Cell-type-specific marker genes were identified from the KPMP-derived transcriptomic dataset. For each cell type, a protein-protein interaction network was generated using STRING interactions among the identified genes. Network topology was analyzed using NetworkX, and multiple centrality metrics were computed to characterize gene importance and identify potential hub genes within each cellular context.
gene,degree_centrality,betweenness_centrality,closeness_centrality,eigenvector_centrality,pagerank,harmonic_centrality,centrality_rank ACTB,0.6177606177606177,0.06328005746610398,0.7134986225895317,0.16140667029903355,0.014947906356102974,208.6666666666667,2.0 AKT1,0.6177606177606177,0.04215677471491425,0.7095890410958904,0.18201755793531654,0.016847678191316263,208.3333333333334,2.0 TNF,0.6177606177606177,0.03421278421278421,0.7095890410958904,0.1730492737840914,0.015943610703179532,208.3333333333334,2.0 TP53,0.6138996138996139,0.01997096764538625,0.7076502732240437,0.1883962700163677,0.017704688958887216,207.8333333333334,4.0 STAT3,0.5212355212355212,0.023744674907465606,0.6624040920716112,0.17550987020264014,0.013628018401708275,195.66666666666674,5.0 JUN,0.4980694980694981,0.026233875071084375,0.6491228070175439,0.1668381716013659,0.013328060925860948,192.33333333333343,6.0 CASP3,0.49034749034749037,0.03781688665409596,0.6475,0.14980021721354292,0.012320866536528191,191.50000000000009,7.0 HIF1A,0.48262548262548266,0.02233545838197001,0.6442786069651741,0.15080012389435268,0.012003796209671683,190.50000000000009,8.0 CTNNB1,0.47104247104247104,0.03459190087097064,0.6379310344827587,0.14707610872255739,0.012197508481762761,188.83333333333343,9.5 NFKB1,0.47104247104247104,0.02159468438538206,0.6379310344827587,0.16110211374299743,0.012024527978020868,188.83333333333343,9.5 HSP90AA1,0.44787644787644787,0.03601608252771043,0.6317073170731707,0.1371344820861985,0.011795116363890829,186.16666666666674,11.0 TLR4,0.4362934362934363,0.008335578103019964,0.6271186440677966,0.13738692968756466,0.011595403841929868,184.66666666666674,12.0 PTEN,0.43243243243243246,0.022298045553859506,0.6225961538461539,0.13041856749659303,0.010353958239821217,183.83333333333343,13.0 CD4,0.416988416988417,0.03177097363143875,0.6108490566037735,0.12263367080855844,0.010582915813212522,181.1666666666668,14.0 SIRT1,0.3861003861003861,0.01996348507976415,0.6051401869158879,0.11826739090595391,0.0097657740538771,177.83333333333343,15.5 TGFB1,0.3861003861003861,0.017239831193319566,0.6051401869158879,0.1190275707257535,0.00918893210311905,177.83333333333343,15.5 FOS,0.36293436293436293,0.012907425698123372,0.5967741935483871,0.131378560398492,0.009709156794358595,174.83333333333343,17.0 EP300,0.3590733590733591,0.008649845859148185,0.5940366972477065,0.13015140724063984,0.010203128245100288,174.16666666666677,18.0 HSPA4,0.35135135135135137,0.012540779982640448,0.591324200913242,0.1149036805887488,0.0087752419606602,173.16666666666677,19.0 STAT1,0.3474903474903475,0.0032474334799916195,0.5859728506787331,0.13638618367262093,0.009165854839457265,172.1666666666668,20.5 CXCL8,0.3474903474903475,0.008672293556014486,0.591324200913242,0.11635270342496908,0.009175318293907385,172.83333333333343,20.5 PTGS2,0.3359073359073359,0.009398102421358235,0.5820224719101124,0.11430063938277478,0.007885354171986604,170.6666666666668,22.0 CREB1,0.32432432432432434,0.0088743228278112,0.5820224719101124,0.11598120356398554,0.008133158534397144,169.66666666666677,23.5 ICAM1,0.32432432432432434,0.010520487264673311,0.5794183445190156,0.10387690864596962,0.007664607064534847,169.33333333333346,23.5 JAK2,0.31660231660231664,0.014905270719224208,0.5730088495575221,0.10901099122880212,0.008104835988219223,167.83333333333348,25.0 MAPK1,0.3088803088803089,0.0047888419981443235,0.5679824561403509,0.11814897112227328,0.008759795652788255,166.50000000000017,26.5 NFE2L2,0.3088803088803089,0.004160306485887881,0.5742793791574279,0.10272905418089857,0.007671166138769473,167.33333333333346,26.5 TLR2,0.305019305019305,0.004654155816946515,0.5717439293598234,0.10052896286487864,0.007943306112580678,166.6666666666668,28.0 ITGAM,0.30115830115830117,0.008709706384124988,0.5704845814977973,0.08836455943246477,0.007348756886468098,166.1666666666668,29.0 RELA,0.29343629343629346,0.003890934123492263,0.5655021834061136,0.12508206542247996,0.00782835753636373,164.83333333333348,30.0 