | TCF7 |
| 0 | 3.8248961 | 0.994 | 0.214 | 0 | 1 | S100A9 |
| 0 | 3.7987829 | 0.971 | 0.121 | 0 | 1 | S100A8 |
| 0 | 2.5587368 | 0.896 | 0.061 | 0 | 1 | LGALS2 |
| 0 | 2.3702471 | 0.953 | 0.148 | 0 | 1 | FCN1 |
| 0 | 1.9436156 | 0.661 | 0.029 | 0 | 1 | CD14 |
| 0 | 2.1059849 | 0.994 | 0.264 | 0 | 1 | TYROBP |
| 0 | 2.0056811 | 0.679 | 0.042 | 0 | 1 | MS4A6A |
| 0 | 2.0721742 | 0.992 | 0.266 | 0 | 1 | CST3 |
| 0 | 3.1060939 | 0.998 | 0.516 | 0 | 1 | LYZ |
| 0 | 1.8293957 | 1.000 | 0.985 | 0 | 1 | FTL |
| 0 | 0.7875338 | 0.946 | 0.472 | 0 | 2 | IL32 |
| 0 | 0.8614796 | 0.978 | 0.644 | 0 | 2 | LTB |
| 0 | 0.7011845 | 0.961 | 0.609 | 0 | 2 | LDHB |
| 0 | 0.6390525 | 0.922 | 0.437 | 0 | 2 | CD3D |
| 0 | 0.8009136 | 0.746 | 0.330 | 0 | 2 | IL7R |
| 0 | 0.8485396 | 0.655 | 0.247 | 0 | 2 | CD2 |
| 0 | 0.8378099 | 0.414 | 0.114 | 0 | 2 | AQP3 |
| 0 | 0.5944045 | 0.828 | 0.409 | 0 | 2 | CD3E |
| 0 | 0.5850430 | 0.403 | 0.121 | 0 | 2 | TRAT1 |
| 0 | 0.5951378 | 0.280 | 0.067 | 0 | 2 | CD40LG |
| 0 | 2.9842131 | 0.934 | 0.041 | 0 | 3 | CD79A |
| 0 | 2.3597758 | 0.857 | 0.052 | 0 | 3 | MS4A1 |
| 0 | 1.9704002 | 0.563 | 0.009 | 0 | 3 | LINC00926 |
| 0 | 2.4015501 | 0.911 | 0.142 | 0 | 3 | CD79B |
| 0 | 2.4882077 | 0.620 | 0.022 | 0 | 3 | TCL1A |
| 0 | 2.1273682 | 0.886 | 0.116 | 0 | 3 | HLA-DQA1 |
| 0 | 1.6841707 | 0.486 | 0.006 | 0 | 3 | VPREB3 |
| 0 | 2.1371437 | 0.860 | 0.146 | 0 | 3 | HLA-DQB1 |
| 0 | 2.0369061 | 1.000 | 0.818 | 0 | 3 | CD74 |
| 0 | 1.9234773 | 1.000 | 0.489 | 0 | 3 | HLA-DRA |
| 0 | 2.0952927 | 0.973 | 0.239 | 0 | 4 | CCL5 |
| 0 | 2.0904881 | 0.618 | 0.056 | 0 | 4 | GZMK |
| 0 | 1.6125221 | 0.969 | 0.220 | 0 | 4 | NKG7 |
| 0 | 1.4523686 | 0.809 | 0.123 | 0 | 4 | CST7 |
| 0 | 1.4581751 | 0.819 | 0.124 | 0 | 4 | GZMA |
| 0 | 1.3123457 | 0.509 | 0.071 | 0 | 4 | CD8A |
| 0 | 1.2538622 | 0.805 | 0.237 | 0 | 4 | CTSW |
| 0 | 1.1237962 | 0.481 | 0.072 | 0 | 4 | KLRG1 |
| 0 | 1.7631569 | 0.416 | 0.060 | 0 | 4 | GZMH |
| 0 | 1.1032851 | 0.614 | 0.201 | 0 | 4 | GZMM |
| 0 | 1.6648503 | 0.856 | 0.067 | 0 | 5 | RP11-290F20.3 |
| 0 | 1.8722566 | 0.819 | 0.073 | 0 | 5 | MS4A7 |
| 0 | 2.3058579 | 0.988 | 0.133 | 0 | 5 | FCGR3A |
| 0 | 1.8629867 | 0.981 | 0.174 | 0 | 5 | IFITM3 |
| 0 | 2.0796993 | 1.000 | 0.314 | 0 | 5 | LST1 |
| 0 | 1.5801100 | 0.950 | 0.200 | 0 | 5 | SERPINA1 |
