GSEA long time no response #659
Comments
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I notice you are using subset input for Especially regarding the last 2: are you sure that the inputs for Thus: what is the output from |
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Yes, I run a "subset" command for "genelogFC" to select the genes only in KEGG database. 40 hours ago, but the GSEA command still no response, and no errors. |
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Mmm, such long runtime is indeed not expected at all! How many gene sets are you analyzing? |
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Thank you very much! |
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For me the analysis takes just few seconds.... Note the warnings on ties and duplicate entries. The warning on ties means that in Also note that I set the significance cutoff at 1 (to make sure any result is obtained). |
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I reinstall the R (version 4.3.2) and clusterProfiler(4.10.0). But the issue is still exist! |
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To confirm: you copied/pasted my code above, and takes more than few seconds? Also, how long does the code take below that uses the included example data? Again, for me this is just a few seconds... elapsed is the time that is relevant |
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sorry, that was for the overrepresentation (ORA) function, not GSEA.... For KEGG-based GSEA it takes my computer ~14 seconds. |
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Yes, I run GSEA function, no result or any error output for a long time (more than 1 hour). no results or any errors output for more than 5 minutes. |
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Well, there is not much anymore I can come up with... other than that the issue seems to be specific to your system. Sorry. Some last suggestions: |
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Thanks very much for your patience. |
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Maybe you could try this on another computer, e.g. from a colleague? Anyway, please report back. |
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I tried GSEA in another computer, it taken my computer few seconds and then got the results. |
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Your question is strange and I can't figure out the reason. Please provide your sessionInfo() so I can see if there are any conflicts. |
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@huerqiang @guidohooiveld |
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Happy to hear you found the culprit! |
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Hmm, I am also having the same problem, but it is on a server and I cannot upgrade to a newer version of R than 4.2. I have been able to install devtools::install_github('YuLab-SMU/GOSemSim')
devtools::install_github('YuLab-SMU/clusterProfiler')
devtools::install_github('Bioconductor/BiocParallel')
devtools::install_github('ctlab/fgsea')But still it hangs forever. On a local installation with R/4.3.3 it works in minutes. The only cryptic error I get is after I cancel is 1: In preparePathwaysAndStats(pathways, stats, minSize, maxSize, gseaParam, :
There are ties in the preranked stats (1.93% of the list).
The order of those tied genes will be arbitrary, which may produce unexpected results.
2: In fgseaMultilevel(...) :
There were 8 pathways for which P-values were not calculated properly due to unbalanced (positive and negative) gene-level statistic values. For such pathways pval, padj, NES, log2err are set to NA. You can try to increase the value of the argument nPermSimple (for example set it nPermSimple = 10000)however I get this on the local machine when it runs successfully, as well as 3: In fgseaMultilevel(pathways = pathways, stats = stats, minSize = minSize, :
For some of the pathways the P-values were likely overestimated. For such pathways log2err is set to NA.When I try to exit R on the server it also gives me another error: Error while shutting down parallel: unable to terminate some child processesWhich makes me think it is maybe related r-lib/processx#236 ? > sessionInfo()
R version 4.2.2 (2022-10-31)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: CentOS Linux 7 (Core)
Matrix products: default
BLAS/LAPACK: /usr/lib64/libopenblas-r0.3.3.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] clusterProfiler_4.11.0.002 lubridate_1.9.3
[3] forcats_1.0.0 stringr_1.5.1
[5] dplyr_1.1.4 purrr_1.0.2
[7] readr_2.1.5 tidyr_1.3.1
[9] tibble_3.2.1 ggplot2_3.4.4
[11] tidyverse_2.0.0 data.table_1.15.0
loaded via a namespace (and not attached):
[1] nlme_3.1-164 bitops_1.0-7 fs_1.6.3
[4] ggtree_3.6.2 enrichplot_1.18.4 bit64_4.0.5
[7] HDO.db_0.99.1 RColorBrewer_1.1-3 httr_1.4.7
[10] GenomeInfoDb_1.34.9 tools_4.2.2 utf8_1.2.4
[13] R6_2.5.1 lazyeval_0.2.2 DBI_1.2.2
[16] BiocGenerics_0.44.0 colorspace_2.1-0 withr_3.0.0
[19] tidyselect_1.2.1 gridExtra_2.3 bit_4.0.5
[22] compiler_4.2.2 cli_3.6.2 Biobase_2.58.0
[25] scatterpie_0.2.1 shadowtext_0.1.3 scales_1.3.0
[28] digest_0.6.34 yulab.utils_0.1.4 gson_0.1.0
[31] R.utils_2.12.3 DOSE_3.24.2 XVector_0.42.0
[34] pkgconfig_2.0.3 fastmap_1.1.1 rlang_1.1.3
[37] RSQLite_2.3.5 gridGraphics_0.5-1 generics_0.1.3
[40] farver_2.1.1 jsonlite_1.8.8 vroom_1.6.5
[43] BiocParallel_1.37.1 R.oo_1.26.0 GOSemSim_2.29.1.001
[46] RCurl_1.98-1.14 magrittr_2.0.3 ggplotify_0.1.2
[49] GO.db_3.16.0 GenomeInfoDbData_1.2.9 patchwork_1.2.0
[52] Matrix_1.6-5 Rcpp_1.0.12 munsell_0.5.0
[55] S4Vectors_0.36.2 fansi_1.0.6 ape_5.7-1
[58] viridis_0.6.5 R.methodsS3_1.8.2 lifecycle_1.0.4
[61] stringi_1.8.3 ggraph_2.2.1 MASS_7.3-60.0.1
[64] zlibbioc_1.48.0 org.Hs.eg.db_3.16.0 plyr_1.8.9
[67] qvalue_2.30.0 grid_4.2.2 blob_1.2.4
[70] parallel_4.2.2 ggrepel_0.9.5 crayon_1.5.2
[73] lattice_0.22-5 graphlayouts_1.1.1 Biostrings_2.66.0
[76] cowplot_1.1.3 splines_4.2.2 hms_1.1.3
[79] KEGGREST_1.38.0 pillar_1.9.0 fgsea_1.29.1
[82] igraph_2.0.3 reshape2_1.4.4 codetools_0.2-19
[85] stats4_4.2.2 fastmatch_1.1-4 glue_1.7.0
[88] ggfun_0.1.4 treeio_1.22.0 png_0.1-8
[91] vctrs_0.6.5 tzdb_0.4.0 tweenr_2.0.3
[94] gtable_0.3.4 polyclip_1.10-6 cachem_1.0.8
[97] ggforce_0.4.2 tidygraph_1.3.1 tidytree_0.4.6
[100] viridisLite_0.4.2 aplot_0.2.2 AnnotationDbi_1.60.2
[103] memoise_2.0.1 IRanges_2.32.0 timechange_0.3.0And here is a very long list that causes the error: hgene_list = c(
ENSG00000205358 = 1.71683940669309, ENSG00000125144 = 1.71683940669309,
ENSG00000198417 = 1.71683940669309, ENSG00000187193 = 1.71683940669309,
ENSG00000205364 = 1.71683940669309, ENSG00000125148 = 1.71683940669309,
ENSG00000205362 = 1.71683940669309, ENSG00000169715 = 1.71683940669309,
ENSG00000244020 = 1.71683940669309, ENSG00000169688 = 1.71683940669309,
ENSG00000096060 = 1.58210699810033, ENSG00000124172 = 1.56478671893789,
ENSG00000130770 = 1.50489216813329, ENSG00000134202 = 1.4698373866362,
ENSG00000088808 = 1.45257637875652, ENSG00000145425 = 1.41691142032016,
ENSG00000135940 = 1.41157935078444, ENSG00000136888 = 1.40997333880743,
ENSG00000198780 = 1.39218974734849, ENSG00000159335 = 1.33989954922064,
ENSG00000157103 = 1.31187195713168, ENSG00000143013 = 1.30950611847576,
ENSG00000004799 = 1.30855178958263, ENSG00000127824 = 1.30472362014152,
ENSG00000169567 = 1.29165080859847, ENSG00000267855 = 1.27803991562272,
ENSG00000240972 = 1.26230382371467, ENSG00000004779 = 1.26110297584081,
ENSG00000241468 = 1.24973962015288, ENSG00000118680 = 1.24189049178607,
ENSG00000250479 = 1.2290980994999, ENSG00000058600 = 1.2189458331349,
ENSG00000128524 = 1.21400011594497, ENSG00000113387 = 1.21309005897879,
ENSG00000122643 = 1.19382226160572, ENSG00000118181 = 1.18676908232996,
ENSG00000155368 = 1.18431904256576, ENSG00000131495 = 1.18372136338783,
ENSG00000140990 = 1.17993858009166, ENSG00000154620 = 1.17715959801855,
ENSG00000109390 = 1.17007350551137, ENSG00000169020 = 1.1590926116663,
ENSG00000197457 = 1.15321897659215, ENSG00000189058 = 1.15196520022997,
ENSG00000182774 = 1.14986875810197, ENSG00000090266 = 1.14943495157358,
ENSG00000184076 = 1.14154277485098, ENSG00000142541 = 1.13878222287575,
ENSG00000173660 = 1.13619263950671, ENSG00000233954 = 1.13619263950671,
ENSG00000189043 = 1.13520387056302, ENSG00000106153 = 1.12253762353348,
ENSG00000047346 = 1.10748620418603, ENSG00000186010 = 1.10277323529468,
ENSG00000154518 = 1.10013533789727, ENSG00000165566 = 1.09675173574042,
ENSG00000163041 = 1.09481260012913, ENSG00000164919 = 1.09138805618581,
ENSG00000109107 = 1.08462844585209, ENSG00000154277 = 1.08326209690974,
ENSG00000088986 = 1.07596580130532, ENSG00000167863 = 1.07259478461746,
ENSG00000123349 = 1.07079287809007, ENSG00000174748 = 1.06555268203012,
ENSG00000099795 = 1.05660882612913, ENSG00000126432 = 1.05573858837322,
ENSG00000008018 = 1.05506605208459, ENSG00000151366 = 1.0510722308243,
ENSG00000164405 = 1.05047504386488, ENSG00000167468 = 1.04736720402617,
ENSG00000264364 = 1.0400844592654, ENSG00000131469 = 1.03765052638906,
ENSG00000198242 = 1.0373267455021, ENSG00000171867 = 1.03345400320414,
ENSG00000120885 = 1.02839631477, ENSG00000105711 = 1.026952566807,
ENSG00000243678 = 1.02653453677618, ENSG00000172020 = 1.02633565558673,
ENSG00000142168 = 1.02524551959899, ENSG00000184368 = 1.02355603676229,
ENSG00000105372 = 1.01774720430099, ENSG00000154146 = 1.01449901095248,
ENSG00000128609 = 1.01367267397957, ENSG00000170889 = 1.01328393124836,
ENSG00000184752 = 1.01202546828799, ENSG00000147604 = 1.01068420038509,
ENSG00000108298 = 1.00801357713455, ENSG00000109906 = 1.00778551465831,
ENSG00000128245 = 1.00655544230756, ENSG00000138326 = 1.00597643492615,
ENSG00000166136 = 1.00217680963951, ENSG00000118271 = 0.998216890295532,
ENSG00000277586 = 0.997406304816246, ENSG00000005022 = 0.991042093450574,
ENSG00000130255 = 0.983850243829826, ENSG00000198918 = 0.981628359376579,
