From 06655d66c0d2927f695e14469eae646f1d0e7a0a Mon Sep 17 00:00:00 2001 From: Ayushi Agrawal Date: Tue, 31 Jan 2023 10:50:29 -0800 Subject: [PATCH 1/6] demo for scATAC-seq --- .../ArchR_demo_1_preprocessing_data.Rmd | 55 +++++++++++++++++++ 1 file changed, 55 insertions(+) create mode 100644 intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd diff --git a/intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd b/intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd new file mode 100644 index 0000000..3b02a8a --- /dev/null +++ b/intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd @@ -0,0 +1,55 @@ +--- +title: 'Hands-on component of Single-cell ATAC-seq workshop: Sessions 1-2' +author: "Ayushi Agrawal" +date: "1/31/2023" +output: html_document +--- + +```{r setup, include=FALSE} +knitr::opts_chunk$set(echo = TRUE) +``` + +##Introduction + +We'll review the current practices for some of the common steps in scATAC-seq data analysis in the Sessions 1-2. We'll discuss different practices for each step and the assumptions underlying various tools and their limitations. This document provides an exposure to one of the popular tools for such analysis. As we'll discuss, the right choice of method in any application depends on a number of factors, including the biological systems under study and the characteristics of the data in hand. For the purpose of our workshop, we'll limit the hands-on component to the ArchR package in R. In general, analysis might require multiple tools in different languages and/or novel development. For more, please see the slide deck in materials. + +The following is based on [this vignette](https://www.archrproject.com//articles/Articles/tutorial.html) from the ArchR developers. Please note that ArchR is designed to be run on Unix-based operating systems such as macOS and linux. ArchR is NOT supported on Windows or other operating systems. + +## Setup the working environment + +```{r message=FALSE, warning=FALSE} +# TODO: remove this line: internal reference: https://github.com/gladstone-institutes/atacseq_cardio_multiomics +library(ArchR) + +#set threads +addArchRThreads(threads = 16) + +#load the genome +addArchRGenome("hg19") +``` + +## Load the data + +```{r} +#one way to get the files +inputFiles <- getTutorialData(tutorial = "Multiome") + +#another way to specify files +filesUrl <- data.frame( + fileUrl = c( + "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_sorted_3k.fragments.tsv.gz", + "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_sorted_3k.filtered_feature_bc_matrix.h5", + "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_unsorted_3k.fragments.tsv.gz", + "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_unsorted_3k.filtered_feature_bc_matrix.h5" + ), + md5sum = c( + "d49f4012ff65d9edfee86281d6afb286", + "e326066b51ec8975197c29a7f911a4fd", + "5737fbfcb85d5ebf4dab234a1592e740", + "bd4cc4ff040987e1438f1737be606a27" + ), + stringsAsFactors = FALSE +) +``` + + From b323679840d97e0386d716b700c47022474ab123 Mon Sep 17 00:00:00 2001 From: Ayushi Agrawal <88406934+ayushi-agrawal-gladstone@users.noreply.github.com> Date: Wed, 1 Feb 2023 12:03:11 -0800 Subject: [PATCH 2/6] Add files via upload --- .../ArchR_demo_1_create_arrow_files.Rmd | 63 +++++++++++++++++++ 1 file changed, 63 insertions(+) create mode 100644 intro-sc-atac-seq/ArchR_demo_1_create_arrow_files.Rmd diff --git a/intro-sc-atac-seq/ArchR_demo_1_create_arrow_files.Rmd b/intro-sc-atac-seq/ArchR_demo_1_create_arrow_files.Rmd new file mode 100644 index 0000000..d8e153c --- /dev/null +++ b/intro-sc-atac-seq/ArchR_demo_1_create_arrow_files.Rmd @@ -0,0 +1,63 @@ +--- +title: 'Hands-on component of Single-cell ATAC-seq workshop: Sessions 1-2' +author: "Ayushi Agrawal" +date: "1/31/2023" +output: html_document +--- + +```{r setup, include=FALSE} +knitr::opts_chunk$set(echo = TRUE) +``` + +## Introduction + +We'll review the current practices for some of the common steps in scATAC-seq data analysis in the Sessions 1-2. We'll discuss different practices for each step and the assumptions underlying various tools and their limitations. This document provides an exposure to one of the popular tools for such analysis. As we'll discuss, the right choice of method in any application depends on a number of factors, including the biological systems under study and the characteristics of the data in hand. For the purpose of our workshop, we'll limit the hands-on component to the ArchR package in R. In general, analysis might require multiple tools in different languages and/or novel development. For more, please see the slide deck in materials. + +The following is based on [this vignette](https://www.archrproject.com//articles/Articles/tutorial.html) from the ArchR developers. Please note that ArchR is designed to be run on Unix-based operating systems such as macOS and linux. ArchR is NOT supported on Windows or other operating systems. + +## Setup the working environment + +```{r message=FALSE, warning=FALSE} +#load the ArchR library +library(ArchR) + +#set a seed to facilitate replication of operations requiring randomization +set.seed(1) + +#default number of Parallel threads is 16 +# working on a local computer, 1 thread works best +addArchRThreads(1) + +#Before we begin, we need add a reference genome annotation for ArchR +#to have access to chromosome and gene information. ArchR supports hg19, hg38, mm9, and mm10. +addArchRGenome("hg38") +``` + +## Load the data + +```{r} +#get the list of input file names +inputFiles <- list.files(path = "data", pattern = "fragments.tsv.gz", full.names = TRUE) + +inputFiles +``` + +## Creating Arrow files +Now we will create our Arrow files which will take 10-15 minutes. For each sample, this step will: + 1. Read accessible fragments from the provided input files. + 2. Calculate quality control information for each cell (i.e. TSS enrichment scores and nucleosome info). + 3. Filter cells based on quality control parameters. + 4. Create a genome-wide TileMatrix using 500-bp bins. + 5. Create a GeneScoreMatrix using the custom geneAnnotation that was defined when we called addArchRGenome(). +By default in ArchR, pass-filter cells are identified as those cells having a TSS enrichment score greater than 4 and more than 1000 unique nuclear fragments. It is important to note that the actual numeric value of the TSS enrichment score depends on the set of TSSs used. The default values in ArchR were designed for human data and it may be important to change the default thresholds. + +```{r} +ArrowFiles<- createArrowFiles( + inputFiles = inputFiles, + sampleNames = c("pbmc_sorted_3k", "pbmc_unsorted_3k"), + minTSS = 4, #May want to increase later + minFrags = 1000, + addTileMat = TRUE, + addGeneScoreMat = TRUE +) +``` From 6d7b26a81cc91aba0eb15de3b4a91da3a8e9382e Mon Sep 17 00:00:00 2001 From: Ayushi Agrawal <88406934+ayushi-agrawal-gladstone@users.noreply.github.com> Date: Wed, 1 Feb 2023 12:03:30 -0800 Subject: [PATCH 3/6] Delete ArchR_demo_1_preprocessing_data.Rmd --- .../ArchR_demo_1_preprocessing_data.Rmd | 55 ------------------- 1 file changed, 55 deletions(-) delete mode 100644 intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd diff --git a/intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd b/intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd deleted file mode 100644 index 3b02a8a..0000000 --- a/intro-sc-atac-seq/ArchR_demo_1_preprocessing_data.Rmd +++ /dev/null @@ -1,55 +0,0 @@ ---- -title: 'Hands-on component of Single-cell ATAC-seq workshop: Sessions 1-2' -author: "Ayushi Agrawal" -date: "1/31/2023" -output: html_document ---- - -```{r setup, include=FALSE} -knitr::opts_chunk$set(echo = TRUE) -``` - -##Introduction - -We'll review the current practices for some of the common steps in scATAC-seq data analysis in the Sessions 1-2. We'll discuss different practices for each step and the assumptions underlying various tools and their limitations. This document provides an exposure to one of the popular tools for such analysis. As we'll discuss, the right choice of method in any application depends on a number of factors, including the biological systems under study and the characteristics of the data in hand. For the purpose of our workshop, we'll limit the hands-on component to the ArchR package in R. In general, analysis might require multiple tools in different languages and/or novel development. For more, please see the slide deck in materials. - -The following is based on [this vignette](https://www.archrproject.com//articles/Articles/tutorial.html) from the ArchR developers. Please note that ArchR is designed to be run on Unix-based operating systems such as macOS and linux. ArchR is NOT supported on Windows or other operating systems. - -## Setup the working environment - -```{r message=FALSE, warning=FALSE} -# TODO: remove this line: internal reference: https://github.com/gladstone-institutes/atacseq_cardio_multiomics -library(ArchR) - -#set threads -addArchRThreads(threads = 16) - -#load the genome -addArchRGenome("hg19") -``` - -## Load the data - -```{r} -#one way to get the files -inputFiles <- getTutorialData(tutorial = "Multiome") - -#another way to specify files -filesUrl <- data.frame( - fileUrl = c( - "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_sorted_3k.fragments.tsv.gz", - "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_sorted_3k.filtered_feature_bc_matrix.h5", - "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_unsorted_3k.fragments.tsv.gz", - "https://jeffgranja.s3.amazonaws.com/ArchR/TestData/Multiome/pbmc_unsorted_3k.filtered_feature_bc_matrix.h5" - ), - md5sum = c( - "d49f4012ff65d9edfee86281d6afb286", - "e326066b51ec8975197c29a7f911a4fd", - "5737fbfcb85d5ebf4dab234a1592e740", - "bd4cc4ff040987e1438f1737be606a27" - ), - stringsAsFactors = FALSE -) -``` - - From c82bbfd0f3e51bae95f8116184b7aae1dc766403 Mon Sep 17 00:00:00 2001 From: Kristina Hanspers Date: Thu, 2 Feb 2023 13:08:09 -0800 Subject: [PATCH 4/6] updated file --- .../ExampleData/lung.expr.entrez.gsea.txt | 73682 ++++++++-------- 1 file changed, 36841 insertions(+), 36841 deletions(-) diff --git a/intro-pathway-analysis/ExampleData/lung.expr.entrez.gsea.txt b/intro-pathway-analysis/ExampleData/lung.expr.entrez.gsea.txt index abd4a8d..9e88f86 100644 --- a/intro-pathway-analysis/ExampleData/lung.expr.entrez.gsea.txt +++ b/intro-pathway-analysis/ExampleData/lung.expr.entrez.gsea.txt @@ -1,36841 +1,36841 @@ -ENSG00000000003 1.518760735 -ENSG00000000005 0.765993632 -ENSG00000000419 0.531448865 -ENSG00000000457 0.049812771 -ENSG00000000460 2.379541833 -ENSG00000000938 -5.306273051 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3.775327116 +LHX2 3.769571516 +KIF11 3.768415734 +PPP1R14D 3.767583335 +ABCA12 3.765885309 +GINS1 3.76093588 +CENPI 3.758338984 +GLB1L3 3.753186399 +FBXO32 3.752355646 +DLX1 3.741013315 +CA9 3.738389835 +ZIC2 3.720684466 +C1orf61 3.720057148 +VGF 3.718925706 +CCNA2 3.716224021 +TSHR 3.714226723 +SP8 3.713876003 +SLCO5A1 3.71348964 +CENPK 3.712010266 +KIF2C 3.711491438 +COL10A1 3.709907487 +DPYSL5 3.708615608 +SALL3 3.706124993 +RUNDC3A-AS1 3.703797865 +TTK 3.700044039 +TEDC2 3.696136809 +LINC01116 3.68836903 +FAM83A-AS1 3.686757263 +BUB1B 3.686263509 +HJURP 3.684149259 +SNHG4 3.68047547 +SPOCK1 3.678932076 +TFAP2A 3.678658453 +CRABP2 3.67745614 +TTYH1 3.663678382 +KNL1 3.662025881 +HPDL 3.660461112 +S100A2 3.656284259 +CHEK1 3.652931616 +LINC00665 3.648864911 +CDC6 3.640640796 +PLK1 3.639605415 +RAB26 3.635222068 +BARX1 3.6341621 +TPX2 3.630160988 +MELK 3.618789223 +OR2B6 3.617873046 +TNFRSF25 3.61689588 +HIST1H2BD 3.612795322 +HIST1H2AM 3.606595038 +SULF1 3.601102126 +NQO1 3.591378498 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3.25530421 +MCM4 3.254107381 +CILP2 3.253852515 +POLG2 3.25274438 +GNGT1 3.252700082 +PBK 3.25053269 +RAB3B 3.250505628 +CENPA 3.250476247 +SFXN1 3.249139221 +PPP1R14BP2 3.249061381 +KIAA1549L 3.248857212 +PSAT1 3.248847969 +EXO1 3.248586932 +SNHG3 3.242733823 +LHX1 3.233949464 +SPAG4 3.233538074 +MKI67 3.22978665 +HIST1H2BF 3.228327285 +SLC2A5 3.227621076 +MCM10 3.226905028 +CILP 3.225890513 +LINC01271 3.2252933 +KCNH1 3.224973129 +AIM2 3.224969484 +ABCC2 3.224463822 +ONECUT2 3.223173194 +BIRC5 3.222849503 +TCN1 3.222391957 +BAIAP2L2 3.222160106 +HIST1H4H 3.221666384 +FANCI 3.217416308 +BUB1 3.21502059 +TWIST1 3.214464458 +PLPP2 3.212299419 +RHBG 3.211828092 +LINC01270 3.208300932 +FOXM1 3.202604337 +EBF3 3.202249255 +CCDC150 3.199861909 +GCNT3 3.199472623 +KHDC4 3.199410755 +MAGEC2 3.196766235 +MARCKSL1 3.19108581 +FLVCR1 3.188926599 +IGHG4 3.187714485 +PRAME 3.18643569 +FSD1 3.185704448 +POU3F2 3.184761054 +BCL2L10 3.184634803 +ATP2A1 3.183655277 +VMP1 3.183648648 +POLR3G 3.182869142 +PARPBP 3.179520051 +LINC02014 3.179451113 +OIP5 3.17802033 +CRYBA2 3.178016404 +NCAPG 3.177609598 +HIST1H4C 3.174999297 +UBE2QL1 3.173214703 +SNORA23 3.17111657 +PMAIP1 3.171103046 +ATP10B 3.169825295 +SNORA73B 3.16455359 +ATAD5 3.158929112 +PIF1 3.157413224 +TPBG 3.155348272 +FCRL2 3.153806439 +RBFOX1 3.151794867 +MAGEC1 3.150289516 +KCNQ2 3.144680775 +RHBDL1 3.14322883 +MAST1 3.136390481 +CCNB2 3.135110559 +CDK1 3.132397 +LINC02544 3.131783602 +PPP2R2C 3.129027553 +WFDC3 3.128602219 +MYBL2 3.128153382 +ARHGAP11A 3.127804089 +C5orf34 3.126898054 +DONSON 3.126247063 +INSRR 3.125662585 +LINC01983 3.124620371 +FAM172BP 3.122735225 +HELLPAR 3.119120697 +SPC24 3.115880668 +RPL18P13 3.112915206 +EGLN3 3.111428526 +SLC16A9 3.111224252 +SCN8A 3.11071679 +NWD2 3.109490119 +LINC01234 3.10505345 +MTBP 3.104901915 +RALGPS2 3.102675921 +NEFL 3.100614557 +TNFRSF18 3.098482832 +GDNF 3.097063129 +SCARNA13 3.093843886 +HIST1H2AG 3.093069962 +DLX6 3.086741552 +ZC3HAV1L 3.08463605 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2.797069712 +TGFBR3L 2.796951603 +GRTP1 2.796332462 +MIR503HG 2.795881103 +ST7-OT4 2.795115518 +HOXD10 2.79438401 +SYT2 2.792593744 +DCAF13 2.790327381 +HS3ST3A1 2.789496617 +AURKB 2.786515447 +SRPK1 2.785919221 +CYP26A1 2.785669399 +PRKCG 2.785538711 +CDCA5 2.785458675 +ORC1 2.784957058 +HOXD-AS2 2.783360988 +SNORA14B 2.781285982 +ZBTB20-AS5 2.778414165 +RCOR2 2.777403692 +TDRKH-AS1 2.775490763 +HOXA10 2.772407379 +GNG4 2.770185612 +COL17A1 2.769028452 +NUSAP1 2.768546212 +MTND4P20 2.768115174 +MAGEA12 2.764692797 +KRT15 2.764069007 +HSF4 2.763521942 +CTAG2 2.763037721 +CCKBR 2.762281373 +CBX2 2.762000341 +ARL14 2.760827449 +CRABP1 2.757953025 +LINC01238 2.757156559 +F2RL2 2.756807618 +FAM222A-AS1 2.756515726 +MET 2.755978087 +CACNG8 2.749531447 +NSUN5P1 2.748972654 +FAR2P1 2.747861109 +LVRN 2.746418499 +MIR3609 2.746027255 +LINC01287 2.744138701 +MEIOC 2.74295221 +KISS1R 2.741799146 +TERT 2.738161389 +CSAG1 2.737150871 +TMEM145 2.735926544 +NLN 2.735089899 +ACTL8 2.732672423 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2.67125945 +TAS2R30 2.670724188 +SIM2 2.67033776 +TMEM177 2.669082007 +SNORD72 2.668861114 +C9orf84 2.666868233 +DUSP9 2.665759226 +IFNWP19 2.663917285 +TEX19 2.66384518 +MACC1-AS1 2.6620921 +CPXM1 2.66177466 +PASK 2.661279822 +TRIM9 2.661152021 +C6orf141 2.660228869 +KIF5C 2.659208787 +SPTB 2.658831674 +ALPK2 2.658324553 +ELFN1-AS1 2.658086927 +FMO1 2.657464812 +HOXD13 2.653191256 +ATP11A-AS1 2.65251035 +BCYRN1 2.651557859 +PHF2P2 2.650452653 +TUBB2B 2.648830472 +RN7SL2 2.648550224 +LINC01460 2.647856088 +EFNA2 2.6476903 +CXCL14 2.647088094 +XAGE1A 2.64689024 +PTPRN 2.646419761 +HIST1H1B 2.645842754 +KIFC1 2.645282439 +KCNJ10 2.644841876 +AOC1 2.643708482 +NPM1P29 2.642415968 +OR2W6P 2.64151977 +FAM163A 2.64136342 +RNF139-AS1 2.641154471 +HIST1H2BC 2.63893147 +LINC00355 2.636627606 +SLC35F3 2.635715479 +RNF186 2.635665174 +SLC9A3-AS1 2.635225068 +KRT81 2.633888726 +ZNF239 2.63355743 +FGF11 2.633537444 +RNF207 2.633134381 +PRR11 2.63263886 +ELAVL2 2.632205533 +DPYD-AS2 2.632201436 +MIR559 2.631826772 +ZNF883 2.630880663 +GABRA5 2.629943835 +RN7SL674P 2.629931054 +INTS8 2.627934407 +SEC61A2 2.627901404 +PIWIL1 2.627686669 +SPC25 2.627282369 +LINC02043 2.626889849 +DUSP13 2.626503198 +FAM111B 2.626263437 +HIST1H2BH 2.624459469 +RAD54B 2.621258434 +STRIP2 2.620736735 +TBC1D27P 2.620712072 +NR0B1 2.6206254 +TMEM14EP 2.620194651 +JAKMIP1 2.617927638 +SLC38A3 2.616663878 +CASC19 2.615440869 +NFE4 2.615377095 +11-Mar 2.613735278 +SNORA5A 2.612393792 +MAGEA1 2.612119556 +RNU4ATAC 2.611246425 +PRSS2 2.61051 +SGK2 2.609751833 +ZNF716 2.608943449 +IGHV4-59 2.608588842 +NPSR1-AS1 2.608502616 +PLPP4 2.608469999 +CHRNB2 2.607204067 +CYP2C9 2.606854039 +CASC9 2.606093806 +LINC01311 2.605550596 +LINC01524 2.604688288 +SKA1 2.603982432 +LINC00342 2.603538063 +TBL1XR1-AS1 2.601789423 +CAMKV 2.601692734 +JSRP1 2.599900325 +NTS 2.599288328 +HCN3 2.598662195 +PAX5 2.598638582 +RPL26P35 2.597563215 +SNORA49 2.597105439 +MSLNL 2.596586386 +REC114 2.593231832 +NPFFR2 2.592090631 +FEV 2.591924792 +TNNT1 2.591717795 +HNF4A 2.591634515 +MIR3189 2.590840339 +ZNF107 2.590763828 +NLRP4 2.59071373 +SLC6A15 2.58769707 +TPSP2 2.58764346 +LPO 2.587229089 +LINC01118 2.58630251 +TNFSF11 2.586113748 +C6orf10 2.585332938 +FGF19 2.584713739 +NME1 2.58423362 +IGHV3-23 2.58358635 +DCST1 2.583360491 +SLC39A5 2.583105147 +BICDL1 2.582885189 +RN7SKP97 2.582532127 +RWDD4P1 2.582111319 +PCSK1 2.580107997 +HOXC11 2.57960506 +SLC9A3 2.579286961 +SIX2 2.578898434 +IGHV3-33 2.578251826 +LHFPL5 2.578127026 +ANKRD36B 2.575999601 +CLCA3P 2.574921506 +HIST1H3B 2.574790644 +HASPIN 2.574424537 +LINC00857 2.574404813 +CDC37P1 2.573398148 +FOXL2 2.572758697 +MLLT11 2.571875577 +ZNF252P-AS1 2.571670627 +LINC00659 2.571444727 +AGXT 2.570893507 +CABP7 2.570835788 +MS4A1 2.569893164 +PRR7-AS1 2.569455251 +PTTG1 2.569007797 +GNPNAT1 2.568944533 +TMEM158 2.568234137 +MAGEB2 2.567796447 +UNC5CL 2.567504043 +SULT4A1 2.567107479 +MALAT1 2.565353505 +IGLV6-57 2.56495523 +CALML6 2.563255184 +RPS27AP7 2.562258789 +RPL10P12 2.561926689 +SNORA38 2.561248702 +SNORA37 2.561056767 +ANKRD13B 2.56012738 +BECN2 2.559637119 +C17orf53 2.559112948 +SNORA69 2.558922268 +BCAS2P2 2.558376494 +GFAP 2.558087065 +HIST1H3J 2.55807639 +SCARNA22 2.55410683 +ZBTB20-AS1 2.553364833 +KCNK12 2.553153687 +SLC16A6P1 2.550674981 +DCST2 2.550458043 +DTL 2.550182629 +ADAMTS16 2.548451187 +ATAD3B 2.545582025 +RTN4RL2 2.54375106 +SNORA71A 2.543033659 +CCNF 2.5422802 +ALDH18A1 2.541640642 +TFDP1 2.54088899 +PRR26 2.540727412 +LINC01096 2.539921929 +SNORA80E 2.539372887 +PGBD4P1 2.539126202 +MIR4653 2.538875902 +CLPSL2 2.538631601 +ACTBP12 2.536781362 +CNTD2 2.535653403 +SYNGR4 2.535266845 +LINC00452 2.534640351 +SNORA74B 2.534586511 +CT83 2.53301767 +RAB40AL 2.530764751 +LINC01515 2.530612643 +RABGAP1L-IT1 2.52937609 +DPY19L1P1 2.5288339 +AGT 2.526491133 +LINC02086 2.526321399 +GREB1L 2.525262167 +GAPDHP49 2.523321952 +MSH2 2.522877587 +TMPRSS11CP 2.522865427 +INSL4 2.522547505 +LYPD3 2.521694159 +LINC00944 2.521085631 +SSTR5-AS1 2.520713116 +DEPTOR 2.520318181 +DDX12P 2.519815205 +NR1I2 2.519813912 +LINC01655 2.519342965 +ATAT1 2.519060039 +SLC6A17 2.517129559 +DUS4L 2.51659202 +ACY3 2.51652425 +CYP24A1 2.516083506 +TAS2R3 2.515112765 +KRT18P57 2.514406184 +IRX4 2.514184061 +C20orf197 2.513572497 +OACYLP 2.512665034 +HOXA11 2.512595754 +GPR35 2.512430797 +DSCC1 2.512026941 +VPS35P1 2.510960132 +MIR17HG 2.510441424 +LINC01697 2.510160019 +ALG1L 2.50795518 +TIMM9P2 2.507718856 +AKAIN1 2.507572092 +C2CD4A 2.506456353 +RPLP0P2 2.505848747 +ZNF560 2.504138313 +FGF5 2.504103652 +INHA 2.504099631 +AKR1C4 2.503388029 +IGHV3-15 2.502395093 +CDX2 2.501892716 +TENM3 2.499928545 +AMH 2.499019932 +UCHL1 2.49771398 +SYNDIG1 2.496175419 +HOXC10 2.496050332 +PLEKHN1 2.494268863 +CDKN3 2.492986018 +CBLC 2.491811791 +ARPC3P2 2.490997326 +HGD 2.49044521 +FANCA 2.489819468 +LINC02473 2.486533884 +DGCR9 2.486343265 +NUP155 2.484666845 +DDN-AS1 2.48426706 +ZNF215 2.482729526 +IGKV1-17 2.481656126 +LINC01748 2.481073939 +FCF1P8 2.481026872 +BLACAT1 2.479300487 +IGLV4-69 2.479291321 +LINC01510 2.479257671 +MSH5 2.478427969 +CXorf67 2.478170343 +SLC5A3 2.478086896 +IGFL4 2.474569426 +HOXD11 2.47426696 +DAP3P1 2.474131722 +CD24 2.473286176 +ADPRHL1 2.471492474 +GCLM 2.471459551 +IGFL2-AS1 2.470867106 +DLGAP1-AS2 2.470665781 +KCNQ5-IT1 2.47002968 +HIST2H2AC 2.469416652 +SPP1 2.468189485 +SYPL1P2 2.467755356 +LINC01346 2.467354272 +MCM2 2.467181055 +TYMSOS 2.464207677 +HIST2H2BF 2.463844982 +STRA6 2.46322989 +RN7SKP203 2.462150065 +LINC01194 2.461545538 +IGKV2-28 2.461445619 +RGS4 2.460291121 +RGS20 2.459401896 +CKS1B 2.458483534 +BORA 2.455488705 +POU5F2 2.453205593 +BRCA1 2.45293132 +NCAN 2.452864288 +POU4F1 2.452851598 +LINC02003 2.451176382 +NXPH4 2.450475529 +IMMP1LP1 2.450145913 +RAD51 2.449643946 +BCAN 2.446890901 +SLC7A9 2.44628842 +SLC23A3 2.445914673 +DLEU1 2.445868841 +GOLGA8B 2.445140424 +CCNE1 2.444019841 +MMP17 2.443992316 +MTCO2P33 2.443460512 +GDNF-AS1 2.443046305 +DLEU2 2.441412617 +NDUFA8P1 2.440603103 +RSF1-IT1 2.440249414 +PTTG4P 2.439886805 +IGLL5 2.439775965 +C6orf58 2.439598944 +COL2A1 2.438592332 +CARD14 2.43857111 +ALG1L3P 2.43756747 +RAD17P2 2.436193672 +IL37 2.435910854 +LINC02495 2.434917118 +NLRP3P1 2.434334198 +LINC02257 2.43432251 +RFX6 2.431968623 +LINC01597 2.431427992 +KANTR 2.430987255 +GTF2IP7 2.43039367 +RN7SL648P 2.430373313 +STMN2 2.429698558 +LINC01711 2.429206596 +SEZ6 2.429019834 +COL5A2 2.428478083 +SPTBN4 2.428228532 +PPP1R14BP3 2.428009492 +UNC13A 2.42770358 +ZGRF1 2.427245348 +HPCA 2.424933104 +SOHLH2 2.42416074 +HES6 2.424105039 +GUCA1A 2.422065285 +ARHGAP40 2.421556782 +STPG3-AS1 2.420974222 +PNMA6A 2.418993986 +MYH16 2.418918661 +TCTE3 2.418459469 +ZFHX4 2.418059667 +SP3P 2.417575709 +POSTN 2.417150503 +RPE65 2.41665316 +LMO1 2.416489054 +ZNF692 2.415895822 +HIST1H3D 2.415719786 +TMEM132D-AS1 2.414842028 +NPM1P30 2.413835269 +TRIM72 2.413186606 +HIST1H4D 2.412747137 +WDR62 2.412304522 +C1QL1 2.412250657 +SNORD117 2.412122419 +SYNJ2 2.411758667 +GAL 2.410908783 +MPPED1 2.410383448 +DARS-AS1 2.41024258 +DEPDC7 2.409995362 +BNIP3P11 2.408906998 +ERO1A 2.408880052 +PCP4 2.408674449 +ATAD2 2.407927997 +ALOX15P2 2.407665215 +SCARNA6 2.407438213 +ST18 2.407309058 +MYO7A 2.406924484 +PRB4 2.406646911 +OTX1 2.40643129 +GTSF1L 2.406062758 +STEAP1B 2.405949826 +ONECUT3 2.405160345 +HIST1H4I 2.404948 +DMRTA2 2.404830283 +ANGPTL3 2.404242509 +OLIG2 2.403968295 +OGFOD1P1 2.403031659 +PCLAF 2.40288997 +HIST1H2AJ 2.402390146 +CYP27C1 2.400947464 +GPR19 2.400494099 +MAGEA11 2.400010768 +CPT1B 2.39951468 +PTGES2-AS1 2.398289105 +GABRQ 2.39815167 +SCARNA12 2.396762172 +BOLA2-SMG1P6 2.396034818 +CLDN6 2.395827967 +PILRB 2.394822998 +KRTAP5-1 2.393867566 +DCAF12L1 2.393657121 +IGHG2 2.392760033 +SNORD11 2.391603204 +SNAP47-AS1 2.390841171 +TBX10 2.390062346 +KIAA1024 2.388740754 +MTHFD1P1 2.38750213 +CLDN10-AS1 2.38671551 +FAM30A 2.385454367 +DOCK4-AS1 2.38534013 +MEIOB 2.385093297 +HTR1D 2.384716518 +GMDS 2.382779316 +LINC01225 2.382369445 +FOXP1-IT1 2.382318644 +HIST1H4PS1 2.38158589 +DCAF8L2 2.380316701 +FBN2 2.380032384 +NKX2-5 2.37983416 +SHCBP1 2.379803335 +C1orf112 2.379541833 +RPS27AP3 2.379468261 +CNPY1 2.379415718 +LINC00517 2.379335823 +SCG2 2.378516496 +C1QTNF12 2.378485246 +SNORA74A 2.378242174 +LINC00894 2.378151705 +CCDC14 2.377314728 +TMEM182 2.37526909 +CDH15 2.375226841 +LBHD1 2.373785627 +PRAP1 2.373702654 +MCM3AP-AS1 2.370747224 +PKMYT1 2.369527681 +SNORA14A 2.369507545 +VAX1 2.368937217 +UHRF2P1 2.368549838 +ETF1P2 2.36830709 +CST4 2.36758128 +MAGI1-IT1 2.367473368 +BNC1 2.36542379 +CHRND 2.365124591 +PHKBP2 2.363836491 +PCID2 2.363489136 +NAA11 2.363346842 +SKP2 2.361669514 +SCLY 2.360963378 +FDPSP2 2.360906546 +ACMSD 2.36032539 +TPI1P3 2.359846743 +RNU1-106P 