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 TNF,0.65,0.03303251408090118,0.7310704960835509,0.16463695827341387,0.014321250114889468,230.1666666666667,1.0 ACTB,0.6142857142857142,0.038178443420378905,0.7142857142857143,0.14770062752700686,0.012762845796554408,225.33333333333337,2.5 AKT1,0.6142857142857142,0.026267281105990782,0.7142857142857143,0.16569160816055997,0.014314269466176636,225.33333333333337,2.5 IL1B,0.5892857142857143,0.01803635432667691,0.6947890818858561,0.15927895215910765,0.013338560810986845,221.16666666666674,4.0 TP53,0.5857142857142857,0.015149769585253456,0.691358024691358,0.16481378644799247,0.014015049682531137,220.50000000000009,5.0 STAT3,0.5464285714285714,0.02163338453661034,0.6763285024154589,0.16258845970783614,0.012114763949251539,215.3333333333334,6.0 JUN,0.5035714285714286,0.023067076292882745,0.6511627906976745,0.15014597607669694,0.011307352660225645,208.66666666666677,7.0 NFKB1,0.4964285714285714,0.019380440348182284,0.6526806526806527,0.1505726319279426,0.010893760516606663,208.16666666666674,8.0 CASP3,0.4928571428571428,0.026830517153097797,0.6466512702078522,0.13675924832777153,0.01030520698763716,207.16666666666677,9.0 BCL2,0.4857142857142857,0.015885816692268306,0.6422018348623854,0.14196184881194984,0.010185353124952997,206.0000000000001,10.5 HIF1A,0.4857142857142857,0.01535458269329237,0.6422018348623854,0.13562950165071241,0.010140200621231554,206.08333333333343,10.5 CD4,0.48214285714285715,0.03161162314388121,0.6378132118451025,0.12420130093233789,0.00998329002456012,205.1666666666668,12.0 TLR4,0.47857142857142854,0.006605222734254993,0.6436781609195402,0.13704281820760958,0.010457081674629332,205.50000000000009,13.0 CTNNB1,0.45357142857142857,0.025608038914490528,0.6263982102908278,0.12868814073996127,0.009813327845130844,201.2500000000001,14.0 HSP90AA1,0.44285714285714284,0.030849974398361495,0.6278026905829597,0.1214883946520536,0.009893422325224662,200.33333333333343,15.0 CCL2,0.42142857142857143,0.013114439324116744,0.6167400881057269,0.11727039830536001,0.008486296002202942,197.0000000000001,16.0 PTEN,0.41428571428571426,0.014618535586277522,0.611353711790393,0.11380159990845497,0.008589424230591803,195.7500000000001,17.5 TGFB1,0.41428571428571426,0.01300563236047107,0.6140350877192983,0.11739165930187488,0.008302676712048984,196.0000000000001,17.5 CXCL8,0.3892857142857143,0.008915770609318996,0.6073752711496746,0.11721119395128685,0.008559690744702786,192.83333333333343,19.0 HSPA4,0.37857142857142856,0.01259600614439324,0.6008583690987125,0.10572780441796731,0.008068934204741115,191.0000000000001,20.0 FN1,0.375,0.011834357398873528,0.5970149253731343,0.10624901651454102,0.00838206496016293,190.2500000000001,21.0 STAT1,0.37142857142857144,0.0031362007168458782,0.5907172995780591,0.12642197888117335,0.008146497891431265,189.08333333333348,22.0 SIRT1,0.3678571428571428,0.012256784434203789,0.5970149253731343,0.10463991461874349,0.008036645785433113,189.58333333333343,23.5 PTGS2,0.3678571428571428,0.008390937019969277,0.5982905982905983,0.11145102724462767,0.007259066215485804,189.66666666666677,23.5 FOS,0.3607142857142857,0.009197388632872503,0.5932203389830508,0.11698059628160234,0.007856792155340676,188.41666666666677,25.0 ITGAM,0.35714285714285715,0.010925499231950846,0.5882352941176471,0.09376809380689935,0.007398125891197451,187.33333333333348,26.0 ICAM1,0.35357142857142854,0.006496415770609319,0.5907172995780591,0.10435813351708488,0.00701868581749005,187.33333333333346,27.0 TLR2,0.35,0.004083461341525858,0.5857740585774058,0.10346191442548225,0.007436871836249522,186.33333333333348,28.0 JAK2,0.3392857142857143,0.011725550435227855,0.5809128630705395,0.10584779729549446,0.007414792771018758,184.66666666666683,29.0 CCND1,0.3357142857142857,0.004877112135176651,0.5833333333333334,0.10684138913559962,0.006972192454156953,184.7500000000001,30.0 IGF1,0.33214285714285713,0.012096774193548387,0.5821205821205822,0.09314834948736686,0.006816573546645521,184.2500000000001,31.5 EP300,0.33214285714285713,0.004723502304147465,0.5797101449275363,0.10913484098426068,0.008220549476369632,183.9166666666668,31.5 APOE,0.32857142857142857,0.018497183819764465,0.5797101449275363,0.07768367318872849,0.0074678705339816746,183.50000000000014,33.0 MYD88,0.325,0.004537890424987199,0.5761316872427984,0.10618310630642691,0.006873837669724371,182.66666666666683,34.0 CREB1,0.3214285714285714,0.0056131592421915,0.5785123966942148,0.10315597481310572,0.006927180360519618,182.7500000000001,35.0 CASP1,0.31785714285714284,0.005798771121351767,0.5761316872427984,0.09425788688139046,0.006412384398858799,182.00000000000014,36.0 