ENSG00000198668 = 0.98124610511013, ENSG00000188846 = 0.976122867008785,
ENSG00000196230 = 0.97403463846453, ENSG00000176788 = 0.959614771690516,
ENSG00000198755 = 0.958360274755523, ENSG00000110700 = 0.957416744487928,
ENSG00000204070 = 0.956290177087009, ENSG00000112695 = 0.95619054396824,
ENSG00000103363 = 0.955881765818307, ENSG00000137154 = 0.949847985232563,
ENSG00000198898 = 0.947549387257647, ENSG00000107317 = 0.933188620343763,
ENSG00000092841 = 0.932520998058313, ENSG00000086061 = 0.932430902434278,
ENSG00000156482 = 0.93024868928054, ENSG00000122026 = 0.922963541853578,
ENSG00000143947 = 0.910705564018422, ENSG00000183020 = 0.90678491522015,
ENSG00000166681 = 0.905865834164069, ENSG00000099624 = 0.90385268572363,
ENSG00000197756 = 0.901653980794598, ENSG00000100387 = 0.899066616994884,
ENSG00000018625 = 0.898582529205119, ENSG00000104205 = 0.895151478533651,
ENSG00000156976 = 0.885344384481689, ENSG00000114391 = 0.883815776348761,
ENSG00000155096 = 0.8820621933923, ENSG00000126267 = 0.880035595392117,
ENSG00000154723 = 0.879861513070172, ENSG00000182154 = 0.877708751118269,
ENSG00000138653 = 0.877162598278632, ENSG00000133169 = 0.876076348753623,
ENSG00000133134 = 0.876076348753623, ENSG00000163032 = 0.874915566404603,
ENSG00000170315 = 0.866269376657286, ENSG00000186468 = 0.865480123374759,
ENSG00000167815 = 0.862653832563597, ENSG00000178741 = 0.86124082663996,
ENSG00000127540 = 0.859694705548441, ENSG00000164587 = 0.859455657078407,
ENSG00000111674 = 0.85055397316065, ENSG00000149806 = 0.848637613873069,
ENSG00000111640 = 0.847967863038925, ENSG00000163584 = 0.846244311194419,
ENSG00000065518 = 0.843806114555286, ENSG00000118515 = 0.838778236843058,
ENSG00000105643 = 0.836059873928644, ENSG00000119013 = 0.829434227465623,
ENSG00000166441 = 0.825263013728464, ENSG00000205609 = 0.814733273882907,
ENSG00000184110 = 0.814733273882907, ENSG00000249222 = 0.814011236988932,
ENSG00000167283 = 0.814011236988932, ENSG00000142937 = 0.806846742334718,
ENSG00000174886 = 0.804418904169854, ENSG00000135404 = 0.798275437872406,
ENSG00000105193 = 0.798025568830705, ENSG00000105649 = 0.796056192817841,
ENSG00000171552 = 0.79187175647075, ENSG00000149925 = 0.790861961638248,
ENSG00000213585 = 0.790756056209095, ENSG00000160014 = 0.789568864893087,
ENSG00000101439 = 0.784903854898716, ENSG00000129559 = 0.783937467683231,
ENSG00000006831 = 0.781283243920701, ENSG00000161970 = 0.77979980554161,
ENSG00000171314 = 0.777611557575216, ENSG00000226784 = 0.777611557575216,
ENSG00000198034 = 0.776334171327362, ENSG00000196531 = 0.773998383640009,
ENSG00000112576 = 0.771703319815717, ENSG00000122873 = 0.769786928064695,
ENSG00000146701 = 0.769227048741036, ENSG00000131143 = 0.766541797967176,
ENSG00000162545 = 0.766086909605517, ENSG00000041357 = 0.764541530079218,
ENSG00000127184 = 0.755619304061734, ENSG00000137267 = 0.753326192710662,
ENSG00000109971 = 0.752547729940137, ENSG00000213741 = 0.75190559046006,
ENSG00000150347 = 0.748817345571019, ENSG00000100442 = 0.747575788072623,
ENSG00000100554 = 0.746492015285674, ENSG00000106976 = 0.744364816299835,
ENSG00000124097 = 0.742121828872076, ENSG00000179295 = 0.741967201528654,
ENSG00000136854 = 0.741451332623213, ENSG00000173726 = 0.732427321005484,
ENSG00000166165 = 0.728043616995587, ENSG00000176340 = 0.722106752097768,
ENSG00000173915 = 0.721542521683674, ENSG00000111229 = 0.720684113738838,
ENSG00000119138 = 0.719578078002091, ENSG00000151729 = 0.717179843837198,
ENSG00000104435 = 0.71700135304277, ENSG00000168461 = 0.715450234503149,
ENSG00000131100 = 0.713787964483889, ENSG00000132639 = 0.710242338127823,
ENSG00000101182 = 0.69823829484491, ENSG00000087460 = 0.692615121435034,
ENSG00000130653 = 0.691806497485637, ENSG00000014641 = 0.690309325202624,
ENSG00000198832 = 0.689843830912719, ENSG00000165795 = 0.688468660645414,
ENSG00000176956 = 0.685598770573672, ENSG00000171863 = 0.67892038373738,
ENSG00000147684 = 0.677160105901183, ENSG00000183778 = 0.67573071812169,
ENSG00000171858 = 0.67534713302416, ENSG00000136521 = 0.674946953395345,
ENSG00000143933 = 0.674560174445621, ENSG00000072864 = 0.672521580643962,
ENSG00000187094 = 0.670610785551464, ENSG00000125868 = 0.6704652297299,
ENSG00000182899 = 0.669610201960632, ENSG00000161016 = 0.668803728401979,
ENSG00000183049 = 0.665653758106857, ENSG00000178127 = 0.664589075309924,
ENSG00000109846 = 0.664315212098902, ENSG00000088832 = 0.663167749437362,
ENSG00000198225 = 0.663167749437362, ENSG00000255302 = 0.661736217255527,
ENSG00000154380 = 0.661031577854085, ENSG00000165629 = 0.658458860280495,
ENSG00000111716 = 0.657726823722792, ENSG00000166913 = 0.656843511166158,
ENSG00000167614 = 0.649837720249374, ENSG00000116285 = 0.649515604962034,
ENSG00000101079 = 0.647718240049054, ENSG00000107223 = 0.647544843915408,
ENSG00000010017 = 0.64716723238648, ENSG00000080824 = 0.645491848709252,
ENSG00000078668 = 0.642588329677346, ENSG00000125827 = 0.64249813436689,
ENSG00000165637 = 0.641536639035641, ENSG00000151065 = 0.641354187895147,
ENSG00000172809 = 0.639850067565377, ENSG00000125691 = 0.639083445863694,
ENSG00000131711 = 0.63794933753896, ENSG00000143158 = 0.637402309880651,
ENSG00000167658 = 0.636237193732656, ENSG00000219200 = 0.630681952015169,
ENSG00000150593 = 0.62688491946592, ENSG00000143156 = 0.625540505781098,
ENSG00000099715 = 0.622622594733952, ENSG00000102290 = 0.622622594733952,
ENSG00000232119 = 0.621891741089043, ENSG00000139112 = 0.619239975346181,
ENSG00000089009 = 0.618874244360398, ENSG00000087495 = 0.618229252418347,
ENSG00000150991 = 0.617152755429491, ENSG00000166313 = 0.616230675092185,
ENSG00000113811 = 0.61488177803593, ENSG00000100316 = 0.613439206096115,
ENSG00000188612 = 0.611537236741843, ENSG00000173812 = 0.607353623578334,
ENSG00000138071 = 0.606274806573902, ENSG00000149218 = 0.605380291747905,
ENSG00000124614 = 0.603307737511832, ENSG00000159377 = 0.597474157032013,
ENSG00000070808 = 0.594854190078605, ENSG00000167526 = 0.592849251359786,
ENSG00000172794 = 0.58958649157425, ENSG00000014824 = 0.589457448307512,
ENSG00000011376 = 0.589214360088615, ENSG00000006468 = 0.586110689939697,
ENSG00000015479 = 0.578002580650854, ENSG00000165704 = 0.577683665508465,
ENSG00000116288 = 0.572214065695759, ENSG00000168653 = 0.572156712009325,
ENSG00000134265 = 0.569899503155923, ENSG00000128739 = 0.56715861631521,
ENSG00000114942 = 0.566222308534295, ENSG00000109586 = 0.56618489593554,
ENSG00000083845 = 0.565297207859678, ENSG00000168734 = 0.564933255372328,
ENSG00000167996 = 0.564921714083318, ENSG00000106615 = 0.563593633620315,
ENSG00000286190 = 0.56247851901073, ENSG00000142676 = 0.560240240774335,
ENSG00000127922 = 0.557115107504169, ENSG00000110436 = 0.556213051132284,
ENSG00000110076 = 0.553470658703568, ENSG00000124507 = 0.550816647909464,
ENSG00000143324 = 0.549879672480258, ENSG00000166033 = 0.549321851996933,
ENSG00000184009 = 0.547811231076056, ENSG00000156411 = 0.54689666733599,
ENSG00000075624 = 0.545911253763364, ENSG00000063177 = 0.54541122567823,
ENSG00000178980 = 0.543655250083094, ENSG00000102109 = 0.540921074253515,
ENSG00000064652 = 0.54037157571446, ENSG00000125977 = 0.53850817550969,
ENSG00000101460 = 0.537536781343169, ENSG00000003509 = 0.532945936198797,
ENSG00000204227 = 0.532671942528247, ENSG00000023516 = 0.532560132498917,
ENSG00000130203 = 0.531678104082989, ENSG00000100380 = 0.531400537729726,
ENSG00000130558 = 0.53096807737187, ENSG00000069275 = 0.527698527547871,
ENSG00000132475 = 0.527072333887064, ENSG00000133112 = 0.523519418529247,
ENSG00000104131 = 0.522452636728328, ENSG00000163349 = 0.520739358111275,
ENSG00000129562 = 0.519818838755396, ENSG00000145592 = 0.519767584295496,
ENSG00000112697 = 0.519498064725236, ENSG00000164741 = 0.51849442351223,
ENSG00000060982 = 0.517148837906418, ENSG00000233927 = 0.516252336513734,
ENSG00000096384 = 0.514391424631541, ENSG00000284546 = 0.512827356334461,
ENSG00000284438 = 0.512827356334461, ENSG00000230268 = 0.512827356334461,
ENSG00000284018 = 0.512827356334461, ENSG00000284306 = 0.512827356334461,
ENSG00000283873 = 0.512827356334461, ENSG00000154917 = 0.510373254352224,
ENSG00000231500 = 0.510372578288197, ENSG00000156467 = 0.51004038789735,
ENSG00000056586 = 0.508980376749709, ENSG00000008988 = 0.508824947253746,
ENSG00000171530 = 0.507486748636725, ENSG00000198961 = 0.507300916259816,
ENSG00000132963 = 0.507115316582433, ENSG00000055163 = 0.503336999645257,
ENSG00000111669 = 0.502991669072115, ENSG00000179218 = 0.502944938734941,
ENSG00000143614 = 0.50098470746692, ENSG00000140391 = 0.499971912878254,
ENSG00000075415 = 0.498941125496671, ENSG00000177432 = 0.495977852796171,
ENSG00000169247 = 0.495948514410451, ENSG00000109472 = 0.495075796348016,
ENSG00000142459 = 0.49380779661571, ENSG00000118200 = 0.493504678200475,
ENSG00000074211 = 0.49350319677391, ENSG00000147123 = 0.493316972645278,
ENSG00000142534 = 0.492684398219218, ENSG00000147799 = 0.49263654755935,
ENSG00000031698 = 0.491577535640624, ENSG00000140600 = 0.49116125955334,
ENSG00000197535 = 0.490403022434505, ENSG00000163001 = 0.487397787662556,
ENSG00000170456 = 0.486707432463838, ENSG00000135968 = 0.48411826076365,
ENSG00000172348 = 0.482393626627077, ENSG00000113369 = 0.482114668267551,
ENSG00000108953 = 0.481297795542058, ENSG00000167552 = 0.480990419719817,
ENSG00000110955 = 0.480902116435615, ENSG00000168314 = 0.48080654380769,
ENSG00000143153 = 0.479756752584201, ENSG00000169891 = 0.478859527280509,
ENSG00000122126 = 0.477987923909406, ENSG00000241837 = 0.472216660989418,
ENSG00000167323 = 0.471502061746741, ENSG00000185883 = 0.470478167819432,
ENSG00000079950 = 0.469922027297816, ENSG00000044574 = 0.469467443420105,
ENSG00000187605 = 0.468859724904227, ENSG00000114573 = 0.46572084282474,
ENSG00000169926 = 0.465646170398208, ENSG00000102547 = 0.465044084667409,
ENSG00000156875 = 0.462244027891772, ENSG00000204178 = 0.461620762565735,
ENSG00000166266 = 0.461146888757085, ENSG00000139651 = 0.45672997964129,
ENSG00000122705 = 0.456520925437346, ENSG00000151292 = 0.456518011586655,