| 0 | 1.8777168 | 1.000 | 0.316 | 0 | 5 | FCER1G |
| 0 | 1.8478851 | 1.000 | 0.333 | 0 | 5 | AIF1 |
| 0 | 1.5729800 | 1.000 | 0.601 | 0 | 5 | COTL1 |
| 0 | 1.5786829 | 0.912 | 0.289 | 0 | 5 | TIMP1 |
| 0 | 3.3787344 | 0.987 | 0.068 | 0 | 6 | GZMB |
| 0 | 2.8603650 | 0.907 | 0.061 | 0 | 6 | FGFBP2 |
| 0 | 2.3191799 | 0.762 | 0.039 | 0 | 6 | SPON2 |
| 0 | 2.7823508 | 0.960 | 0.110 | 0 | 6 | PRF1 |
| 0 | 3.4899060 | 0.954 | 0.132 | 0 | 6 | GNLY |
| 0 | 2.2675450 | 0.954 | 0.153 | 0 | 6 | CST7 |
| 0 | 2.1806888 | 0.947 | 0.156 | 0 | 6 | GZMA |
| 0 | 2.4994549 | 0.728 | 0.077 | 0 | 6 | CCL4 |
| 0 | 2.7938862 | 1.000 | 0.260 | 0 | 6 | NKG7 |
| 0 | 2.0297663 | 0.556 | 0.057 | 0 | 6 | IGFBP7 |
| 0 | 2.6828704 | 0.829 | 0.010 | 0 | 7 | FCER1A |
| 0 | 1.7524550 | 0.686 | 0.014 | 0 | 7 | CLEC10A |
| 0 | 1.8542041 | 0.943 | 0.206 | 0 | 7 | HLA-DQA1 |
| 0 | 1.6360216 | 0.914 | 0.230 | 0 | 7 | HLA-DQB1 |
| 0 | 1.6225501 | 1.000 | 0.338 | 0 | 7 | HLA-DRB5 |
| 0 | 1.7472741 | 1.000 | 0.389 | 0 | 7 | CST3 |
| 0 | 1.8016192 | 1.000 | 0.483 | 0 | 7 | HLA-DPA1 |
| 0 | 1.9493085 | 1.000 | 0.507 | 0 | 7 | HLA-DPB1 |
| 0 | 1.7812173 | 1.000 | 0.449 | 0 | 7 | HLA-DRB1 |
| 0 | 1.7106211 | 1.000 | 0.550 | 0 | 7 | HLA-DRA |
| 0 | 3.4823624 | 0.867 | 0.001 | 0 | 8 | GP9 |
| 0 | 3.4643302 | 0.933 | 0.008 | 0 | 8 | SPARC |
| 0 | 4.4788565 | 0.933 | 0.009 | 0 | 8 | GNG11 |
| 0 | 4.9387736 | 0.933 | 0.011 | 0 | 8 | PF4 |
| 0 | 4.2475671 | 0.933 | 0.011 | 0 | 8 | SDPR |
| 0 | 4.1734542 | 0.867 | 0.014 | 0 | 8 | CLU |
| 0 | 5.8736951 | 1.000 | 0.024 | 0 | 8 | PPBP |
| 0 | 3.9496895 | 0.733 | 0.016 | 0 | 8 | TUBB1 |
| 0 | 3.8567975 | 0.933 | 0.031 | 0 | 8 | HIST1H2AC |
| 0 | 3.8982097 | 0.800 | 0.025 | 0 | 8 | CD9 |
top10 <- pbmc.markers %>% group_by(cluster) %>% top_n(10, avg_logFC)
top10%>% kable() %>% kable_styling()| p_val | avg_logFC | pct.1 | pct.2 | p_val_adj | cluster | gene |
|---|---|---|---|---|---|---|
| 0 | 0.5369297 | 0.995 | 0.973 | 0 | 0 | RPS25 |
| 0 | 0.6782872 | 0.881 | 0.590 | 0 | 0 | LDHB |
| 0 | 0.8920502 | 0.421 | 0.108 | 0 | 0 | CCR7 |
| 0 | 0.6430650 | 0.828 | 0.404 | 0 | 0 | CD3D |
| 0 | 0.5904467 | 0.709 | 0.395 | 0 | 0 | CD3E |
| 0 | 0.6785147 | 0.614 | 0.356 | 0 | 0 | NOSIP |
| 0 | 0.7026332 | 0.317 | 0.104 | 0 | 0 | LEF1 |
| 0 | 0.7173861 | 0.324 | 0.108 | 0 | 0 | PRKCQ-AS1 |
