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 AKT1,0.6329113924050632,0.0703622255596081,0.7269938650306749,0.20677397916185536,0.020175381845903367,193.16666666666669,1.0 ACTB,0.5864978902953586,0.04925623971965959,0.7011834319526628,0.18045058315980167,0.01723236688166585,187.5,2.0 TP53,0.5780590717299577,0.032485875706214695,0.684971098265896,0.20807773893995393,0.0200045895885762,185.50000000000006,3.0 EGFR,0.5021097046413502,0.027318887220195955,0.6620111731843575,0.18040706135817117,0.01587354427560093,177.50000000000003,4.0 CTNNB1,0.4894514767932489,0.04276621611957377,0.6475409836065574,0.18588345769737186,0.01529480786345718,175.1666666666667,5.0 HIF1A,0.47679324894514763,0.028114496173925484,0.6440217391304348,0.17264502594658127,0.013971633576159763,173.83333333333337,6.0 CASP3,0.4725738396624472,0.04299864120718015,0.6388140161725068,0.16418419898024897,0.01442426581398335,173.00000000000006,7.0 PTEN,0.4261603375527426,0.028922024362916875,0.618798955613577,0.15348174247377008,0.012205986917269186,167.3333333333334,8.0 FN1,0.40928270042194087,0.02737252377887435,0.6155844155844156,0.1385198657027946,0.012934095631503736,165.6666666666667,9.0 PPARG,0.3924050632911392,0.028659801187155835,0.6124031007751938,0.13969867374907644,0.012046584811005843,164.00000000000003,10.0 SIRT1,0.3755274261603375,0.027014946721018382,0.5954773869346733,0.13010923031783822,0.010745516571621346,160.8333333333334,11.0 TLR4,0.3713080168776371,0.014481870843166704,0.6045918367346939,0.12653674081832605,0.010912815675895618,161.50000000000006,12.0 EGF,0.36286919831223624,0.02499463634413216,0.5969773299748111,0.13332392196427442,0.010454378364902003,160.00000000000006,13.0 CCL2,0.3544303797468354,0.011201101337338197,0.5939849624060151,0.1125920600977609,0.010195110826065544,159.00000000000006,14.0 CCND1,0.3459915611814346,0.011388829292712581,0.5895522388059702,0.14417187861015074,0.009812485243545973,157.8333333333334,15.0 HSPA4,0.33755274261603374,0.016359150396910535,0.583743842364532,0.1259173113349109,0.010150909689424673,156.50000000000006,16.0 EP300,0.32489451476793246,0.013435957948937998,0.5766423357664233,0.1392610914206452,0.011294815379033969,154.6666666666667,17.5 SMAD2,0.32489451476793246,0.015125509547307446,0.5851851851851851,0.13224054670443888,0.009781993269210651,155.66666666666669,17.5 STAT1,0.3122362869198312,0.0056675963670170925,0.572463768115942,0.13328792652098898,0.009666167005209657,153.16666666666677,19.5 FGF2,0.3122362869198312,0.007973968390188086,0.5780487804878048,0.11960396398766966,0.009000238175864478,153.8333333333334,19.5 ICAM1,0.30801687763713076,0.01633233211757134,0.5794621026894865,0.1056547069598488,0.008735344166980987,153.6666666666667,21.0 SMAD3,0.2995780590717299,0.0028248587570621473,0.5669856459330144,0.1396778040190158,0.009542680508503914,151.50000000000006,22.0 APOE,0.29535864978902954,0.03146678109132518,0.5710843373493976,0.0826413869092759,0.010270162114359743,151.66666666666669,23.0 SMAD4,0.2869198312236287,0.012720803833226062,0.5683453237410072,0.12175350999111638,0.008730700053847894,150.6666666666667,24.5 CREB1,0.2869198312236287,0.006910176643066581,0.5656324582338902,0.12483758557205936,0.008464370861256456,150.3333333333334,24.5 NOTCH1,0.28270042194092826,0.004088297694819901,0.5629453681710214,0.11825352796634821,0.008076137403047112,149.66666666666674,26.5 MAPK1,0.28270042194092826,0.011585496674533362,0.5656324582338902,0.1268488057244607,0.009760517378467622,150.00000000000006,26.5 KDR,0.27848101265822783,0.009761853679467926,0.5629453681710214,0.10608447177835792,0.008736792181899322,149.33333333333337,28.0 PIK3R1,0.26582278481012656,0.006615175570335407,0.5550351288056206,0.1091217313142147,0.008330103910584488,147.3333333333334,29.0 CDKN1A,0.26160337552742613,0.009234427519130374,0.5550351288056206,0.11365623918050546,0.007476248627868073,147.00000000000006,30.5 MAPK8,0.26160337552742613,0.005113351927340342,0.5563380281690141,0.1084131124789822,0.008102061684029374,147.1666666666667,30.5 VCAM1,0.2573839662447257,0.012837016377029251,0.5616113744075829,0.08816740865982196,0.0073281832112120394,147.50000000000006,32.5 