MYD88,0.2895752895752896,0.004706533776301218,0.5655021834061136,0.10682262749303224,0.007389691985521107,164.50000000000014,31.5 CASP1,0.2895752895752896,0.007385292269013199,0.5667396061269147,0.09432985332173863,0.0069405818832125425,164.6666666666668,31.5 APOE,0.2857142857142857,0.015219538475352429,0.5655021834061136,0.07529072294689694,0.007856145984803574,164.1666666666668,34.0 HMOX1,0.2857142857142857,0.005222830804226153,0.5667396061269147,0.09157672641109846,0.006868819255540418,164.33333333333346,34.0 CDKN1A,0.2857142857142857,0.0034868755798988355,0.5593952483801296,0.10455535690343457,0.0071793403345196535,163.3333333333335,34.0 MDM2,0.2702702702702703,0.003875968992248062,0.555793991416309,0.09972250852789223,0.007115206247083545,161.50000000000017,36.0 SOCS3,0.26640926640926643,0.0054622729041333695,0.5546038543897216,0.09273595787171264,0.006473893552694111,161.00000000000014,37.0 PARP1,0.2625482625482626,0.004803807129388524,0.5534188034188035,0.09367902940835114,0.006426365082690256,160.50000000000017,38.5 HDAC1,0.2625482625482626,0.006120738678878214,0.555793991416309,0.10612296663465343,0.0073831400841693415,160.83333333333348,38.5 BECN1,0.25868725868725867,0.004773876866900123,0.551063829787234,0.0851442983315431,0.006272320175890312,159.8333333333335,40.5 IKBKB,0.25868725868725867,0.003479393014276735,0.5522388059701493,0.09927732161634255,0.006286365093005678,160.00000000000017,40.5 IL18,0.2548262548262548,0.005073179491784143,0.5522388059701493,0.08561985048793036,0.006285038555157472,159.6666666666668,42.0 SOD2,0.25096525096525096,0.011059231989464548,0.5546038543897216,0.06566179977944557,0.006247218652107767,159.6666666666668,43.5 SMAD2,0.25096525096525096,0.004055550567178474,0.5452631578947369,0.09168368400318977,0.006093239228616035,158.41666666666683,43.5 STAT5A,0.2471042471042471,0.004339888060818293,0.5464135021097046,0.09505745488263567,0.006030893043639854,158.16666666666686,46.0 CYBB,0.2471042471042471,0.010034120499236777,0.5498938428874734,0.07670809532826597,0.006391393169779232,158.6666666666668,46.0 UBC,0.2471042471042471,0.01243602406393104,0.5441176470588235,0.075346676757279,0.0069027862108310255,157.83333333333348,46.0 IRF1,0.24324324324324326,0.00473646403878962,0.5464135021097046,0.09013746293385076,0.005990889794890603,157.8333333333335,48.0 PIK3CA,0.23938223938223938,0.00044895393732603036,0.5395833333333333,0.0896898277973949,0.00681389874333448,156.5000000000002,49.5 TXN,0.23938223938223938,0.014598485528718086,0.548728813559322,0.07238854250112757,0.006073423165447629,157.83333333333346,49.5 CXCL10,0.23552123552123552,0.006390111041273832,0.5452631578947369,0.07994304304685527,0.00578498851009737,157.00000000000014,51.5 SMAD4,0.23552123552123552,0.007048576816018676,0.5429769392033543,0.08540697636485166,0.005876554904763896,156.66666666666683,51.5 SOD1,0.23166023166023167,0.008500194546706174,0.547568710359408,0.05873980852288003,0.006469890595104894,157.00000000000014,53.5 PECAM1,0.23166023166023167,0.006614588009936847,0.5441176470588235,0.07183740459742184,0.005723327583023461,156.50000000000014,53.5 JAK1,0.22779922779922782,0.0016162341743737093,0.5407098121085595,0.0884153128625226,0.005732158079254843,155.66666666666683,55.0 LYN,0.22393822393822393,0.009278381371404626,0.5418410041841004,0.07556081474515239,0.005832856848618908,155.50000000000014,56.0 B2M,0.22007722007722008,0.009457962946335038,0.5498938428874734,0.06228136397363702,0.005799887357056716,156.3333333333334,57.0 SOCS1,0.21235521235521235,0.004549399898237107,0.5329218106995884,0.07891071787924707,0.005258927704260148,153.25000000000014,58.0 TIMP1,0.20463320463320464,0.0059561222351920025,0.5373443983402489,0.06143094225209279,0.004957506669672826,153.1666666666668,59.0 IRF3,0.2007722007722008,0.004160306485887881,0.5351239669421488,0.0804577626557368,0.005007101069751512,152.5000000000001,60.0 FYN,0.1969111969111969,0.0017060249618389154,0.5318275154004107,0.07261821371593034,0.00534877012745779,151.6666666666668,62.0 EGR1,0.1969111969111969,0.0021250486366765436,0.534020618556701,0.08326460509396869,0.005214568052732076,152.08333333333343,62.0 GPX3,0.1969111969111969,0.00502828409805154,0.5362318840579711,0.05985881808380746,0.005065090389678552,152.33333333333343,62.0 