ENSG00000084710 = 0.455808960728448, ENSG00000162734 = 0.454766617290812,
ENSG00000070831 = 0.45420945949915, ENSG00000179222 = 0.453323001733404,
ENSG00000128872 = 0.45011630506962, ENSG00000177614 = 0.449427580271004,
ENSG00000114784 = 0.449095681766683, ENSG00000253729 = 0.44876369918966,
ENSG00000074755 = 0.448191739310729, ENSG00000105220 = 0.447943208106845,
ENSG00000020426 = 0.445905108765799, ENSG00000165280 = 0.445458756217747,
ENSG00000100412 = 0.445349608400753, ENSG00000187109 = 0.443117685583095,
ENSG00000090238 = 0.44254466462137, ENSG00000177954 = 0.437462629564048,
ENSG00000164258 = 0.437296764613936, ENSG00000138439 = 0.436881176286519,
ENSG00000146122 = 0.436792539984295, ENSG00000122257 = 0.435628805837432,
ENSG00000132824 = 0.435122232733287, ENSG00000165802 = 0.432008831135537,
ENSG00000099797 = 0.430590974320645, ENSG00000184220 = 0.430036172941408,
ENSG00000172247 = 0.427810099989071, ENSG00000288920 = 0.427466188694133,
ENSG00000168028 = 0.427466188694133, ENSG00000171951 = 0.427054465020533,
ENSG00000181163 = 0.42331543645547, ENSG00000155506 = 0.423266197475742,
ENSG00000143776 = 0.419440269539974, ENSG00000067560 = 0.418406422943007,
ENSG00000239672 = 0.41638687377705, ENSG00000136156 = 0.415991851361407,
ENSG00000183726 = 0.414332203500754, ENSG00000140988 = 0.413229871276864,
ENSG00000196562 = 0.412839391453398, ENSG00000068697 = 0.412714516319373,
ENSG00000152234 = 0.411283302834372, ENSG00000197694 = 0.41004608937977,
ENSG00000136448 = 0.409955902080405, ENSG00000135390 = 0.409922119904939,
ENSG00000105993 = 0.40962891756316, ENSG00000107863 = 0.40915717564763,
ENSG00000145087 = 0.408424940946198, ENSG00000008952 = 0.407667694492301,
ENSG00000197958 = 0.405304482485134, ENSG00000170027 = 0.404922756227907,
ENSG00000187398 = 0.401776375114584, ENSG00000170365 = 0.401093966188542,
ENSG00000135821 = 0.40064501602636, ENSG00000115268 = 0.397682393468391,
ENSG00000183597 = 0.394519932071362, ENSG00000129625 = 0.393770178143189,
ENSG00000158079 = 0.393612747552484, ENSG00000114030 = 0.392866695026236,
ENSG00000111897 = 0.392812618348287, ENSG00000168906 = 0.392542998290157,
ENSG00000172270 = 0.392049679368549, ENSG00000130227 = 0.391966697426409,
ENSG00000123416 = 0.391460107499614, ENSG00000108107 = 0.389395294620248,
ENSG00000079805 = 0.389011544544533, ENSG00000139990 = 0.387867122240832,
ENSG00000147416 = 0.386202372845066, ENSG00000197746 = 0.385761758869065,
ENSG00000248905 = 0.385742449425222, ENSG00000115053 = 0.385122660348813,
ENSG00000078369 = 0.384454738791145, ENSG00000100078 = 0.384343246122715,
ENSG00000173482 = 0.383622745750389, ENSG00000157152 = 0.381088180103773,
ENSG00000087053 = 0.380783828646849, ENSG00000111775 = 0.379718513810153,
ENSG00000104388 = 0.379320849432911, ENSG00000110651 = 0.379172035052705,
ENSG00000119396 = 0.378858382005474, ENSG00000164924 = 0.378730830734111,
ENSG00000139173 = 0.378167564595084, ENSG00000117632 = 0.376990199984692,
ENSG00000103034 = 0.376585567044357, ENSG00000101849 = 0.37644787227581,
ENSG00000092377 = 0.37644787227581, ENSG00000101558 = 0.376376357430657,
ENSG00000163681 = 0.375798714780073, ENSG00000104888 = 0.373966655607982,
ENSG00000185787 = 0.373241152604336, ENSG00000112983 = 0.371674751948809,
ENSG00000161677 = 0.371473898075783, ENSG00000076513 = 0.371287823170218,
ENSG00000144369 = 0.370329184779751, ENSG00000135916 = 0.370253849024371,
ENSG00000091039 = 0.3691888002875, ENSG00000130939 = 0.367367556588175,
ENSG00000172380 = 0.366786362057647, ENSG00000107372 = 0.364177850383596,
ENSG00000133121 = 0.363608186338585, ENSG00000089199 = 0.36201648359092,
ENSG00000107816 = 0.36198810944364, ENSG00000244274 = 0.361799773101586,
ENSG00000125814 = 0.361770147870489, ENSG00000136636 = 0.361553005918218,
ENSG00000089123 = 0.359027518174037, ENSG00000075945 = 0.357963909021516,
ENSG00000141279 = 0.357595277908807, ENSG00000004864 = 0.356252530217515,
ENSG00000154845 = 0.355289380400629, ENSG00000139644 = 0.355056578111634,
ENSG00000177156 = 0.354373394327453, ENSG00000116209 = 0.353553165522674,
ENSG00000057608 = 0.353530657856416, ENSG00000080546 = 0.352643518507166,
ENSG00000187764 = 0.352641520098289, ENSG00000152583 = 0.352231864298509,
ENSG00000123933 = 0.35127014308246, ENSG00000196547 = 0.350350842448288,
ENSG00000140992 = 0.349802324564476, ENSG00000064651 = 0.348686072927815,
ENSG00000108021 = 0.348683368405851, ENSG00000123066 = 0.348083312703661,
ENSG00000186472 = 0.343419928019843, ENSG00000135679 = 0.343248086585835,
ENSG00000136205 = 0.342278924694083, ENSG00000077157 = 0.342257783966711,
ENSG00000127616 = 0.341592299832759, ENSG00000093010 = 0.340802606837981,
ENSG00000112339 = 0.340607217029492, ENSG00000183172 = 0.34045133433926,
ENSG00000173064 = 0.339934799301677, ENSG00000140740 = 0.337274008397968,
ENSG00000186487 = 0.337001602378155, ENSG00000120438 = 0.335279582695288,
ENSG00000114646 = 0.335219241078228, ENSG00000181195 = 0.334906250380362,
ENSG00000162521 = 0.333940814548298, ENSG00000116030 = 0.331364801457887,
ENSG00000170540 = 0.330759233756811, ENSG00000278540 = 0.329870913777113,
ENSG00000220205 = 0.329332489764938, ENSG00000082269 = 0.328673178951111,
ENSG00000150782 = 0.327527626085786, ENSG00000166912 = 0.327155162541627,
ENSG00000011405 = 0.326904887528618, ENSG00000134369 = 0.323419946561672,
ENSG00000008441 = 0.323015422388149, ENSG00000102753 = 0.321621525474667,
ENSG00000180776 = 0.320435812134615, ENSG00000166225 = 0.317587007250696,
ENSG00000164610 = 0.31681092801149, ENSG00000138650 = 0.316265555029104,
ENSG00000036257 = 0.312498525421759, ENSG00000092108 = 0.311515063446711,
ENSG00000047249 = 0.310951623366743, ENSG00000264522 = 0.310758717455747,
ENSG00000165487 = 0.309779667712706, ENSG00000119231 = 0.309126518197564,
ENSG00000129315 = 0.308963415643387, ENSG00000115839 = 0.306752328805861,
ENSG00000197555 = 0.306367832751931, ENSG00000148180 = 0.306175138182169,
ENSG00000100605 = 0.305595003811027, ENSG00000102230 = 0.302348586338209,
ENSG00000145526 = 0.302243550266355, ENSG00000101265 = 0.30151350520762,
ENSG00000157005 = 0.301491785851392, ENSG00000189079 = 0.300986868425446,
ENSG00000109670 = 0.299828826071909, ENSG00000151690 = 0.298781956373414,
ENSG00000066117 = 0.298549405067491, ENSG00000198420 = 0.298368398121946,
ENSG00000100330 = 0.297795843539271, ENSG00000121067 = 0.296980267720723,
ENSG00000166707 = 0.29691135170334, ENSG00000134255 = 0.295564157776726,
ENSG00000134440 = 0.295458482823129, ENSG00000166348 = 0.295339880356873,
ENSG00000137601 = 0.29510529493649, ENSG00000166439 = 0.294508816199069,
ENSG00000147526 = 0.293449083485374, ENSG00000250722 = 0.291627528922183,
ENSG00000114166 = 0.291600962484081, ENSG00000070214 = 0.291289529609186,
ENSG00000188229 = 0.290186210443932, ENSG00000008282 = 0.290010485434582,
ENSG00000174306 = 0.288735377894159, ENSG00000187189 = 0.288333619690138,
ENSG00000198300 = 0.288078385392038, ENSG00000060762 = 0.287229114030481,
ENSG00000182670 = 0.285998726156314, ENSG00000204138 = 0.284927091499279,
ENSG00000075239 = 0.284596169085963, ENSG00000205302 = 0.28451220806042,
ENSG00000012660 = 0.284421209303483, ENSG00000110172 = 0.283343580885995,
ENSG00000144320 = 0.281916898047685, ENSG00000170348 = 0.281581335873705,
ENSG00000184371 = 0.281338134367179, ENSG00000032219 = 0.279626544414788,
ENSG00000145335 = 0.27830437384893, ENSG00000071991 = 0.27436031621992,
ENSG00000103978 = 0.274237348327073, ENSG00000065548 = 0.273998822902265,
ENSG00000088448 = 0.272953891965649, ENSG00000175198 = 0.271466197358145,
ENSG00000018510 = 0.270052456103171, ENSG00000169918 = 0.269757744434199,
ENSG00000157827 = 0.269410114781768, ENSG00000160179 = 0.269094373951361,
ENSG00000166501 = 0.268865656697552, ENSG00000109738 = 0.268856107556919,
ENSG00000163590 = 0.268831722356409, ENSG00000064115 = 0.268645858020253,
ENSG00000117450 = 0.267723571372447, ENSG00000058404 = 0.266470838726584,
ENSG00000138760 = 0.265188697178814, ENSG00000198160 = 0.263940405034928,
ENSG00000213639 = 0.263067439345516, ENSG00000142864 = 0.262801033296493,
ENSG00000166963 = 0.262527507935149, ENSG00000141298 = 0.26230469751279,
ENSG00000153147 = 0.261987349415818, ENSG00000198929 = 0.261236405138927,
ENSG00000111262 = 0.261125974651247, ENSG00000258947 = 0.261048669955147,
ENSG00000163956 = 0.26035106651325, ENSG00000175582 = 0.260036823440435,
ENSG00000127946 = 0.259908173858876, ENSG00000115306 = 0.258864079004749,
ENSG00000143669 = 0.258690975861389, ENSG00000150867 = 0.258668061468694,
ENSG00000127483 = 0.258552296573013, ENSG00000185261 = 0.257116103387585,
ENSG00000101150 = 0.256418587738267, ENSG00000197329 = 0.256353165446286,
ENSG00000170846 = 0.25634955562828, ENSG00000179010 = 0.25634955562828,
ENSG00000178988 = 0.25634955562828, ENSG00000011566 = 0.25619223281429,
ENSG00000149177 = 0.255383423472219, ENSG00000136754 = 0.255259229362866,
ENSG00000155849 = 0.255234673948177, ENSG00000180104 = 0.253681561710323,
ENSG00000151466 = 0.253356420659826, ENSG00000115904 = 0.252969957439778,
ENSG00000170634 = 0.252897217057664, ENSG00000083896 = 0.249755785885707,
ENSG00000099194 = 0.249332460234047, ENSG00000185896 = 0.248882486718157,
ENSG00000013297 = 0.248830482098254, ENSG00000174891 = 0.248349599207646,
ENSG00000105894 = 0.248278534216594, ENSG00000156687 = 0.248098330513148,
ENSG00000107929 = 0.247855556559601, ENSG00000148655 = 0.24758614063135,
ENSG00000139970 = 0.246958962476722, ENSG00000092096 = 0.246331400933645,
ENSG00000172461 = 0.246148950215587, ENSG00000196782 = 0.246100419844844,
ENSG00000145725 = 0.246015474574142, ENSG00000144711 = 0.24434265429894,
ENSG00000156831 = 0.244181675798479, ENSG00000121904 = 0.244031497513322,
ENSG00000067141 = 0.243290677538307, ENSG00000028528 = 0.242556383358178,
ENSG00000101266 = 0.24169399384338, ENSG00000254598 = 0.24169399384338,
ENSG00000100991 = 0.241188661848842, ENSG00000116574 = 0.240871338884495,
ENSG00000138834 = 0.240504346477085, ENSG00000183530 = 0.240185285037607,