MYD88,0.2573839662447257,0.008170635772008869,0.5537383177570093,0.09376142598722066,0.007321799774750132,146.50000000000009,32.5 IGF1R,0.2531645569620253,0.004746835443037975,0.5524475524475524,0.10729086215145175,0.007774110062017952,146.00000000000003,35.0 MDM2,0.2531645569620253,0.009207609239791175,0.5498839907192575,0.11454438069526525,0.00806765331049257,145.66666666666669,35.0 CD34,0.2531645569620253,0.010512765500965459,0.5537383177570093,0.08561661799068614,0.007462454752197503,146.1666666666667,35.0 PIK3CA,0.24894514767932488,0.0008581849388543232,0.5511627906976744,0.11332595080694216,0.008154453617322316,145.50000000000006,37.5 UBC,0.24894514767932488,0.013444897375384396,0.5473441108545035,0.08306569250265869,0.008233709705837654,145.00000000000003,37.5 BECN1,0.24050632911392403,0.0044697132231996,0.5486111111111112,0.09191129159099973,0.007317718249401292,144.50000000000006,39.0 HDAC1,0.2362869198312236,0.00536365586783952,0.5398633257403189,0.11257756353884325,0.00797619853596316,143.00000000000003,40.0 THBS1,0.23206751054852318,0.009457913180290354,0.5473441108545035,0.08128585080258759,0.006581252502536625,143.6666666666667,41.0 B2M,0.21097046413502107,0.009672459415003934,0.541095890410959,0.06398185741650368,0.006482021218955834,141.1666666666667,42.5 IKBKB,0.21097046413502107,0.0029142530215261393,0.5337837837837838,0.0911741682738745,0.006046905921956638,140.16666666666669,42.5 TGFBR1,0.19831223628691982,0.004317742973610814,0.5361990950226244,0.08412680000834297,0.005965821083891487,139.5,44.0 ENG,0.1940928270042194,0.012658227848101267,0.5325842696629214,0.0653484841894763,0.00567441895778303,138.66666666666669,45.0 JAK1,0.18987341772151897,0.000357577057855968,0.5290178571428571,0.08760881051215215,0.006009721175477688,137.83333333333337,46.0 STAT6,0.18565400843881855,0.0026281913752413647,0.5243362831858407,0.07801354895535935,0.005405034277752377,136.83333333333337,48.0 PRKCA,0.18565400843881855,0.005613959808338697,0.5290178571428571,0.07436929600288628,0.0055410698085281455,137.50000000000003,48.0 AR,0.18565400843881855,0.0012872774082814849,0.5243362831858407,0.09748213120018168,0.00634739812735286,136.83333333333334,48.0 SOD2,0.18143459915611812,0.014678538224987487,0.5337837837837838,0.05725063148675203,0.006050311880217207,137.83333333333334,50.5 VIM,0.18143459915611812,0.006936994922405779,0.5254988913525499,0.07020812172578694,0.00500850637581293,136.66666666666666,50.5 TXN,0.1772151898734177,0.0123006507902453,0.531390134529148,0.06021579706975003,0.005248125348903281,137.16666666666669,52.0 LYN,0.1729957805907173,0.008814274476149611,0.5266666666666666,0.0683458327435164,0.005133817030497343,136.16666666666666,54.0 HDAC2,0.1729957805907173,0.00491668454551956,0.5197368421052632,0.07924298938914487,0.005428836044091862,135.16666666666669,54.0 NOS3,0.1729957805907173,0.004451834370306802,0.5325842696629214,0.06410703509688964,0.005466543546086042,137.0,54.0 EDN1,0.16877637130801687,0.0034684974612028893,0.5266666666666666,0.06598448707023918,0.004949251317722169,135.83333333333334,56.0 BMP4,0.16455696202531644,0.0037903168132732605,0.5185995623632386,0.06214156880308286,0.004783846595930183,134.33333333333331,60.0 TGFB2,0.16455696202531644,0.005256382750482729,0.5163398692810458,0.06610147952400763,0.00484870114586647,133.99999999999997,60.0 TSC2,0.16455696202531644,0.005971536866194666,0.5152173913043478,0.06874542765521822,0.005308211600292514,133.83333333333334,60.0 SMAD7,0.16455696202531644,0.001036973467782307,0.5208791208791209,0.07889737377147188,0.005226834709149512,134.66666666666669,60.0 TJP1,0.16455696202531644,0.0037366802545948656,0.5197368421052632,0.07191356735398291,0.005119679999481888,134.5,60.0 IRF1,0.16455696202531644,0.0034327397554172927,0.5163398692810458,0.06554227435845435,0.00520277298408586,134.0,60.0 CTSS,0.16455696202531644,0.010190946148895088,0.5152173913043478,0.04532796745429454,0.004915826607381804,133.83333333333331,60.0 SOCS1,0.16033755274261602,0.0018594007008510337,0.5197368421052632,0.06706386158242059,0.005094589409742233,134.16666666666669,65.0 SP1,0.16033755274261602,0.010083673031538298,0.5185995623632386,0.0832271246804956,0.005544749802126784,134.0,65.0 CLU,0.16033755274261602,0.014446113137381107,0.5254988913525499,0.039954610696808585,0.00528523167072929,135.0,65.0 