PTPN11,0.19305019305019305,0.00354673610487564,0.5274949083503055,0.07137963759237514,0.005140055148875028,150.7500000000001,64.0 DNMT1,0.1891891891891892,0.0023644907365837596,0.5307377049180327,0.06942094477541397,0.005123488355116559,150.83333333333346,65.0 RPS6KB1,0.18532818532818535,0.005237795935470354,0.5296523517382413,0.07231042893038228,0.004540594618266587,150.33333333333348,67.0 HDAC2,0.18532818532818535,0.001466582861931699,0.5242914979757085,0.07485324125148199,0.005119547875788432,149.50000000000014,67.0 THBS1,0.18532818532818535,0.0021849091616533475,0.5285714285714286,0.058062807051940404,0.004684853118516086,150.25000000000009,67.0 ATF3,0.18146718146718147,0.008956631049654305,0.5253549695740365,0.07386741717042727,0.005119369235143633,149.33333333333348,70.5 CD163,0.18146718146718147,0.004085480829666876,0.5253549695740365,0.04989292165894871,0.004549762155502063,149.33333333333346,70.5 PRKCA,0.18146718146718147,0.0029556134207297,0.5232323232323233,0.06436563094336459,0.004721557392190004,149.08333333333346,70.5 CDKN1B,0.18146718146718147,0.006330250516297028,0.5253549695740365,0.06276835932162209,0.004408667282641345,149.33333333333346,70.5 MAP3K5,0.1776061776061776,0.0020651881116997397,0.5264227642276422,0.06317183087116446,0.00429082275157082,149.1666666666668,73.0 NR3C1,0.16602316602316602,0.002633863098979378,0.5200803212851406,0.07744285403814377,0.004532764334709626,147.1666666666668,74.5 CD74,0.16602316602316602,0.006307802819430726,0.5221774193548387,0.03783588868456743,0.004263517047872205,147.5000000000001,74.5 PKM,0.16216216216216217,0.0027461015833108856,0.5200803212851406,0.051332748240119706,0.004379176060850815,146.83333333333343,78.0 DUSP1,0.16216216216216217,0.0015189608212864026,0.518,0.059835537595229894,0.0039634333036537,146.58333333333346,78.0 XBP1,0.16216216216216217,0.010894615545778336,0.5274949083503055,0.05429317633355925,0.004555178564132252,148.0000000000001,78.0 IRF8,0.16216216216216217,0.006158151506988716,0.5128712871287129,0.048650053598853174,0.003936074806545899,145.75000000000014,78.0 SP1,0.16216216216216217,0.001301966418245488,0.5159362549800797,0.07472097352536256,0.00464230142799356,146.16666666666683,78.0 MAPK9,0.15830115830115832,0.002379455867827961,0.5128712871287129,0.05940531964967127,0.004455778327060431,145.4166666666668,81.5 IL15,0.15830115830115832,0.0014366525994432972,0.5169660678642715,0.057428780363323995,0.003989086974196502,146.08333333333346,81.5 BTK,0.15444015444015444,0.0021250486366765436,0.5149105367793241,0.057075258032710796,0.004189048945949823,145.33333333333348,84.0 TXNIP,0.15444015444015444,0.004616742988836012,0.5169660678642715,0.04823220478755311,0.003885173282429595,145.66666666666683,84.0 HSPB1,0.15444015444015444,0.006704378797402053,0.5169660678642715,0.055983511394328105,0.0038254323879089534,145.6666666666668,84.0 NCF1,0.15057915057915058,0.0024916943521594683,0.5088408644400786,0.0457899155474541,0.0038328574837139676,144.16666666666674,87.0 TFRC,0.15057915057915058,0.004025620304690072,0.5242914979757085,0.041967346671586574,0.0038545067219839958,146.50000000000009,87.0 AIF1,0.15057915057915058,0.003831073598515459,0.5138888888888888,0.04701068382456071,0.003844648775489892,144.91666666666677,87.0 IL1RN,0.14671814671814673,0.003501840711143037,0.49616858237547895,0.04181206889346967,0.0036041018372388062,141.66666666666674,90.0 ELAVL1,0.14671814671814673,0.002738619017688785,0.5138888888888888,0.056141684827924566,0.0038891569178873715,144.50000000000017,90.0 VIM,0.14671814671814673,0.005237795935470354,0.5149105367793241,0.05199828828937776,0.0036365622126251643,144.6666666666668,90.0 IRAK1,0.14285714285714285,0.00034419801861662326,0.5159362549800797,0.06366655045778687,0.0038661359923673278,144.5000000000001,92.5 TGFBR1,0.14285714285714285,0.002588967705246775,0.5128712871287129,0.04984476583114007,0.0034001562902118065,144.00000000000014,92.5 PARK7,0.138996138996139,0.001541408518152704,0.5088408644400786,0.039512043538741146,0.0039513248823732266,143.00000000000009,95.5 RAC1,0.138996138996139,0.0015264433869085032,0.5098425196850394,0.04042245396448094,0.004087283744580203,143.1666666666668,95.5 PRDX1,0.138996138996139,0.0020951183741881414,0.5088408644400786,0.042494295896783274,0.003883644170037912,143.00000000000014,95.5 