2.359155974 +LINC01210 2.357379498 +PUS7 2.355569289 +PRSS53 2.354783234 +PRMT3 2.353912944 +SCARNA7 2.353641764 +ADRA2B 2.35343043 +PRB1 2.352738532 +CACNA1E 2.351985415 +CCDC162P 2.351636573 +SYT5 2.351296203 +HIST1H3C 2.350339445 +TMEM151B 2.350036259 +DGAT2L6 2.349934564 +TEX15 2.349681304 +C1orf195 2.349611261 +LINC00221 2.349596399 +DCAF12L2 2.349053165 +HCN2 2.347903221 +DARS2 2.346508759 +ARL4AP4 2.34612892 +ST8SIA2 2.345521579 +MOV10L1 2.344676165 +MANEAL 2.343290669 +SPRR2D 2.343255726 +CPS1 2.342778688 +DPP10-AS1 2.342216978 +LINC01703 2.342163406 +METTL11B 2.341446122 +ASMTL-AS1 2.341369674 +MIR217HG 2.341001253 +SLC35F2 2.3405674 +PSMG3 2.340405126 +RET 2.338105194 +MPRIP-AS1 2.337897881 +ARL14EPL 2.337455686 +TEX41 2.337336118 +SNORA66 2.336943646 +CDT1 2.336759709 +SNORA26 2.333765901 +SOX4 2.333616447 +KRT83 2.333385531 +MTHFD2L 2.333171198 +APCDD1L-AS1 2.332959028 +C11orf44 2.332904904 +ACTG1P22 2.331990946 +KCNG1 2.331983204 +NAT8L 2.331736374 +LINC02525 2.32896997 +ZFP69B 2.328910691 +ITGB1-DT 2.327122129 +GRK1 2.326539673 +HOXB7 2.326505868 +TONSL 2.326319025 +TMEFF1 2.326203036 +CDC25A 2.324540441 +C11orf80 2.324008137 +THPO 2.324004382 +PNMA3 2.323943762 +ALLC 2.323339855 +DDX53 2.322108021 +HOXC13 2.321212387 +RNU5B-1 2.321120133 +KIF22 2.320500151 +MAPK8IP3 2.319615982 +PHYHIPL 2.319587789 +PERM1 2.319435704 +LINC01561 2.319304416 +SHISA8 2.31852069 +CXCL9 2.318235843 +TMEM59L 2.316517444 +TFR2 2.315841528 +GALNT14 2.314702454 +KNOP1P2 2.314670275 +RAC3 2.314439897 +CTAGE7P 2.314086637 +LINC02253 2.313942013 +NTSR1 2.313068672 +CYP4F3 2.312122227 +UBE2SP2 2.311151346 +CNTNAP4 2.309868714 +MIR181A1HG 2.30954103 +CRYGN 2.308480808 +DCAF4L2 2.307677899 +SLC16A14 2.307315553 +LINP1 2.30693995 +PTPRG-AS1 2.306294591 +PDX1 2.306187256 +TMEM179 2.30607362 +KLHL6-AS1 2.305704708 +THAP9-AS1 2.305062408 +TXNP6 2.304916726 +AQP11 2.304179863 +EIF4BP5 2.303878386 +ARGFXP2 2.30365602 +LCMT1-AS2 2.303629455 +TXNRD1 2.303602368 +CUL4A 2.303470452 +LYG2 2.303311158 +NKX2-6 2.303272304 +SPTSSB 2.302526196 +RPL13P6 2.301346886 +MYH8 2.301322287 +TMCO3 2.301322113 +RIPPLY2 2.300703616 +RFPL1S 2.298937489 +PTS 2.298908705 +CDKN2A-AS1 2.29782598 +CDK8P2 2.296909476 +MTRF1LP2 2.296274888 +FOXG1 2.295163051 +SNORA12 2.294173991 +MAMDC4 2.293969783 +NGB 2.293289811 +WDR27 2.293087128 +ATP5MDP1 2.292417306 +PIGL 2.292257077 +ROR2 2.29203454 +OSBPL10-AS1 2.291883893 +DUSP4 2.290088995 +SPDL1 2.28967925 +IGLV3-1 2.289253913 +TUNAR 2.287244852 +4-Mar 2.286892426 +YWHAEP7 2.286826095 +HMGA1P1 2.286597585 +COL9A1 2.28652273 +ANKRD20A9P 2.286348453 +FGF12-AS2 2.286186754 +HIST2H2AB 2.286139246 +RHBDL2 2.284743366 +RUNX2 2.284329938 +TMEM147-AS1 2.283789998 +LINC01776 2.283787828 +FOXA3 2.283694342 +LBX2 2.283161026 +ZNF121 2.282907526 +EXTL3-AS1 2.282593232 +BLID 2.281784558 +EDDM3B 2.281748331 +PPP1R2P10 2.28164706 +FAR2P4 2.28024217 +FNDC1-IT1 2.278985689 +LINC01484 2.27885873 +ZWINT 2.278721082 +SRPK3 2.27856063 +MAGEA10 2.278185429 +TCAM1P 2.278145051 +ATP11C 2.277484044 +THOC1 2.277432707 +GAPDHP61 2.277354398 +F12 2.276675786 +GAGE1 2.276583244 +HIST1H2APS3 2.276025045 +HIF1A-AS2 2.275348669 +TMTC4 2.275232345 +LINC02133 2.275224078 +ZNF732 2.274794997 +SNORA74D 2.274545761 +GFY 2.27375192 +KLHL17 2.273497003 +BLM 2.273068159 +P3H4 2.272821376 +KCNB2 2.272252705 +RNU6-757P 2.271807871 +C10orf113 2.271735115 +SATB2 2.269572408 +RLIMP1 2.269454229 +TNFRSF11A 2.269286184 +VWA5B2 2.266632583 +PCDHA6 2.265731406 +MIA 2.265440979 +NEAT1 2.265178016 +LINC01605 2.26475243 +NKX6-1 2.264603126 +TMEM89 2.26440629 +L3HYPDH 2.263530431 +ZNF26 2.263480319 +RNF2P1 2.263478327 +FOXP3 2.263306287 +SNORA84 2.262993921 +PAGE5 2.262280081 +TNFRSF9 2.261853197 +SUMO2P8 2.26144481 +DNM1 2.26141357 +RNU1-11P 2.261360214 +ILF2P1 2.260730422 +RPS16P5 2.260295726 +HSPD1P11 2.259345326 +IGLV5-45 2.259020734 +EPHX4 2.25819186 +C3orf30 2.25746677 +CPLX1 2.255484762 +CLSPN 2.254272383 +KLHL23 2.25415923 +NFYC-AS1 2.251847571 +SDHDP2 2.251293146 +TRAIP 2.249744773 +ARL4AP1 2.249628395 +FOXE1 2.249480806 +GPR37L1 2.249320235 +HNF1A 2.247978917 +IGHV5-51 2.247978764 +C16orf74 2.247775257 +TMC1 2.246764516 +MTND2P2 2.246570158 +LEF1-AS1 2.246540583 +SLC7A10 2.246368 +TMED11P 2.245928003 +SNORA22B 2.245661987 +UBA6 2.245587519 +RPL23AP23 2.245502363 +KDELR3 2.245263267 +FOXD3 2.244996359 +SMC1B 2.244961089 +KLF2P1 2.244666903 +SSXP10 2.243747244 +IGHD3-16 2.243207696 +CDK5R2 2.243155161 +RN7SL752P 2.242364416 +SCN3A 2.2410179 +AWAT1 2.240586235 +TMPOP2 2.239296975 +PNMA6B 2.239275877 +LUC7L 2.238954344 +LINC00454 2.237590047 +HEPACAM2 2.237437564 +RNU7-75P 2.237288209 +RGS7 2.236832961 +RNA5SP268 2.236460826 +RPL30P2 2.235838519 +ALMS1-IT1 2.235063808 +MEGF10 2.234559156 +SOX11 2.234183229 +ELAVL3 2.233972016 +KLK8 2.233481492 +BRDT 2.233012911 +ZDHHC13 2.232939318 +NDUFB4P12 2.232803082 +NPM1P26 2.232448772 +C10orf55 2.232444247 +ZFHX4-AS1 2.231870106 +PRSS48 2.231703328 +POLR2H 2.23131137 +NCAPG2 2.231289695 +NDC1 2.230335307 +TEX101 2.229565185 +GRIN2D 2.229460277 +MIR137HG 2.229397964 +KISS1 2.229274615 +RNU6-1223P 2.229140333 +MIR194-2HG 2.229000648 +ATG12P2 2.228502841 +IL36RN 2.228494462 +IGHV1-3 2.228425526 +GNAT1 2.228386947 +PPP4R3C 2.22695285 +DPYSL4 2.226817893 +C11orf65 2.226175611 +EFCAB13 2.225963359 +MESP1 2.225724993 +GPR22 2.224388023 +ARHGEF16 2.222822153 +CSAG3 2.221843031 +CACNG7 2.221728467 +LHX3 2.221414455 +MIR6835 2.221290967 +ARNTL2-AS1 2.221211384 +HIST1H2BB 2.220922808 +LINC02310 2.220892185 +GNRHR 2.220824661 +BRWD1-IT1 2.220713252 +SAGE1 2.220684665 +DDX11 2.220668711 +CNGA1 2.220312403 +IQCJ-SCHIP1-AS1 2.220269345 +MAP2K6 2.220059672 +ANK1 2.219409233 +BNIP3P24 2.218371343 +HOXB13 2.218309523 +SLC35F4 2.218231633 +ADCYAP1 2.217891734 +SSTR5 2.216504907 +SNRPCP4 2.216186218 +SNORA40B 2.215993359 +MYH6 2.215902674 +SLC5A12 2.215000069 +C2orf69P1 2.214938371 +TBX15 2.212427814 +KRT17 2.21182597 +BCL2L12P1 2.211037469 +SNORA71C 2.210884712 +LINC01413 2.210850624 +ACTL6B 2.210612296 +LINC02433 2.209984083 +VCAN-AS1 2.20997528 +TLX1 2.209859578 +ANKRD30A 2.209451735 +SNORA54 2.208806935 +RNU4-52P 2.208779893 +PLA2G2C 2.208646112 +TUBA3C 2.208427447 +IGLV3-30 2.208058178 +CAPN14 2.208042261 +COL1A1 2.207638782 +GAPDHP22 2.207605439 +BPHL 2.207453043 +SPANXB1 2.206998555 +SETP10 2.206709481 +DANT2 2.206680892 +CCNL2 2.205997547 +MTCO1P15 2.205423291 +WNK3 2.204659955 +KRT8P30 2.20406127 +SOAT2 2.203522804 +DDX3P1 2.203268489 +CCDC34 2.202903301 +LPGAT1 2.202796534 +LINC02377 2.202064838 +RASA2-IT1 2.200751007 +CACNA2D1 2.20034694 +MYBL1 2.200226131 +DDX39B-AS1 2.200032933 +MTG1 2.199895145 +KIF18A 2.199866381 +MIR548XHG 2.198848158 +SCEL-AS1 2.198261882 +COX6B2 2.198156112 +PODNL1 2.197972055 +SNORA71D 2.197938417 +UBD 2.196613634 +LINC02476 2.196531617 +ELAVL4 2.195914977 +COX7B2 2.19368874 +EPN3 2.193334024 +XPR1 2.193156199 +STAG3L5P 2.192845112 +HLCS-IT1 2.191118516 +SYT14 2.190981774 +RAD51AP1 2.190785906 +LINC00926 2.190764343 +SNORA22 2.189104244 +COL6A4P1 2.188582387 +LINC01338 2.188191155 +FEZF1 2.188141589 +MIR4435-2HG 2.18751032 +DDX43P3 2.186809051 +PPIAP36 2.186615923 +DOK5 2.186611318 +GNB3 2.18654625 +LINC02076 2.186135378 +MROH3P 2.184843536 +CRYM-AS1 2.182814292 +NPM3 2.182151803 +PES1P1 2.182149029 +RBMXP1 2.181435053 +HSPE1P27 2.18136858 +SLC7A11-AS1 2.180163804 +SPANXA2-OT1 2.179619603 +SPDYA 2.179594188 +ARHGAP23P1 2.178761743 +ADAM32 2.177845918 +E2F2 2.177655034 +CDIPT-AS1 2.177531027 +HGFAC 2.176143225 +LCN9 2.175723849 +TVP23CP2 2.175587834 +CYP4F11 2.173823701 +SDCCAG3 2.173396587 +LINC02582 2.172779524 +CKMT1B 2.17275011 +RNU7-18P 2.172371456 +PLEK2 2.17164125 +LENEP 2.170525503 +LRFN2 2.169835312 +CDC42P1 2.169716856 +SUZ12P1 2.169503011 +TMEM151A 2.168508079 +BRWD1P3 2.168223939 +CKMT1A 2.166631078 +GAPDHP46 2.16622817 +TGIF2LX 2.166127183 +DAPK1-IT1 2.16221264 +SNORA28 2.160967411 +DIEXF 2.160096854 +ASF1B 2.159715706 +KCNK9 2.159694941 +CDH17 2.159665647 +PLK5 2.159612835 +XKR9 2.159062325 +RUNDC3A 2.158962114 +CELF5 2.158895236 +CNTNAP2 2.15864491 +MAGI1-AS1 2.158593098 +VCX 2.157688379 +WDR97 2.156871665 +MPP4 2.156691025 +SNHG20 2.156470545 +HSPE1P8 2.155794918 +CPNE5 2.155691542 +HOXD9 2.155508534 +CCDC28B 2.155368581 +REG1B 2.155264064 +SPRR1B 2.154091393 +ACTR3B 2.153039609 +KCNC1 2.152873339 +CEACAM1 2.152809182 +IGHV6-1 2.15243499 +ARL9 2.152350729 +LINC02561 2.152242867 +CDH3 2.152035912 +TRIM31-AS1 2.150649882 +RNU6-118P 2.149632624 +SPINT4 2.148065352 +SOHLH1 2.147865139 +LHX5 2.146488076 +SAPCD1 2.145270014 +ARTN 2.1451093 +RBBP8P1 2.145029116 +AKR1B1P3 2.144575709 +KCNA7 2.144458555 +SLC8A1-AS1 2.144285365 +CBX8 2.144197949 +DUXAP8 2.144002596 +LINC01569 2.142536752 +RPL23AP18 2.141756381 +GRM5-AS1 2.140564166 +FETUB 2.14052437 +PLEKHA8 2.138547617 +CAPN10-AS1 2.138442173 +SNRPGP18 2.138382621 +PSMA6P2 2.138210464 +RN7SKP9 2.138102594 +UBE2S 2.138020292 +LINC01600 2.137709727 +FER1L6-AS2 2.136835478 +TIMM8A 2.136717716 +C1orf147 2.136674165 +MELTF-AS1 2.136482703 +HOXC9 2.136410696 +IGSF1 2.136360221 +YRDCP1 2.135847775 +BIK 2.135222313 +HNRNPA3P15 2.134398856 +LINC02576 2.134387553 +RPL36AP33 2.134156814 +SELENOI 2.133782154 +EIF4A1P8 2.13224569 +KCNJ13 2.132018499 +HIST1H2BK 2.131639444 +NAV1 2.130867534 +CCL26 2.130746097 +LARGE2 2.130263853 +BRI3BP 2.129471677 +MTCO2P11 2.129290733 +FAM83F 2.129135121 +TTC3-AS1 2.128780131 +RPL34P21 2.128281915 +RNF113B 2.127426713 +ELOVL2-AS1 2.12651327 +SLC50A1 2.125850728 +HOXA1 2.125351918 +RPS12P16 2.125300162 +PRRT3-AS1 2.125071883 +FLRT1 2.124947654 +MXD3 2.124818714 +SSX1 2.124610071 +SCARNA10 2.124334561 +SLC9A4 2.123992716 +ZNF138 2.123594564 +INSM1 2.123435844 +SIX3 2.123145968 +HOXC12 2.122982916 +ADAM8 2.122829951 +LINC02293 2.121580816 +LACTB2-AS1 2.121560131 +SNRPGP5 2.121165062 +CELF3 2.121056236 +NEFH 2.120626307 +ARHGAP11B 2.120554703 +C3P1 2.120314867 +SDHCP3 2.120092857 +LINC01511 2.118969943 +PRRX2-AS1 2.118145008 +PNPLA5 2.118107385 +LINC00648 2.117531417 +IGBP1P4 2.117363459 +ANKRD20A18P 2.117296317 +BNIP3P10 2.117061571 +ITGB5-AS1 2.117040873 +NUDT10 2.11645973 +KCNMA1-AS1 2.115580092 +DAZL 2.115573575 +KCNMA1-AS3 2.114964283 +STEAP2-AS1 2.114415357 +IL21 2.114402018 +VCAM1 2.114186343 +IQCF1 2.113718012 +RNU6-1161P 2.113502789 +GDAP1L1 2.113372747 +RN7SL4P 2.111247986 +PDIA2 2.110714717 +SLC25A39P1 2.109905915 +RNU1-124P 2.109829066 +HOTAIR 2.109800209 +LINC01564 2.10947559 +LSAMP-AS1 2.109187566 +NARF 2.108420007 +XYLB 2.107993156 +KCNMB2-AS1 2.107117867 +AKR1C7P 2.106070376 +RNA5SP282 2.105646991 +SRMP2 2.105185007 +HAR1B 2.104982653 +SCARNA18 2.104285812 +SNORA20 2.104265106 +EDDM3A 2.103980571 +NCR2 2.10372396 +HSPE1P13 2.103112994 +PRKCA-AS1 2.102650286 +SUMO4 2.102394459 +C1QTNF3 2.101773337 +ADGRF4 2.101645498 +ACBD7 2.101294724 +SNHG27 2.101136327 +ATOH7 2.100829402 +ETNPPL 2.100474853 +TUBB4BP2 2.10033864 +SLC1A7 2.10011764 +HIST1H2BM 2.100001112 +NPM1P37 2.099858107 +PDHA1P1 2.099360144 +MIR663AHG 2.098540371 +SNORA58 2.097382185 +TRIM16L 2.097284102 +LINC01812 2.096695742 +RAPGEF4-AS1 2.096600417 +CDC42-IT1 2.096598084 +LINC00706 2.096250441 +CSE1L-AS1 2.095994346 +SNHG10 2.095776627 +CHEK2P2 2.095657362 +LINC00511 2.095567839 +LINC02055 2.095284022 +SNORD67 2.095231293 +LINC01980 2.094956235 +IGKV4-1 2.09444804 +TLDC1 2.093911595 +ANKRD22 2.093837956 +OCLM 2.092797559 +CALN1 2.092557358 +KIF20B 2.092506733 +MSI2 2.092467451 +URAHP 2.091982018 +RPL6P12 2.091829503 +CCDC185 2.091779874 +SNORA2C 2.091771666 +RNU5A-8P 2.091004476 +LINC01429 2.090536669 +ALDH1B1 2.090203357 +SNORA75 2.089790667 +HNRNPA1P40 2.089586765 +NPIPA3 2.089553137 +VCX3B 2.089264101 +GRIN2C 2.089240846 +CCDC58 2.088829016 +IGKJ5 2.088548503 +SLC29A4 2.088335974 +BEAN1 2.088309948 +DDX18P5 2.088138552 +LINC00200 2.087468944 +MPHOSPH9 2.087286783 +OSTCP8 2.086712545 +AMZ2P2 2.086673572 +SCARNA9 