| 0 | 0.5936632 | 0.413 | 0.186 | 0 | 0 | PIK3IP1 |
| 0 | 0.5371034 | 0.375 | 0.176 | 0 | 0 | TCF7 |
| 0 | 3.8248961 | 0.994 | 0.214 | 0 | 1 | S100A9 |
| 0 | 3.7987829 | 0.971 | 0.121 | 0 | 1 | S100A8 |
| 0 | 2.5587368 | 0.896 | 0.061 | 0 | 1 | LGALS2 |
| 0 | 2.3702471 | 0.953 | 0.148 | 0 | 1 | FCN1 |
| 0 | 1.9436156 | 0.661 | 0.029 | 0 | 1 | CD14 |
| 0 | 2.1059849 | 0.994 | 0.264 | 0 | 1 | TYROBP |
| 0 | 2.0056811 | 0.679 | 0.042 | 0 | 1 | MS4A6A |
| 0 | 2.0721742 | 0.992 | 0.266 | 0 | 1 | CST3 |
| 0 | 3.1060939 | 0.998 | 0.516 | 0 | 1 | LYZ |
| 0 | 1.8293957 | 1.000 | 0.985 | 0 | 1 | FTL |
| 0 | 0.7875338 | 0.946 | 0.472 | 0 | 2 | IL32 |
| 0 | 0.8614796 | 0.978 | 0.644 | 0 | 2 | LTB |
| 0 | 0.7011845 | 0.961 | 0.609 | 0 | 2 | LDHB |
| 0 | 0.6390525 | 0.922 | 0.437 | 0 | 2 | CD3D |
| 0 | 0.8009136 | 0.746 | 0.330 | 0 | 2 | IL7R |
| 0 | 0.8485396 | 0.655 | 0.247 | 0 | 2 | CD2 |
| 0 | 0.8378099 | 0.414 | 0.114 | 0 | 2 | AQP3 |
| 0 | 0.5944045 | 0.828 | 0.409 | 0 | 2 | CD3E |
| 0 | 0.5850430 | 0.403 | 0.121 | 0 | 2 | TRAT1 |
| 0 | 0.5951378 | 0.280 | 0.067 | 0 | 2 | CD40LG |
| 0 | 2.9842131 | 0.934 | 0.041 | 0 | 3 | CD79A |
| 0 | 2.3597758 | 0.857 | 0.052 | 0 | 3 | MS4A1 |
| 0 | 1.9704002 | 0.563 | 0.009 | 0 | 3 | LINC00926 |
| 0 | 2.4015501 | 0.911 | 0.142 | 0 | 3 | CD79B |
| 0 | 2.4882077 | 0.620 | 0.022 | 0 | 3 | TCL1A |
| 0 | 2.1273682 | 0.886 | 0.116 | 0 | 3 | HLA-DQA1 |
| 0 | 1.6841707 | 0.486 | 0.006 | 0 | 3 | VPREB3 |
| 0 | 2.1371437 | 0.860 | 0.146 | 0 | 3 | HLA-DQB1 |
| 0 | 2.0369061 | 1.000 | 0.818 | 0 | 3 | CD74 |
| 0 | 1.9234773 | 1.000 | 0.489 | 0 | 3 | HLA-DRA |
| 0 | 2.0952927 | 0.973 | 0.239 | 0 | 4 | CCL5 |
| 0 | 2.0904881 | 0.618 | 0.056 | 0 | 4 | GZMK |
| 0 | 1.6125221 | 0.969 | 0.220 | 0 | 4 | NKG7 |
| 0 | 1.4523686 | 0.809 | 0.123 | 0 | 4 | CST7 |
| 0 | 1.4581751 | 0.819 | 0.124 | 0 | 4 | GZMA |
| 0 | 1.3123457 | 0.509 | 0.071 | 0 | 4 | CD8A |
| 0 | 1.2538622 | 0.805 | 0.237 | 0 | 4 | CTSW |
| 0 | 1.1237962 | 0.481 | 0.072 | 0 | 4 | KLRG1 |
| 0 | 1.7631569 | 0.416 | 0.060 | 0 | 4 | GZMH |
| 0 | 1.1032851 | 0.614 | 0.201 | 0 | 4 | GZMM |
| 0 | 1.6648503 | 0.856 | 0.067 | 0 | 5 | RP11-290F20.3 |
| 0 | 1.8722566 | 0.819 | 0.073 | 0 | 5 | MS4A7 |
| 0 | 2.3058579 | 0.988 | 0.133 | 0 | 5 | FCGR3A |
| 0 | 1.8629867 | 0.981 | 0.174 | 0 | 5 | IFITM3 |