ENSG00000113578 = 0.239925543372982, ENSG00000108061 = 0.239791409646301,
ENSG00000213079 = 0.23920535275344, ENSG00000137642 = 0.239142689565305,
ENSG00000275052 = 0.238933521734951, ENSG00000152894 = 0.23866751523406,
ENSG00000101752 = 0.237536533925905, ENSG00000089486 = 0.236580978202492,
ENSG00000113712 = 0.234150695632688, ENSG00000072518 = 0.233485766175307,
ENSG00000115896 = 0.233205508140588, ENSG00000030419 = 0.232922961350479,
ENSG00000185432 = 0.232471881242, ENSG00000070501 = 0.230452762126975,
ENSG00000062650 = 0.230309850650089, ENSG00000101557 = 0.229879164329999,
ENSG00000184203 = 0.229561263593676, ENSG00000231989 = 0.229561263593676,
ENSG00000171798 = 0.229485459737632, ENSG00000137269 = 0.229320442080332,
ENSG00000082898 = 0.22802064312108, ENSG00000078018 = 0.227446271218581,
ENSG00000120727 = 0.226688107503543, ENSG00000062725 = 0.226014852809575,
ENSG00000178719 = 0.225889022457626, ENSG00000153201 = 0.225728496295945,
ENSG00000067900 = 0.225138987255731, ENSG00000073969 = 0.225045588896774,
ENSG00000164985 = 0.224573716067118, ENSG00000198586 = 0.224521405797279,
ENSG00000115286 = 0.224169895619138, ENSG00000048828 = 0.223719570099222,
ENSG00000151746 = 0.22348446747484, ENSG00000212710 = 0.222660375505818,
ENSG00000289604 = 0.222660375505818, ENSG00000236761 = 0.222660375505818,
ENSG00000271321 = 0.222660375505818, ENSG00000150527 = 0.222660375505818,
ENSG00000288784 = 0.222660375505818, ENSG00000271079 = 0.222660375505818,
ENSG00000128585 = 0.222552230134033, ENSG00000074054 = 0.221492399316676,
ENSG00000154305 = 0.22121557751434, ENSG00000078140 = 0.220722419397634,
ENSG00000163029 = 0.21937715109927, ENSG00000234545 = 0.218895634494229,
ENSG00000117600 = 0.218474427387716, ENSG00000126351 = 0.218410432929321,
ENSG00000121879 = 0.217969832191565, ENSG00000108055 = 0.217943789572153,
ENSG00000097021 = 0.217457103664407, ENSG00000153774 = 0.217176774468138,
ENSG00000122565 = 0.216299237379809, ENSG00000102804 = 0.215477110649348,
ENSG00000165861 = 0.214304668184708, ENSG00000143870 = 0.214037146294562,
ENSG00000149970 = 0.213642781780807, ENSG00000204217 = 0.212722598846281,
ENSG00000124920 = 0.211685405491941, ENSG00000120694 = 0.211349676108319,
ENSG00000100697 = 0.210587209586683, ENSG00000170759 = 0.210487580647099,
ENSG00000077097 = 0.210450708791823, ENSG00000187735 = 0.2104344149564,
ENSG00000126091 = 0.209936164241454, ENSG00000214517 = 0.208249640080972,
ENSG00000145734 = 0.206859513681784, ENSG00000169714 = 0.206789674137934,
ENSG00000145050 = 0.206260949143612, ENSG00000107679 = 0.205934468034094,
ENSG00000166347 = 0.205857721703159, ENSG00000168280 = 0.205103350223388,
ENSG00000077380 = 0.205086273773266, ENSG00000087365 = 0.205023438857517,
ENSG00000100567 = 0.204529432199158, ENSG00000067225 = 0.204462335714669,
ENSG00000100014 = 0.204153598190623, ENSG00000135678 = 0.20367494391967,
ENSG00000086015 = 0.201901180301043, ENSG00000047410 = 0.201807994647408,
ENSG00000125675 = 0.201777581261229, ENSG00000109756 = 0.20135629402687,
ENSG00000198648 = 0.200259370163321, ENSG00000172995 = 0.200095593143999,
ENSG00000183023 = 0.199133845842198, ENSG00000070366 = 0.198922617876606,
ENSG00000006715 = 0.198824755888184, ENSG00000198563 = 0.198811716517415,
ENSG00000112379 = 0.198116346830728, ENSG00000174437 = 0.197507803118717,
ENSG00000184983 = 0.196823156347972, ENSG00000125821 = 0.19596989516546,
ENSG00000131069 = 0.195262884333663, ENSG00000128607 = 0.194826128256038,
ENSG00000102024 = 0.193695481134605, ENSG00000133318 = 0.190519712220036,
ENSG00000011426 = 0.190277610519285, ENSG00000165424 = 0.189902345512545,
ENSG00000156642 = 0.189648150177909, ENSG00000174839 = 0.189039370210855,
ENSG00000157500 = 0.188649974409681, ENSG00000104904 = 0.188223734241207,
ENSG00000126067 = 0.187657085427508, ENSG00000164074 = 0.185930823088589,
ENSG00000007001 = 0.185221509687178, ENSG00000141376 = 0.184917186552646,
ENSG00000147853 = 0.184774845432286, ENSG00000084234 = 0.184160740059739,
ENSG00000115947 = 0.184122042888211, ENSG00000127022 = 0.183835213977338,
ENSG00000214944 = 0.183094766092274, ENSG00000055130 = 0.182887070964494,
ENSG00000100997 = 0.182728233063536, ENSG00000068305 = 0.181899967314193,
ENSG00000154096 = 0.181660694296184, ENSG00000181804 = 0.181155234531994,
ENSG00000198399 = 0.18087702014064, ENSG00000136267 = 0.180422452794633,
ENSG00000127990 = 0.180241070069897, ENSG00000062716 = 0.179309897152938,
ENSG00000100852 = 0.178693880196568, ENSG00000086289 = 0.176455609773934,
ENSG00000263001 = 0.17645477082878, ENSG00000198900 = 0.17620726979192,
ENSG00000143797 = 0.175602840384031, ENSG00000164124 = 0.175448006007225,
ENSG00000068650 = 0.175304060738392, ENSG00000114098 = 0.174207029997864,
ENSG00000169116 = 0.17269286822437, ENSG00000138398 = 0.172067521161552,
ENSG00000115128 = 0.172024688785278, ENSG00000152229 = 0.169770697428049,
ENSG00000143033 = 0.169479799869653, ENSG00000205659 = 0.169082876702882,
ENSG00000189367 = 0.168739790123909, ENSG00000010322 = 0.168579650341978,
ENSG00000138311 = 0.168503937095431, ENSG00000163904 = 0.16832535992557,
ENSG00000068903 = 0.168159734014289, ENSG00000204569 = 0.168108908958317,
ENSG00000100422 = 0.167708253382304, ENSG00000174373 = 0.166184015601359,
ENSG00000018189 = 0.165478639327354, ENSG00000102531 = 0.164819445279954,
ENSG00000176463 = 0.16424569792664, ENSG00000168785 = 0.164037697056161,
ENSG00000141627 = 0.163471737763698, ENSG00000016864 = 0.163035761069241,
ENSG00000182220 = 0.162969427986664, ENSG00000102910 = 0.162626523084381,
ENSG00000174738 = 0.162097268842523, ENSG00000100596 = 0.161627971921333,
ENSG00000173230 = 0.161048538504321, ENSG00000145743 = 0.160875590406186,
ENSG00000166016 = 0.160259561832702, ENSG00000149294 = 0.159828690302801,
ENSG00000138757 = 0.159777260036534, ENSG00000171603 = 0.159374053790333,
ENSG00000140153 = 0.158821011013295, ENSG00000143995 = 0.15823589760878,
ENSG00000035681 = 0.157704567038325, ENSG00000166794 = 0.157447521513118,
ENSG00000100664 = 0.157420223996367, ENSG00000135069 = 0.156786755973357,
ENSG00000106049 = 0.156553324646631, ENSG00000157654 = 0.156217081700576,
ENSG00000196814 = 0.156160619037362, ENSG00000155511 = 0.154429058225677,
ENSG00000139974 = 0.154026710128945, ENSG00000058091 = 0.153796967507295,
ENSG00000102271 = 0.153782998669289, ENSG00000185950 = 0.153763010696181,
ENSG00000153317 = 0.15376069669474, ENSG00000115183 = 0.153375951072886,
ENSG00000175928 = 0.15318495234999, ENSG00000139668 = 0.152649746261561,
ENSG00000278505 = 0.150757276654542, ENSG00000156876 = 0.15061704335775,
ENSG00000106682 = 0.149509767623689, ENSG00000114120 = 0.149220671157524,
ENSG00000156931 = 0.148869913688592, ENSG00000107331 = 0.148284444510105,
ENSG00000007392 = 0.148158266260586, ENSG00000063245 = 0.147483792327558,
ENSG00000038219 = 0.147102349249628, ENSG00000089737 = 0.146156712680411,
ENSG00000110321 = 0.145875973792404, ENSG00000084764 = 0.145338432129605,
ENSG00000126012 = 0.144893662974478, ENSG00000159658 = 0.144533290198108,
ENSG00000175104 = 0.144369280239058, ENSG00000124151 = 0.143525801048078,
ENSG00000113318 = 0.143400437298363, ENSG00000197323 = 0.143310224370587,
ENSG00000144847 = 0.1422025098818, ENSG00000118217 = 0.141916270238627,
ENSG00000169851 = 0.141488594354303, ENSG00000108443 = 0.141211843166938,
ENSG00000107581 = 0.14113265347536, ENSG00000184613 = 0.141011556589301,
ENSG00000138593 = 0.140985688693812, ENSG00000198513 = 0.140399299037427,
ENSG00000107362 = 0.140166371555554, ENSG00000135241 = 0.140153414643407,
ENSG00000134851 = 0.14003527571922, ENSG00000085224 = 0.139757368948191,
ENSG00000102786 = 0.138441535353823, ENSG00000054356 = 0.138322077980715,
ENSG00000184005 = 0.137537512627485, ENSG00000189195 = 0.137457932751472,
ENSG00000146676 = 0.136751604865908, ENSG00000181827 = 0.13674770560787,
ENSG00000113269 = 0.136287875962054, ENSG00000066032 = 0.136018017998656,
ENSG00000184007 = 0.135982114555698, ENSG00000182175 = 0.135510883127723,
ENSG00000166747 = 0.135234606944927, ENSG00000028203 = 0.134858927646111,
ENSG00000106993 = 0.134820598271454, ENSG00000189337 = 0.134334252700023,
ENSG00000253719 = 0.134238241592075, ENSG00000163848 = 0.134110643249975,
ENSG00000100519 = 0.133773920402329, ENSG00000157540 = 0.133412252460156,
ENSG00000186260 = 0.13330323598329, ENSG00000122952 = 0.133187110159179,
ENSG00000144674 = 0.133122899805159, ENSG00000173175 = 0.132428425618915,
ENSG00000073910 = 0.132395876967018, ENSG00000100201 = 0.131696775362156,
ENSG00000110721 = 0.131383302749175, ENSG00000107295 = 0.130723191712755,
ENSG00000115540 = 0.130177734526143, ENSG00000171843 = 0.129906731199997,
ENSG00000131238 = 0.129878716221004, ENSG00000083642 = 0.12985463533324,
ENSG00000103599 = 0.129716836362758, ENSG00000138411 = 0.129456729043801,
ENSG00000134313 = 0.128975063030838, ENSG00000135862 = 0.128974960964788,
ENSG00000180998 = 0.128211062433866, ENSG00000136371 = 0.12783945316602,
ENSG00000196199 = 0.127711223805115, ENSG00000115159 = 0.126556250516573,
ENSG00000110075 = 0.12592765060714, ENSG00000121964 = 0.125694075529491,
ENSG00000105127 = 0.124978697481635, ENSG00000090863 = 0.124636544093549,
ENSG00000150625 = 0.124264354741966, ENSG00000165916 = 0.12406982782681,
ENSG00000168566 = 0.123508259962617, ENSG00000137871 = 0.123436042490291,
ENSG00000141367 = 0.122204958240565, ENSG00000165959 = 0.121840207945883,
ENSG00000173273 = 0.121664822891328, ENSG00000122728 = 0.121616459046497,
ENSG00000147133 = 0.121616459046497, ENSG00000013441 = 0.121449415766411,
ENSG00000061936 = 0.121076258936631, ENSG00000196950 = 0.121002859442903,
ENSG00000170653 = 0.120985442819797, ENSG00000109381 = 0.120060798583636,
ENSG00000119139 = 0.118429482022724, ENSG00000164830 = 0.118090191082179,
ENSG00000170091 = 0.118057686065267, ENSG00000141441 = 0.117522146132424,
ENSG00000197969 = 0.117408529318761, ENSG00000139910 = 0.116901015619249,
ENSG00000155970 = 0.115807241860509, ENSG00000139364 = 0.115424266741432,
ENSG00000198218 = 0.115082679860618, ENSG00000173692 = 0.113604825788585,