2.086553229 +BNIP3P25 2.086153789 +SNORD9 2.08576371 +PEX5L 2.08571895 +ANO9 2.085286713 +RNU1-88P 2.083189603 +CBX1P2 2.08271931 +LINC01842 2.082539445 +MORF4L1P3 2.082366322 +C1orf74 2.08181129 +MAGEA8 2.080453018 +LINC01345 2.080217248 +TPRXL 2.080026928 +PAH 2.079410996 +MTND1P32 2.079400568 +RCCD1 2.079175843 +NECTIN1 2.078995043 +IQCM 2.07889087 +BPIFB6 2.077360839 +EEF1GP5 2.076896709 +SNORA22C 2.076676593 +ANKRD36 2.076253361 +PSG9 2.075050763 +PPIAP91 2.074715556 +H2AFZP3 2.074206789 +LINC00601 2.07324409 +NKX2-4 2.07257194 +RPL23AP11 2.072174431 +FANCF 2.071883251 +FAM155A-IT1 2.071535578 +BRIX1 2.071462974 +CALB1 2.07070668 +PSD3 2.070552718 +SYCP2 2.069964814 +HIST1H2AC 2.069831516 +PDSS1P1 2.069493992 +NETO2 2.069076274 +LINC01208 2.068449991 +CACYBPP1 2.067609246 +CNGA3 2.067275422 +UBE2R2-AS1 2.066843925 +SNRPEP10 2.06624331 +RPL5P4 2.066085613 +STRC 2.065769733 +C8orf59P2 2.06518251 +S100P 2.06492301 +MMP1 2.064900467 +DRP2 2.064615331 +SNORD48 2.064433993 +ZNF90P1 2.063802241 +LINC00473 2.063780914 +ZNF680 2.063076535 +RPL23AP30 2.06288891 +IL4I1 2.06231825 +FIRRE 2.062179712 +FOXP4-AS1 2.06210645 +CCDC92B 2.061826798 +ADAMTS6 2.061636759 +ZDHHC4P1 2.061092535 +RN7SKP255 2.060981273 +ZBTB20-AS3 2.060575104 +LINC01012 2.059860499 +ADAMTS20 2.059459709 +RPS14P8 2.058757725 +TAS2R13 2.058635925 +CYP4F34P 2.058486431 +FAM3C 2.05818139 +C8orf44 2.057881328 +HTR2C 2.057857808 +SFXN4 2.057675251 +LYST-AS1 2.057483797 +TMEM63C 2.057177082 +LINC00887 2.057056765 +TENM4 2.056937817 +CHCHD4P4 2.056817616 +TIMELESS 2.056139406 +TLX3 2.056060733 +MICALL2 2.05598321 +NRCAM 2.055968785 +LINC00483 2.055529271 +PRSS1 2.055098879 +RTEL1-TNFRSF6B 2.054985544 +PSMD10P1 2.054931672 +PSMG4 2.054581889 +MTCYBP32 2.053669394 +PBOV1 2.053339579 +IGF2-AS 2.052795152 +DDN 2.052618485 +UBE2Q1-AS1 2.052317978 +ST8SIA6-AS1 2.052168586 +LINC01833 2.05212985 +RARSP1 2.05198953 +HNRNPRP1 2.05033111 +DEFB131E 2.050276544 +RNVU1-6 2.050229299 +NRIP3 2.050191272 +TRPM2-AS 2.050058253 +LCT 2.049446862 +ZWILCH 2.048984289 +GOLGA7B 2.04854955 +RPL7P17 2.047686077 +WDR86 2.047113349 +LINC01807 2.046488879 +TAC3 2.046437694 +NHS 2.04642769 +RPL12P20 2.046332588 +LINC01119 2.046309009 +ANKRD10-IT1 2.046254704 +RPL9P16 2.046216783 +SPRR2E 2.046188476 +BARX1-AS1 2.046184322 +SLC4A7 2.046104727 +BMP8A 2.045929843 +PFN2 2.044833234 +C1QL4 2.044512225 +PRB2 2.043159654 +AVL9 2.041689457 +LINC01029 2.041502532 +FAM72B 2.04136761 +TAS2R2P 2.039355254 +NUS1P2 2.039237444 +IPO7P1 2.038685001 +ITGB2-AS1 2.038455755 +HMX2 2.038249821 +GEN1 2.0380428 +GAGE2A 2.037862508 +RNU4ATAC16P 2.037673859 +TPM3P1 2.037613141 +ADAMTS12 2.03754585 +CYP4F2 2.037289567 +IGSF11 2.037225827 +TSPEAR-AS2 2.036495831 +CDCA4 2.036328409 +HMGB2P1 2.035876951 +RSRP1 2.035776963 +SHANK1 2.035445376 +ABCC5 2.035439533 +RNY3 2.034794252 +LINC01608 2.034583181 +TRPV3 2.0345149 +PRELID1P3 2.033306477 +RNA5SP323 2.033191984 +RN7SL838P 2.033133671 +TIMM9P1 2.031751167 +MAPK6PS3 2.031576502 +FTH1P24 2.03092588 +AOX2P 2.030479115 +PPY2P 2.029954351 +RPS6P25 2.029627876 +RN7SL329P 2.029261227 +TAS2R64P 2.029176498 +RPL32P33 2.028201966 +LIME1 2.027755077 +ANXA10 2.027745633 +OVOL1-AS1 2.027474154 +IGLV3-25 2.027053109 +C2orf48 2.02669246 +ESPN 2.026618574 +TMPRSS11D 2.026197297 +UGDH 2.026170911 +ANO1-AS2 2.026132812 +COL9A3 2.025966894 +RPS29P21 2.025870636 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2.00827101 +CCDC18-AS1 2.007815414 +NECAB2 2.006859499 +HIST1H4B 2.006692975 +RNU6-1272P 2.006590401 +SNRPCP19 2.006523164 +KHDC1L 2.006430768 +MTND3P10 2.005466678 +RN7SL151P 2.005430308 +ZNF891 2.005223407 +SNORD6 2.004844593 +EIF5AP3 2.004398366 +TM4SF20 2.004064369 +SNORD94 2.00395343 +PAICSP4 2.003815441 +NR2E1 2.003155467 +COL5A1 2.002903388 +RPL3L 2.002728671 +ADGRB1 2.002668802 +FBXO43 2.002650231 +AURKAPS1 2.002442553 +GSEC 2.002250428 +LINC00393 2.002236721 +RN7SL744P 2.001789283 +SIX4 2.000998287 +ASNSP1 2.000703562 +RNU1-13P 2.000525728 +LINC02128 2.000272301 +SLC8A2 2.000240362 +TAF9BP1 1.999335127 +TPTE 1.999333739 +RPL35P4 1.999316568 +AKR1B10P1 1.998631785 +HIST1H2BI 1.99853404 +MIR200B 1.998038213 +PGLYRP3 1.997762124 +RN7SL398P 1.996967769 +LHX8 1.996717488 +GTF3C2-AS1 1.996614744 +EML6 1.995652096 +LINC00501 1.995089246 +RN7SKP137 1.994909231 +CSAG2 1.994904552 +FOXR2 1.99473976 +LAGE3P1 1.993952366 +WNT6 1.993602937 +SPATA13-AS1 1.99325195 +SCNN1D 1.993001835 +WDR12 1.992937266 +SLC22A18AS 1.992777575 +C12orf56 1.99275797 +HIST1H1PS1 1.992127199 +PADI3 1.992108903 +IGKC 1.991838986 +HIST2H2BC 1.99132907 +CALY 1.991294418 +SLC25A48 1.990468882 +CBX5P1 1.990358048 +IFNG-AS1 1.990322667 +KIFC2 1.990283042 +SERPINA11 1.98998022 +SHISA9 1.989904176 +ZBTB8B 1.98928999 +VDAC2P3 1.989238257 +SNX29P1 1.988495276 +PABPC1P1 1.988114543 +SMG1P3 1.987475875 +RPS29P29 1.986937633 +FGF13 1.9869303 +IGKV1-9 1.986328677 +SNORA7B 1.986067753 +VPS26BP1 1.985789963 +LINC02112 1.985538183 +ARHGAP33 1.985424107 +JPH3 1.98503246 +RPL17P17 1.984758769 +MIR4453HG 1.984699021 +NAA25 1.98419419 +TRAP1 1.984062673 +SNORA79B 1.984021313 +DSP 1.982869999 +HMBS 1.982549896 +TET2-AS1 1.982515479 +HOXC13-AS 1.982490534 +BFSP2-AS1 1.98228527 +SCAMP5 1.982186467 +SMKR1 1.982145827 +RPS10-NUDT3 1.98197093 +CDC37P2 1.981795313 +DCUN1D2-AS 1.981683089 +MRPL40P1 1.981382042 +HMGN1P8 1.981300999 +STAM-AS1 1.980836251 +RN7SL581P 1.980754272 +HMGB1P51 1.980535832 +SMG1P6 1.98021263 +PRDM7 1.979690148 +MIR7-3HG 1.979488729 +ZNF680P1 1.979086545 +PPIAP54 1.978732907 +RN7SL116P 1.978706152 +SNORA11 1.977601573 +SLC25A5P5 1.977321229 +KRT20 1.977040984 +FAM72D 1.97611903 +RHOV 1.975494794 +RPL10AP1 1.975430888 +IVL 1.975074719 +LINC02395 1.975073571 +LINC00707 1.974845673 +SRCIN1 1.973945295 +ZBTB20 1.973181698 +CHRNG 1.973073475 +MIR3657 1.972711646 +HIST1H2BE 1.972587597 +MIR643 1.972585518 +RN7SKP257 1.97257981 +MC1R 1.972020572 +CPEB2-AS1 1.971824835 +ZNF702P 1.971756747 +CYP4F8 1.97083184 +PDIA4 1.968485096 +SASS6 1.96827718 +MIR561 1.968068435 +HTR6 1.967724137 +IL12RB2 1.967701599 +FAM83C-AS1 1.967010917 +SEMA7A 1.966494179 +RPL7P11 1.966131321 +PSG4 1.965729954 +SPDEF 1.965628908 +C20orf141 1.965567441 +ALG1L2 1.965542969 +LINC00106 1.965259074 +RPL39P3 1.965170323 +XIAPP2 1.965035025 +TEX29 1.964950085 +BMP2KL 1.964828914 +RNASEH2B-AS1 1.964299923 +LINC01397 1.963234132 +CSMD2 1.963177911 +RNU6ATAC 1.96305827 +FAM126A 1.96244399 +LDHAP7 1.9617916 +IL36G 1.961210246 +RPL7P42 1.960777092 +LINC01694 1.960609916 +CHRNA5 1.960494946 +SYTL2 1.960236206 +IGLVIVOR22-1 1.960225031 +PKD1L2 1.959729915 +SMAD1-AS2 1.958869866 +ANKLE1 1.95878324 +CELSR3-AS1 1.958386907 +FAM86LP 1.958242029 +CYP4F32P 1.958097003 +EEF1B2P1 1.958055401 +ASNS 1.957990581 +NRBF2P5 1.957809814 +MYO18B 1.957759886 +DLGAP3 1.957580358 +COL18A1-AS1 1.957465045 +STPG3 1.95745205 +SH2D5 1.957387084 +DBX1 1.957309806 +HOXD12 1.956643617 +SRGAP2-AS1 1.955381893 +CCDC73 1.95465832 +FNTAP2 1.954561812 +LINC01134 1.953864048 +TTC21B-AS1 1.953795985 +SRSF12 1.95376225 +TRAJ40 1.953741167 +PAQR9 1.953642872 +PMPCAP1 1.9535007 +NLRP5 1.952880026 +GAPDHP20 1.952549269 +SLC25A10 1.95230627 +CELF2-AS2 1.952157104 +RNU6-1238P 1.952136099 +CPN1 1.952040033 +HOMER2P1 1.951968017 +PAFAH1B3 1.951715122 +RPS20P15 1.951610758 +C12orf40 1.95156177 +BRCA2 1.951349607 +MEG3 1.950522835 +TBX18 1.950415386 +LINC01446 1.949893901 +BPIFB2 1.94944803 +IFNG 1.949191305 +CHRNB4 1.948990104 +GAP43 1.948934538 +CCDC138 1.948929673 +RNU6-130P 1.94866407 +ATP8A2P2 1.948590413 +TIGIT 1.948329798 +RIMS2 1.947542465 +RN7SKP30 1.947444216 +FAM186B 1.947290171 +THOC7-AS1 1.94726917 +MIR4713HG 1.947171751 +DLX2 1.947113534 +TRAF4 1.946906222 +CHCHD4P5 1.946887468 +RN7SL328P 1.946670891 +MT-TM 1.946590389 +LDHAP2 1.946533939 +NKAIN4 1.945618784 +KRT6A 1.945285277 +MYH4 1.9450938 +MIR4641 1.945059165 +SPINK2 1.94500697 +RNU6-890P 1.944292632 +CLDN12 1.944291753 +RPS15AP29 1.943934147 +C17orf47 1.943826522 +SRP72P2 1.9438021 +C4orf50 1.942956654 +TRIM67 1.942630398 +ODCP 1.94239566 +C20orf204 1.941935836 +DYRK2 1.941515479 +SLC5A11 1.940873254 +FGF12-AS3 1.940730995 +ZBTB8OSP1 1.940361543 +IGKV1-16 1.940059247 +VDAC1P4 1.939778937 +MIR3140 1.939266436 +FIBCD1 1.938536098 +SCARNA4 1.938127228 +DCUN1D2 1.937985752 +LINC02507 1.937887044 +SNORA38B 1.937719269 +ZIC3 1.937506275 +EFNA4 1.937221518 +ABCC3 1.93664975 +SNORA31 1.936320845 +RNU4-24P 1.936295716 +NKAIN3 1.936080833 +PUS7L 1.935965729 +OSTCP2 1.935871488 +LINC02048 1.935858075 +GMNN 1.935823308 +CP 1.935618319 +OBP2A 1.935429857 +SNORD70 1.935097461 +RPS10P27 1.934596615 +APCDD1L 1.933937788 +ASCL1 1.933920444 +LINC02393 1.933619279 +DDX4 1.933271504 +KIAA0895L 1.933227261 +IGKV3-11 1.931947454 +ADGRD2 1.931731222 +DTYMK 1.931635335 +MIR222HG 1.930683402 +BNIP3P42 1.930394462 +TPRKBP2 1.93039239 +LY6D 1.929763845 +WDR90 1.929276637 +HTR1DP1 1.928856516 +AK4P1 1.928426635 +FEN1 1.927022561 +LINC00862 1.926652846 +HRG 1.926297226 +IGKV1-5 1.925854346 +SPATA31D1 1.925602995 +SPIRE2 1.924774024 +RPL35AP25 1.924692989 +RPL9P30 1.924567649 +IL20RB-AS1 1.924261261 +PAEPP1 1.924241198 +LINC00330 1.923803834 +RPL31P58 1.923093091 +LINC01518 1.921864672 +KRTAP5-5 1.921626496 +ZNF101P2 1.921178499 +MTND1P9 1.921040156 +KRT16 1.920741493 +LINC01667 1.920282984 +LINC01527 1.920126787 +ARAP1-AS2 1.919649219 +RN7SL836P 1.919363017 +RN7SKP227 1.919349671 +MRPL15P1 1.919098307 +CCDC18 1.919083779 +ANKRD34B 1.918731672 +LINC00893 1.918365526 +LCN12 1.918357933 +LINC00943 1.918357789 +RPL7AP65 1.917245965 +TMEM215 1.917114466 +IFNK 1.91700299 +RPSAP69 1.916912954 +GRHL3 1.916129783 +UCN2 1.915973783 +LINC01303 1.915431371 +NCOA7-AS1 1.91450039 +RPS12P2 1.914478989 +ALG13-AS1 1.914200593 +LINC02122 1.913848645 +DNHD1 1.913500506 +NIP7P3 1.913213951 +AK3P5 1.91321164 +WNT5B 1.913085872 +FNDC1 1.912540839 +SRD5A3-AS1 1.912474586 +DERL3 1.912281425 +URB1 1.911977658 +NFYAP1 1.911896423 +EEF1E1P1 1.911870257 +IGHD3-22 1.911318426 +CACNA1C-AS4 1.911084193 +N4BP2 1.910220075 +PADI1 1.910090228 +HSPD1P12 1.909907441 +TRIM2 1.909740324 +RRP7BP 1.909628255 +ASH1L-IT1 1.909431208 +G2E3-AS1 1.909173749 +HAPLN3 1.908848312 +NF1P6 1.908640639 +KCNH1-IT1 1.908301711 +PROM2 1.9083015 +EEF1A1P32 1.90664525 +ZNF488 1.90641671 +KRT12 1.906012665 +CDC7 1.905708147 +DBF4B 1.905487994 +CXCL10 1.904909247 +CYTOR 1.904623981 +CHML 1.904488127 +SERPINB5 1.903447472 +MTND5P26 1.903437457 +SPANXC 1.903238819 +HSPA8P19 1.902792094 +MESTP3 1.902469494 +ADD2 1.901695398 +HNRNPA1P45 1.90146249 +AZIN2 1.90002812 +SLC14A2 1.899913597 +RPL5P24 1.899319562 +HIST1H3F 1.899186666 +MIR5692C2 1.898970207 +FDCSP 1.898917073 +B3GALNT1P1 1.898249044 +KRT16P6 1.897966915 +CASC16 1.897882937 +RNU5F-1 1.897213925 +MTND5P14 1.896912772 +LINC01193 1.896902599 +BRD7P4 1.896742774 +SCN2A 1.89632238 +CARD18 1.8961508 +GNRH2 1.895801114 +RPL7AP10 1.895692619 +NELL1 1.895270168 +SLC13A5 1.894981408 +RNU1-16P 1.894928487 +SIRPG-AS1 1.894498944 +RPL17P33 1.894250593 +FANCG 1.894234287 +C1orf105 1.89397105 +RNU6-1143P 1.893734289 +PPIL1 1.893186946 +ZNF887P 1.893050719 +KCNH5 1.892712611 +IGHV3-20 1.892093208 +BSND 1.892061705 +MAL2-AS1 1.892044194 +LINC01138 1.891642229 +NUP62CL 1.89129125 +RPS7P11 1.89098566 +PTBP2 1.890417066 +SRRM1P3 1.890318409 +C9orf92 1.890013738 +MZB1 1.890012019 +RPL7AP3 1.889911937 +RPS27AP13 1.888282556 +RN7SL756P 1.887519239 +IGHV3-74 1.887501776 +LINC02152 1.887497452 +PRR13P1 1.887205941 +HNRNPA1P70 1.88713172 +LIN28B 1.887126529 +LINC01731 1.887049008 +RN7SKP235 1.886691047 +QPCT 1.886552561 +SND1-IT1 1.886309815 +RN7SKP8 1.885953932 +RPS12P17 1.885778621 +GPR52 1.885704544 +FAM171A2 1.885690725 +ARHGAP26-IT1 1.885280856 +DUSP5P1 1.885262448 +SLC39A10 1.885183158 +TRAJ5 1.885062784 +LINC01956 1.88496107 +RNY4P36 1.884791855 +ALG6 1.88462487 +RNA5SP141 1.884370054 +OR7A19P 1.884061512 +RPL39P26 1.88389893 +TMPRSS9 