| 0 | 2.0796993 | 1.000 | 0.314 | 0 | 5 | LST1 |
| 0 | 1.5801100 | 0.950 | 0.200 | 0 | 5 | SERPINA1 |
| 0 | 1.8777168 | 1.000 | 0.316 | 0 | 5 | FCER1G |
| 0 | 1.8478851 | 1.000 | 0.333 | 0 | 5 | AIF1 |
| 0 | 1.5729800 | 1.000 | 0.601 | 0 | 5 | COTL1 |
| 0 | 1.5786829 | 0.912 | 0.289 | 0 | 5 | TIMP1 |
| 0 | 3.3787344 | 0.987 | 0.068 | 0 | 6 | GZMB |
| 0 | 2.8603650 | 0.907 | 0.061 | 0 | 6 | FGFBP2 |
| 0 | 2.3191799 | 0.762 | 0.039 | 0 | 6 | SPON2 |
| 0 | 2.7823508 | 0.960 | 0.110 | 0 | 6 | PRF1 |
| 0 | 3.4899060 | 0.954 | 0.132 | 0 | 6 | GNLY |
| 0 | 2.2675450 | 0.954 | 0.153 | 0 | 6 | CST7 |
| 0 | 2.1806888 | 0.947 | 0.156 | 0 | 6 | GZMA |
| 0 | 2.4994549 | 0.728 | 0.077 | 0 | 6 | CCL4 |
| 0 | 2.7938862 | 1.000 | 0.260 | 0 | 6 | NKG7 |
| 0 | 2.0297663 | 0.556 | 0.057 | 0 | 6 | IGFBP7 |
| 0 | 2.6828704 | 0.829 | 0.010 | 0 | 7 | FCER1A |
| 0 | 1.7524550 | 0.686 | 0.014 | 0 | 7 | CLEC10A |
| 0 | 1.8542041 | 0.943 | 0.206 | 0 | 7 | HLA-DQA1 |
| 0 | 1.6360216 | 0.914 | 0.230 | 0 | 7 | HLA-DQB1 |
| 0 | 1.6225501 | 1.000 | 0.338 | 0 | 7 | HLA-DRB5 |
| 0 | 1.7472741 | 1.000 | 0.389 | 0 | 7 | CST3 |
| 0 | 1.8016192 | 1.000 | 0.483 | 0 | 7 | HLA-DPA1 |
| 0 | 1.9493085 | 1.000 | 0.507 | 0 | 7 | HLA-DPB1 |
| 0 | 1.7812173 | 1.000 | 0.449 | 0 | 7 | HLA-DRB1 |
| 0 | 1.7106211 | 1.000 | 0.550 | 0 | 7 | HLA-DRA |
| 0 | 3.4823624 | 0.867 | 0.001 | 0 | 8 | GP9 |
| 0 | 3.4643302 | 0.933 | 0.008 | 0 | 8 | SPARC |
| 0 | 4.4788565 | 0.933 | 0.009 | 0 | 8 | GNG11 |
| 0 | 4.9387736 | 0.933 | 0.011 | 0 | 8 | PF4 |
| 0 | 4.2475671 | 0.933 | 0.011 | 0 | 8 | SDPR |
| 0 | 4.1734542 | 0.867 | 0.014 | 0 | 8 | CLU |
| 0 | 5.8736951 | 1.000 | 0.024 | 0 | 8 | PPBP |
| 0 | 3.9496895 | 0.733 | 0.016 | 0 | 8 | TUBB1 |
| 0 | 3.8567975 | 0.933 | 0.031 | 0 | 8 | HIST1H2AC |
| 0 | 3.8982097 | 0.800 | 0.025 | 0 | 8 | CD9 |
14 Assigning cell type identity to clusters
current.cluster.ids <- c(0, 1, 2, 3, 4, 5, 6, 7, 8)
new.cluster.ids <- c("CD4 T cells", "CD14+ Monocytes", "B cells", "CD8 T cells",
"FCGR3A+ Monocytes", "NK cells", "Dendritic cells", "Megakaryocytes", "Platelet")
names(new.cluster.ids) <- levels(pbmc)
pbmc <- RenameIdents(pbmc, new.cluster.ids)
TSNEPlot(object = pbmc, label = TRUE, pt.size = 0.5)
15 Converting to/from SingleCellExperiment