ENSG00000073711 = 0.113555101468893, ENSG00000143653 = 0.11242636201738,
ENSG00000143157 = 0.112326460760657, ENSG00000108848 = 0.111981590832234,
ENSG00000104728 = 0.111860360833707, ENSG00000176533 = 0.11114245409883,
ENSG00000067048 = 0.110988598149936, ENSG00000052126 = 0.110979904484501,
ENSG00000117115 = 0.110924275447091, ENSG00000130449 = 0.110842844439581,
ENSG00000008277 = 0.110770333946491, ENSG00000153339 = 0.110302862421468,
ENSG00000134371 = 0.110229873393608, ENSG00000160551 = 0.109390117863523,
ENSG00000158987 = 0.109177703009555, ENSG00000278311 = 0.108595596849355,
ENSG00000149403 = 0.10820730400175, ENSG00000170017 = 0.107934313549394,
ENSG00000085982 = 0.107547656992683, ENSG00000157985 = 0.107537302858054,
ENSG00000130294 = 0.107398874085876, ENSG00000170236 = 0.107386075165893,
ENSG00000126214 = 0.107083373868137, ENSG00000151532 = 0.106801874081967,
ENSG00000170145 = 0.106380315190098, ENSG00000111860 = 0.10635350686223,
ENSG00000090565 = 0.106094727768672, ENSG00000169057 = 0.105966341401961,
ENSG00000107862 = 0.10567847825999, ENSG00000117523 = 0.105592155731182,
ENSG00000152413 = 0.105564650521949, ENSG00000017797 = 0.104695100333688,
ENSG00000047365 = 0.103359349394017, ENSG00000177058 = 0.103147047687244,
ENSG00000000419 = 0.102676814255908, ENSG00000137409 = 0.101843477560053,
ENSG00000113575 = 0.101586759743363, ENSG00000156113 = 0.101240540701071,
ENSG00000116539 = 0.10104516502838, ENSG00000134153 = 0.100686736298143,
ENSG00000159352 = 0.100147510542503, ENSG00000009307 = 0.100095697344973,
ENSG00000029725 = -0.10026169183112, ENSG00000173706 = -0.10044863081355,
ENSG00000104447 = -0.100965763263251, ENSG00000100815 = -0.101201617656741,
ENSG00000205758 = -0.101665348482329, ENSG00000066933 = -0.101800095147231,
ENSG00000198947 = -0.102042166816118, ENSG00000129292 = -0.102238784637728,
ENSG00000142192 = -0.10268824385792, ENSG00000196220 = -0.102869984747685,
ENSG00000072134 = -0.103138642646641, ENSG00000198793 = -0.103426948599825,
ENSG00000114867 = -0.104028305424844, ENSG00000198932 = -0.104344933620478,
ENSG00000064726 = -0.104419793746509, ENSG00000073614 = -0.10454870254611,
ENSG00000140718 = -0.105664681510513, ENSG00000145715 = -0.10568635094939,
ENSG00000168310 = -0.105695990328954, ENSG00000136828 = -0.106153122599131,
ENSG00000118705 = -0.10661571522394, ENSG00000135720 = -0.10679674651075,
ENSG00000169398 = -0.106927893124382, ENSG00000153827 = -0.107049240012958,
ENSG00000148143 = -0.107083249510588, ENSG00000029363 = -0.10710117407845,
ENSG00000172915 = -0.107148057505515, ENSG00000164796 = -0.107263292163665,
ENSG00000108599 = -0.107320373233428, ENSG00000070759 = -0.107541007361452,
ENSG00000109919 = -0.108294396257632, ENSG00000171109 = -0.108579930351308,
ENSG00000198739 = -0.108783300807751, ENSG00000100796 = -0.108811502085962,
ENSG00000141447 = -0.108916494007656, ENSG00000171132 = -0.109016015814545,
ENSG00000107341 = -0.109124399069216, ENSG00000135926 = -0.10948885643704,
ENSG00000158528 = -0.10951779197532, ENSG00000148498 = -0.109921012094287,
ENSG00000169760 = -0.110541511967506, ENSG00000072364 = -0.110644509939463,
ENSG00000044459 = -0.1107391579871, ENSG00000005483 = -0.11178136219791,
ENSG00000143970 = -0.111825594539932, ENSG00000100364 = -0.112083147575872,
ENSG00000146872 = -0.112407784847175, ENSG00000146416 = -0.11253586552069,
ENSG00000135362 = -0.112544114074633, ENSG00000047849 = -0.112566488226264,
ENSG00000112561 = -0.112688618805641, ENSG00000133226 = -0.112727195258752,
ENSG00000009335 = -0.112853786399387, ENSG00000148200 = -0.112931130708665,
ENSG00000108946 = -0.11300729815967, ENSG00000170471 = -0.113221125185004,
ENSG00000103657 = -0.113311774560805, ENSG00000089053 = -0.113506813609185,
ENSG00000094916 = -0.113550388243223, ENSG00000072803 = -0.113877520419823,
ENSG00000138756 = -0.114106180292088, ENSG00000119844 = -0.114467838481673,
ENSG00000075292 = -0.114635602215976, ENSG00000135913 = -0.114817103175986,
ENSG00000171105 = -0.114898907745403, ENSG00000153291 = -0.115046259840506,
ENSG00000009413 = -0.115093254625709, ENSG00000185813 = -0.115587836904708,
ENSG00000101040 = -0.11580132072683, ENSG00000186094 = -0.115840762702163,
ENSG00000060237 = -0.115875445148866, ENSG00000164684 = -0.116472506078211,
ENSG00000155966 = -0.116489293397972, ENSG00000005156 = -0.11716760655498,
ENSG00000142599 = -0.117282666395942, ENSG00000117713 = -0.117309727961311,
ENSG00000133858 = -0.117524186382482, ENSG00000075539 = -0.117533134957505,
ENSG00000088538 = -0.117733776005028, ENSG00000154153 = -0.1185052632009,
ENSG00000108654 = -0.118672372278288, ENSG00000170035 = -0.118776891867291,
ENSG00000184343 = -0.119130037659958, ENSG00000163728 = -0.119220748085451,
ENSG00000156650 = -0.119286887089861, ENSG00000138032 = -0.11941539126496,
ENSG00000205268 = -0.11948537757063, ENSG00000103342 = -0.120192683712262,
ENSG00000118596 = -0.120197199450377, ENSG00000113742 = -0.120572295085839,
ENSG00000178662 = -0.12097297245506, ENSG00000162599 = -0.121260841613169,
ENSG00000085788 = -0.121569296602466, ENSG00000085382 = -0.12229974918038,
ENSG00000126391 = -0.122329716171334, ENSG00000023171 = -0.12357077704596,
ENSG00000115365 = -0.123816792985706, ENSG00000171877 = -0.124099247684774,
ENSG00000144560 = -0.124140144125678, ENSG00000183735 = -0.124214677790671,
ENSG00000154124 = -0.124633715667144, ENSG00000144619 = -0.124647796502085,
ENSG00000151503 = -0.125312724083568, ENSG00000101966 = -0.125502793183049,
ENSG00000132718 = -0.125703501897928, ENSG00000154310 = -0.125954725120697,
ENSG00000177479 = -0.126159602185164, ENSG00000056277 = -0.126201912566486,
ENSG00000109654 = -0.126696550143347, ENSG00000196569 = -0.127077732480358,
ENSG00000169306 = -0.127890101790975, ENSG00000186591 = -0.12797194635237,
ENSG00000033800 = -0.128185707701842, ENSG00000181894 = -0.128420867008653,
ENSG00000158321 = -0.128511412793527, ENSG00000196628 = -0.12905954936258,
ENSG00000164329 = -0.1292146094124, ENSG00000110422 = -0.129268608050263,
ENSG00000214575 = -0.129553288326465, ENSG00000005810 = -0.129573506992818,
ENSG00000204655 = -0.129906639790582, ENSG00000144445 = -0.130586911190307,
ENSG00000106771 = -0.131020206522609, ENSG00000164627 = -0.131030307430247,
ENSG00000067606 = -0.131058338330362, ENSG00000112249 = -0.131063312912833,
ENSG00000167978 = -0.131170674401162, ENSG00000134909 = -0.131520582786714,
ENSG00000128512 = -0.131754173614081, ENSG00000184863 = -0.13183848724441,
ENSG00000104852 = -0.132162187022805, ENSG00000173786 = -0.13252865285139,
ENSG00000176658 = -0.132612446712642, ENSG00000069329 = -0.133441863750145,
ENSG00000204130 = -0.134379573572171, ENSG00000135365 = -0.134951956980047,
ENSG00000159086 = -0.134966803463426, ENSG00000142197 = -0.135030207485447,
ENSG00000177200 = -0.13530138724736, ENSG00000114770 = -0.135301544592184,
ENSG00000198822 = -0.135763097103982, ENSG00000196535 = -0.135930783387354,
ENSG00000178568 = -0.13599326494281, ENSG00000138443 = -0.136021376007523,
ENSG00000110713 = -0.136704864259347, ENSG00000156011 = -0.136884191581637,
ENSG00000112701 = -0.137457948083538, ENSG00000197959 = -0.137665616273114,
ENSG00000178691 = -0.137985479748326, ENSG00000066084 = -0.138115418729391,
ENSG00000154122 = -0.139044584320001, ENSG00000103415 = -0.139122806706912,
ENSG00000161547 = -0.139317899721527, ENSG00000124788 = -0.139366953907428,
ENSG00000136531 = -0.139601303269286, ENSG00000137710 = -0.139642306001956,
ENSG00000108219 = -0.140295542332997, ENSG00000065609 = -0.140443346074747,
ENSG00000196776 = -0.140615400055884, ENSG00000160584 = -0.140696075783342,
ENSG00000111142 = -0.141032123275819, ENSG00000197892 = -0.141038201994064,
ENSG00000106701 = -0.141149718034564, ENSG00000122591 = -0.141179055446349,
ENSG00000103671 = -0.141509559043558, ENSG00000100650 = -0.1415791684524,
ENSG00000121774 = -0.141606928900544, ENSG00000006125 = -0.142176508875647,
ENSG00000111912 = -0.143359933899409, ENSG00000205981 = -0.143703196543738,
ENSG00000005020 = -0.143741068786185, ENSG00000152520 = -0.143759248698086,
ENSG00000145675 = -0.143982302076512, ENSG00000147488 = -0.144042563095743,
ENSG00000061273 = -0.144093144063332, ENSG00000134278 = -0.144197430404841,
ENSG00000103184 = -0.145070509880594, ENSG00000148985 = -0.145073590999377,
ENSG00000130638 = -0.145138042982131, ENSG00000144036 = -0.145244820343579,
ENSG00000168702 = -0.14543550376596, ENSG00000114933 = -0.145522358125947,
ENSG00000133083 = -0.145832371631282, ENSG00000172878 = -0.145943013912828,
ENSG00000196663 = -0.146105330716196, ENSG00000005513 = -0.146649660057665,
ENSG00000075413 = -0.147018439700824, ENSG00000178177 = -0.147147083043256,
ENSG00000165209 = -0.147203849105961, ENSG00000121022 = -0.147229554396891,
ENSG00000170606 = -0.148279560296718, ENSG00000115827 = -0.148856037348168,
ENSG00000078043 = -0.149023720658465, ENSG00000023228 = -0.1491059006435,
ENSG00000104885 = -0.149360722187477, ENSG00000112305 = -0.149656646023044,
ENSG00000105404 = -0.149690890996172, ENSG00000174652 = -0.149868660700284,
ENSG00000108349 = -0.150001610336539, ENSG00000221914 = -0.150388059613686,
ENSG00000091157 = -0.150400704150418, ENSG00000111144 = -0.150407823005932,
ENSG00000060339 = -0.15046312312916, ENSG00000168137 = -0.150618379686818,
ENSG00000139915 = -0.150657412576505, ENSG00000275183 = -0.151240774345224,
ENSG00000163872 = -0.151544916631485, ENSG00000135870 = -0.151615557235549,
ENSG00000160679 = -0.152119907222279, ENSG00000206560 = -0.1521727691238,
ENSG00000147044 = -0.152194848671965, ENSG00000155886 = -0.152245240541211,
ENSG00000136542 = -0.152264474917017, ENSG00000110497 = -0.152456999212659,
ENSG00000174485 = -0.152649880519915, ENSG00000095637 = -0.153205032976483,
ENSG00000115504 = -0.153548091780574, ENSG00000104228 = -0.153556684672903,
ENSG00000139613 = -0.153758294588172, ENSG00000169855 = -0.153909920088235,
ENSG00000185246 = -0.154621328419298, ENSG00000172264 = -0.154629430987184,