RELA,0.3107142857142857,0.002867383512544803,0.5691056910569106,0.1147025894820281,0.007131418202756169,180.3333333333335,37.0 HMOX1,0.3071428571428571,0.004576292882744496,0.5691056910569106,0.08912782768751017,0.005924902315695574,180.08333333333348,38.0 CCL5,0.30357142857142855,0.008243727598566309,0.570264765784114,0.0885324736514884,0.006200159186994494,179.83333333333348,39.5 NFE2L2,0.30357142857142855,0.00409626216077829,0.5725971370143149,0.09032306429792325,0.006258106068796029,180.2500000000001,39.5 MAPK8,0.3,0.004941116231438812,0.5633802816901409,0.09882591127341335,0.006374905872116949,178.5833333333335,41.0 CYBB,0.29642857142857143,0.008026113671274962,0.5656565656565656,0.0790155026138084,0.006199149111511412,178.50000000000017,42.5 IL18,0.29642857142857143,0.004691500256016385,0.5656565656565656,0.08936412391592512,0.006032457204298794,178.50000000000017,42.5 MAPK1,0.29285714285714287,0.0019201228878648233,0.5645161290322581,0.10171397885033213,0.006903908556690813,178.00000000000017,44.0 RHOA,0.28928571428571426,0.015629800307219662,0.5679513184584178,0.07803999997464506,0.006463406076308103,178.1666666666668,45.0 CDKN1A,0.28214285714285714,0.0018433179723502304,0.5544554455445545,0.0919345264249139,0.00603476156375998,175.58333333333354,46.5 SOCS3,0.28214285714285714,0.002803379416282642,0.5555555555555556,0.0877514655293634,0.0056917474057617224,175.7500000000002,46.5 CXCL10,0.2785714285714286,0.0050499231950844855,0.5566600397614314,0.08297288789462232,0.005596781697048186,175.5833333333335,48.0 PARP1,0.27499999999999997,0.006733230926779314,0.5555555555555556,0.0831896111480081,0.005664035961314682,175.0833333333335,49.5 PIK3R1,0.27499999999999997,0.004013056835637481,0.5533596837944664,0.08251543290717592,0.006160210735880044,174.7500000000002,49.5 IKBKB,0.26785714285714285,0.005081925243215566,0.5522682445759369,0.09027985796118415,0.005452411377996246,173.91666666666686,51.5 BECN1,0.26785714285714285,0.002688172043010753,0.5522682445759369,0.08186628237905995,0.005459048260975762,173.91666666666686,51.5 PECAM1,0.26071428571428573,0.006029185867895546,0.5522682445759369,0.07305948209077182,0.005160219685881753,173.25000000000017,53.0 TXN,0.2571428571428571,0.0191884280593958,0.5577689243027888,0.0659870720246651,0.005478641314627563,173.66666666666677,55.0 STAT5A,0.2571428571428571,0.0046338965693804406,0.546875,0.08541446031142653,0.005230943894602194,172.08333333333354,55.0 SOD2,0.2571428571428571,0.0101510496671787,0.56,0.0620250451851382,0.005520378443711563,174.0000000000001,55.0 HMGB1,0.25357142857142856,0.0064516129032258064,0.550098231827112,0.08053581159437953,0.005174412754245374,172.16666666666686,58.5 MDM2,0.25357142857142856,0.002393753200204813,0.546875,0.08190248010677044,0.005787359543773492,171.7500000000002,58.5 IRF1,0.25357142857142856,0.003968253968253968,0.5447470817120622,0.08238087044112648,0.005237227957562125,171.41666666666688,58.5 B2M,0.25357142857142856,0.01306963645673323,0.5577689243027888,0.06260719781987945,0.005371945617485871,173.41666666666677,58.5 SMAD2,0.25,0.0027009728622631847,0.547945205479452,0.08102993250833716,0.0052521511080424995,171.5833333333335,61.0 CTSS,0.2464285714285714,0.008749359959037379,0.547945205479452,0.06082890673127705,0.004967196462196599,171.25000000000017,62.5 HDAC1,0.2464285714285714,0.00456989247311828,0.546875,0.08593289201354583,0.005882566942931423,171.0833333333335,62.5 TIMP1,0.24285714285714285,0.006208397337429596,0.546875,0.06668268030319928,0.004851464193112899,170.75000000000017,64.5 JAK1,0.24285714285714285,0.0014336917562724014,0.5426356589147286,0.08290661361469277,0.005157173815714903,170.08333333333354,64.5 STAT6,0.23928571428571427,0.0012544802867383513,0.5394990366088632,0.0834446755323263,0.004941023633155787,169.25000000000023,67.0 NLRP3,0.23928571428571427,0.0027521761392729134,0.547945205479452,0.07690718053499974,0.005063487266832262,170.50000000000017,67.0 SOD1,0.23928571428571427,0.00807731694828469,0.5544554455445545,0.05597698732841214,0.005705460087606033,171.5000000000001,67.0 CD163,0.2357142857142857,0.004889912954429083,0.5405405405405406,0.05819417347782591,0.004870593145694273,169.08333333333354,69.5 SMAD4,0.2357142857142857,0.00546594982078853,0.5436893203883495,0.07471302673354945,0.004992021314496595,169.5833333333335,69.5 UBC,0.23214285714285712,0.009715821812596006,0.5363984674329502,0.06132437253020037,0.005663630704494386,168.08333333333354,72.0 