# download from satija lab
# https://www.dropbox.com/s/kwd3kcxkmpzqg6w/pbmc3k_final.rds?dl=0
## This is a Seurat2 object
pbmc <- readRDS(paste0(wd$data, "pbmc3k_final.rds"))
## Update to Seurat3 object
pbmc_v3 <- UpdateSeuratObject(pbmc)## Updating from v2.X to v3.X## Validating object structure## Updating object slots## Ensuring keys are in the proper strucutre## Ensuring feature names don't have underscores or pipes## Object representation is consistent with the most current Seurat version16 The session information
## R version 3.6.1 (2019-07-05)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS Mojave 10.14.6
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRlapack.dylib
##
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## attached base packages:
## [1] parallel stats4 stats graphics grDevices utils datasets
## [8] methods base
##
## other attached packages:
## [1] MUDAN_0.1.0 viper_1.20.0
## [3] EnsDb.Hsapiens.v86_2.99.0 ensembldb_2.10.2
## [5] AnnotationFilter_1.10.0 GenomicFeatures_1.38.2
## [7] AnnotationDbi_1.48.0 DropletUtils_1.6.1
## [9] MASS_7.3-51.5 reshape_0.8.8
## [11] glmnet_3.0-2 umap_0.2.4.1
## [13] RColorBrewer_1.1-2 ggpubr_0.2.5
## [15] magrittr_1.5 reshape2_1.4.3
## [17] kableExtra_1.1.0 knitr_1.28
## [19] scater_1.14.6 ggplot2_3.3.0
## [21] SingleCellExperiment_1.8.0 SummarizedExperiment_1.16.1
## [23] DelayedArray_0.12.2 BiocParallel_1.20.1
## [25] matrixStats_0.55.0 Biobase_2.46.0
## [27] GenomicRanges_1.38.0 GenomeInfoDb_1.22.0
## [29] IRanges_2.20.2 S4Vectors_0.24.3
## [31] BiocGenerics_0.32.0 gdata_2.18.0
## [33] Matrix_1.2-18 dplyr_0.8.5
## [35] Seurat_3.1.4 devtools_2.2.2
## [37] usethis_1.5.1
##
## loaded via a namespace (and not attached):
## [1] rappdirs_0.3.1 rtracklayer_1.46.0 R.methodsS3_1.8.0
## [4] tidyr_1.0.2 bit64_0.9-7 irlba_2.3.3
## [7] multcomp_1.4-12 R.utils_2.9.2 data.table_1.12.8
## [10] RCurl_1.98-1.1 metap_1.3 callr_3.4.2
## [13] cowplot_1.0.0 TH.data_1.0-10 RSQLite_2.2.0
## [16] RANN_2.6.1 future_1.16.0 bit_1.1-15.2
## [19] mutoss_0.1-12 webshot_0.5.2 xml2_1.2.2
## [22] assertthat_0.2.1 viridis_0.5.1 xfun_0.12
## [25] hms_0.5.3 evaluate_0.14 fansi_0.4.1
## [28] progress_1.2.2 caTools_1.18.0 dbplyr_1.4.2
## [31] igraph_1.2.4.2 DBI_1.1.0 htmlwidgets_1.5.1
## [34] purrr_0.3.3 ellipsis_0.3.0 backports_1.1.5
## [37] annotate_1.64.0 gbRd_0.4-11 RcppParallel_4.4.4