ENSG00000124198 = -0.155051420129697, ENSG00000138468 = -0.155368940175692,
ENSG00000188559 = -0.155578048726782, ENSG00000085832 = -0.156842011758782,
ENSG00000131558 = -0.157928396950466, ENSG00000132424 = -0.158179371142356,
ENSG00000134243 = -0.158257312025467, ENSG00000140479 = -0.158393653238218,
ENSG00000115091 = -0.158400324830275, ENSG00000152578 = -0.158547314902742,
ENSG00000139793 = -0.158586828326868, ENSG00000107625 = -0.160237460425799,
ENSG00000083290 = -0.160612000339217, ENSG00000092978 = -0.160736262478903,
ENSG00000130338 = -0.160940958627649, ENSG00000036549 = -0.161152524331029,
ENSG00000168481 = -0.161204398645897, ENSG00000048991 = -0.161354270026863,
ENSG00000165195 = -0.161405657399847, ENSG00000092439 = -0.161440609274281,
ENSG00000127124 = -0.161503971357674, ENSG00000152102 = -0.161758017719326,
ENSG00000135336 = -0.162031533889845, ENSG00000004487 = -0.162350276067282,
ENSG00000161011 = -0.162451793094787, ENSG00000023287 = -0.162491279169688,
ENSG00000125676 = -0.162679773516204, ENSG00000007237 = -0.162770528271216,
ENSG00000165392 = -0.163131105435949, ENSG00000164190 = -0.163281553494605,
ENSG00000116128 = -0.163365155519688, ENSG00000113391 = -0.163420697919841,
ENSG00000106554 = -0.163864312332898, ENSG00000106078 = -0.163899311128383,
ENSG00000174469 = -0.164333077848156, ENSG00000149599 = -0.164402626650265,
ENSG00000066468 = -0.164789049570016, ENSG00000103404 = -0.164806377066524,
ENSG00000149571 = -0.165050751853458, ENSG00000115310 = -0.165418557161869,
ENSG00000069849 = -0.165450941939726, ENSG00000135945 = -0.165497556436098,
ENSG00000137145 = -0.165596353351607, ENSG00000171100 = -0.165883167115723,
ENSG00000083312 = -0.166862627518069, ENSG00000147852 = -0.167023841552934,
ENSG00000052795 = -0.167850579468677, ENSG00000054690 = -0.16798510570352,
ENSG00000105695 = -0.168113163913197, ENSG00000182247 = -0.168472457645747,
ENSG00000176148 = -0.16861678064768, ENSG00000124177 = -0.169019556534324,
ENSG00000176402 = -0.169355062404951, ENSG00000086205 = -0.169428464479193,
ENSG00000184672 = -0.16959142390756, ENSG00000140443 = -0.169794249786118,
ENSG00000175785 = -0.16985207514878, ENSG00000158467 = -0.169928223076448,
ENSG00000185129 = -0.170153587209895, ENSG00000097007 = -0.17052803082967,
ENSG00000119522 = -0.171032029453085, ENSG00000172733 = -0.171833551480143,
ENSG00000166004 = -0.171908458426119, ENSG00000114279 = -0.171933412325205,
ENSG00000079785 = -0.172475816032523, ENSG00000145375 = -0.172536573095088,
ENSG00000143199 = -0.172816748065725, ENSG00000176102 = -0.17300069806851,
ENSG00000153956 = -0.173226167122326, ENSG00000071794 = -0.17336770708955,
ENSG00000118946 = -0.173676436431987, ENSG00000125351 = -0.174380587216433,
ENSG00000115548 = -0.175249249868219, ENSG00000001497 = -0.176020451056662,
ENSG00000065361 = -0.176154074411137, ENSG00000152795 = -0.176359842705441,
ENSG00000107263 = -0.17647524632251, ENSG00000137941 = -0.17691109030443,
ENSG00000107897 = -0.176929962544515, ENSG00000136936 = -0.177071535495207,
ENSG00000157764 = -0.177285871426178, ENSG00000179364 = -0.177820997579481,
ENSG00000147862 = -0.177827706490989, ENSG00000084733 = -0.178023227409134,
ENSG00000131018 = -0.17836857597161, ENSG00000100241 = -0.178439748482968,
ENSG00000168904 = -0.178631164221262, ENSG00000119547 = -0.178650541840417,
ENSG00000118985 = -0.180002592542483, ENSG00000125755 = -0.180660950954858,
ENSG00000106459 = -0.180730272972077, ENSG00000108669 = -0.181081666777896,
ENSG00000099822 = -0.181084383582334, ENSG00000094975 = -0.181456058333566,
ENSG00000197121 = -0.181467134890363, ENSG00000164970 = -0.181888084483887,
ENSG00000100888 = -0.182438878087367, ENSG00000196517 = -0.182564068781962,
ENSG00000019144 = -0.182803916978677, ENSG00000038532 = -0.182834401431774,
ENSG00000116754 = -0.182989393276348, ENSG00000115760 = -0.183148986218592,
ENSG00000125944 = -0.183175987326859, ENSG00000091129 = -0.183205426629105,
ENSG00000104369 = -0.183341723085876, ENSG00000176407 = -0.183711234364249,
ENSG00000078246 = -0.184151717093172, ENSG00000078618 = -0.184504623343374,
ENSG00000122779 = -0.184673231370763, ENSG00000083535 = -0.184754699012919,
ENSG00000137692 = -0.18481689936692, ENSG00000163635 = -0.184967458108826,
ENSG00000214595 = -0.185190130108382, ENSG00000187323 = -0.185308231213654,
ENSG00000197386 = -0.185834287659114, ENSG00000141337 = -0.186178192485526,
ENSG00000187446 = -0.186503989170742, ENSG00000198909 = -0.187084955256267,
ENSG00000170873 = -0.187141457681995, ENSG00000169862 = -0.187792855798878,
ENSG00000147548 = -0.187950734754377, ENSG00000120159 = -0.188549036197878,
ENSG00000165476 = -0.188822129159411, ENSG00000196305 = -0.188954865759095,
ENSG00000175048 = -0.189413625124162, ENSG00000197111 = -0.189437501530294,
ENSG00000132522 = -0.18956774522501, ENSG00000187240 = -0.18974526240487,
ENSG00000104067 = -0.19045812992552, ENSG00000181409 = -0.190772271651247,
ENSG00000151923 = -0.191170289269153, ENSG00000048471 = -0.191313169201897,
ENSG00000047056 = -0.191679145216602, ENSG00000005108 = -0.191981511455638,
ENSG00000117020 = -0.192155115735112, ENSG00000073712 = -0.19306233778872,
ENSG00000131375 = -0.193668578869099, ENSG00000109111 = -0.193951253602215,
ENSG00000182944 = -0.194454928250915, ENSG00000168175 = -0.194593675815844,
ENSG00000146963 = -0.19471221405573, ENSG00000203485 = -0.194778934307825,
ENSG00000164588 = -0.195112592807574, ENSG00000147854 = -0.19539455331789,
ENSG00000133961 = -0.195646475358486, ENSG00000065534 = -0.195797135892825,
ENSG00000128594 = -0.196133007722804, ENSG00000115825 = -0.196426403834464,
ENSG00000067715 = -0.197221246965563, ENSG00000109606 = -0.197767135470106,
ENSG00000078269 = -0.198066931808871, ENSG00000084628 = -0.198080360302764,
ENSG00000154928 = -0.198175414699254, ENSG00000155324 = -0.198269795680166,
ENSG00000177565 = -0.198382905812639, ENSG00000162613 = -0.198465025342628,
ENSG00000012983 = -0.199012115727457, ENSG00000152208 = -0.199289060882108,
ENSG00000011295 = -0.199405478717296, ENSG00000021574 = -0.199617664628993,
ENSG00000187098 = -0.19973982756259, ENSG00000165323 = -0.199852891598956,
ENSG00000130962 = -0.200307349505289, ENSG00000114796 = -0.201001261361197,
ENSG00000126822 = -0.201021295569494, ENSG00000206527 = -0.201324621531503,
ENSG00000165675 = -0.201538330106431, ENSG00000007341 = -0.201795412436785,
ENSG00000165671 = -0.20185640702902, ENSG00000204842 = -0.201997705616809,
ENSG00000092201 = -0.202137232567423, ENSG00000152601 = -0.203684376773805,
ENSG00000169967 = -0.203908161581872, ENSG00000133706 = -0.204000916612512,
ENSG00000188385 = -0.204020927704254, ENSG00000118263 = -0.204198467084385,
ENSG00000149308 = -0.204801874198832, ENSG00000102189 = -0.204823164487399,
ENSG00000169519 = -0.204862412069511, ENSG00000176406 = -0.205284136615163,
ENSG00000087206 = -0.205302844936388, ENSG00000166833 = -0.205656699555716,
ENSG00000057704 = -0.205866387757039, ENSG00000164494 = -0.206159319297981,
ENSG00000165494 = -0.207000413707298, ENSG00000116001 = -0.207115622435567,
ENSG00000134769 = -0.207659547228036, ENSG00000198911 = -0.207699797046762,
ENSG00000164161 = -0.207887122120383, ENSG00000107560 = -0.20812012812297,
ENSG00000163660 = -0.20813202916432, ENSG00000141867 = -0.208160318207811,
ENSG00000169554 = -0.209064079816379, ENSG00000139737 = -0.209095204143908,
ENSG00000107077 = -0.209209299071015, ENSG00000198836 = -0.210012407034303,
ENSG00000131089 = -0.210018608897028, ENSG00000135823 = -0.210027877408422,
ENSG00000064787 = -0.21047021839816, ENSG00000157483 = -0.210604407799633,
ENSG00000169902 = -0.21088353891526, ENSG00000183354 = -0.210975841095258,
ENSG00000068400 = -0.21104647708379, ENSG00000078304 = -0.211401852076847,
ENSG00000147010 = -0.211650989411109, ENSG00000166503 = -0.211717717178801,
ENSG00000102053 = -0.212307820653705, ENSG00000135298 = -0.21263437430237,
ENSG00000101489 = -0.213285018097317, ENSG00000011258 = -0.21388916318284,
ENSG00000151914 = -0.214302211318326, ENSG00000003756 = -0.214549112791046,
ENSG00000160633 = -0.214822508639359, ENSG00000108256 = -0.215458926812397,
ENSG00000065613 = -0.215761557833326, ENSG00000135185 = -0.217548761052787,
ENSG00000105357 = -0.217859278653763, ENSG00000154642 = -0.217861834563602,
ENSG00000168273 = -0.218467698390961, ENSG00000273079 = -0.218545581584519,
ENSG00000119906 = -0.21864007574607, ENSG00000136717 = -0.219652838640194,
ENSG00000115966 = -0.219744983495881, ENSG00000165632 = -0.220304521049449,
ENSG00000006025 = -0.220580770439421, ENSG00000125746 = -0.220657464079481,
ENSG00000133030 = -0.221516380801074, ENSG00000145982 = -0.222270276890273,
ENSG00000143624 = -0.222317324824144, ENSG00000182985 = -0.222630213778174,
ENSG00000164327 = -0.223251354525503, ENSG00000147459 = -0.22355609292563,
ENSG00000174607 = -0.223880262671908, ENSG00000148481 = -0.22438681681063,
ENSG00000104177 = -0.225109677597623, ENSG00000172318 = -0.22525299157429,
ENSG00000162236 = -0.226203226948545, ENSG00000136960 = -0.227110639109195,
ENSG00000168575 = -0.227159451059609, ENSG00000104343 = -0.228213112547396,
ENSG00000164418 = -0.228883775957547, ENSG00000109339 = -0.229023220331323,
ENSG00000165525 = -0.229071183802601, ENSG00000171634 = -0.229269277181714,
ENSG00000144218 = -0.229742588868586, ENSG00000184588 = -0.229797629481318,
ENSG00000105963 = -0.230205240798037, ENSG00000130226 = -0.23027545156232,
ENSG00000187147 = -0.230300806246945, ENSG00000165322 = -0.230490527547238,
ENSG00000198894 = -0.231056644016407, ENSG00000121741 = -0.231344987561104,
ENSG00000134884 = -0.231492275580682, ENSG00000108582 = -0.232005499465443,
ENSG00000107758 = -0.233174544821319, ENSG00000130856 = -0.233327015535044,
ENSG00000172765 = -0.233470698616134, ENSG00000168216 = -0.233749177399485,
ENSG00000088930 = -0.234260021334497, ENSG00000147642 = -0.235274326686047,
ENSG00000165219 = -0.235386254610181, ENSG00000117707 = -0.235608221266035,
ENSG00000011454 = -0.237149831286372, ENSG00000198825 = -0.237667387694265,