PIK3CA,0.23214285714285712,0.00030721966205837174,0.5363984674329502,0.07696256528997308,0.005538017877093807,168.08333333333357,72.0 LYN,0.23214285714285712,0.006765232974910394,0.5415860735009671,0.06847585202426673,0.00504093769513166,168.91666666666686,72.0 IRF3,0.22142857142857142,0.0031746031746031746,0.5363984674329502,0.07684178737245141,0.0046257380733967885,167.08333333333354,75.0 HGF,0.22142857142857142,0.005325140809011777,0.5363984674329502,0.06204636527961618,0.004466818824976644,167.16666666666686,75.0 SOCS1,0.22142857142857142,0.002713773681515617,0.5313092979127134,0.07428715783264318,0.0046706898244028945,166.33333333333357,75.0 THBS1,0.21071428571428572,0.002713773681515617,0.5343511450381679,0.05866420703277703,0.004368236801325224,165.8333333333335,78.0 GPX3,0.21071428571428572,0.003968253968253968,0.5436893203883495,0.055884410182194845,0.00456705015608684,167.1666666666668,78.0 PTPN11,0.21071428571428572,0.0021761392729134667,0.5313092979127134,0.06817833985575154,0.004636075507693498,165.33333333333354,78.0 TLR7,0.20714285714285713,0.0025281618023553507,0.5263157894736842,0.06442740181589557,0.004278493338908015,164.0833333333336,80.0 EGR1,0.20357142857142857,0.0020225294418842804,0.532319391634981,0.07308257712346264,0.004443068041555039,164.8333333333335,81.5 AIF1,0.20357142857142857,0.0035906298003072195,0.5303030303030303,0.053189683790884686,0.0041785322166180885,164.41666666666688,81.5 IRF8,0.19999999999999998,0.0060355862775217616,0.5243445692883895,0.04901860714709549,0.003907660721022204,163.08333333333357,83.0 CD74,0.19285714285714284,0.004505888376856119,0.5283018867924528,0.04001831771020855,0.0042314184384789,163.0833333333335,84.0 MRC1,0.18928571428571428,0.002688172043010753,0.5243445692883895,0.05119636211921176,0.0037773228056947454,162.08333333333357,85.0 SREBF1,0.18571428571428572,0.0025345622119815666,0.527306967984934,0.04975424839242199,0.004357295916178196,162.2500000000002,86.5 CTSB,0.18571428571428572,0.006963645673323093,0.5333333333333333,0.04873400215016551,0.004061056401572222,163.1666666666668,86.5 NR3C1,0.18214285714285713,0.0034050179211469536,0.5223880597014925,0.06934758409694183,0.004082600468130917,161.08333333333357,88.5 ATF3,0.18214285714285713,0.0013056835637480799,0.5204460966542751,0.06434162907862458,0.0039599680652985395,160.75000000000023,88.5 ATG5,0.17857142857142858,0.0015360983102918587,0.525328330206379,0.05548981097701918,0.0035183710912262264,161.2500000000002,91.0 BTK,0.17857142857142858,0.0036482334869431645,0.5204460966542751,0.05537076948731044,0.004057211018448782,160.41666666666686,91.0 XBP1,0.17857142857142858,0.009639016897081413,0.5303030303030303,0.05233142893360253,0.004124161654216881,162.00000000000017,91.0 CDKN1B,0.175,0.005261136712749616,0.5185185185185185,0.05458870746192993,0.003690636992206417,159.7500000000002,93.5 MAP3K5,0.175,0.0015360983102918587,0.5233644859813084,0.055157612278766206,0.003598333286811799,160.58333333333354,93.5 HDAC2,0.17142857142857143,0.0014336917562724014,0.5166051660516605,0.06073843721047106,0.003959796560013001,159.08333333333354,95.0 IRAK1,0.16785714285714284,0.0004352278545826933,0.5194805194805194,0.06382788064047577,0.0036936260696802618,159.25000000000017,97.5 TFRC,0.16785714285714284,0.003795442908346134,0.525328330206379,0.0425093365123918,0.003541225486092382,160.25000000000014,97.5 CD69,0.16785714285714284,0.003507424475166411,0.5137614678899083,0.04671163532554391,0.0032864835731451843,158.25000000000023,97.5 DNMT1,0.16785714285714284,0.0012928827444956478,0.5223880597014925,0.055168317624833485,0.00394154247482183,159.66666666666686,97.5 PKM,0.16428571428571428,0.00246415770609319,0.521415270018622,0.04484299533138629,0.004047154104918675,159.25000000000014,100.0 IL1RN,0.1607142857142857,0.0032514080901177673,0.5054151624548736,0.04413389645133488,0.0033797680045579677,156.16666666666688,101.0 VIM,0.15714285714285714,0.005312339989759345,0.5166051660516605,0.04788598540360885,0.003254451208334054,157.75000000000017,103.5 DUSP1,0.15714285714285714,0.0015873015873015873,0.5128205128205128,0.05137002195593317,0.003259587986655611,157.16666666666686,103.5 HSPB1,0.15714285714285714,0.005414746543778802,0.5175600739371534,0.04854731384369337,0.003333108955999531,157.8333333333335,103.5 TGFBR1,0.15714285714285714,0.002547363031233999,0.5166051660516605,0.04835377493465757,0.0030862201713530665,157.75000000000017,103.5 SERPINA1,0.15357142857142855,0.008640552995391706,0.5194805194805194,0.03135706804453281,0.004045624390336046,157.8333333333335,106.5 TXNIP,0.15357142857142855,0.003142601126472094,0.5156537753222836,0.04345779223885178,0.00338355449773772,157.25000000000017,106.5 