LDHA,0.138996138996139,0.017988087755529614,0.5118577075098815,0.03783179656554448,0.0039068828156243905,143.5000000000001,95.5 AGO2,0.1312741312741313,0.008081170871868546,0.5098425196850394,0.04713363360992118,0.004171909973533026,142.50000000000014,99.5 APAF1,0.1312741312741313,0.0016760946993505132,0.5068493150684932,0.05117528844646347,0.003426853050173811,142.00000000000014,99.5 CUL3,0.1312741312741313,0.003950794648469067,0.501937984496124,0.03669606442147966,0.003522837287959244,141.16666666666674,99.5 NR4A1,0.1312741312741313,0.0004190236748376283,0.5038910505836576,0.05611225604385375,0.003603352818666257,141.58333333333348,99.5 SERPINA1,0.1274131274131274,0.014486247044386578,0.5088408644400786,0.02686935540633867,0.004223661916381122,142.0833333333334,105.0 ROCK1,0.1274131274131274,0.004601777857591811,0.5029126213592233,0.04749795067960847,0.003437038104502031,141.00000000000014,105.0 GPX4,0.1274131274131274,0.0015264433869085032,0.5078431372549019,0.035191604594528324,0.00341291775751504,141.9166666666668,105.0 PDPK1,0.1274131274131274,0.0008829427434078596,0.4896030245746692,0.039423684603654384,0.003782883787458856,138.9166666666667,105.0 BAX,0.1274131274131274,0.001346861811978091,0.5068493150684932,0.04703967156603346,0.0032932978801400803,141.75000000000017,105.0 PPIA,0.1274131274131274,0.006315285385052827,0.5159362549800797,0.03267059844389677,0.003361715128707101,143.16666666666674,105.0 IRS2,0.1274131274131274,0.0020352578492113375,0.5009671179883946,0.0445823861487212,0.0035636295685623686,140.75000000000014,105.0 HSPD1,0.12355212355212356,0.0043997485857950975,0.505859375,0.03902313172818755,0.0034957177215017557,141.25000000000009,112.0 IL6R,0.12355212355212356,0.00032923288737242223,0.5029126213592233,0.05037944985064549,0.003277136545481886,140.66666666666677,112.0 DDIT3,0.12355212355212356,0.002042740414833438,0.5048732943469786,0.046255432778496475,0.0032132621098596367,141.08333333333348,112.0 LY96,0.12355212355212356,0.008200891921822153,0.5088408644400786,0.04534234582791314,0.0037586263272665014,141.66666666666677,112.0 PSMA7,0.12355212355212356,0.0014366525994432972,0.501937984496124,0.03999598686677064,0.003276972519290125,140.50000000000006,112.0 INSR,0.12355212355212356,0.0019454670617461314,0.4896030245746692,0.038024403971545745,0.003268842554606675,138.41666666666674,112.0 STK11,0.12355212355212356,0.0009577683996288647,0.501937984496124,0.0490703902683854,0.003252685745946446,140.50000000000017,112.0 NOTCH2,0.11969111969111969,0.0032175032175032173,0.5078431372549019,0.040553030454097,0.003029375333668376,141.2500000000001,116.0 ENG,0.11583011583011583,0.003905899254736464,0.5088408644400786,0.03766402125038827,0.0031214690221586065,141.00000000000009,118.0 DNM1L,0.11583011583011583,0.0005761575529017389,0.49053030303030304,0.030719585163184633,0.003254762933559428,137.9166666666667,118.0 RICTOR,0.11583011583011583,0.001316931549489689,0.5009671179883946,0.04261048901491995,0.003197206396605495,139.66666666666674,118.0 FOSB,0.11196911196911197,0.00044895393732603036,0.49521988527724664,0.0460159349856636,0.0033970368503682966,138.5833333333334,120.0 PLAUR,0.10810810810810811,0.006135703810122415,0.4971209213051823,0.02876253698853599,0.002846340827528439,138.50000000000006,122.0 VHL,0.10810810810810811,0.002843374936398192,0.49427480916030536,0.03769231379060343,0.002858211931643221,137.83333333333337,122.0 G6PD,0.10810810810810811,0.0041228936577773784,0.49427480916030536,0.029924390380091176,0.003020785034123088,138.00000000000006,122.0 MFN2,0.10424710424710425,0.0008979078746520607,0.49146110056925996,0.027730932472099363,0.002986571210712271,137.0833333333334,125.0 MIF,0.10424710424710425,0.0011373499745592768,0.49903660886319845,0.03325489264012316,0.0025777750645838296,138.4166666666667,125.0 MECP2,0.10424710424710425,0.009188590583939421,0.48867924528301887,0.03556569299480161,0.0034392934517484515,136.6666666666667,125.0 BSG,0.1003861003861004,0.001242105893268684,0.501937984496124,0.0314112182225927,0.002611439315162425,138.50000000000006,128.5 PTPN6,0.1003861003861004,0.0004040585435934273,0.4832089552238806,0.036464934214225427,0.0028987149381207783,135.41666666666666,128.5 MAF,0.1003861003861004,0.0006285355122564425,0.5009671179883946,0.041427943263141066,0.0027266738897424323,138.41666666666677,128.5 