ENSG00000104218 = -0.237675579175397, ENSG00000075568 = -0.237767418589885,
ENSG00000077264 = -0.237999682531309, ENSG00000137266 = -0.238335216388528,
ENSG00000088367 = -0.238404913929874, ENSG00000105856 = -0.238788492762643,
ENSG00000217128 = -0.238807832077292, ENSG00000185630 = -0.238889325985401,
ENSG00000090686 = -0.239904125886669, ENSG00000137845 = -0.240645324149152,
ENSG00000108306 = -0.24095205102574, ENSG00000144339 = -0.241159908207535,
ENSG00000135924 = -0.241370785595443, ENSG00000241973 = -0.241577146129555,
ENSG00000105778 = -0.24175266495412, ENSG00000139174 = -0.242087690760522,
ENSG00000102710 = -0.242577334282009, ENSG00000183878 = -0.24369378166247,
ENSG00000188342 = -0.243712398120961, ENSG00000134852 = -0.24377212578897,
ENSG00000154654 = -0.244777448814155, ENSG00000162923 = -0.24484040311071,
ENSG00000160055 = -0.245066603829572, ENSG00000185305 = -0.245187820123896,
ENSG00000197157 = -0.245276529377884, ENSG00000164180 = -0.245280950238424,
ENSG00000112739 = -0.245308354825972, ENSG00000167004 = -0.24593863947321,
ENSG00000185352 = -0.246701693501929, ENSG00000172508 = -0.247705143219015,
ENSG00000151572 = -0.248059417136561, ENSG00000161671 = -0.248359273060046,
ENSG00000181555 = -0.249154102061492, ENSG00000163625 = -0.249525919965504,
ENSG00000197601 = -0.249563299393678, ENSG00000140199 = -0.250272747779865,
ENSG00000198892 = -0.250774916307686, ENSG00000185053 = -0.250809994921449,
ENSG00000180376 = -0.250832343957791, ENSG00000145016 = -0.250845683566763,
ENSG00000134982 = -0.250888181728278, ENSG00000148090 = -0.251311043826604,
ENSG00000183576 = -0.251321774950685, ENSG00000112699 = -0.251413345190326,
ENSG00000137770 = -0.2514394439244, ENSG00000136527 = -0.251730221278222,
ENSG00000118762 = -0.25240923427665, ENSG00000112851 = -0.252519223837863,
ENSG00000078687 = -0.252583369221979, ENSG00000150471 = -0.253420427330874,
ENSG00000182667 = -0.253878317099221, ENSG00000137497 = -0.254687437219264,
ENSG00000055208 = -0.254921732026549, ENSG00000132153 = -0.255168750879169,
ENSG00000100592 = -0.255868984922, ENSG00000163374 = -0.256623275346006,
ENSG00000116580 = -0.256623275346006, ENSG00000109686 = -0.257928161285351,
ENSG00000176623 = -0.258121686541794, ENSG00000103018 = -0.260762220310537,
ENSG00000165113 = -0.261340704916485, ENSG00000162869 = -0.261702895641253,
ENSG00000153187 = -0.261766937331097, ENSG00000076554 = -0.261818313022474,
ENSG00000084070 = -0.261907975976044, ENSG00000183715 = -0.262077583506195,
ENSG00000126858 = -0.262113754115968, ENSG00000058063 = -0.262319741048424,
ENSG00000155313 = -0.264534437073685, ENSG00000142856 = -0.264842375847418,
ENSG00000073417 = -0.265061373664896, ENSG00000109458 = -0.266343282212391,
ENSG00000151552 = -0.266905549492439, ENSG00000086666 = -0.267455166020601,
ENSG00000113580 = -0.267653171045083, ENSG00000184840 = -0.26789331158462,
ENSG00000135999 = -0.268005784391985, ENSG00000017260 = -0.268145000691806,
ENSG00000171492 = -0.269035931970755, ENSG00000100320 = -0.269279740029181,
ENSG00000101191 = -0.269450178091825, ENSG00000171202 = -0.269635664561051,
ENSG00000107290 = -0.269712383581725, ENSG00000165478 = -0.269999237801054,
ENSG00000206579 = -0.270043004905732, ENSG00000152217 = -0.270856799887346,
ENSG00000087095 = -0.2709689296056, ENSG00000153207 = -0.271087435855581,
ENSG00000097033 = -0.271091505878962, ENSG00000131437 = -0.273988789196566,
ENSG00000145241 = -0.274954132380493, ENSG00000162670 = -0.275365928380365,
ENSG00000183454 = -0.275522547978918, ENSG00000132394 = -0.275827276148147,
ENSG00000152527 = -0.276336800165456, ENSG00000140382 = -0.276596747296275,
ENSG00000102543 = -0.276720613042566, ENSG00000103479 = -0.277056803272075,
ENSG00000108381 = -0.277178916981506, ENSG00000198853 = -0.277457837230998,
ENSG00000188177 = -0.278194020163257, ENSG00000120265 = -0.279231966403478,
ENSG00000107669 = -0.280236416362343, ENSG00000166091 = -0.280416829994248,
ENSG00000164944 = -0.281488414215658, ENSG00000048405 = -0.281690778187079,
ENSG00000096746 = -0.28209613325647, ENSG00000127920 = -0.28217738922823,
ENSG00000173575 = -0.282919825295913, ENSG00000114127 = -0.283059471178278,
ENSG00000136068 = -0.283511718111275, ENSG00000114948 = -0.284401854081362,
ENSG00000187164 = -0.286077794543717, ENSG00000215421 = -0.286421061908136,
ENSG00000092421 = -0.286482806380292, ENSG00000166377 = -0.286808350484508,
ENSG00000011275 = -0.28699698341028, ENSG00000053254 = -0.287290071413037,
ENSG00000095203 = -0.28819203719322, ENSG00000162959 = -0.288195711242116,
ENSG00000198794 = -0.288654843167458, ENSG00000091428 = -0.289183062547499,
ENSG00000140694 = -0.289415245978773, ENSG00000147421 = -0.290019976342174,
ENSG00000116584 = -0.290671599263638, ENSG00000151779 = -0.290693474599189,
ENSG00000120756 = -0.29073937652183, ENSG00000184178 = -0.29081233721792,
ENSG00000112137 = -0.291036192238907, ENSG00000105866 = -0.292291111957306,
ENSG00000179292 = -0.293129188781867, ENSG00000133059 = -0.293389472460614,
ENSG00000100139 = -0.294812931673981, ENSG00000143702 = -0.295207991828427,
ENSG00000175155 = -0.295256779195564, ENSG00000198231 = -0.295580919872934,
ENSG00000114062 = -0.296416269185338, ENSG00000118007 = -0.296423253039214,
ENSG00000132694 = -0.297078804665787, ENSG00000033170 = -0.29814055989919,
ENSG00000141458 = -0.298258759396099, ENSG00000151090 = -0.298621953603773,
ENSG00000164975 = -0.298942270964299, ENSG00000130396 = -0.299616356215813,
ENSG00000185737 = -0.300021314449514, ENSG00000167632 = -0.300263140775141,
ENSG00000001631 = -0.300447459853933, ENSG00000164151 = -0.300472592008568,
ENSG00000146950 = -0.300624586206562, ENSG00000106415 = -0.301600434967348,
ENSG00000021645 = -0.302511413796964, ENSG00000137075 = -0.3025964573422,
ENSG00000136709 = -0.303040210696787, ENSG00000100836 = -0.303665442117568,
ENSG00000160305 = -0.303960529217058, ENSG00000203879 = -0.304137489709257,
ENSG00000121864 = -0.304553092184096, ENSG00000077147 = -0.30499275557256,
ENSG00000137504 = -0.305258516004489, ENSG00000100225 = -0.305267716043922,
ENSG00000135837 = -0.306614080276024, ENSG00000173889 = -0.30760136182171,
ENSG00000049618 = -0.307859082638791, ENSG00000171735 = -0.308023212326911,
ENSG00000143569 = -0.308577872491963, ENSG00000196712 = -0.308809982941793,
ENSG00000170832 = -0.309479529099368, ENSG00000129204 = -0.309479529099368,
ENSG00000010270 = -0.310226729180564, ENSG00000151322 = -0.31058825232908,
ENSG00000071054 = -0.311717180016919, ENSG00000165609 = -0.311800122233641,
ENSG00000185420 = -0.312114980599268, ENSG00000031003 = -0.312989211337282,
ENSG00000139629 = -0.313414426576296, ENSG00000129083 = -0.313887713946518,
ENSG00000187239 = -0.315605221971166, ENSG00000152404 = -0.316213746322444,
ENSG00000166012 = -0.317703654651134, ENSG00000065413 = -0.31909797992344,
ENSG00000165410 = -0.319632486327488, ENSG00000114541 = -0.322845934893963,
ENSG00000136541 = -0.323388792123722, ENSG00000123610 = -0.32354064216705,
ENSG00000183060 = -0.323843022674993, ENSG00000196428 = -0.324145352268037,
ENSG00000143382 = -0.324189159957266, ENSG00000188467 = -0.324239648553263,
ENSG00000004897 = -0.324465780841826, ENSG00000189067 = -0.325002174183798,
ENSG00000048052 = -0.325062961616952, ENSG00000129422 = -0.32511990790749,
ENSG00000113448 = -0.32677386569068, ENSG00000184226 = -0.326914115932731,
ENSG00000214413 = -0.327790272738384, ENSG00000147118 = -0.327805812247132,
ENSG00000179603 = -0.328979303247608, ENSG00000145934 = -0.329307732769327,
ENSG00000198646 = -0.329480308696464, ENSG00000198108 = -0.330947272890592,
ENSG00000138190 = -0.331576447246511, ENSG00000153707 = -0.331702983388587,
ENSG00000148019 = -0.331899373640445, ENSG00000082258 = -0.332097015536542,
ENSG00000120251 = -0.333537731836134, ENSG00000049192 = -0.333824829720712,
ENSG00000104833 = -0.335789593059769, ENSG00000163517 = -0.336205924761673,
ENSG00000157510 = -0.336408113584544, ENSG00000110171 = -0.336515899103636,
ENSG00000145794 = -0.336615345929311, ENSG00000148950 = -0.336866192965026,
ENSG00000104375 = -0.337368402513734, ENSG00000156395 = -0.338319901362225,
ENSG00000112308 = -0.339230266949374, ENSG00000104267 = -0.339523346727274,
ENSG00000175161 = -0.339659434743532, ENSG00000136237 = -0.340053291613903,
ENSG00000047188 = -0.340372447433835, ENSG00000164134 = -0.341197225574183,
ENSG00000106028 = -0.341801819042348, ENSG00000198964 = -0.342428107627652,
ENSG00000120616 = -0.342560378354048, ENSG00000169562 = -0.344614719525313,
ENSG00000144290 = -0.344981663152958, ENSG00000182621 = -0.346809437551162,
ENSG00000143952 = -0.347723453748913, ENSG00000179314 = -0.348277918554624,
ENSG00000065675 = -0.348293856511122, ENSG00000170579 = -0.34885261110575,
ENSG00000141564 = -0.349738277795744, ENSG00000120725 = -0.35121319633879,
ENSG00000109685 = -0.352217492526236, ENSG00000106780 = -0.352800735703989,
ENSG00000183801 = -0.353275802700433, ENSG00000136811 = -0.35335898521919,
ENSG00000121390 = -0.354435664295558, ENSG00000083544 = -0.355130171057214,
ENSG00000163683 = -0.356082793270792, ENSG00000119684 = -0.356894352315812,
ENSG00000184014 = -0.357554693974813, ENSG00000198815 = -0.358183475759107,
ENSG00000115677 = -0.358667774117298, ENSG00000139624 = -0.359230967232916,
ENSG00000125703 = -0.360909255426426, ENSG00000128242 = -0.361249050577943,
ENSG00000166326 = -0.361602195025372, ENSG00000171766 = -0.361829867940974,
ENSG00000182901 = -0.362623536635171, ENSG00000157445 = -0.364028147702085,
ENSG00000176049 = -0.366243356367013, ENSG00000135341 = -0.366557586166852,
ENSG00000164181 = -0.368836866639075, ENSG00000138035 = -0.370500756275139,
ENSG00000117868 = -0.371437226403496, ENSG00000172260 = -0.371620898289917,
ENSG00000148484 = -0.372276268061029, ENSG00000173744 = -0.37348158011678,
ENSG00000185189 = -0.374799276509808, ENSG00000165914 = -0.375333101500192,
ENSG00000124159 = -0.37692351623357, ENSG00000106692 = -0.378387259668762,
ENSG00000134138 = -0.379322648609527, ENSG00000108854 = -0.379487983518566,