ANXA1,0.15,0.010919098822324629,0.5166051660516605,0.03947800269784561,0.0035731143080754754,157.08333333333348,108.5 AXL,0.15,0.0005120327700972862,0.5166051660516605,0.047053646815779816,0.003095996195089434,157.08333333333346,108.5 NCF1,0.14642857142857144,0.0014592933947772657,0.5100182149362478,0.04086362713514322,0.0030991242702801537,155.7500000000001,110.0 ELAVL1,0.14285714285714285,0.00213773681515617,0.5081669691470054,0.04761675343476078,0.003181382924109983,154.91666666666683,111.5 PINK1,0.14285714285714285,0.0031746031746031746,0.5137614678899083,0.03951051794400941,0.003160178650320573,155.91666666666683,111.5 AGER,0.1392857142857143,0.00807731694828469,0.5233644859813084,0.04734230593437596,0.003282173580150268,157.1666666666668,114.0 APAF1,0.1392857142857143,0.0012800819252432156,0.5072463768115942,0.04732197212230614,0.0030834688278003845,154.41666666666686,114.0 LY96,0.1392857142857143,0.007526881720430107,0.5118829981718465,0.04545101274758804,0.003507418388933603,155.25000000000014,114.0 RAC1,0.1357142857142857,0.0013568868407578085,0.5081669691470054,0.03592128537020385,0.0034209115663629114,154.2500000000001,117.5 PARK7,0.1357142857142857,0.0015360983102918587,0.5045045045045045,0.03203415497373083,0.003358782521378248,153.5000000000001,117.5 LDHA,0.1357142857142857,0.006995647721454173,0.509090909090909,0.032527976326877775,0.003393948029691014,154.33333333333348,117.5 C3,0.1357142857142857,0.003469022017409114,0.5,0.02992105527146714,0.0032979560996620966,152.75000000000017,117.5 IL6R,0.13214285714285715,0.00017921146953405018,0.5045045045045045,0.04912671269818673,0.0029114677630122077,153.25000000000017,121.5 PRDX1,0.13214285714285715,0.0021761392729134667,0.509090909090909,0.033224376428925485,0.003250960531751525,154.00000000000014,121.5 BAX,0.13214285714285715,0.0007168458781362007,0.5045045045045045,0.04396185401679972,0.0029415137337917164,153.33333333333354,121.5 NR4A1,0.13214285714285715,0.00035842293906810036,0.5017921146953405,0.04901915586482898,0.003044199522664672,152.8333333333335,121.5 STK11,0.12857142857142856,0.0016257040450588837,0.5017921146953405,0.04176276242628461,0.002764091297394128,152.41666666666688,126.5 AGO2,0.12857142857142856,0.007347670250896057,0.5026929982046678,0.03908234087744245,0.003568447925232082,152.58333333333348,126.5 ROCK1,0.12857142857142856,0.0028097798259088583,0.5,0.042027339348105326,0.002951359171530634,152.0833333333335,126.5 PSMA7,0.12857142857142856,0.002060931899641577,0.5035971223021583,0.034523969861563836,0.0028999392576262144,152.66666666666683,126.5 C1QA,0.12857142857142856,0.0014464925755248337,0.4835924006908463,0.023256088718687448,0.003095860138471875,149.08333333333348,126.5 PPIA,0.12857142857142856,0.00590757808499744,0.5137614678899083,0.02801757931823759,0.0029946719169027885,154.5833333333334,126.5 NOTCH2,0.125,0.001984126984126984,0.5054151624548736,0.03647185481220903,0.002666046401538403,152.83333333333348,132.5 GPX4,0.125,0.0015360983102918587,0.5100182149362478,0.03083923837056265,0.002930889879502763,153.58333333333343,132.5 DDIT3,0.125,0.0013824884792626728,0.5017921146953405,0.041328749338929945,0.0027821254743097814,152.16666666666683,132.5 ENG,0.125,0.0024065540194572453,0.5081669691470054,0.03777787870162218,0.0027568861777441003,153.25000000000014,132.5 PLAUR,0.125,0.005753968253968254,0.5017921146953405,0.03073098067672681,0.002607851786995002,152.08333333333348,132.5 HSPD1,0.125,0.004441884280593958,0.5081669691470054,0.03381051984164581,0.003027265864637795,153.16666666666686,132.5 IRS2,0.12142857142857143,0.001228878648233487,0.49910873440285203,0.04198900389967128,0.0029930421913808183,151.33333333333348,137.0 RICTOR,0.12142857142857143,0.0009472606246799795,0.49910873440285203,0.03629179660442708,0.0027868941592007783,151.25000000000014,137.0 CUL3,0.12142857142857143,0.001971326164874552,0.49469964664310956,0.031535278572130544,0.0027749885988372787,150.4166666666668,137.0 C3AR1,0.11785714285714285,0.0008960573476702509,0.4713804713804714,0.024686714082826283,0.002875343005337742,145.66666666666683,139.0 PYCARD,0.11428571428571428,0.001075268817204301,0.49122807017543857,0.032464326847622044,0.00262699024257537,149.08333333333348,140.5 INSR,0.11428571428571428,0.00033282130056323605,0.4844290657439446,0.03486793659467878,0.002756342820190814,147.83333333333348,140.5 BSG,0.11071428571428571,0.0006144393241167435,0.5026929982046678,0.030119130030444023,0.0023298357557690373,150.91666666666677,143.0 