## [40] biomaRt_2.42.0 vctrs_0.2.3 remotes_2.1.1
## [43] ROCR_1.0-7 withr_2.1.2 sctransform_0.2.1
## [46] GenomicAlignments_1.22.1 prettyunits_1.1.1 mnormt_1.5-6
## [49] cluster_2.1.0 segmented_1.1-0 ape_5.3
## [52] lazyeval_0.2.2 crayon_1.3.4 genefilter_1.68.0
## [55] labeling_0.3 edgeR_3.28.1 pkgconfig_2.0.3
## [58] nlme_3.1-145 vipor_0.4.5 pkgload_1.0.2
## [61] ProtGenerics_1.18.0 rlang_0.4.5 globals_0.12.5
## [64] lifecycle_0.2.0 sandwich_2.5-1 BiocFileCache_1.10.2
## [67] rsvd_1.0.3 rprojroot_1.3-2 lmtest_0.9-37
## [70] Rhdf5lib_1.8.0 zoo_1.8-7 beeswarm_0.2.3
## [73] ggridges_0.5.2 processx_3.4.2 png_0.1-7
## [76] viridisLite_0.3.0 bitops_1.0-6 R.oo_1.23.0
## [79] KernSmooth_2.23-16 Biostrings_2.54.0 blob_1.2.1
## [82] DelayedMatrixStats_1.8.0 shape_1.4.4 stringr_1.4.0
## [85] readr_1.3.1 ggsignif_0.6.0 scales_1.1.0
## [88] memoise_1.1.0 plyr_1.8.6 ica_1.0-2
## [91] gplots_3.0.3 bibtex_0.4.2.2 zlibbioc_1.32.0
## [94] compiler_3.6.1 lsei_1.2-0 dqrng_0.2.1
## [97] plotrix_3.7-7 fitdistrplus_1.0-14 Rsamtools_2.2.3
## [100] cli_2.0.2 XVector_0.26.0 listenv_0.8.0
## [103] patchwork_1.0.0 pbapply_1.4-2 ps_1.3.2
## [106] mgcv_1.8-31 tidyselect_1.0.0 stringi_1.4.6
## [109] highr_0.8 yaml_2.2.1 BiocSingular_1.2.2
## [112] askpass_1.1 locfit_1.5-9.1 ggrepel_0.8.2
## [115] grid_3.6.1 tools_3.6.1 future.apply_1.4.0
## [118] rstudioapi_0.11 foreach_1.4.8 gridExtra_2.3
## [121] farver_2.0.3 Rtsne_0.15 digest_0.6.25
## [124] Rcpp_1.0.3 RcppAnnoy_0.0.16 httr_1.4.1
## [127] npsurv_0.4-0 kernlab_0.9-29 Rdpack_0.11-1
## [130] colorspace_1.4-1 rvest_0.3.5 XML_3.99-0.3
## [133] fs_1.3.2 reticulate_1.14 splines_3.6.1
## [136] uwot_0.1.5 sn_1.5-5 multtest_2.42.0
## [139] plotly_4.9.2 sessioninfo_1.1.1 xtable_1.8-4
## [142] jsonlite_1.6.1 testthat_2.3.2 R6_2.4.1
## [145] TFisher_0.2.0 pillar_1.4.3 htmltools_0.4.0
## [148] glue_1.3.1 BiocNeighbors_1.4.2 class_7.3-15
## [151] codetools_0.2-16 pkgbuild_1.0.6 tsne_0.1-3
## [154] mvtnorm_1.1-0 sva_3.34.0 lattice_0.20-40
## [157] tibble_2.1.3 mixtools_1.2.0 numDeriv_2016.8-1.1
## [160] curl_4.3 ggbeeswarm_0.6.0 leiden_0.3.3
## [163] gtools_3.8.1 openssl_1.4.1 survival_3.1-11
## [166] limma_3.42.2 rmarkdown_2.1 desc_1.2.0
## [169] munsell_0.5.0 e1071_1.7-3 rhdf5_2.30.1
## [172] GenomeInfoDbData_1.2.2 iterators_1.0.12 HDF5Array_1.14.3
## [175] gtable_0.3.0