SIRT2,0.1003861003861004,0.0011972104995360809,0.4896030245746692,0.036861997222645444,0.002856518025996028,136.3333333333334,128.5 SGK1,0.09652509652509653,0.007931519559426536,0.48867924528301887,0.032820250041761014,0.002807604020980647,135.9166666666667,132.0 RETN,0.09652509652509653,0.0019305019305019305,0.49146110056925996,0.0284548484401124,0.0024622606936044373,136.50000000000009,132.0 S100A9,0.09652509652509653,0.0005088144623028344,0.48411214953271026,0.025993044900938216,0.0026749697536146604,135.08333333333334,132.0 GCLC,0.09266409266409267,0.0021400137679207444,0.49521988527724664,0.029241413803767748,0.002583042394872259,136.8333333333334,137.5 CDK5,0.09266409266409267,0.0003591631498608243,0.49333333333333335,0.03522677066424231,0.0027160783440996665,136.4166666666667,137.5 PYCARD,0.09266409266409267,0.0007781868246984526,0.4805194805194805,0.028672098748234034,0.0026927416498408706,134.25000000000003,137.5 NAMPT,0.09266409266409267,0.0002693723623956182,0.49427480916030536,0.0339893117484868,0.002593133046679537,136.5833333333334,137.5 JUNB,0.09266409266409267,0.0001496513124420101,0.47522935779816516,0.03831747934962495,0.002804632569363633,133.3333333333333,137.5 PSMB8,0.09266409266409267,0.0006285355122564425,0.4868421052631579,0.02939441715086964,0.0025730067286834244,135.1666666666667,137.5 S100A4,0.09266409266409267,0.001466582861931699,0.49333333333333335,0.03302232023556986,0.002368689286731875,136.41666666666669,137.5 KDM6A,0.09266409266409267,0.0017060249618389154,0.48592870544090055,0.030849908530634497,0.0025499952366141105,135.08333333333334,137.5 KDM6B,0.0888030888030888,0.0001496513124420101,0.487758945386064,0.037198976199636365,0.002569468048299722,135.00000000000006,143.0 UCP2,0.0888030888030888,0.0022597348178743527,0.4923954372623574,0.02247991490507372,0.002234273306805518,136.00000000000006,143.0 PIK3C3,0.0888030888030888,0.00020951183741881415,0.4787430683918669,0.027177279774958513,0.0024496234802879897,133.41666666666669,143.0 HDAC9,0.08494208494208494,0.0012046930651581813,0.48141263940520446,0.03057311512284339,0.0023291396787368497,133.58333333333334,147.5 ILK,0.08494208494208494,0.0007183262997216486,0.4832089552238806,0.033615476057783235,0.002463942512725548,133.83333333333337,147.5 CLTC,0.08494208494208494,0.0009577683996288647,0.49521988527724664,0.02812907291964994,0.002329313641553965,136.00000000000006,147.5 CYBA,0.08494208494208494,0.0002693723623956182,0.487758945386064,0.02619729344560467,0.002475054898705368,134.83333333333337,147.5 C3AR1,0.08494208494208494,0.0007781868246984526,0.4543859649122807,0.018211891750280342,0.0026528110517323785,128.58333333333303,147.5 TIMP3,0.08494208494208494,0.0022597348178743527,0.49427480916030536,0.026089036667940404,0.0021938988029366908,135.9166666666667,147.5 CXCL16,0.08108108108108109,0.00020951183741881415,0.46167557932263814,0.02262943740432615,0.0021092962084027296,129.58333333333312,153.5 MAPK7,0.08108108108108109,0.001361826943222292,0.49146110056925996,0.029527042218880212,0.0021755758555678847,135.00000000000003,153.5 ITGAE,0.08108108108108109,0.00032923288737242223,0.46167557932263814,0.023138355892782507,0.0021600471939540403,129.58333333333314,153.5 USF1,0.08108108108108109,0.0005686749872796384,0.4709090909090909,0.029971128490005366,0.0022087761219574276,131.49999999999994,153.5 PRDX6,0.08108108108108109,0.001406722336954895,0.4666666666666667,0.016747321321471446,0.0024477086161266925,130.49999999999991,153.5 ABCA1,0.08108108108108109,0.007961449821914938,0.48867924528301887,0.02571476166703631,0.0027389539927995983,134.6666666666667,153.5 IL17RA,0.07722007722007722,0.00017958157493041214,0.4649910233393178,0.02900759735582554,0.0020523143857655163,129.91666666666652,159.0 RPS6KA3,0.07722007722007722,0.00032923288737242223,0.47697974217311234,0.02645856339418956,0.0021816639291707875,132.08333333333331,159.0 TAGLN,0.07722007722007722,0.0016760946993505132,0.4787430683918669,0.015519485753005394,0.0021013675121039983,132.49999999999997,159.0 TFEB,0.07722007722007722,0.001466582861931699,0.47435897435897434,0.020431079087327577,0.0019910484212866527,131.6666666666666,159.0 FPR2,0.07722007722007722,0.0005986052497680404,0.4527972027972028,0.018608989792820545,0.002413271091053713,127.4999999999997,159.0 ZFP36,0.07335907335907337,0.0002693723623956182,0.4692028985507246,0.026894345409776328,0.002288972196575486,130.49999999999986,165.0 