ENSG00000196419 = -0.380254719941584, ENSG00000168959 = -0.381058474083621,
ENSG00000143514 = -0.381415489791927, ENSG00000173120 = -0.384548307551594,
ENSG00000148120 = -0.389657988945421, ENSG00000080493 = -0.390156412942477,
ENSG00000196104 = -0.390219974451731, ENSG00000111110 = -0.391775941217085,
ENSG00000197147 = -0.392269700397202, ENSG00000185920 = -0.392664954911822,
ENSG00000160145 = -0.39344062350162, ENSG00000002822 = -0.397228664255316,
ENSG00000075391 = -0.397244774046713, ENSG00000171189 = -0.397686140847751,
ENSG00000040341 = -0.399745361825683, ENSG00000101333 = -0.400336669817418,
ENSG00000134186 = -0.400870553769092, ENSG00000081923 = -0.40173593318579,
ENSG00000153944 = -0.402713915794859, ENSG00000036054 = -0.40367018472923,
ENSG00000127838 = -0.403755658565838, ENSG00000141431 = -0.404612893006915,
ENSG00000136842 = -0.408267114348842, ENSG00000167081 = -0.40844674824631,
ENSG00000162664 = -0.408864635063292, ENSG00000165443 = -0.409374850071607,
ENSG00000141699 = -0.409702402248913, ENSG00000182504 = -0.409931795601372,
ENSG00000173320 = -0.410890760606092, ENSG00000083720 = -0.411288455472476,
ENSG00000070540 = -0.411420683194145, ENSG00000116675 = -0.411859467436068,
ENSG00000170558 = -0.412041759755792, ENSG00000118298 = -0.412230256306422,
ENSG00000067798 = -0.415488331673951, ENSG00000185989 = -0.416493005939209,
ENSG00000113649 = -0.417689750006998, ENSG00000040731 = -0.417839924870191,
ENSG00000139154 = -0.418596023343565, ENSG00000218336 = -0.4192384706504,
ENSG00000009694 = -0.419613493934364, ENSG00000107829 = -0.421757169634325,
ENSG00000168916 = -0.421878425634192, ENSG00000204580 = -0.42423130433426,
ENSG00000108947 = -0.424882113538608, ENSG00000141429 = -0.426315901843359,
ENSG00000183621 = -0.427205227720547, ENSG00000171456 = -0.428000345133812,
ENSG00000163995 = -0.428056754075252, ENSG00000100485 = -0.428065024703096,
ENSG00000183662 = -0.428341972550451, ENSG00000153561 = -0.428913058455266,
ENSG00000112062 = -0.429594909008559, ENSG00000158859 = -0.431827316860872,
ENSG00000213799 = -0.432169101081317, ENSG00000198799 = -0.432621515966807,
ENSG00000169504 = -0.433605535515417, ENSG00000172379 = -0.435168749444219,
ENSG00000135541 = -0.436292346660353, ENSG00000179399 = -0.438381661483154,
ENSG00000197563 = -0.438426653752466, ENSG00000167641 = -0.439106021915315,
ENSG00000134864 = -0.440040955807768, ENSG00000196277 = -0.440086601893005,
ENSG00000103540 = -0.443510441291113, ENSG00000152689 = -0.444341390770709,
ENSG00000128487 = -0.444984859601238, ENSG00000148158 = -0.445627254403396,
ENSG00000139218 = -0.446101639687458, ENSG00000054118 = -0.44955027582997,
ENSG00000169933 = -0.45174397922538, ENSG00000109911 = -0.452019173807023,
ENSG00000166173 = -0.452040157349198, ENSG00000137501 = -0.452901435950947,
ENSG00000143418 = -0.453004629937672, ENSG00000146729 = -0.455295135073113,
ENSG00000078053 = -0.455303397094991, ENSG00000136044 = -0.458831889431591,
ENSG00000072736 = -0.460403930803022, ENSG00000054965 = -0.463857058384884,
ENSG00000143951 = -0.467799215261152, ENSG00000196284 = -0.467979573512554,
ENSG00000078328 = -0.468989742641192, ENSG00000158623 = -0.471199640867275,
ENSG00000275342 = -0.471766711009376, ENSG00000166206 = -0.471902590348437,
ENSG00000140937 = -0.4721903988478, ENSG00000159579 = -0.472682392618992,
ENSG00000152242 = -0.47346145218357, ENSG00000041988 = -0.475279164906015,
ENSG00000136715 = -0.475713381509226, ENSG00000155975 = -0.4771569192758,
ENSG00000116106 = -0.477287945202063, ENSG00000154678 = -0.482541624243086,
ENSG00000006042 = -0.484810862979963, ENSG00000176783 = -0.485084394907832,
ENSG00000150394 = -0.486989432856731, ENSG00000122870 = -0.487003642294241,
ENSG00000073670 = -0.487781778283873, ENSG00000148925 = -0.488105598328428,
ENSG00000184305 = -0.489675382298228, ENSG00000132405 = -0.491355317948493,
ENSG00000110066 = -0.492078806318991, ENSG00000185774 = -0.492601878895424,
ENSG00000099956 = -0.493061376942343, ENSG00000102763 = -0.495111077511406,
ENSG00000151247 = -0.496916193946835, ENSG00000168386 = -0.497918537759328,
ENSG00000152315 = -0.498814343488346, ENSG00000256043 = -0.499950009738665,
ENSG00000167106 = -0.502971959356638, ENSG00000112584 = -0.511125954807165,
ENSG00000122335 = -0.511280937118999, ENSG00000021300 = -0.511407387846352,
ENSG00000050344 = -0.513069544711629, ENSG00000066629 = -0.514237276714686,
ENSG00000143379 = -0.515651799900432, ENSG00000178031 = -0.517582245337186,
ENSG00000180332 = -0.517825252418405, ENSG00000122482 = -0.519809680941112,
ENSG00000120690 = -0.526230118719475, ENSG00000146592 = -0.527739331699721,
ENSG00000288701 = -0.530382361229085, ENSG00000156804 = -0.5324129105352,
ENSG00000185008 = -0.53755902179662, ENSG00000147099 = -0.541976396028618,
ENSG00000179915 = -0.542022075998656, ENSG00000188312 = -0.542423036787333,
ENSG00000102466 = -0.542963094931076, ENSG00000010803 = -0.544422721917357,
ENSG00000159173 = -0.54918222474759, ENSG00000159176 = -0.550587638909303,
ENSG00000111266 = -0.552367628913316, ENSG00000175497 = -0.555219864293989,
ENSG00000185046 = -0.558245897458501, ENSG00000020577 = -0.559995378113407,
ENSG00000117419 = -0.562233658085045, ENSG00000163602 = -0.564290981283696,
ENSG00000112530 = -0.564977908075043, ENSG00000167191 = -0.568132012403361,
ENSG00000168066 = -0.568396558765492, ENSG00000184611 = -0.574150724559932,
ENSG00000170522 = -0.575258978601968, ENSG00000154556 = -0.575717417683602,
ENSG00000171368 = -0.579282370930093, ENSG00000102934 = -0.584833102599697,
ENSG00000079841 = -0.587836294064084, ENSG00000149256 = -0.589147810562527,
ENSG00000122786 = -0.594903771218554, ENSG00000198730 = -0.600090539311692,
ENSG00000152503 = -0.602657118390102, ENSG00000198818 = -0.602754041521548,
ENSG00000116786 = -0.607928759469623, ENSG00000185532 = -0.609808581039085,
ENSG00000025796 = -0.61214293297084, ENSG00000151726 = -0.612269047114991,
ENSG00000119541 = -0.613216759652249, ENSG00000114439 = -0.616460688779644,
ENSG00000167615 = -0.617109701958306, ENSG00000174482 = -0.620865964471712,
ENSG00000189091 = -0.621757437497883, ENSG00000188916 = -0.626743058492136,
ENSG00000112541 = -0.627547672449847, ENSG00000160953 = -0.629911340095452,
ENSG00000182050 = -0.634387462054359, ENSG00000183166 = -0.644994454861661,
ENSG00000197430 = -0.650341040423225, ENSG00000033122 = -0.666477076592972,
ENSG00000080224 = -0.666703305159127, ENSG00000048740 = -0.667550148994685,
ENSG00000198216 = -0.669858844657036, ENSG00000112182 = -0.675130567895331,
ENSG00000185009 = -0.675712712768828, ENSG00000188611 = -0.675757455473565,
ENSG00000110315 = -0.676199329123156, ENSG00000100146 = -0.677205277140064,
ENSG00000184408 = -0.68447260188777, ENSG00000162402 = -0.685865074417791,
ENSG00000157168 = -0.689319066599012, ENSG00000286131 = -0.689319066599012,
ENSG00000133424 = -0.693492694442594, ENSG00000189283 = -0.696598311426078,
ENSG00000107518 = -0.704699941939212, ENSG00000185565 = -0.704768988094911,
ENSG00000128513 = -0.705032192657134, ENSG00000151474 = -0.707020347615319,
ENSG00000069667 = -0.715311685653985, ENSG00000131732 = -0.715616724004564,
ENSG00000213186 = -0.734475972957825, ENSG00000132970 = -0.756238519490464,
ENSG00000177570 = -0.758386557447893, ENSG00000174473 = -0.75960082695568,
ENSG00000187672 = -0.761842696294704, ENSG00000151748 = -0.7883742494124,
ENSG00000149972 = -0.799294149609726, ENSG00000185760 = -0.803163284937275,
ENSG00000178149 = -0.804300958539496, ENSG00000136367 = -0.807162596361242,
ENSG00000125851 = -0.813404529057154, ENSG00000152822 = -0.823663149399582,
ENSG00000061987 = -0.839453436326677, ENSG00000150275 = -0.848903731299451,
ENSG00000110025 = -0.862734268575983, ENSG00000171840 = -0.863380367102951,
ENSG00000147481 = -0.865903791429416, ENSG00000173406 = -0.884100306813513,
ENSG00000183117 = -0.89371486888786, ENSG00000165379 = -0.901028738885046,
ENSG00000151952 = -0.920755922837254, ENSG00000148219 = -0.951371028837743,
ENSG00000198626 = -0.984764932541634, ENSG00000083067 = -1.11330301909368,
ENSG00000175471 = -1.11690380022367, ENSG00000152377 = -1.46190859487346,
ENSG00000198673 = -1.54568356974478
)
enr <- gseGO(
geneList = hgene_list, ont = 'all', keyType = 'ENSEMBL',
OrgDb = org.Hs.eg.db::org.Hs.eg.db,
eps = 0, pvalueCutoff = 1, scoreType = 'std'
) |
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Using Interestingly, when I changed As a side note: an GSEA analysis is usually performed using all genes as input. In your case your input is only 1917 genes, so an overrepresentation analysis may be more appropriate? See |
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@guidohooiveld , it is a single cell dataset, so that is the full list of DE tested genes for that cell type. Although that I can obviously run it on the mouse set to avoid it or just do 1:1 orths, though clearly it seems MT1 is important so it would be a shame to leave it out. The curse of ortholog resolution. I am curious why the newer version is able to resolve it though. |
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I 'played' with your data set a little more, and I found that even when using up-to-date versions of Moreover, it seems that this is somehow caused by |
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Hi all, I am having this issue with The command I am running is as follows: The I have also tried in multiple R environments, but I am having the same issue.
Any help would be greatly appreciated. Best wishes, Additional information
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Hello, |
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Describe your issue
I run GSEA() for a goat RNAseq differention analysis results.
the prepare code is follow:
the main code is follow:
while, the main command still no response after 24 hours!
the R version is 4.3.2, the version of clusterProfiler is 4.10.0.
Can you help me solve this problem?
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