S100A4,0.11071428571428571,0.0011264720942140297,0.5,0.03382746805642228,0.0024341512072982388,150.41666666666683,143.0 MIF,0.11071428571428571,0.0007936507936507937,0.5008944543828264,0.03393690840969382,0.0023509693433814644,150.58333333333346,143.0 THBD,0.10714285714285714,0.000819252432155658,0.47377326565143824,0.025927068897778422,0.002384122883397045,145.00000000000026,147.0 PSMB8,0.10714285714285714,0.0014592933947772657,0.49295774647887325,0.028169040080103985,0.0023741120364668728,148.75000000000014,147.0 MAF,0.10714285714285714,0.00017921146953405018,0.5,0.03754083058060708,0.0024425091099493316,150.16666666666677,147.0 S100A9,0.10714285714285714,0.00017921146953405018,0.4903677758318739,0.027902775370457947,0.0024532827841860505,148.16666666666688,147.0 FOSB,0.10714285714285714,0.0007168458781362007,0.49295774647887325,0.0380465383930283,0.002741008139134794,148.83333333333354,147.0 CD48,0.10357142857142856,0.0011776753712237583,0.47863247863247865,0.022056285193043937,0.002342256177665496,145.5833333333335,152.0 G6PD,0.10357142857142856,0.0035010240655401945,0.5008944543828264,0.0235740940607856,0.0027648989625932863,149.83333333333348,152.0 ABCA1,0.10357142857142856,0.00296979006656426,0.5,0.026612115014773494,0.002773686988622434,149.75000000000006,152.0 MECP2,0.10357142857142856,0.008397337429595494,0.49557522123893805,0.02993314448526168,0.002958440417445666,149.00000000000014,152.0 DNM1L,0.10357142857142856,0.00010240655401945725,0.4827586206896552,0.026421689223316763,0.002493320281136478,146.4166666666668,152.0 NAMPT,0.09999999999999999,0.0002944188428059396,0.498220640569395,0.032004892565661365,0.002359453209752503,149.16666666666677,156.5 CTSL,0.09999999999999999,0.0010304659498207886,0.492091388400703,0.02516426771445625,0.0023425528825178686,147.91666666666683,156.5 JUNB,0.09999999999999999,0.00015360983102918587,0.47863247863247865,0.03570690438560583,0.0025019008025308157,145.33333333333357,156.5 PTPN6,0.09999999999999999,0.0008768561187916027,0.4861111111111111,0.030730407576468183,0.002447866932737257,146.83333333333348,156.5 SGK1,0.09642857142857142,0.007552483358934972,0.4852686308492201,0.027258270893114216,0.0024777022379916134,146.2500000000001,161.0 C1QB,0.09642857142857142,0.0023553507424475166,0.4674457429048414,0.0162192806488134,0.002509371357909574,142.75000000000006,161.0 VHL,0.09642857142857142,0.0011136712749615974,0.4903677758318739,0.029661387177812117,0.002256313445358821,147.2500000000001,161.0 ITGAE,0.09642857142857142,0.00038402457757296467,0.47377326565143824,0.026719352972782162,0.002125470817982539,144.00000000000017,161.0 GCLC,0.09642857142857142,0.0022529441884280594,0.5,0.026214051928091498,0.002353808628265187,149.08333333333343,161.0 CYBA,0.09285714285714286,0.0002560163850486431,0.49122807017543857,0.026193069622928597,0.0021844991966423564,147.2500000000001,165.0 UCP2,0.09285714285714286,0.0014592933947772657,0.498220640569395,0.02216842955474004,0.0020212864990478007,148.41666666666677,165.0 SIRT2,0.09285714285714286,0.0009472606246799795,0.4844290657439446,0.028583295637018155,0.0023069366407852247,145.75000000000014,165.0 AKR1B1,0.08928571428571429,0.018932411674347158,0.48951048951048953,0.016152384453409666,0.003826662894879492,146.3333333333335,167.5 CXCL16,0.08928571428571429,5.120327700972862e-05,0.47217537942664417,0.025418588349207145,0.001988462322404654,143.00000000000017,167.5 FPR1,0.08571428571428572,0.0002048131080389145,0.4835924006908463,0.024136359992945732,0.002171244636365262,144.91666666666686,170.5 KDM6B,0.08571428571428572,0.0005376344086021505,0.48027444253859347,0.028728256624133607,0.0021338061010995877,144.25000000000017,170.5 CLTC,0.08571428571428572,0.0007872503840245775,0.492091388400703,0.024241246945254633,0.002003144281905837,146.58333333333346,170.5 CST3,0.08571428571428572,0.0005376344086021505,0.4852686308492201,0.01905690297916426,0.0023759423981612087,145.2500000000001,170.5 GSDMD,0.08214285714285714,0.00015360983102918587,0.4794520547945205,0.027697505078989833,0.0021616583652549703,143.83333333333348,173.5 PRDX6,0.08214285714285714,0.0013312852022529442,0.4674457429048414,0.013415514766164111,0.002248008548448704,141.25000000000006,173.5 RPS6KA3,0.07857142857142857,0.0009216589861751152,0.47217537942664417,0.022373316535743874,0.0017866395311761782,142.0000000000001,176.0 ILK,0.07857142857142857,0.000409626216077829,0.47863247863247865,0.02971217577313135,0.002008641530130168,143.25000000000014,176.0 IL17RA,0.07857142857142857,0.00017921146953405018,0.47217537942664417,0.028033720497885453,0.001777947561340492,142.00000000000017,176.0 