FPR1,0.07335907335907337,8.979078746520607e-05,0.46835443037974683,0.02071012524165854,0.0023476550254745436,130.16666666666652,165.0 CALM1,0.07335907335907337,0.0038011433360270568,0.47522935779816516,0.01946662604220356,0.002316735928271139,131.49999999999991,165.0 HNRNPC,0.07335907335907337,8.979078746520607e-05,0.48592870544090055,0.023884200436104043,0.0023333297372374,133.4166666666667,165.0 CTSL,0.07335907335907337,0.0016311993056179102,0.4805194805194805,0.01763237486588402,0.0021160250795815624,132.5833333333333,165.0 THBD,0.07335907335907337,0.0004190236748376283,0.45518453427065025,0.019652552211299072,0.0021152798073764646,127.6666666666664,165.0 SPARC,0.07335907335907337,0.0009428032683846638,0.48141263940520446,0.01626752450321491,0.0021168929545352048,132.66666666666663,165.0 PTGER4,0.0694980694980695,0.0055670288228427765,0.4850187265917603,0.024720415061720662,0.0019511740190321148,132.91666666666669,170.5 CST3,0.0694980694980695,0.0005088144623028344,0.47005444646098005,0.014764887019311902,0.0024659197776326913,130.16666666666652,170.5 ROCK2,0.0694980694980695,0.0002993026248840202,0.4850187265917603,0.030599136221848573,0.0021747724357395193,132.91666666666663,170.5 CASP4,0.0694980694980695,5.9860524976804046e-05,0.477859778597786,0.022408326996846396,0.0021444698706123335,131.66666666666663,170.5 GSDMD,0.06563706563706564,0.00044895393732603036,0.47176684881602915,0.023188659650745107,0.00214496901871606,130.16666666666657,174.5 E2F3,0.06563706563706564,0.0009876986621172668,0.46332737030411447,0.025308903828579685,0.001891628484284246,128.66666666666654,174.5 ATR,0.06563706563706564,0.0008380473496752566,0.47005444646098005,0.021545217764332554,0.0018599558722043079,129.83333333333323,174.5 PRKAA1,0.06563706563706564,0.0006285355122564425,0.4584070796460177,0.01862691101052467,0.0020397340718170285,127.4999999999998,174.5 TGFBI,0.06177606177606178,0.00034419801861662326,0.45121951219512196,0.009525383439716609,0.0019568170519289807,125.66666666666642,179.5 NUMB,0.06177606177606178,0.0009876986621172668,0.4805194805194805,0.02065159323966735,0.0019021677727485407,131.49999999999994,179.5 PSMD9,0.06177606177606178,0.0005088144623028344,0.47176684881602915,0.017253467712572777,0.0016644269330919183,129.91666666666657,179.5 PDK4,0.06177606177606178,0.0016461644368621112,0.473491773308958,0.013017925739426593,0.0018291839279307262,130.0833333333333,179.5 SIRT7,0.06177606177606178,8.979078746520607e-05,0.46167557932263814,0.02130390390417049,0.002048963691625688,127.91666666666652,179.5 CPT1A,0.06177606177606178,0.0005686749872796384,0.48141263940520446,0.016477549832621022,0.0018397207890710821,131.66666666666666,179.5 ID2,0.05791505791505792,0.0008230822184310556,0.4658273381294964,0.016134686204381674,0.001522600050165801,128.4166666666665,185.0 LYZ,0.05791505791505792,0.0024767292209152674,0.45518453427065025,0.009175725479764548,0.0019130782732195905,126.24999999999972,185.0 CD59,0.05791505791505792,0.005387447247912364,0.4488734835355286,0.009433826869743629,0.0022552169428449575,125.08333333333306,185.0 PCNA,0.05791505791505792,5.9860524976804046e-05,0.4527972027972028,0.020753075436700706,0.002114828406502316,125.74999999999983,185.0 PTPN2,0.05791505791505792,0.00011972104995360809,0.4608540925266904,0.023544446827101086,0.0018510707152474284,127.49999999999979,185.0 HLA-B,0.05405405405405406,0.0002993026248840202,0.4658273381294964,0.017187180284847708,0.0019458921486027654,128.08333333333314,188.0 VCAN,0.0501930501930502,0.008036275478135943,0.4434931506849315,0.010668542635256439,0.0021658430423133045,123.16666666666637,191.0 HES1,0.0501930501930502,0.007662147197030918,0.4625,0.016632782962842377,0.0018077510066379205,126.99999999999982,191.0 GNB4,0.0501930501930502,0.00011972104995360809,0.44809688581314877,0.012505170445039716,0.002024075742094117,124.16666666666644,191.0 P2RX7,0.0501930501930502,0.0002993026248840202,0.4473229706390328,0.013376961201591049,0.001620692788055837,124.08333333333306,191.0 GRN,0.0501930501930502,0.0009053904402741612,0.45598591549295775,0.009582846701709278,0.0016083141143742301,125.99999999999982,191.0 IGFBP7,0.04633204633204634,0.00022447696866301518,0.43602693602693604,0.011652890702480136,0.0015615018924433157,121.16666666666639,195.5 