1.883006874 +NAT16 1.882698769 +ADAM23 1.882086589 +IGHV4-39 1.881552928 +DLEU7-AS1 1.88044684 +CRYZP1 1.880439551 +HSPE1P5 1.879768112 +SPATS2 1.879517774 +HMGB1P21 1.879497273 +CASP3 1.879452094 +LINC01611 1.879088766 +SNRPEP4 1.878921823 +CENPH 1.878753466 +FOXD1 1.878725709 +RPL23AP77 1.878702552 +DSCR9 1.878628555 +CCDC15 1.877868629 +SUPT16HP1 1.877316646 +RN7SL585P 1.877084635 +SMCR5 1.876532014 +SLC17A9 1.876298527 +GPAA1P2 1.876202372 +SLC34A3 1.876093929 +MTCO1P28 1.875610722 +DDX11-AS1 1.87556699 +SNORA5C 1.875105314 +UPK1B 1.875029452 +FCF1P5 1.874054889 +TP53TG3GP 1.873888733 +USP3-AS1 1.873843907 +SNORA80A 1.873631209 +CCNYL2 1.873537655 +FBXO41 1.873536778 +VGLL2 1.872843284 +RPS27P15 1.872205287 +CNOT10-AS1 1.87190064 +CCDC166 1.871298446 +USP24P1 1.87112624 +LINC00628 1.871044034 +MIXL1 1.870220745 +NET1 1.869975849 +IGHV4-61 1.869342176 +WISP1 1.868733372 +EIF2S2P5 1.868717739 +RNU6-856P 1.868220093 +HNRNPA1P3 1.868146899 +RAD51AP1P1 1.867928321 +SNORA33 1.867832912 +CDY4P 1.867341878 +PROX1-AS1 1.867061695 +TVP23C 1.866446945 +RNU6-681P 1.866024366 +LARP4P 1.866015402 +HSPE1 1.865990329 +RPSAP55 1.865900415 +RNU2-23P 1.865263007 +ANKRD61 1.8647193 +CYCSP6 1.864714561 +MTOR-AS1 1.864462037 +RNU6-218P 1.863768813 +TMEM14A 1.86329877 +CAB39P1 1.863098842 +LINC02267 1.863030055 +LINC00609 1.862830598 +MDM4 1.862639748 +IGFL1P2 1.862086225 +SMYD3-IT1 1.862068869 +DPPA2 1.861937446 +MIR3682 1.861601862 +PA2G4P6 1.861335078 +ELOVL4 1.860724373 +SUGCT 1.860693521 +RN7SL296P 1.86046389 +IGLV8-61 1.860418255 +TDGF1P6 1.860341138 +HNRNPA1P62 1.860032522 +ITCH-IT1 1.859980357 +IGLV3-12 1.859841544 +EME2 1.859805661 +RPS15AP12 1.859616481 +LINC01115 1.859281617 +LINC00608 1.859138914 +SCARNA8 1.858828735 +SLC26A6 1.858706789 +MAGEC3 1.857355977 +LINC02315 1.857219188 +SULT1A4 1.85692131 +ATG10-AS1 1.856423823 +QSOX2 1.856314062 +ANKRD44-IT1 1.856056366 +TARBP1 1.855713549 +FOCAD-AS1 1.855646545 +TIAF1 1.855532278 +GJB3 1.855337137 +GNA14-AS1 1.855036036 +BARX2 1.854948362 +RN7SL5P 1.854908216 +LINC02263 1.854210008 +FAM230C 1.854069582 +UBE2V1P1 1.853905251 +RNU6-438P 1.852812617 +KIAA0087 1.852314928 +LINC01976 1.852095337 +RN7SL141P 1.851811912 +POLHP1 1.851519631 +ZNF485 1.851105682 +FTX 1.851014853 +MTND5P2 1.850989614 +RNA5SP298 1.850471878 +MARK2P8 1.850303795 +PRR7 1.850256416 +TSPYL6 1.849984641 +HIST1H2BG 1.849944552 +NPTX2 1.849558269 +STX8P1 1.849502956 +MTND1P11 1.849483701 +PSMA2P2 1.849042941 +FAM19A3 1.848929018 +TLK2P2 1.848839133 +RNU6-403P 1.848580318 +SRRM2-AS1 1.848553412 +RNU4ATAC12P 1.84839385 +MIR604 1.848270236 +ATP2A1-AS1 1.848168272 +CKAP2 1.848115339 +CCDC150P1 1.848077779 +CCL25 1.848060791 +LINC02335 1.847760746 +OR6L2P 1.847639758 +IGHV1OR15-2 1.847612177 +RNU6-761P 1.847508839 +SCART1 1.847495113 +TTBK1 1.847362525 +EDDM3DP 1.846950992 +KRT18P37 1.846622637 +HOXA13 1.846526915 +SRD5A3 1.846122876 +OR6A2 1.845978217 +LINC01470 1.845864821 +IGFBP5 1.845834794 +ADARB2-AS1 1.845796212 +SNORD12B 1.845283958 +MIS18A 1.844872778 +ZRANB3 1.844476072 +RNA5SP155 1.844309929 +ADH7 1.844081397 +RNU7-84P 1.84387669 +HSPE1P26 1.843739535 +ARF1P2 1.843403606 +PDP1 1.843356005 +SLC25A25-AS1 1.843309105 +BIRC6-AS1 1.843278921 +GLYATL1P2 1.842815892 +LINC00051 1.842408945 +MSI1 1.842291191 +LINC01792 1.842135543 +GTF2IP6 1.842007268 +LINC02492 1.841987195 +HIST1H2AL 1.841751827 +TMPRSS11GP 1.841530184 +TBXT 1.840626508 +NAALADL2-AS2 1.840321841 +LINC01969 1.840199451 +NIPAL4 1.840143093 +PCDHGB8P 1.839979891 +RAPGEFL1 1.839783775 +EIF4BP2 1.839764466 +PLA2G2D 1.839250364 +ERN2 1.838775908 +PTGES 1.838732047 +PROSER2-AS1 1.838383293 +LINC01967 1.83800506 +LINC02332 1.837977037 +SNORA11B 1.837875547 +LAT 1.837277018 +BTF3P12 1.836427761 +MTCO2P19 1.836319333 +SNORD93 1.836313285 +SBF2-AS1 1.836292044 +OR1J2 1.836273098 +KPNA2P1 1.83590268 +APBA2 1.835518868 +RN7SL517P 1.83539167 +IL17RD 1.835348179 +SNRPFP4 1.834906085 +CBX3P5 1.834526535 +B3GNT6 1.834515409 +MIR1296 1.834355079 +GAPDHP44 1.834312759 +RIMBP2 1.834271926 +LINC02109 1.834090137 +TMEM256P2 1.832857364 +HNRNPA1P68 1.832484412 +LINC01775 1.832411272 +HNRNPKP5 1.831856696 +EED 1.831805007 +PPIAP51 1.831711523 +SPAG5-AS1 1.831359406 +TMPO-AS1 1.831249203 +DISC1-IT1 1.8311652 +RNY4P25 1.831019581 +MIR576 1.83099383 +HIST1H2AH 1.830818144 +RNU6-33P 1.83076046 +RN7SKP186 1.830161253 +GAPDHP62 1.829688989 +RN7SKP240 1.829446936 +MCM8 1.829437874 +LINC02266 1.829365949 +NPC1L1 1.828781427 +CCDC198 1.82798838 +ZNF300 1.827530121 +APOBEC1 1.827270418 +CENPM 1.827218893 +TNFRSF13C 1.826950191 +LINC01828 1.826678946 +SULT1C3 1.826563953 +RASGEF1A 1.826116447 +TXNDC17 1.825934898 +VENTXP1 1.825302977 +YBX1P7 1.825280758 +RPL6P24 1.824988435 +WASIR2 1.824709014 +TNNC2 1.82465727 +LINC01623 1.824263183 +BNIP3P40 1.824169048 +RN7SL521P 1.824066795 +YWHAQP5 1.823363233 +MEX3B 1.823112599 +LEF1 1.822971301 +PRRX1 1.822747486 +LINC01726 1.822597878 +LMNB1 1.822474466 +RNY3P7 1.822473687 +IGLV2-8 1.822320394 +PPIAP89 1.822169866 +LINC01494 1.822094752 +CCNJP2 1.821932917 +RPS15AP30 1.821897584 +LINC00456 1.821875537 +ITPKB-AS1 1.82166784 +H2AFZP4 1.821417635 +GABRA1 1.821388244 +MTND4P32 1.821374744 +RNU11-2P 1.821114149 +SNORA46 1.820947015 +SCARNA23 1.820766061 +SEMA5A-AS1 1.820714727 +MOGAT3 1.820709352 +RN7SL30P 1.820625151 +MIR10B 1.820475267 +MESP2 1.820439018 +OR52E2 1.820436346 +MCF2L2 1.820400158 +PCDHA5 1.819812054 +RPS27AP8 1.819005802 +SMCO2 1.818132612 +E2F3-IT1 1.817878981 +TMEM263 1.817824618 +RN7SL505P 1.817289546 +KNOP1 1.817285782 +C7orf71 1.81719272 +CEP95 1.816725685 +DUXAP7 1.816718452 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1.783300415 +PPFIA4 1.78313654 +MSTO2P 1.782964084 +ADGRG5 1.782947827 +RAET1L 1.782469523 +DNASE1L2 1.782448864 +RN7SL200P 1.782352581 +RNU6-928P 1.782160107 +HNRNPA1P71 1.781407967 +SMYD3 1.781372132 +TMPRSS11F 1.781021787 +ZNF280A 1.780974234 +RNU6-998P 1.780221028 +PGCP1 1.77991054 +XKR7 1.779573372 +TRAJ6 1.779266351 +SOX1-OT 1.779214052 +ITFG1-AS1 1.779137523 +HSPA8P3 1.778836917 +RASAL1 1.77879537 +RPL26P29 1.77848968 +TMEM74 1.777815019 +LINC02163 1.777698569 +OGDHL 1.777563492 +RNU6-1283P 1.777546656 +LINC01356 1.777534114 +HECW1-IT1 1.777449685 +IGHM 1.777347507 +CYCSP38 1.776956085 +ASTN2-AS1 1.776835552 +LINC02105 1.776803704 +SOX21-AS1 1.776771857 +RNY4P34 1.776535211 +RPL36AP48 1.776320671 +KCTD9P5 1.776055459 +RNA5SP111 1.77453776 +SPIC 1.774460009 +RN7SL258P 1.774191386 +GHRLOS 1.774034964 +RNU6-1045P 1.773669106 +UBE2CP1 1.773191117 +AKR1C8P 1.772552592 +RNASEH2A 1.772407893 +GTF2IP14 1.771935913 +RNU6-750P 1.771257525 +BANF1P4 1.77095489 +RPL39L 1.77093595 +LINC01615 1.770891564 +HCG18 1.770074719 +C1QL2 1.770060294 +ZAN 1.77005812 +LINC01991 1.769738198 +FBXL13 1.769040138 +CREBZF 1.768178554 +LINC00508 1.767221752 +LGALS7B 1.76646306 +SULT1A3 1.765892959 +F2RL1 1.765350677 +TNFRSF8 1.765349209 +HDHD3 1.764909856 +RN7SL12P 1.764838333 +RPL17P1 1.764781806 +HAGHL 1.764036113 +RNA5SP202 1.763910287 +RN7SL760P 1.763895157 +GJA3 1.763770607 +DPEP1 1.763201585 +SNORA59B 1.762983994 +MSH6 1.762410824 +LARP1P1 1.761547181 +SNORA11F 1.761447047 +RUVBL1 1.761185474 +UCK2 1.761035495 +MYCBP2-AS2 1.760791244 +RNVU1-7 1.760769438 +RN7SL330P 1.760478474 +MTHFD2P5 1.760226885 +LINC01793 1.760211408 +MAP1B 1.759740653 +RN7SL732P 1.759537819 +RPL21P33 1.759317214 +EYS 1.758793966 +LINC01448 1.758448215 +MTFR1 1.758396447 +SNORA19 1.758292532 +MIR193BHG 1.757923152 +RN7SKP56 1.757878187 +LINC02551 1.757833001 +LINC01224 1.757791153 +PTBP1P 1.757471168 +EPHB2 1.757236289 +KRTCAP2 1.757199538 +FUT6 1.757188985 +KARSP1 1.757105267 +LINC01587 1.756848156 +PDC 1.756612423 +HNRNPA1P76 1.756183005 +MYL6BP1 1.755757278 +SLC9A9-AS1 1.755629052 +PSMA6P1 1.755427857 +ZIC1 1.754687697 +HOXC8 1.754655901 +CLIP1-AS1 1.754508702 +RN7SL396P 1.754421699 +GAPDHP47 1.754220594 +DAND5 1.754091096 +NAV2-AS5 1.75407305 +SNORD116-1 1.75393874 +RNU6-876P 1.75393874 +GNAL 1.753887285 +RN7SKP273 1.753634141 +SOS1-IT1 1.753125341 +ATP5MC2P3 1.753029049 +ELOVL6 1.752818902 +RPL23AP52 1.752548323 +ESX1 1.752337009 +TMEM132A 1.75179733 +MIR378J 1.75160224 +ZEB1-AS1 1.751322717 +GCSHP5 1.751216586 +SVOP 1.75117084 +PRICKLE2-AS3 1.751117483 +IGFL1 1.751038893 +RPL7P52 1.750991257 +CLYBL-AS2 1.750442391 +DNASE1 1.750441462 +RPS29P22 1.750240554 +HIGD1AP17 1.750217732 +GUSBP2 1.75021717 +LYPD8 1.749200961 +ZP4 1.749197426 +FADS6 1.748986177 +LINC01687 1.748762001 +RNU6-915P 1.74861664 +GPC6 1.74784089 +SNORD56B 1.74773823 +GCGR 1.747491557 +CXCL11 1.747488789 +SHISAL1 1.747282907 +MCM6 1.747279291 +ASB3 1.747078458 +RPL5P33 1.746979252 +RNU4-9P 1.746913289 +RPL7L1P2 1.746913289 +OR52H1 1.746876359 +PHACTR2-AS1 1.74680086 +TPTE2 1.746756546 +MIR4502 1.746398105 +TRMT13 1.746210074 +FBXO36-IT1 1.745697174 +ZNF789 1.745592505 +HOOK1 1.74533156 +TMPRSS5 1.744861688 +CGB2 1.744747256 +CHKB-CPT1B 1.744640283 +NPM1P19 1.744116727 +P2RX5 1.74411374 +CNGB1 1.744090804 +TDGF1P5 1.744039731 +CTH 1.743281292 +CCDC144B 1.742737107 +METTL21AP1 1.742575334 +CDC42EP3P1 1.742371 +RPS3P2 1.742361209 +STMN3 1.74180322 +ADCY2 1.741622749 +RPS7P4 1.741489026 +TPMTP2 1.741401408 +ENSAP1 1.740986787 +MIR6826 1.740982385 +DIRAS1 1.740974587 +AHSG 1.740309455 +CHRNA6 1.739969538 +FAM186A 1.739533965 +SHANK2-AS1 1.739293241 +HMGB1P7 1.73912005 +EVX2 1.739103521 +WT1-AS 1.738948333 +THUMPD3-AS1 1.738922478 +12-Sep 1.738908551 +LGALS4 1.738757954 +LINC01299 1.7386568 +AIG1P1 1.738326281 +TRDN 1.738289099 +RNU6ATAC14P 1.738109559 +TUBAL3 1.738004708 +RDH10-AS1 1.737420065 +LINC01389 1.7372965 +CLCN1 1.737006784 +HSD17B3-AS1 1.73695469 +RPSAP71 1.736929 +RPS24P16 1.736125171 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1.725425659 +SAMD10 1.725333539 +BEST4 1.725174152 +FSIP2-AS1 1.725002303 +HIST1H4A 1.724993311 +UFL1-AS1 1.724858641 +SLC17A4 1.724322035 +MIR571 1.724096681 +TRIM60P19 1.723743765 +STX18-IT1 1.723722201 +RNU11-4P 1.723716937 +LINC01419 1.723475515 +KCNG3 1.723439055 +SNRPD2P1 1.722939833 +OR10H1 1.722938801 +RPS15AP9 1.722938801 +SEPT7P1 1.722746778 +LINC01926 1.722455029 +RNU6-151P 1.722143434 +CEND1 1.722063046 +TFAP2D 1.722028834 +IGHV1-18 1.721885488 +LINC01468 1.721799677 +LINC01695 1.721326454 +SNORD116-3 1.720939347 +ANGPT2 1.720733709 +BPIFA2 1.720625026 +RNU6-1231P 1.720425673 +HIST1H1A 1.720322267 +INCENP 1.719808775 +MIR181A2 1.719350255 +RPL7P49 1.719350255 +MCIDAS 1.71925864 +IGHV3-64 1.719204309 +AZGP1P1 1.719130195 +VPS26AP1 1.719012975 +ZNF725P 1.718827976 +AIRN 1.718786517 +SOWAHA 1.718583054 +VDAC1P13 1.718555975 +RPS2P44 1.718429895 +GALR3 1.71832769 +IGLJ2 1.718291568 +RNU6-553P 1.718246256 +RNU6-43P 1.718012938 +PLAC4 1.717962913 +RPL23AP17 1.717503187 +LINC02344 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1.707713285 +C5orf46 1.707240793 +PRC1-AS1 1.707041428 +PANX2 1.706636937 +CLDN10 1.706543856 +LINC01896 1.706410699 +MIR548K 1.706276435 +CLEC2D 1.706255081 +KCTD13 1.706183983 +SNORA47 1.705905817 +KRTAP4-1 1.705403902 +FBXO16 1.704804815 +MIR1245A 1.704773234 +CCDC144CP 1.704761285 +GRIN2A 1.70449254 +ORM2 1.704452031 +HOXB6 1.704419047 +UBAC2-AS1 1.704164402 +LINC02030 1.703710418 +STK32A-AS1 1.703428325 +NAV2-AS3 1.703187701 +TAS2R50 1.702626019 +YBX1P3 1.702255964 +NDUFB4P2 1.702252616 +TMEM52 1.702163751 +CHAC2 1.702089601 +BTN1A1 1.70201448 +WTAPP1 1.701388035 +TM4SF1-AS1 1.701325086 +CEACAM5 1.701268805 +RPS18P13 1.700984759 +CHST8 1.700582446 +RNA5SP435 1.700196358 +GK3P 1.700141377 +PRIM2 1.699901914 +RN7SKP115 1.699610648 +CER1 1.69915879 +LINC02140 1.698522976 +ZNF280C 1.698356454 +PCSK6-AS1 1.698176102 +TAF7L 1.69802449 +EIF4A1 1.697936463 +LIN28A 1.697891212 +KIF1A 1.697752799 +LINC02484 1.697699902 +BIRC6-AS2 1.697515277 +DPRXP1 1.697491774 +OR10AD1 1.697375253 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1.679679283 +OR2B7P 