PTGER4,0.075,0.004941116231438812,0.4861111111111111,0.024235120009213993,0.0017583537728292058,144.5000000000002,180.0 CASP4,0.075,5.120327700972862e-05,0.47863247863247865,0.024339736383857547,0.0019778987649883163,143.0833333333335,180.0 USF1,0.075,0.0004352278545826933,0.46357615894039733,0.022225211461364726,0.0017845835467667813,139.91666666666677,180.0 COL18A1,0.075,0.0004352278545826933,0.47863247863247865,0.01768469802153793,0.0018275053631923162,142.91666666666677,180.0 LYZ,0.075,0.0029185867895545315,0.4697986577181208,0.010993166123466711,0.0019656243857376667,141.1666666666667,180.0 ROCK2,0.07142857142857142,0.0002816180235535074,0.4844290657439446,0.026243831998120797,0.0019449644551924414,143.75000000000017,185.0 HNRNPC,0.07142857142857142,7.680491551459293e-05,0.48027444253859347,0.018960053113074773,0.0019809499141918282,143.00000000000014,185.0 ZFP36,0.07142857142857142,0.00017921146953405018,0.47058823529411764,0.02255430185028424,0.0019205206652107582,141.00000000000014,185.0 HDAC9,0.07142857142857142,0.0006144393241167435,0.4697986577181208,0.022394493787770055,0.0017684254177461841,140.75000000000014,185.0 CD59,0.07142857142857142,0.00507552483358935,0.46434494195688225,0.010808486252510451,0.0021399006637189927,139.66666666666674,185.0 TGFBI,0.06785714285714285,0.00047363031233998976,0.4682274247491639,0.011573505810863504,0.0017713886709061965,140.08333333333343,188.5 CD53,0.06785714285714285,7.680491551459293e-05,0.47538200339558573,0.0138777638622036,0.0017710293865622448,141.6666666666668,188.5 E2F3,0.06428571428571428,0.0008448540706605223,0.4605263157894737,0.02150478600142755,0.0016449465540458947,138.25000000000006,190.5 P2RX7,0.06428571428571428,0.0002560163850486431,0.46434494195688225,0.01784078494786578,0.0016469273182631262,139.00000000000009,190.5 PSMD9,0.060714285714285714,0.0005632360471070148,0.4682274247491639,0.014118947784616186,0.001431779023421476,139.58333333333343,193.0 VEGFB,0.060714285714285714,0.007296466973886329,0.46204620462046203,0.01397283569475539,0.0019630955501996,138.1666666666667,193.0 PDK4,0.060714285714285714,0.0014592933947772657,0.4697986577181208,0.010570412004078973,0.0016150856843436638,139.75000000000006,193.0 PTPN2,0.05714285714285714,7.680491551459293e-05,0.4612850082372323,0.02010797512229857,0.0016087767675965411,137.66666666666666,199.0 NUMB,0.05714285714285714,0.0009728622631848438,0.47619047619047616,0.015632767303789673,0.0015694750069467976,140.83333333333346,199.0 SCD,0.05714285714285714,0.009331797235023042,0.4835924006908463,0.011170957864227239,0.0019048878950986082,142.25000000000014,199.0 MS4A4A,0.05714285714285714,7.680491551459293e-05,0.43478260869565216,0.008721024233235506,0.0017650827184969298,131.91666666666643,199.0 CALM1,0.05714285714285714,0.002739375320020481,0.46901172529313234,0.014518814490076266,0.0017383019293189168,139.25000000000006,199.0 RAP1A,0.05714285714285714,0.00010240655401945725,0.4682274247491639,0.018495268174992648,0.001941348457820439,139.25000000000006,199.0 SERPINF1,0.05714285714285714,0.0007168458781362007,0.46589018302828616,0.009607860132309127,0.001660358112781389,138.6666666666667,199.0 HLA-B,0.05714285714285714,0.0004864311315924219,0.4778156996587031,0.01641177488294472,0.0017027558164630576,141.08333333333343,199.0 GAS6,0.05714285714285714,5.120327700972862e-05,0.47217537942664417,0.017884553149900353,0.0015397764029629422,140.0000000000001,199.0 ADIPOR2,0.05357142857142857,0.00017921146953405018,0.4682274247491639,0.01220421278265368,0.001448798220854416,138.75000000000009,204.0 GRN,0.049999999999999996,0.0004352278545826933,0.4628099173553719,0.009326809866145227,0.0014045118415522443,137.41666666666666,207.0 PCNA,0.049999999999999996,5.120327700972862e-05,0.445859872611465,0.01668884042670847,0.0016758236907367624,133.66666666666657,207.0 OGA,0.049999999999999996,0.00038402457757296467,0.47700170357751276,0.01438626298094726,0.0015833010253082326,140.25000000000009,207.0 VCAN,0.049999999999999996,0.0001152073732718894,0.45234248788368336,0.013448540195566908,0.0013914271031070919,135.24999999999997,207.0 VSIG4,0.049999999999999996,5.120327700972862e-05,0.4166666666666667,0.007287963425133866,0.0018445152536100727,126.99999999999957,207.0 FCER1A,0.04642857142857143,0.00033282130056323605,0.44025157232704404,0.008019112055193551,0.0013597332259129738,132.08333333333312,213.5 CMKLR1,0.04642857142857143,8.960573476702509e-05,0.45901639344262296,0.012582610834624863,0.0012539436330787856,136.25,213.5 FPR3,0.04642857142857143,0.0007552483358934972,0.43410852713178294,0.005724651386737053,0.0014632375898765444,130.66666666666643,213.5 