HIPK2,0.04633204633204634,5.9860524976804046e-05,0.4666666666666667,0.02111459440798384,0.001647177786580014,127.49999999999983,195.5 RAP1A,0.04633204633204634,0.0005387447247912364,0.46167557932263814,0.016161029364103033,0.0020150705490270034,126.58333333333314,195.5 VEGFB,0.04633204633204634,0.007781868246984526,0.45518453427065025,0.012935338892129668,0.0019512071669573713,125.2499999999998,195.5 RRAS,0.04247104247104247,0.0006285355122564425,0.4434931506849315,0.01159890757132711,0.0016865358701037172,122.49999999999979,201.5 CCNG2,0.04247104247104247,0.0004190236748376283,0.4457831325301205,0.012421314389037137,0.001267508060107367,122.9999999999998,201.5 GLO1,0.04247104247104247,0.0020352578492113375,0.39602446483180426,0.005029062599614465,0.0016553781584399206,111.16666666666639,201.5 FBL,0.04247104247104247,0.005267726197958756,0.4625,0.009812087150460762,0.001634153127576032,126.33333333333314,201.5 FPR3,0.04247104247104247,0.0008380473496752566,0.4218241042345277,0.005740466402019914,0.0016170270816531244,117.4166666666663,201.5 MTDH,0.04247104247104247,0.00022447696866301518,0.46332737030411447,0.01649641584294276,0.0013625512535280688,126.58333333333317,201.5 OGA,0.04247104247104247,0.0002693723623956182,0.47176684881602915,0.015352560352140106,0.0017703595405424255,128.08333333333317,201.5 BAD,0.04247104247104247,5.9860524976804046e-05,0.4584070796460177,0.017074123251492383,0.001544985920261782,125.66666666666653,201.5 RNF7,0.03861003861003861,8.979078746520607e-05,0.419773095623987,0.009925339449333435,0.0015486939261409038,116.91666666666637,208.0 MS4A4A,0.03861003861003861,2.9930262488402023e-05,0.4190938511326861,0.0070959898642618605,0.0014698627535523097,116.83333333333293,208.0 CAT,0.03861003861003861,0.0,0.40342679127725856,0.007041742911712834,0.0015374530726833826,112.83333333333306,208.0 TYMP,0.03861003861003861,0.0007183262997216486,0.46167557932263814,0.00905840770326196,0.001845700503325336,125.74999999999982,208.0 UMOD,0.03861003861003861,0.0005836401185238395,0.4457831325301205,0.009707433510019445,0.0018130679482680453,122.58333333333307,208.0 FBP1,0.03474903474903475,0.0006584657747448445,0.44047619047619047,0.006868511104698183,0.0013845338236248166,121.0833333333331,211.0 MS4A6A,0.03088803088803089,5.9860524976804046e-05,0.39064856711915535,0.004747470541506308,0.0013658313178533145,108.83333333333294,213.0 PKN1,0.03088803088803089,8.979078746520607e-05,0.4397283531409168,0.007632809713675341,0.00124902094418329,120.7499999999998,213.0 MTHFR,0.03088803088803089,5.9860524976804046e-05,0.46332737030411447,0.010045697572108457,0.0013029819177307561,125.66666666666652,213.0 RAPGEF1,0.02702702702702703,5.9860524976804046e-05,0.43602693602693604,0.0069546084943167205,0.0012662639427739606,119.49999999999976,216.5 GSTK1,0.02702702702702703,2.9930262488402023e-05,0.39969135802469136,0.004183085221639547,0.0010504559311161421,110.83333333333309,216.5 OPA1,0.02702702702702703,2.9930262488402023e-05,0.43676222596964587,0.005454336190308089,0.001276510648893971,119.66666666666644,216.5 AHCY,0.02702702702702703,0.00020951183741881415,0.4150641025641026,0.00541915597621781,0.0012372988494096303,114.49999999999976,216.5 AK2,0.02316602316602317,5.9860524976804046e-05,0.419773095623987,0.004353291212316175,0.0010915286289375817,115.41666666666639,221.5 MFF,0.02316602316602317,0.0,0.41373801916932906,0.004906188803352577,0.0012503557314202367,113.99999999999973,221.5 PTPRJ,0.02316602316602317,0.0,0.4338358458961474,0.008550555360698292,0.0010786767971758746,118.83333333333303,221.5 HMOX2,0.02316602316602317,0.00769207745951932,0.4338358458961474,0.006632695660825634,0.0014475970973959282,118.6666666666664,221.5 SCO2,0.02316602316602317,0.007722007722007722,0.4323873121869783,0.006272508167693021,0.001838043311196134,118.58333333333314,221.5 CCDC22,0.02316602316602317,5.9860524976804046e-05,0.4170692431561997,0.004847612224232181,0.0010525520267368792,114.99999999999974,221.5 MBTPS1,0.019305019305019305,5.9860524976804046e-05,0.39064856711915535,0.0032406394145383646,0.0009834709979960469,107.66666666666634,226.5 ELMO1,0.019305019305019305,0.00017958157493041214,0.44047619047619047,0.006854607045087785,0.001057405916756005,119.74999999999979,226.5 SRGAP2,0.019305019305019305,0.00011972104995360809,0.4295190713101161,0.004135419414251039,0.0009976810483018888,117.3333333333331,226.5 