1.679435372 +LINC01629 1.678599667 +MAST2 1.678112178 +CREB3L4 1.678085873 +NDUFB9P1 1.678053176 +DDIAS 1.677574671 +AKR1C2 1.677304442 +LINC01878 1.677240593 +MIR3136 1.677240593 +SERPINB13 1.677104105 +RN7SL688P 1.6767564 +PCDHB6 1.676670683 +LINC00029 1.67656306 +HMGN1P28 1.67656306 +ZNF733P 1.676435197 +C3orf67-AS1 1.676116909 +CASP1P2 1.676093341 +ELF3-AS1 1.676053955 +LINC-PINT 1.675936641 +RNU6-619P 1.675836817 +LINC01701 1.675814644 +LYZL2 1.675492963 +MTCO1P11 1.675474799 +SMG6-IT1 1.675248842 +MCF2L 1.675209429 +SRD5A1 1.674718808 +MDGA2 1.674586067 +PCNPP3 1.67425672 +KATNBL1 1.674214423 +OPRD1 1.674153611 +LINC01202 1.673862464 +ISX 1.673806148 +EP400P1 1.673753629 +KCNH2 1.673091187 +ABCA9-AS1 1.672790509 +RN7SKP50 1.67232383 +ODF2L 1.672162216 +FLAD1 1.672157235 +NENFP2 1.671704409 +TSKU 1.671680896 +PAQR9-AS1 1.671375528 +VPS37D 1.67120127 +KCNE4 1.670994343 +LINC02466 1.670459752 +LINC00615 1.670435473 +RPS3AP41 1.670435473 +KLF4P1 1.670335442 +DKC1 1.669781541 +HAUS1P1 1.669585253 +FANCD2P2 1.669560068 +PLPP5 1.669492275 +RNU4-90P 1.668964008 +OR1Q1 1.668789378 +MTFR2 1.668604128 +TRAJ38 1.668249704 +KCNN1 1.668093341 +SPIN2A 1.667756835 +MIR569 1.667459887 +HOXC5 1.667346486 +LMLN-AS1 1.667163949 +SNORA1B 1.667118039 +SNORD65C 1.667118039 +ARHGEF3-AS1 1.667118039 +ZNF75BP 1.667118039 +RNU6V 1.666758334 +UHRF2 1.666604421 +LINC02421 1.666114561 +GGCT 1.665655801 +ASB18 1.665520353 +C15orf48 1.665328352 +RPS16P9 1.665100722 +LINC00589 1.665060975 +SERINC4 1.664831879 +GSC 1.664765201 +RNU6-850P 1.664761689 +RPL12P24 1.664742503 +RPAP2P1 1.664570605 +MTND4LP7 1.664391436 +LINC01565 1.664145959 +DPY19L2P1 1.664092251 +IGLC3 1.664015528 +IGF2BP2-AS1 1.663975559 +SPRR1A 1.663719024 +DPF1 1.662777459 +MIR133A1HG 1.662765012 +RN7SKP103 1.662730612 +FTLP6 1.662730612 +RN7SL801P 1.662587086 +LINC01232 1.66175726 +RNU6-1297P 1.661501394 +AMY2A 1.66149747 +GPX8 1.661306363 +RNU6-647P 1.661094164 +SUPT4H1P1 1.661094164 +RNU6-522P 1.66091903 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1.65050301 +GPR173 1.64983055 +CARMIL2 1.649322088 +GCG 1.649236331 +MIR548E 1.649168074 +LINC02411 1.649168074 +VN2R10P 1.648976451 +NCKAP5-IT1 1.648820179 +KCNN4 1.64875135 +RSU1P3 1.648446313 +NPPA-AS1 1.648387534 +MIR4802 1.648232827 +NANOGP2 1.647994266 +TRAJ23 1.647956478 +MSRB1 1.647789128 +RPL21P123 1.647756974 +AGGF1P1 1.647320181 +RN7SKP173 1.647219532 +TLR10 1.647031927 +LINC00408 1.646934254 +SUMO2P10 1.64650304 +MIRLET7A2 1.64619975 +RPL34P17 1.646166502 +MIR4676 1.646130296 +RPL12P31 1.645707755 +RNU6ATAC8P 1.64553284 +RN7SL394P 1.64545422 +TRPA1 1.645239207 +MIR624 1.645128546 +RN7SL413P 1.645128546 +MTND1P36 1.645128546 +RNU6-341P 1.645126282 +RPS27P20 1.644990681 +RAB30-AS1 1.644901921 +RYKP1 1.644842106 +XPO1 1.644217971 +RPS14P4 1.643806713 +SEC14L5 1.643780953 +DRGX 1.643262178 +RN7SKP90 1.643170237 +TFB2M 1.643003556 +INA 1.642449578 +SNORD88A 1.6416706 +PPP1R11P2 1.640852613 +LINC02556 1.640817892 +GOLGA5P1 1.640650915 +MIR4537 1.640587336 +RN7SL70P 1.639987422 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1.623571112 +MYH13 1.623553734 +MIR505 1.623284273 +COX7BP2 1.623284273 +PHKA1-AS1 1.623240951 +CENPN 1.623105084 +TMLHE-AS1 1.623007359 +RNU6-353P 1.622852904 +DSG3 1.622652908 +TRAJ27 1.622499416 +THRSP 1.622402574 +DSG2 1.6222982 +OR7E161P 1.622091601 +MIR33B 1.622091601 +FKBP4P6 1.622091601 +SERPINH1P1 1.621903739 +PAM16 1.621689148 +ZC3H8 1.621484855 +RNU6-1062P 1.62129809 +TRAJ21 1.62129809 +TRAJ12 1.62129809 +RN7SKP158 1.62129809 +ATP5PBP1 1.62129809 +RNU6-202P 1.62129809 +RNU7-61P 1.621069225 +RN7SL753P 1.620876906 +LINC01501 1.620722662 +GRM4 1.620293847 +PMFBP1 1.620196318 +LINC00404 1.619767714 +GAPDHP70 1.619469995 +SPDYE1 1.619402083 +IGKV1-39 1.619290004 +RN7SKP118 1.619091118 +SBK1 1.618988494 +DGCR5 1.618963099 +LINC02505 1.618949517 +MTCO3P11 1.618925786 +RNU6-946P 1.618787598 +RN7SL482P 1.618787598 +CATSPERB 1.618606753 +FOXH1 1.618463452 +GAST 1.618404734 +NDUFAB1P1 1.618393172 +EMX2 1.618263952 +CACNA1I 1.617794017 +RN7SL284P 1.617658169 +RN7SKP214 1.617225531 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1.601103946 +C11orf53 1.600962649 +LINC02150 1.600783774 +TRBV20OR9-2 1.600781765 +PRSS3P4 1.600500118 +GNAS-AS1 1.600081118 +MIR619 1.599955141 +SNORD73B 1.599847504 +PTTG3P 1.599574579 +GPR61 1.59952836 +SLC25A6P3 1.599126067 +NECAP1P2 1.599126067 +KIAA1755 1.598981065 +SNORD13P1 1.598399178 +TUFMP1 1.597944926 +CACYBP 1.597796309 +LINC00499 1.597757228 +RNU1-1 1.597567685 +RN7SL503P 1.597567685 +SNORA55 1.597463611 +SDHCP2 1.59723073 +KRTAP3-2 1.597187628 +RPL35AP21 1.597043031 +MIR5692B 1.597007451 +LINGO2 1.596887718 +ALG13 1.596808212 +OPCML 1.596778607 +PRKDC 1.596635621 +RN7SKP133 1.596447562 +RNU6-1111P 1.596447562 +MTCO3P19 1.596447562 +PLCB1-IT1 1.596447562 +RN7SL430P 1.596447562 +MIR151A 1.596447562 +NEFM 1.596245528 +LINC01451 1.596194983 +DNAAF5 1.596190202 +LINC01934 1.595956734 +TENM1 1.595902198 +STARD13-IT1 1.59577705 +TNPO1P1 1.595773968 +ANP32E 1.595566241 +DBNDD1 1.595398779 +P2RX6P 1.595308581 +NCAPD3 1.59530605 +PYCR3 1.595200874 +UGT1A8 1.595189862 +BRS3 1.59494808 +ART2P 1.594838771 +RSL24D1P3 1.594403638 +POPDC3 1.594356993 +IL5 1.594247594 +NXPH1 1.593938778 +TM4SF4 1.593695475 +TRAJ19 1.59344909 +RPEP3 1.59344909 +RNU2-70P 1.593366243 +FYTTD1P1 1.593366243 +RNU6-1121P 1.593366243 +LINC01054 1.592947841 +PWAR5 1.592580931 +MIR1302-3 1.592277832 +L3MBTL1 1.592236714 +ALDH3A1 1.592234251 +RPS3AP22 1.592231534 +KCNH7 1.592222686 +RN7SL629P 1.592190386 +GALNTL5 1.592062365 +CUBN 1.591799242 +POLR3DP1 1.591643419 +TRPM5 1.591606447 +RNU6-1205P 1.591555608 +ZNF735 1.591555608 +RNU6-414P 1.591458101 +ADAM28 1.591236534 +IL17A 1.590788658 +HSPB9 1.590435085 +LINC00705 1.590309456 +ASAH2B 1.590207209 +FUT8 1.589772569 +NPM1P13 1.589740062 +RNU6-613P 1.589737968 +HSPE1P25 1.589737968 +RPL22P23 1.589737968 +SOCS5P4 1.589662039 +IGFBP3 1.589382869 +LINC00467 1.589287688 +TRAJ11 1.588980304 +LINC00440 1.588914805 +RPS26P55 1.588670493 +RPS4XP19 1.58840312 +EEF1B2P8 1.588236159 +RNU6-711P 1.588236159 +SP9 1.588108995 +TLL2 1.587963185 +C6orf163 1.587568451 +MIR613 1.587420387 +STX16 1.586844046 +FTLP12 1.586823382 +LINC01887 1.586820849 +SEPT7P6 1.586805402 +B3GNTL1 1.586712058 +HNRNPA1P14 1.586707631 +RPS10P18 1.586689152 +LARGE-AS1 1.586003392 +LINC01929 1.585968254 +LINC01788 1.585888529 +LINC00273 1.585858487 +SNORD71 1.585376634 +SNORD14E 1.585198901 +EHD4-AS1 1.584816521 +CCDC144A 1.584777188 +IL11 1.584574536 +AMBN 1.584388875 +THAP12P2 1.584384105 +HSPD1P5 1.584020939 +ASIC1 1.58398841 +GTF2IP3 1.583606895 +ACTG1P24 1.583507311 +PHACTR2P1 1.583126051 +RN7SL508P 1.583095086 +RNU6-769P 1.582750443 +RNA5SP44 1.582750443 +NFU1P2 1.582750443 +RN7SL418P 1.582750443 +LINC02316 1.582750443 +GTF3AP2 1.582750443 +MFSD1P1 1.582425948 +RNU1-19P 1.582336927 +RPL9P32 1.582241369 +CLRN3 1.582195 +KLHL7-AS1 1.582108979 +MIR3941 1.581880073 +SNORD13P3 1.581833825 +ATP6V0E1P1 1.581670132 +IGHV2OR16-5 1.581159656 +LINC01598 1.581149508 +HMGN1P2 1.580532802 +RNU6-288P 1.580525214 +RN7SL778P 1.580525214 +DNTTIP1 1.580502765 +SLC25A15P4 1.58045387 +RNU6-1201P 1.579984957 +TBX20 1.579978237 +RNU6-1043P 1.579390973 +RPL3P6 1.579237758 +MINCR 1.579068977 +RPL29P14 1.57893877 +BHLHA15 1.578931902 +LINC00884 1.578897281 +MKRN3-AS1 1.578460219 +WDR75 1.578447616 +RPS7P7 1.578380922 +ST8SIA5 1.578007356 +MIR5684 1.577597755 +PSG5 1.577584175 +HLA-Z 1.577293855 +RORA-AS1 1.57727766 +ERVV-2 1.577258791 +CEP72 1.577205601 +PRDX3P2 1.576965654 +LINC00323 1.576841354 +BRWD3 1.576525534 +GYG2 1.576290187 +MIR3651 1.57618901 +RNU2-36P 1.575461608 +MTND5P20 1.575461608 +RN7SL254P 1.575461608 +RNU6-1282P 1.575461608 +SNORA50A 1.575461608 +SCG3 1.575379753 +CENPW 1.57534187 +MTND2P11 1.57529027 +LINC02532 1.575060178 +CPD 1.574930547 +STATH 1.574785619 +ERI3-IT1 1.574748407 +LINC02276 1.574636972 +TRAJ35 1.574519254 +RNU6-314P 1.574519254 +E2F3 1.574512863 +OR7E62P 1.574391529 +FAF2P1 1.574351075 +DUSP23 1.574312206 +LINC01235 1.574181234 +TUBG1P 1.574088609 +TP53TG3HP 1.573664981 +SNORA2A 1.573113472 +PAQR3 1.573068668 +ECE2 1.573066345 +DCUN1D5 1.573028192 +RPS20P31 1.572885147 +RN7SL767P 1.572805109 +LINC02515 1.572501622 +PTPN2P2 1.572069275 +IL24 1.571950858 +LINC01213 1.57188193 +RPL26P19 1.571812397 +PSG7 1.571576026 +MIMT1 1.571350758 +UQCC2 1.571255726 +RPL36AP51 1.571178883 +RNU6-948P 1.57112847 +RNU7-124P 1.57089784 +APOBEC3B 1.570867492 +SNRPGP10 1.57054991 +MAFA-AS1 1.570532236 +RNU1-136P 1.570499312 +DDX39B 1.5704871 +C5orf42 1.570320345 +GPR82 1.570316131 +HIST1H3A 1.570314451 +MAGEB6 1.570113045 +RNU4-31P 1.57009881 +SNX18P2 1.57009881 +POU5F1P5 1.57009881 +MAGEA9B 1.570095534 +MTND5P15 1.570066985 +PRDM12 1.570002034 +RASSF10 1.569911312 +OR2D3 1.569855789 +SAR1AP2 1.569855789 +RPL35AP24 1.569855789 +RNU4-85P 1.569827562 +LARS2-AS1 1.569730104 +FCRLA 1.569670944 +PCDHA4 1.569562463 +PAK1 1.569420604 +SNORD101 1.56900205 +CAPN5 1.568431731 +RAB5CP1 1.568335519 +HNRNPA1P29 1.568159578 +RNU6-999P 1.567945871 +RNU6-1188P 1.567845141 +RNU2-61P 1.567845141 +RNU6-1199P 1.567845141 +KCNMA1-AS2 1.567845141 +OR52T1P 1.567845141 +MTCO3P15 1.567845141 +CTHRC1P1 1.567845141 +RNA5SP506 1.567845141 +C1QBPP2 1.567685834 +AKR7A2P1 1.566830819 +PPIAP8 1.566603596 +RPL12P10 1.566551023 +EPCAM 1.566026775 +RNF216-IT1 1.565598779 +UBXN10-AS1 1.565330453 +LINC02363 1.565142992 +CREG2 1.565110363 +IGKV5-2 1.565104588 +LINC01315 1.564954544 +STX16-NPEPL1 1.564862686 +CCDC110 1.564145509 +SPRR3 1.564047758 +ATP5MGP4 1.563788438 +ANKRD33B-AS1 1.563788438 +SNX18P26 1.563058088 +MEST 1.562774585 +PGGHG 1.562195677 +PATE2 1.562106159 +THAP12P8 1.56188898 +LINC02440 1.561813808 +DIAPH2-AS1 1.561225931 +MAGOHB 1.561225393 +LBP 1.560911654 +HIST4H4 1.560786177 +RN7SKP163 1.560675597 +PHBP7 1.560666106 +NPIPB13 1.560612873 +LAMTOR5-AS1 1.560603888 +BFSP2 1.56055633 +PAXBP1 1.560512677 +COX6CP14 1.560480189 +RN7SKP55 1.560408733 +RPL23AP36 1.560408733 +RNU6-418P 1.559993031 +SEC24D 1.559905054 +RNY3P13 1.559871177 +RNU6-128P 1.559871177 +RNU6-603P 1.559871177 +YBX1P8 1.559871177 +LINC01375 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1.446090201 +PSMD8P1 1.445909556 +RNU6-554P 1.445899929 +RNU6-606P 1.445791011 +MPZ 1.445723642 +B4GALT2 1.44550706 +RN7SKP272 1.445451375 +SNORD90 1.445407785 +MRPS33P2 1.445407785 +RPS11P5 1.445246685 +KREMEN2 1.445223429 +GPSM2 1.444908382 +LINC01693 1.444884418 +KIF2A 1.44470853 +PNPT1P1 1.444525921 +GPR151 1.444487874 +RNA5SP386 1.444487874 +FAM169A 1.444200172 +IQCB2P 1.44410425 +LINC01238 1.444067072 +FLNC-AS1 1.444002988 +PPIAP87 1.443909511 +LINC02294 1.443774436 +DLX2-AS1 1.443517316 +LINC01192 1.443517316 +LINC00519 1.443494297 +CD79A 1.443490957 +RNA5SP174 1.443470218 +DSCAM-IT1 1.443470218 +RN7SKP287 1.443341319 +RNU6-335P 1.442763071 +RN7SL594P 1.442763071 +HTR5BP 1.442671268 +C16orf92 1.442503662 +RPS3AP44 1.442216333 +ACTG1P20 1.442026957 +NUP210L 1.44193364 +HIST3H2A 1.441914957 +ZNF117 1.441896456 +RFWD3 1.441875744 +AKR1C6P 1.441834709 +TRAV40 1.441828859 +RN7SL784P 1.441806698 +SNORA3B 1.441512568 +EFL1P2 1.44122292 +TMSB10P1 1.441133612 +PLUT 1.441053568 +MIR4783 1.441053568 +LINC02565 1.441053568 +DGUOK-AS1 1.440647412 +DDX18P3 1.439769151 +PHTF2 1.439492992 +RN7SL118P 1.439358926 +MKRN3 1.43933431 +OR52P1P 1.439207099 +RNU6-975P 1.439177107 +IGLVIVOR22-2 1.439177107 +C2orf70 1.43893119 +MCM7 1.438889441 +GAPDHP68 1.438443991 +RPS15AP38 1.438366669 +OR1L6 1.438264854 +OR5BB1P 1.438264854 +RNU4-16P 1.438264854 +RNU6-260P 1.438264854 +SNORD38C 1.438264854 +MIR548Q 1.438264854 +RNU2-64P 1.438264854 +RNU7-50P 1.438264854 +MTCO2P29 1.438264854 +RN7SL308P 1.438264854 +ATP6V1G1P6 1.438264854 +LINC02514 1.438264854 +RNA5SP227 1.438264854 +MIR5692A1 1.438264854 +SPINK14 1.437937254 +CSMD2-AS1 1.437432879 +SNORD105B 1.437432879 +SCARNA21B 1.437432879 +LINC01574 1.437412689 +OR7E128P 1.43685345 +ARF1P1 1.436634315 +E2F6P4 1.436544403 +KIF24 1.436286392 +GLYATL1 1.436077594 +RASL10B 1.435896777 +ZNF841 1.435596994 +LRRD1 1.435558904 +RPL36AP41 1.435501627 +NASP 1.43549759 +DNAJB3 1.435150222 +CFL1P6 1.434989619 +EIF1AX-AS1 1.434937536 +SLC16A1-AS1 1.434885779 +KRT9 1.434874879 +UBE2V2P3 1.43440718 +MUC4 1.434202647 +RN7SKP237 1.434129535 +MTND5P25 1.434127364 +NPPA 1.43344203 +RPS3AP38 1.433013758 +SNRPG 1.432930724 +UBTFL8 1.432921016 +GREB1 1.432819893 +ARL5AP2 1.432331435 +RNU7-43P 1.432331435 +RNU6-9 1.432118645 +RPL36AP10 1.432118645 +TEX11 1.43187021 +ACP7 1.431619266 +SV2A 1.431485474 +RPS2P41 1.43142981 +THNSL1 1.431352191 +C5orf58 1.431317438 +HMGN1P20 1.431280108 +RNU6-1152P 1.430519157 +DNAJC19P8 1.430004675 +BMP7-AS1 1.42997585 +SNORA80D 1.429667499 +SLC7A3 1.42929975 +ARHGEF38-IT1 1.429274671 +SNRPFP2 1.42879551 +PPP1R35 1.428592135 +TRPC7 1.428569777 +CNN2P12 1.428504164 +HOXD3 1.428502545 +RNF183 1.428352696 +HMGB1P14 1.428351589 +REG3G 1.428251629 +KRT18P32 1.428251629 +LINC02443 1.428020185 +NIFKP6 1.428020185 +CCDC83 1.42799845 +RNA5SP385 1.427956029 +USP49 1.427924315 +LINC01411 1.427697929 +LINC00337 1.427675 +RN7SL265P 1.427650329 +FAM217A 1.427604071 +RNA5SP179 1.427554889 +TMEM251P1 1.427553855 +TAF2 1.42751508 +TRIB3 1.42733282 +RPS3P7 1.427332123 +ERVV-1 1.427150856 +RPL7L1P3 1.427023054 +ROPN1 1.426818151 +LINC01097 1.426316956 +PRDX3P1 1.426224149 +PDGFRL 1.426217058 +RBL1 1.426051905 +MTND5P32 1.426004635 +PRAMEF20 1.425360255 +LINC00052 1.425360255 +BOLA2P3 1.425134218 +LINC01633 1.425033632 +DNM3OS 1.424833466 +RN7SL128P 1.42476643 +BTF3P8 1.424667892 +PRMT5-AS1 1.424601816 +TDRD15 1.424282477 +HMGB3P2 1.424267042 +RN7SL239P 1.424229275 +SNRPGP2 1.424162528 +RNU6-1149P 1.423929806 +SLC7A14 1.423926555 +PAIP1P1 1.4238735 +FAM25E 1.423837888 +IGKV3D-20 1.42309586 +C9orf131 1.423056953 +XPO5 1.422886442 +SDCBPP1 1.422880474 +RPL35P3 1.422560388 +OR5AN1 1.42254391 +RNU6-79P 1.42254391 +RNY1P10 1.42254391 +RNU1-83P 1.42254391 +RNU6-879P 1.42254391 +RN7SKP189 1.42254391 +SLC10A5P1 1.42254391 +RNU6-83P 1.42254391 +RNU6-1275P 1.42254391 +DNAJC19P6 1.42254391 +MIR1200 1.42254391 +RN7SKP266 1.42254391 +RNA5SP237 1.42254391 +RNU6-141P 1.42254391 +RNU6-177P 1.42254391 +RPS26P42 1.42254391 +RN7SL65P 1.42254391 +RNU7-175P 1.42254391 +LZTS1-AS1 1.42254391 +NMNAT1P1 1.42254391 +MIR4774 1.42254391 +ADAD1P2 1.42254391 +RNU7-10P 1.42254391 +MRPS17P5 1.42254391 +SAP30L-AS1 1.422443727 +SUMO1P3 1.42227704 +AMD1P4 1.422177561 +MIR5194 1.421950352 +BOLA3 1.421904709 +PMS1 1.421842161 +SLC16A1 1.421801175 +MRPL35P3 1.421750363 +OR52B2 1.421534967 +MIR4525 1.421534967 +GTF2IP5 1.421484633 +ZNF267 1.421405883 +HELB 1.421365901 +AGGF1P2 1.421240843 +UGT2B15 1.420842776 +GCSH 1.420804001 +RPSAP32 1.420481255 +RNU6-1250P 1.420455068 +VN1R96P 1.420455068 +MIR8064 1.420455068 +RPS24P18 1.420407867 +RPL10P18 1.420407867 +RNU6-429P 1.420222884 +MTND5P31 1.420222884 +MIR194-1 1.420186084 +COL18A1-AS2 1.420186084 +FANCL 1.420159046 +SNORD116-23 1.41991617 +PLCXD2-AS1 1.41991617 +ANKRD26 1.419835306 +LINC02334 1.4196832 +RNU6-315P 1.41966569 +RN7SL827P 1.419064845 +RPL23AP20 1.418690735 +RNU6ATAC3P 1.418647085 +IGLV3-4 1.418647085 +RN7SL591P 1.418647085 +IGHVIII-38-1 1.418491979 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1.145115808 +KIAA1257 1.144936735 +MIR4766 1.14477792 +EGFR-AS1 1.144759761 +RNU6-430P 1.144728269 +RN7SL736P 1.144671794 +BEST2 1.144418467 +RPS29P14 1.144377438 +C9orf50 1.144245577 +LINC02026 1.144213445 +PFDN2 1.144209135 +COL4A2-AS2 1.144201151 +LCLAT1 1.143986726 +C14orf37 1.1439741 +NT5C3A 1.143696848 +PRAMEF2 1.143257308 +CHORDC2P 1.143257308 +RBMS3-AS1 1.143190504 +OR7E39P 1.142932335 +SPTA1 1.142784743 +SNRNP25 1.142667606 +LINC02186 1.142665809 +YEATS2-AS1 1.142626567 +AP1G2 1.142619873 +CALHM6 1.142582396 +SMPD5 1.142125926 +KRT40 1.141923706 +DISP3 1.141912801 +CR2 1.14183822 +SCGB1D2 1.14169517 +NUDCD1 1.141262387 +RNU6-828P 1.141007309 +TRIM49 1.140958718 +RTP1 1.140958718 +IGKV1D-22 1.140958718 +KRT3 1.140949952 +RPL9P3 1.140649239 +RN7SKP208 1.140612544 +RNU6-669P 1.140612544 +PSG2 1.140612544 +RN7SL314P 1.140612544 +IARS2P1 1.140612544 +MIR6876 1.140612544 +PGAM1P6 1.140426149 +BSN 1.140187334 +OR7E102P 1.140129348 +SNORD14A 1.140025126 +DNAJC6 1.140006714 +RNY1P12 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1.137275129 +TUB-AS1 1.137275129 +SNX18P5 1.137275129 +OR2AG1 1.137275129 +NF1P9 1.137275129 +UPK2 1.137252467 +KDM5C-IT1 1.137201001 +IARS 1.137163334 +MPTX1 1.137029954 +ELOCP20 1.137029954 +YBX1P5 1.137029954 +FRG2IP 1.137029954 +GNG13 1.136911675 +HMGB1P11 1.136872015 +CLDN20 1.136754707 +NLRP13 1.136574165 +MIR153-1 1.136574165 +CEACAMP5 1.136574165 +CAMTA1-IT1 1.136574165 +MED15P8 1.136574165 +HSPA8P13 1.136574165 +PDLIM1P3 1.136574165 +NF1P1 1.136574165 +LINC01620 1.136419091 +RNU1-8P 1.136419091 +SNORD66 1.136419091 +RN7SKP114 1.136419091 +RNU2-20P 1.136419091 +GTF2IP2 1.136419091 +LINC01517 1.136419091 +TMEM161BP1 1.136419091 +LINC01904 1.136419091 +ZNF720P1 1.136419091 +MIR5698 1.136419091 +LINC01044 1.136415512 +LINC00837 1.136415512 +GTPBP10 1.136216461 +PRDX2P4 1.136211814 +DRD4 1.136189118 +IFNA5 1.13594101 +TRBV5-7 1.13594101 +MED6P1 1.13594101 +RN7SL792P 1.13594101 +MTND1P5 1.13594101 +MIR4794 1.13594101 +MIR6762 1.13594101 +RPS29P32 1.13594101 +HSPA8P15 1.135802353 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1.131217344 +LYPLA1P3 1.131131473 +LGALS7 1.131009633 +MAP7D2 1.130996456 +FRGCA 1.130788904 +GSTA8P 1.130412035 +ZBTB37 1.130393804 +BNIP3P17 1.130130494 +PSG3 1.12985402 +REEP2 1.129426899 +ASB16 1.129389585 +CAPN6 1.129353163 +PTGES3P2 1.129289066 +RN7SL558P 1.129247839 +ABCA4 1.128927825 +SLC44A3-AS1 1.128887842 +RPL7P57 1.128882279 +GAPDH 1.12882805 +MRPS10 1.128660128 +COL15A1 1.128636808 +RPS26P47 1.128538916 +GLYCTK-AS1 1.128477648 +RPL18AP2 1.128454349 +MT-TL1 1.128401159 +OR52W1 1.128136669 +LINC02177 1.127960058 +SSR4 1.127363622 +ZBTB46-AS1 1.127048577 +C11orf98 1.126760974 +LSM7 1.12667766 +C2CD4B 1.126544108 +CRACR2A 1.126360161 +IGHV3-65 1.1262686 +KRTAP5-9 1.126008162 +TIPIN 1.125933152 +SMC4 1.125523099 +PIM2 1.12531417 +LMAN1 1.125148187 +GAPDHP58 1.124934394 +MLIP-IT1 1.124896421 +NLGN2 1.124697793 +GAPDHP15 1.124603168 +MMP14 1.124556911 +IGHV3OR16-7 1.124404339 +RN7SL16P 1.124131624 +PAQR4 1.123955328 +KIF28P 1.123710882 +TPT1P12 1.123611709 +ADAM3B 1.123426807 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1.092381738 +DNMT3A 1.092217836 +LGALS9B 1.092199663 +RPL7P51 1.092025497 +WASF3-AS1 1.091893819 +KCNIP3 1.091813948 +ETF1P1 1.091664892 +NCBP1 1.091120371 +COL5A3 1.091086206 +PLET1 1.09093075 +PHBP2 1.090824568 +TRAJ16 1.090645146 +RPS2P1 1.090384334 +IDH2-DT 1.089983553 +TRAJ31 1.089824869 +MTERF3 1.089462676 +LINC01704 1.089456022 +OR7E38P 1.089322656 +RPL12P1 1.089046254 +TTC14 1.089038369 +UQCC1 1.089026049 +SMPDL3B 1.088333606 +PPP2R3B 1.088276344 +ASS1P7 1.087978935 +MEI4 1.087786746 +HSPD1P4 1.087773531 +LINC01603 1.087566164 +TBRG4 1.087420114 +MIR548AT 1.087314915 +DDX10P1 1.087086748 +HYOU1 1.086775323 +SLC10A1 1.086753102 +RN7SKP248 1.086719932 +SNORD116-6 1.086665094 +ZBED6CL 1.086642285 +CCDC179 1.086610433 +ARHGAP31-AS1 1.08624066 +MT1P1 1.086105546 +SERHL2 1.085967064 +B3GAT3 1.08565844 +SF3A3P2 1.085586557 +LINC01805 1.085276882 +BNIP3P1 1.08521625 +PTGES3L-AARSD1 1.085060597 +HNRNPA1P34 1.084731428 +RN7SL230P 1.084545768 +POLR1C 1.084377434 +HNRNPA1P36 1.083948595 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1.075443159 +PACSIN1 1.075442136 +IGHV3-13 1.074815998 +TARS2 1.074676922 +IMPG2 1.074641603 +LYPLA1 1.074529642 +RPL12P12 1.074192801 +RPL22P19 1.073989972 +NIT2 1.073748847 +INTS7 1.073722733 +LINC01269 1.073165592 +SPTY2D1OS 1.073029305 +LRRC37A6P 1.072813409 +SLC45A2 1.072309583 +TBL1XR1 1.071777798 +MIR3942 1.07151848 +ABCB9 1.071504753 +PIGW 1.071398214 +RPS4XP21 1.071369477 +MIR623 1.071309189 +CRIPT 1.07126684 +MRE11 1.071093532 +GXYLT2 1.071073255 +HBQ1 1.070921567 +ARL4C 1.070422667 +WASHC5-AS1 1.070018486 +RNU4-48P 1.069757748 +HMGB3P4 1.069707045 +KRT18P5 1.069687689 +CCL7 1.069523166 +RPL23AP69 1.069509343 +RPS13P2 1.068927393 +RNA5SP187 1.068487012 +KRT5 1.068447754 +DENND5B-AS1 1.068440784 +KLF7-IT1 1.068236004 +GLS 1.067885915 +P3H1 1.067762853 +MRPL15 1.067689517 +RPL19P21 1.067420394 +PCDHB11 1.067336496 +PERP 1.067241982 +GGT4P 1.067070673 +MRPL12 1.067015514 +FKBP4 1.066840814 +LIMS1-AS1 1.066778336 +C3orf35 1.066778331 +SUB1 1.066485451 +CCNO 1.066324215 +GGNBP1 1.066311409 +CBX4 1.066251662 +CARMN 1.066104763 +AGAP7P 1.066036459 +TDRKH 1.065745332 +RNU2-28P 1.065734757 +SNRPEP2 1.065643682 +FOSL1P1 1.065614834 +LGALS8-AS1 1.065590886 +ZNF322P1 1.065404247 +RNF151 1.065375627 +GUSBP3 1.065374531 +LINC00662 1.065325367 +INHBB 1.065302844 +ATP5MFP5 1.06453417 +LINC00174 1.064511305 +OLFML2B 1.064477358 +LINC00173 1.064449156 +STRCP1 1.064410528 +RPL36A 1.063590224 +NBAT1 1.063516322 +HM13-IT1 1.063383135 +RPL4P5 1.062421361 +RNU6-577P 1.062162608 +H2AFZ 1.06174892 +GAPDHP38 1.061639041 +CMC2 1.061437968 +MTCYBP34 1.060933748 +LINC01786 1.060472336 +CBR3 1.060440799 +MIR2052HG 1.060269093 +MIR4265 1.060152465 +SERPINH1 1.059840186 +LINC01347 1.059691777 +SINHCAF 1.059557526 +RPL7L1P9 1.05922892 +GP6 1.058863286 +VTCN1 1.05867005 +KCNH4 1.058510804 +EFNA5 1.05844114 +UNC79 1.05816991 +HMMR-AS1 1.057925046 +H3F3AP2 1.057582841 +ZNF587B 1.057503524 +HIGD1C 1.057121868 +MTMR4 1.056785407 +ITIH4 1.056510168 +METTL4 1.05620931 +DYNLL1P2 1.05619635 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1.047502963 +RPL35AP35 1.047502963 +RPS26P43 1.047502963 +TMEM223 1.047379827 +CCDC24 1.047317529 +KLRC3 1.047196392 +NME2P1 1.047180338 +P3H3 1.046966075 +CCER2 1.046932228 +MIR4644 1.04649233 +SNHG15 1.046474456 +CYP2C19 1.046378387 +RNU6-1153P 1.046297089 +NXT1P1 1.045974369 +LINC01264 1.045974369 +RN7SL471P 1.045974369 +ZFHX2-AS1 1.045972553 +C4orf48 1.045964708 +RPL34P18 1.045799098 +NCBP2-AS1 1.045634265 +IQCA1-AS1 1.045501959 +HYPK 1.045225348 +FAM96AP2 1.044672416 +MIR4796 1.044649827 +RBM24 1.044441865 +ANKRD49 1.043982422 +ZNF157 1.043931104 +IGKV6-21 1.043904128 +GUSBP12 1.043785995 +LINC01854 1.043785995 +KRTAP6-3 1.043785995 +HMGN2P39 1.043785995 +PSG8-AS1 1.043785995 +OR2L6P 1.043785995 +GACAT1 1.043785995 +LINC02063 1.043785995 +IGKV1-32 1.043785995 +CT45A3 1.043785995 +SEPT7P9 1.043747251 +MRPS21 1.04354393 +KRT77 1.043326031 +NABP1 1.04331735 +LINC02015 1.043166676 +KIRREL1-IT1 1.043075604 +THOP1 1.042417455 +PPM1N 1.042232011 +CYSRT1 1.042135765 +ZNF681 1.04211849 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1.034017187 +MIR367 1.034017187 +RNA5SP26 1.034017187 +RNA5SP93 1.034017187 +RNA5SP119 1.034017187 +RNU6-862P 1.034017187 +SNORD114-19 1.034017187 +RNU1-21P 1.034017187 +RNU6-254P 1.034017187 +SNORD113-8 1.034017187 +RNA5-8SP2 1.034017187 +RN7SKP174 1.034017187 +RNU6-960P 1.034017187 +RNU6-461P 1.034017187 +RNU6-1305P 1.034017187 +RN7SKP171 1.034017187 +RNU4-41P 1.034017187 +RN7SKP246 1.034017187 +RNU6-219P 1.034017187 +RNY1P2 1.034017187 +SNORD114-3 1.034017187 +SNORD114-18 1.034017187 +RN7SKP204 1.034017187 +RN7SKP1 1.034017187 +RNU6-898P 1.034017187 +RNU6-425P 1.034017187 +RNU6-442P 1.034017187 +RNU6-723P 1.034017187 +RNU6-142P 1.034017187 +RNU6-787P 1.034017187 +RNU6-435P 1.034017187 +RNU6-1008P 1.034017187 +SNORD116-12 1.034017187 +RNU6-800P 1.034017187 +RNU6-1031P 1.034017187 +MIR586 1.034017187 +MIR30A 1.034017187 +MIR181B1 1.034017187 +TRGJ2 1.034017187 +TRAJ50 1.034017187 +TRAJ47 1.034017187 +MIR320C2 1.034017187 +RNU6-360P 1.034017187 +SNORD113-2 1.034017187 +RNU6-972P 1.034017187 +OR1X5P 1.034017187 +DHFRP6 1.034017187 +RNU6ATAC29P 1.034017187 +MIR1288 1.034017187 +RNU6ATAC34P 