ID2,0.04642857142857143,0.00042242703533026114,0.45751633986928103,0.011671896318342348,0.0011762264613681345,135.99999999999997,213.5 GLO1,0.04642857142857143,0.005235535074244751,0.4057971014492754,0.004054767510396381,0.0017568881185714151,123.08333333333306,213.5 HES1,0.04642857142857143,0.006912442396313364,0.4567699836867863,0.012768143061500283,0.0015006904291076887,135.58333333333331,213.5 IGFBP7,0.04642857142857143,0.0002816180235535074,0.44657097288676234,0.01207964823622447,0.0014276999375631774,133.58333333333326,213.5 MS4A6A,0.04642857142857143,5.120327700972862e-05,0.40638606676342526,0.0055551747651300595,0.0015482843365011234,123.83333333333299,213.5 HMGN1,0.04285714285714286,0.0004608294930875576,0.45751633986928103,0.009600055285279432,0.0012407508870398301,135.58333333333334,219.0 RRAS,0.04285714285714286,0.0002304147465437788,0.4430379746835443,0.01254455229135929,0.0015175779079639041,132.2499999999999,219.0 HIPK2,0.04285714285714286,7.680491551459293e-05,0.4612850082372323,0.015875075325899816,0.001382168835993321,136.3333333333334,219.0 FBP1,0.039285714285714285,0.0007168458781362007,0.44025157232704404,0.005257450425417233,0.001580293968325628,131.2499999999998,224.0 FBL,0.039285714285714285,0.004685099846390169,0.46511627906976744,0.00856649364260486,0.0013394034749713256,136.8333333333334,224.0 AIFM1,0.039285714285714285,0.000409626216077829,0.4430379746835443,0.008936749640180666,0.0014298109498214764,131.91666666666657,224.0 MTDH,0.039285714285714285,0.00024321556579621096,0.45901639344262296,0.012654874561578322,0.001155432718146924,135.49999999999997,224.0 CCNG2,0.039285714285714285,7.680491551459293e-05,0.4451510333863275,0.010377758894832893,0.0010743529932573641,132.4166666666666,224.0 UMOD,0.039285714285714285,0.0035202252944188427,0.45234248788368336,0.010638201251777125,0.0019003960527742367,133.99999999999986,224.0 GNB4,0.039285714285714285,0.0,0.4437400950871632,0.011390158153829532,0.0013748456373639435,132.0833333333332,224.0 CAT,0.03571428571428571,0.0,0.40114613180515757,0.005327374376610927,0.0013171526568793506,120.91666666666634,228.0 RNASE6,0.03214285714285714,7.680491551459293e-05,0.3883495145631068,0.0029418255998879617,0.0011639034649600518,117.24999999999964,231.0 TYMP,0.03214285714285714,0.0005120327700972862,0.45528455284552843,0.0070284392307094394,0.0013283521416193268,134.0833333333333,231.0 RNF7,0.03214285714285714,2.560163850486431e-05,0.4160475482912333,0.007730967649841701,0.0011836088708572098,124.91666666666639,231.0 RAPGEF1,0.03214285714285714,0.00012800819252432156,0.448,0.006767725611056618,0.0011727773562822588,132.33333333333317,231.0 MAPKAP1,0.03214285714285714,8.960573476702509e-05,0.4451510333863275,0.009900015453722058,0.0011829013000778938,131.5833333333332,231.0 PTPRJ,0.02857142857142857,0.0,0.4423380726698262,0.008766526560428393,0.0010332821828249775,131.08333333333314,235.0 PKN1,0.02857142857142857,7.680491551459293e-05,0.43956043956043955,0.006847596057860528,0.0010605360052998553,130.08333333333317,235.0 APOC1,0.02857142857142857,0.0002304147465437788,0.40995607613469986,0.0037784047324208726,0.0015176250076207936,122.74999999999964,235.0 AHCY,0.024999999999999998,0.003609831029185868,0.4160475482912333,0.0038743464471329174,0.0011455105187620847,123.7499999999997,239.5 GSTK1,0.024999999999999998,2.560163850486431e-05,0.3977272727272727,0.0031871222626412635,0.0009138402313284582,118.91666666666634,239.5 DDOST,0.024999999999999998,0.009267793138760881,0.35989717223650386,0.0006428263972380392,0.002233504733345104,106.833333333333,239.5 GLA,0.024999999999999998,0.007424475166410651,0.42424242424242425,0.0023478608881867696,0.0020798906883705377,125.9166666666664,239.5 SOAT1,0.024999999999999998,0.0002048131080389145,0.39436619718309857,0.0022838743377862655,0.0012312378170236061,118.16666666666636,239.5 ELMO1,0.024999999999999998,0.0002304147465437788,0.45016077170418006,0.00720259714094242,0.0010248251799323859,132.08333333333323,239.5 MBTPS1,0.02142857142857143,5.120327700972862e-05,0.3954802259887006,0.0034922263730136436,0.0009469750056192467,118.16666666666634,245.5 MFF,0.02142857142857143,0.0,0.4160475482912333,0.0052040064915891675,0.0009130964484203495,123.74999999999973,245.5 SRGAP2,0.02142857142857143,0.00035842293906810036,0.4294478527607362,0.0038668148555300644,0.0009067565563465683,126.91666666666642,245.5 ALDOB,0.02142857142857143,0.0,0.43681747269890797,0.00409168483217546,0.0011983509941060526,128.66666666666643,245.5 