GLA,0.019305019305019305,0.007781868246984526,0.40723270440251574,0.0020989483843199892,0.002194363482192759,111.83333333333306,226.5 APOC1,0.015444015444015444,5.9860524976804046e-05,0.37427745664739887,0.002569829820598916,0.0012799993536472903,102.74999999999972,233.0 USP25,0.015444015444015444,0.0,0.4124203821656051,0.004674204247607658,0.0009012705785936842,113.16666666666643,233.0 KLF9,0.015444015444015444,0.0,0.4323873121869783,0.005977210661182415,0.0008323961979572686,117.83333333333314,233.0 PTPRB,0.015444015444015444,5.9860524976804046e-05,0.43602693602693604,0.007360768947145992,0.0008998962653778829,118.58333333333312,233.0 GPBAR1,0.015444015444015444,0.0,0.4427350427350427,0.005432629064184081,0.0009143282202886588,119.99999999999976,233.0 DCTN4,0.015444015444015444,0.00011972104995360809,0.43529411764705883,0.00654623924180198,0.0009058075178622026,118.16666666666643,233.0 SPAG9,0.015444015444015444,0.0,0.4273927392739274,0.00823040918385004,0.0009134772771265157,116.66666666666642,233.0 STK4,0.015444015444015444,0.0,0.43676222596964587,0.007422514092013044,0.000878839063502231,118.66666666666647,233.0 EDEM3,0.015444015444015444,0.0,0.3753623188405797,0.0022813999837818307,0.0009648549247473684,102.91666666666639,233.0 LMAN2,0.011583011583011584,0.0,0.34078947368421053,0.0005151970893217582,0.0011853106911398183,92.11666666666655,239.5 SEC22B,0.011583011583011584,0.0,0.34078947368421053,0.00046458684653835175,0.0011714527520196188,92.11666666666655,239.5 HDLBP,0.011583011583011584,2.9930262488402023e-05,0.36633663366336633,0.0014832931636796158,0.0010259586193794358,100.08333333333307,239.5 LPAR6,0.011583011583011584,0.0,0.3803230543318649,0.0027849524728717446,0.0008190983955181505,104.16666666666625,239.5 MPV17,0.007722007722007722,0.0,0.3582295988934993,0.0010820754925721678,0.0008869763658174864,97.58333333333313,246.5 PLEKHO1,0.007722007722007722,0.0,0.4288079470198676,0.005200371953560071,0.0007413880906018621,116.41666666666647,246.5 SLC12A1,0.007722007722007722,2.9930262488402023e-05,0.341688654353562,0.0005339435869241771,0.0008671231799552928,91.66666666666647,246.5 AGTRAP,0.007722007722007722,0.0,0.3726618705035971,0.0013422665622570033,0.0007107799286319315,101.7499999999997,246.5 DEGS1,0.007722007722007722,5.9860524976804046e-05,0.30542452830188677,6.720556001529333e-05,0.001802060870338053,82.01666666666674,246.5 NUCB2,0.007722007722007722,0.0,0.4065934065934066,0.0028940975959267454,0.0006913230790730493,110.83333333333306,246.5 SOAT1,0.007722007722007722,0.0,0.36633663366336633,0.0013311357928973955,0.0007833891060075351,99.66666666666639,246.5 CKB,0.007722007722007722,0.0,0.34078947368421053,0.0005532757119758949,0.0007983471334728544,91.83333333333321,246.5 UGCG,0.007722007722007722,2.9930262488402023e-05,0.2910112359550562,3.168822479661716e-05,0.002044963299224446,78.46666666666677,246.5 GAA,0.007722007722007722,0.0,0.3213399503722084,0.0002703944210297037,0.001310879636844074,86.2,246.5 EVI2A,0.003861003861003861,0.0,0.3376792698826597,0.0005652481287250241,0.0006624724817388181,90.24999999999986,256.0 DDAH2,0.003861003861003861,0.0,0.313180169286578,0.0001341761395410471,0.0006972147014417979,83.68333333333338,256.0 MYDGF,0.003861003861003861,0.0,0.34579439252336447,0.000986190455609352,0.0007027263413813976,92.58333333333316,256.0 JAML,0.003861003861003861,0.0,0.37976539589442815,0.0013348138550102497,0.0006397144814887607,103.66666666666616,256.0 RCAN1,0.003861003861003861,0.0,0.3448735019973369,0.00087786717729919,0.0006490600327458534,92.83333333333316,256.0 CHST15,0.003861003861003861,0.0,0.30760095011876487,0.00013597567152412226,0.0007185481041431507,82.55000000000007,256.0 ARL4C,0.003861003861003861,0.0,0.3381201044386423,0.0005656358677707166,0.0006610125704233073,90.49999999999986,256.0 RENBP,0.003861003861003861,0.0,0.3286802030456853,0.00036146108567528174,0.0006514413587184497,88.14999999999989,256.0 PET100,0.003861003861003861,0.0,0.30221703617269546,8.621869654905682e-05,0.000825682428093146,80.81666666666675,256.0
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Created: 31st May 2026 at 11:50
Last updated: 1st Jun 2026 at 18:34
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Version 1 (earliest) Created 31st May 2026 at 11:50 by Farnoush Kiyanpour
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