1.034017187 +RNA5SP95 1.034017187 +RNU6-855P 1.034017187 +RN7SKP86 1.034017187 +RN7SKP42 1.034017187 +RN7SKP207 1.034017187 +RNU2-18P 1.034017187 +RNU6-954P 1.034017187 +CHCHD2P5 1.034017187 +LINC01657 1.034017187 +FREM2-AS1 1.034017187 +NEK4P1 1.034017187 +MTCYBP31 1.034017187 +MTCO1P21 1.034017187 +QRSL1P2 1.034017187 +DNAJA1P6 1.034017187 +RPL31P20 1.034017187 +MTND2P15 1.034017187 +PSAT1P2 1.034017187 +MTATP6P29 1.034017187 +MTCO1P51 1.034017187 +MTCO1P8 1.034017187 +LINC01883 1.034017187 +LINC01525 1.034017187 +RNMTL1P2 1.034017187 +DMD-AS3 1.034017187 +OR2L9P 1.034017187 +NPAP1P6 1.034017187 +ATP6V0E1P3 1.034017187 +FMO8P 1.034017187 +RN7SKP210 1.034017187 +RNU7-55P 1.034017187 +OR9P1P 1.034017187 +RN7SL342P 1.034017187 +MTND1P16 1.034017187 +RN7SL692P 1.034017187 +RPL7P43 1.034017187 +RN7SL791P 1.034017187 +RN7SL188P 1.034017187 +RN7SL561P 1.034017187 +KCNAB1-AS1 1.034017187 +LINC00971 1.034017187 +MTCO3P35 1.034017187 +RN7SL218P 1.034017187 +RN7SL168P 1.034017187 +LINC02115 1.034017187 +NDUFB4P9 1.034017187 +CCDC37-AS1 1.034017187 +MFSD4BP1 1.034017187 +HIGD1AP13 1.034017187 +SUMO2P5 1.034017187 +RNU4-57P 1.034017187 +MIR1343 1.034017187 +RNU6-615P 1.034017187 +SNORD116-27 1.034017187 +RNU6-693P 1.034017187 +RNU6-277P 1.034017187 +RNA5SP134 1.034017187 +RNU6-506P 1.034017187 +RNU6-719P 1.034017187 +RNU4ATAC3P 1.034017187 +RNU6-897P 1.034017187 +RNU7-35P 1.034017187 +RNU7-128P 1.034017187 +RPL12P22 1.034017187 +SUMO2P18 1.034017187 +NATP 1.034017187 +IGHVII-74-1 1.034017187 +LINC01499 1.034017187 +MRPS6P4 1.034017187 +MTND1P24 1.034017187 +MTND2P17 1.034017187 +LINC01491 1.034017187 +LINC02179 1.034017187 +MIR4753 1.034017187 +MIR5586 1.034017187 +MIR3165 1.034017187 +RN7SL457P 1.034017187 +MIR4316 1.034017187 +MIR4799 1.034017187 +MIR3183 1.034017187 +MIR3173 1.034017187 +MIR4504 1.034017187 +MIR4718 1.034017187 +MIR4459 1.034017187 +MIR4308 1.034017187 +BNIP3P3 1.034017187 +RN7SL375P 1.034017187 +MIR4735 1.034017187 +MIR4282 1.034017187 +RN7SL804P 1.034017187 +MIR4259 1.034017187 +DIMT1P1 1.034017187 +OR8S21P 1.034017187 +MIR6504 1.034017187 +RN7SL322P 1.034017187 +LINC00836 1.034017187 +GIPR 1.03379578 +PIGU 1.033367402 +ARF4P2 1.033041182 +EIF1AXP1 1.032877288 +DNAJB11 1.032854368 +RAX 1.032333152 +MIR4312 1.032255854 +BYSL 1.03218103 +EIF2S2P4 1.032158109 +CHRM3-AS2 1.031929696 +PRSS45 1.031871291 +PIP5KL1 1.031846287 +IQCB1 1.0315018 +PCNPP5 1.031437256 +NCOA4P3 1.0312885 +IGLV1-44 1.031212433 +PNLIPRP3 1.030963161 +OXLD1 1.030918381 +RPL12P9 1.03054128 +ANAPC11 1.030466714 +TOMM20P2 1.030454205 +TSPAN33 1.030434086 +CD2AP 1.030369631 +NXPE1 1.030112887 +ZNF251 1.029847126 +IGLL1 1.029703345 +CSRP3 1.029662549 +ALB 1.029614578 +RPS3AP4 1.029300874 +LINC02397 1.028764924 +BCAP31P2 1.028724963 +RPS27AP16 1.028674438 +MTND1P34 1.02867184 +RANBP1 1.028402976 +FTCD 1.028312453 +OR51H1 1.028227451 +RNA5SP263 1.028227451 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1.004200756 +RNU7-71P 1.004200756 +NAA10 1.004045208 +EFCAB8 1.003961139 +LINC01473 1.00380062 +B3GAT3P1 1.003783087 +RNU6-450P 1.003694632 +SRSF11 1.003460936 +UNC5B-AS1 1.00330191 +ALOXE3 1.003098037 +MRPL9 1.002601618 +ZNF625 1.002377387 +SNAP91 1.002374968 +LINC01364 1.00234934 +LINC02361 1.002328674 +TDGF1 1.00218159 +PPID 1.002179748 +USP32P3 1.00207689 +VN1R11P 1.002055164 +ANO7L1 1.001968565 +RNU6-968P 1.001617664 +DHRS11 1.001510167 +RPL13AP6 1.001226623 +LINC01106 1.001210806 +ACCS 1.00119616 +GLRA1 1.001195986 +GPR152 1.001051343 +KLF3P1 1.000904991 +IGHV2-70D 1.000621281 +FCF1P7 1.00055921 +LINC00567 1.000519805 +ABCA11P 1.000453919 +RPL7AP6 1.000203432 +LINC01606 1.000194951 +RPRML 0.999840348 +ABCC11 0.999808974 +SPINK5 0.999675499 +CARD17 0.999397322 +TPRKB 0.999388276 +PFN4 0.999326484 +TERC 0.999185082 +PYGO2 0.999014779 +PPIAP21 0.998945269 +MMP9 0.998472007 +CYP2B6 0.998277158 +MSLN 0.998093158 +KRT32 0.998072689 +SPCS2P1 0.997957667 +SNHG26 0.997895647 +RPS8P3 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0.966238712 +FDPSP8 0.966081033 +TUBA8 0.96607943 +TTC32 0.966052504 +PRTFDC1 0.965994788 +RBMXP2 0.965900995 +PGF 0.965866078 +PRPS2 0.965730343 +TYRO3P 0.965724119 +RPL23AP31 0.965715378 +KRT39 0.965689196 +ZBED6 0.965460485 +RPSAP76 0.965445476 +CHPF2 0.965075726 +DDX47 0.964868554 +RPS29P19 0.964805845 +GTF2H4 0.964591597 +RPL7AP53 0.964297446 +ERLEC1 0.964294598 +GACAT2 0.964258278 +MAPT 0.964018314 +MARK2P9 0.963824353 +LHB 0.963778898 +RPL31P52 0.963758894 +C9orf139 0.963721651 +LINC01843 0.963550639 +RPL7AP30 0.963078912 +RPL30P4 0.962953959 +RNU6-307P 0.962849259 +RNU2-46P 0.962777541 +TNFSF4 0.962486883 +MIR1266 0.962456967 +DIO1 0.962408203 +MIR1913 0.962228292 +ZNF469 0.961426131 +RNU6-1053P 0.961222269 +RHNO1 0.961122032 +LINC02102 0.961064201 +RPL7P60 0.960872653 +CAD 0.960670424 +HNRNPA1P16 0.960611908 +NSUN2 0.960456425 +RN7SL391P 0.960428703 +LSM4 0.960133166 +SNORD124 0.960067694 +SLC39A4 0.960007932 +SLX1A-SULT1A3 0.959885582 +PLA2G10 0.959878727 +B3GNT10 0.959631823 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0.68180554 +GSS 0.681768774 +STT3A 0.681762243 +MIR4482 0.681722195 +PDCD5P2 0.681505524 +SEC24B-AS1 0.6814424 +LINC00235 0.681439588 +GCNA 0.681255103 +CPSF3 0.681248468 +MRPL47 0.681088515 +TPTE2P5 0.680910775 +OR14K1 0.680600715 +GRTP1-AS1 0.680501691 +KRT75 0.680469317 +EMC9 0.680180638 +EAF1-AS1 0.679979426 +RNU7-3P 0.679457056 +MIR1827 0.679287908 +PRELID3BP7 0.679287908 +NDUFA5P2 0.679287908 +SMS 0.679050387 +OR52D1 0.678982707 +PXDN 0.678598256 +RPL34P31 0.678523775 +OR52V1P 0.678431895 +PCDHB13 0.678070584 +ZNF410 0.677830679 +SLC4A1APP1 0.677622454 +DYNLT3P2 0.677462523 +FAM90A25P 0.67739519 +ZNF530 0.677238868 +FAM156B 0.677195427 +SCML2 0.677039326 +RPS8P6 0.676964137 +SHISAL2A 0.676919628 +TMEM201 0.676724729 +DPY30 0.676702358 +OR2R1P 0.676681715 +RPS4XP13 0.676392499 +RPL41P1 0.676357784 +MIR1276 0.676340786 +BCLAF1P1 0.676243703 +CRIP1P2 0.676023309 +MRO 0.675955988 +C5orf47 0.675938986 +IGKV3D-7 0.675874172 +PC 0.67567174 +PARS2 0.675615786 +NUBP2 0.675360714 +NHP2 0.675348683 +REG4 0.675216613 +MT1HL1 0.674953451 +LILRP2 0.674869735 +RNU6ATAC24P 0.674752266 +RPL37AP1 0.674377679 +MILR1 0.674330522 +RPL23AP6 0.674139751 +DIAPH3 0.674114648 +LINC02082 0.674041799 +RHOQP1 0.673882726 +SLC10A4 0.673825059 +LINC01422 0.673795982 +ZNF558 0.673776939 +ZNF84 0.673676041 +RNY3P1 0.673475313 +C2orf76 0.673199825 +RNU6-770P 0.673191263 +PPIL3 0.673103139 +RPL32P34 0.672941213 +LINC01641 0.672920494 +ZNF706 0.672763891 +SLC27A2 0.672432765 +PLAUR 0.672200706 +SRGAP3 0.672142547 +ZNF28 0.67206643 +RPL39P18 0.671833373 +CDC123 0.67165954 +RNU6-858P 0.671635538 +PGAM1P7 0.671550634 +TMCO1 0.671074173 +IFIT1P1 0.670979885 +PARP2 0.670961226 +TGDS 0.670854178 +CBWD3 0.670736498 +FBXW4P1 0.670190783 +ZNF252P 0.669966372 +NUTM2A-AS1 0.66995478 +ALDOA 0.669913668 +RN7SL277P 0.669856361 +RPL7P4 0.66982683 +KRTAP5-AS1 0.669789881 +THOC6 0.669713376 +ASPG 0.669532022 +GTF2H3 0.669344017 +ANAPC4 0.669309227 +DNAJC25 0.669269999 +VAV2 0.669269526 +HNRNPC 0.669250338 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0.64485643 +SLC25A6P4 0.644763466 +RNA5SP383 0.644634455 +HSPE1P3 0.644581483 +UBOX5-AS1 0.644532398 +ANKRA2 0.64434309 +LINC00958 0.644279082 +ANKMY1 0.644243129 +IPO9-AS1 0.644140678 +PIANP 0.64408702 +TAB3P1 0.644056242 +MIR670HG 0.644042711 +CPSF1 0.643696398 +METTL2B 0.643282119 +OTOF 0.643252154 +RPSAP47 0.643243528 +GPR141 0.643100143 +SNHG17 0.643093214 +ARSEP1 0.643091414 +RPS24P17 0.642834421 +RPL5P5 0.642817856 +APLP1 0.64279478 +IGHV2-5 0.64266455 +UBR5 0.642636048 +RN7SL246P 0.642551891 +MTRNR2L8 0.642507862 +ZNF717 0.642506012 +RN7SL11P 0.642499627 +RPL5P30 0.642381581 +TIMM9 0.64215271 +SUSD4 0.642104514 +PRICKLE2-AS1 0.641926125 +FHP1 0.641825473 +RPSAP43 0.641813143 +CXorf40B 0.641797733 +METTL15P1 0.64173439 +ZNF727 0.641664591 +RNU6-653P 0.64159915 +BMS1P1 0.641439154 +TRAV9-2 0.641422132 +GTF2H2C 0.641328784 +VPS33B-DT 0.64126739 +OLA1 0.641237955 +AUP1 0.641090671 +C6orf136 0.64103177 +PPP1R3G 0.640999081 +SRP54 0.640969248 +TROVE2 0.640936611 +ZNF862 0.640682401 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0.628369202 +HMGN2P30 0.628290905 +BNIP3P29 0.628176294 +USP32P1 0.62787149 +KRT7-AS 0.627765484 +SLC35G6 0.627611905 +GAGE10 0.627528356 +CCL11 0.627313882 +RBMX 0.62715282 +RABGGTB 0.627047148 +FHOD3 0.626758472 +GSX2 0.626610585 +POLR2J2 0.626550276 +RPL17P50 0.626325635 +RUVBL2 0.626286349 +EIF6 0.626270398 +COL16A1 0.62613311 +HPN-AS1 0.626042663 +MACROD2-AS1 0.626030604 +CTAGE5 0.625818901 +ELMOD2 0.62574255 +SMIM24 0.625564369 +CCDC187 0.625543598 +ABCB10P1 0.625442162 +ATP2A2 0.625364495 +ZNF511 0.625344346 +RNU7-125P 0.625266908 +GGN 0.625262565 +RLIM 0.625259598 +DUS3L 0.625258588 +RNU6-1026P 0.625241673 +RPEP1 0.625241673 +AARS2 0.625130594 +NABP2 0.624971353 +MRPS25 0.624938924 +METTL3 0.62482811 +ABCC10 0.624755372 +PMS2P3 0.624662171 +TMED3 0.624303405 +IMPDH1P10 0.624143094 +AFDN-DT 0.623981129 +RNU6ATAC10P 0.623977522 +IGFBP6 0.623703949 +ATIC 0.623578072 +C22orf42 0.623183794 +FBXO46 0.622705131 +CPEB1-AS1 0.622688419 +CCT5P2 0.622644074 +ZNF888 0.622434441 +COX5B 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0.613313372 +FANK1 0.613144177 +SMOC2 0.612924311 +RGS1 0.612656662 +CLEC4G 0.612635107 +LINC01431 0.612634692 +CISD1 0.612403844 +AADACP1 0.612332581 +UGGT2 0.61210401 +SNRPD2 0.611994078 +GFER 0.611540287 +PMS2CL 0.611379227 +RPL7AP66 0.61135686 +SIKE1 0.611317244 +RHD 0.611006686 +PTMAP8 0.61071152 +COMMD5 0.610620053 +ROMO1 0.61041126 +CFAP58-AS1 0.610373184 +SLBP 0.610362324 +RN7SL333P 0.610086762 +MOCS3 0.609931619 +RNU6-237P 0.609844637 +E4F1 0.609726202 +PTCD3 0.609679471 +USP10 0.609632537 +RPL23P8 0.609581346 +RPL9P29 0.60956581 +LRGUK 0.609459602 +PLA2G2A 0.609186825 +RPL12P4 0.60868588 +ZNF517 0.608622018 +MIR3649 0.608613426 +RNU6-437P 0.608552623 +LRRC37A3 0.608263584 +NBEAP1 0.608095631 +MT-TT 0.608009096 +FAM86C2P 0.607907124 +IGHV3-47 0.607740234 +TMEM218 0.607402976 +CD164L2 0.607373206 +VN1R42P 0.607370633 +C19orf73 0.607309632 +TUBG1 0.607245727 +CBWD5 0.607238983 +CNIH4 0.607235216 +PRIMPOL 0.607162159 +ZNF761 0.607109551 +IGHV3-43 0.607006177 +DLSTP1 0.606983214 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0.526401968 +DZIP3 0.52639571 +NDUFA7 0.526331283 +EIF5AP4 0.526321346 +SSSCA1 0.526196376 +SLC35B4 0.526051781 +WDR70 0.52596698 +UGGT1 0.525774504 +TTLL10 0.525766826 +RNU6-744P 0.525753048 +GPS2 0.525752743 +ABHD3 0.52573989 +GGTA2P 0.525439241 +ZNF226 0.525244514 +LINC00384 0.525106441 +ARMC2-AS1 0.52503154 +NAP1L4P3 0.525010442 +SIVA1 0.524887984 +KAZN-AS1 0.524776307 +ERI3 0.524773584 +CLK2P1 0.524524742 +HTR3D 0.52439203 +OR7E145P 0.52439203 +MIR4423 0.52439203 +NIPSNAP1 0.524322066 +PCDHB10 0.52416834 +MIR3909 0.524093661 +MNAT1 0.523903837 +PDE6C 0.523884721 +MTND4LP14 0.52366136 +SLC35D1 0.523550491 +IGKV1OR22-5 0.523366716 +GDF9 0.523351245 +MYOT 0.523242437 +RPL4P2 0.523230723 +ANKRD18CP 0.523141569 +FKBP4P1 0.523106371 +TSNAX 0.523085142 +LINC02097 0.523048421 +ING1 0.5229928 +RN7SKP87 0.522461098 +CBWD4P 0.522283673 +ARL13A 0.522208293 +MTG2 0.52218746 +BMS1P16 0.52189159 +RNA5SP37 0.521850265 +MIR6784 0.521501127 +ZNF48 0.521430584 +FAM181B 0.52139738 +PRR18 0.521370616 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a/intro-pathway-analysis/README.md b/intro-pathway-analysis/README.md index b238c4b..6e6c2e6 100644 --- a/intro-pathway-analysis/README.md +++ b/intro-pathway-analysis/README.md @@ -1,5 +1,5 @@ # Pathway Analysis Online -[Link to wiki](https://github.com/gladstone-institutes/Bioinformatics-Workshops/wiki/Introduction-to-Pathway-Analysis-and-Visualization) +[Link to wiki](https://github.com/gladstone-institutes/Bioinformatics-Workshops/wiki/Introduction-to-Pathway-Analysis) ### Description of files