IGFBP4,0.02142857142857143,0.0,0.4430379746835443,0.00684657417174262,0.0009486077718796563,130.2499999999998,245.5 AK2,0.02142857142857143,5.120327700972862e-05,0.41916167664670656,0.0031568487081794472,0.0009967249319642528,124.7499999999997,245.5 EDEM3,0.017857142857142856,0.0002304147465437788,0.3835616438356164,0.0018951345977024435,0.0011191070210149058,113.99999999999966,249.0 PEPD,0.014285714285714285,5.120327700972862e-05,0.38997214484679665,0.0016820974275861909,0.0009076767946103751,115.7499999999997,255.0 NFKBID,0.014285714285714285,0.0,0.43343653250773995,0.006692151067133903,0.0007843104879010472,127.33333333333303,255.0 LMAN2,0.014285714285714285,0.0002048131080389145,0.35,0.0005429435158660231,0.0012730083219399163,102.99999999999973,255.0 KLF9,0.014285714285714285,0.0,0.425531914893617,0.004570751677274952,0.0007324003463290656,125.66666666666644,255.0 USP25,0.014285714285714285,0.0,0.4111600587371512,0.003561478377494237,0.0007890996476705163,121.91666666666639,255.0 SEC22B,0.014285714285714285,0.0,0.4172876304023845,0.0022443250697140402,0.0010427888136365822,123.4166666666663,255.0 SPAG9,0.014285714285714285,0.0,0.425531914893617,0.007284460881588088,0.0008081398218444836,125.41666666666642,255.0 STK4,0.014285714285714285,2.560163850486431e-05,0.4327666151468315,0.005717149452759197,0.0007676011594315755,127.08333333333309,255.0 CYP27A1,0.014285714285714285,0.0,0.38095238095238093,0.0019268368134123632,0.0010135987010458335,113.24999999999969,255.0 DCTN4,0.014285714285714285,0.0,0.43209876543209874,0.005127804809899324,0.000792269430351101,126.83333333333307,255.0 ADD3,0.014285714285714285,0.00012800819252432156,0.4375,0.0030059700800180575,0.0007951367169641631,128.33333333333312,255.0 HDLBP,0.010714285714285714,0.0,0.37184594953519257,0.0013145927391473885,0.0008675488561881536,109.91666666666634,262.0 LPAR6,0.010714285714285714,0.0,0.3872752420470263,0.002381294328117413,0.000721556762619811,114.66666666666627,262.0 CKB,0.010714285714285714,7.680491551459293e-05,0.3794037940379404,0.0010606082437580873,0.000768449031627777,111.9999999999997,262.0 MYDGF,0.007142857142857143,0.0,0.3508771929824561,0.0008219250551011242,0.0008606677703692591,102.33333333333307,268.5 PLEKHO1,0.007142857142857143,0.0,0.42813455657492355,0.004043632997371983,0.0006623265336018029,125.33333333333309,268.5 MIOX,0.007142857142857143,0.0,0.33816425120772947,0.00038187372809574496,0.0008645483431578174,97.9999999999998,268.5 MPV17,0.007142857142857143,0.0,0.35353535353535354,0.0007509890544532835,0.0007907492686117373,104.1166666666664,268.5 GAA,0.007142857142857143,0.0,0.32407407407407407,0.00019214731793176023,0.0010364834230094633,93.78333333333323,268.5 SLC12A1,0.007142857142857143,2.560163850486431e-05,0.33980582524271846,0.0004221853528874329,0.0007876531426034784,98.69999999999973,268.5 UGCG,0.007142857142857143,2.560163850486431e-05,0.3007518796992481,3.094926566778769e-05,0.0016680715313433258,87.43333333333338,268.5 DEGS1,0.007142857142857143,2.560163850486431e-05,0.32825322391559203,0.00010123731249133011,0.001500626561267284,94.61666666666653,268.5 AGTRAP,0.007142857142857143,0.0,0.37383177570093457,0.0010843496588651329,0.0006455615587358577,110.24999999999962,268.5 JAML,0.007142857142857143,0.0,0.4069767441860465,0.0019425421179751457,0.0006248290944021588,120.08333333333287,268.5 AUP1,0.0035714285714285713,0.0,0.26490066225165565,7.126781701642577e-06,0.0008308813972805786,76.58333333333339,277.5 MYOF,0.0035714285714285713,0.0,0.341047503045067,0.0005251924608424477,0.0006204567005652626,98.86666666666642,277.5 ARL4C,0.0035714285714285713,0.0,0.3349282296650718,0.0004028172583932046,0.0006018715919679377,97.11666666666649,277.5 DDAH2,0.0035714285714285713,0.0,0.3163841807909605,0.00012448147224136257,0.0006195133163105265,91.48333333333328,277.5 DCXR,0.0035714285714285713,0.0,0.3290246768507638,0.0003065135616745806,0.0007549777431832172,94.91666666666656,277.5 SLC6A6,0.0035714285714285713,0.0,0.3290246768507638,0.00018423078285915637,0.0006667425880183195,94.91666666666656,277.5 EVI2A,0.0035714285714285713,0.0,0.3389830508474576,0.0004866326187997129,0.0005995276167493914,98.19999999999973,277.5 RENBP,0.0035714285714285713,0.0,0.33175355450236965,0.00026128229700204654,0.0005949199291665395,95.89999999999982,277.5
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Created: 31st May 2026 at 11:29
Last updated: 1st Jun 2026 at 18:34
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Version 1 (earliest) Created 31st May 2026 at 11:29 by Farnoush Kiyanpour
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