ATG5,0.1561181434599156,0.0011084888793535007,0.5085836909871244,0.06010276379780973,0.0049240328449260285,132.16666666666663,68.0 GPX3,0.1561181434599156,0.007804119287706501,0.5243362831858407,0.0484024002783432,0.005191672816121253,134.5,68.0 IRF3,0.1561181434599156,0.008742759064578417,0.512987012987013,0.06395481253553682,0.004772134369893691,132.83333333333337,68.0 HSPB1,0.15189873417721517,0.010262461560466282,0.5152173913043478,0.05882587157734108,0.004471720875204887,132.83333333333331,71.0 NR3C1,0.15189873417721517,0.0011084888793535007,0.5140997830802603,0.0790032585007487,0.004705422343374248,132.66666666666666,71.0 ROCK1,0.15189873417721517,0.007196238289351356,0.5118790496760259,0.06019313875810568,0.00437067669734246,132.33333333333334,71.0 TLR3,0.14767932489451477,0.001966673818207824,0.5152173913043478,0.053982830899853874,0.004347537920804157,132.49999999999997,73.5 CTSB,0.14767932489451477,0.009404276621611958,0.512987012987013,0.04242371543145071,0.004686967040047526,132.16666666666663,73.5 ATF3,0.14345991561181434,0.0022348566115998,0.5064102564102564,0.0668562688012665,0.004612152292986676,130.9166666666666,75.5 POSTN,0.14345991561181434,0.0077951798612601025,0.5031847133757962,0.04265567810677048,0.004367545864106073,130.33333333333326,75.5 CD24,0.1350210970464135,0.0012157619967102912,0.5074946466809421,0.050556119759572256,0.003955588340849934,130.33333333333326,78.0 YAP1,0.1350210970464135,0.002163341200028606,0.5107758620689655,0.06995921670658757,0.004363932600126939,130.83333333333326,78.0 PKM,0.1350210970464135,0.0023957662876349854,0.5118790496760259,0.056012824037567875,0.004377625533692651,130.99999999999994,78.0 PINK1,0.13080168776371306,0.0028248587570621473,0.5074946466809421,0.04524603993316074,0.0046278765290685905,129.99999999999994,82.0 FGF1,0.13080168776371306,0.000715154115711936,0.5074946466809421,0.052791532205714635,0.0038507240584967116,129.99999999999994,82.0 TIMP3,0.13080168776371306,0.00402274190087964,0.512987012987013,0.0421361964655541,0.0037909555872334784,130.8333333333333,82.0 SPARC,0.13080168776371306,0.004702138310805979,0.5053304904051172,0.03948371406041843,0.004195332504157707,129.66666666666657,82.0 TAGLN,0.13080168776371306,0.010736251162125439,0.5031847133757962,0.03327611441485627,0.0035149183542241536,129.33333333333323,82.0 INSR,0.12658227848101264,0.004398197811628406,0.49894736842105264,0.052405950554882244,0.004382107896546739,128.3333333333332,86.5 NES,0.12658227848101264,0.0004648501752127584,0.5042553191489362,0.055407725076132786,0.004012225042512385,129.16666666666657,86.5 ELAVL1,0.12658227848101264,0.0004290924694271616,0.5010570824524313,0.058277571731065826,0.004185605724917595,128.66666666666654,86.5 AGTR1,0.12658227848101264,0.014374597725809913,0.5064102564102564,0.034832562137857744,0.004315800508988189,129.49999999999991,86.5 CD74,0.12236286919831223,0.0013587928198526783,0.5042553191489362,0.03320253893173422,0.004123167364316834,128.83333333333326,91.0 RICTOR,0.12236286919831223,0.0016090967603518559,0.49894736842105264,0.058073477838785886,0.0038865674603726485,127.99999999999987,91.0 ETS1,0.12236286919831223,0.0012991966435433502,0.5010570824524313,0.05927620473856217,0.003571635170099191,128.33333333333323,91.0 COL3A1,0.12236286919831223,0.002360008581849389,0.5021186440677966,0.03822664380928332,0.004196005368431767,128.49999999999991,91.0 OCLN,0.12236286919831223,0.002333190302510191,0.5096774193548387,0.053811096281413395,0.0038084446319191895,129.6666666666666,91.0 AGO2,0.1181434599156118,0.000178788528927984,0.49581589958158995,0.05693416134326104,0.004004741918640999,127.16666666666653,96.5 DUSP1,0.1181434599156118,0.0006793964099263392,0.49478079331941544,0.05034232385665177,0.0035726779862975864,126.99999999999986,96.5 CXCL9,0.1181434599156118,0.0015018236429950656,0.491701244813278,0.03832603751246919,0.003658364059170731,126.49999999999986,96.5 XBP1,0.1181434599156118,0.002181220052921405,0.5,0.048787633724783945,0.003756577436080394,127.83333333333323,96.5 PIK3C3,0.1181434599156118,0.0016090967603518559,0.491701244813278,0.04395053439717117,0.0037657362226615723,126.49999999999986,96.5 FAS,0.1181434599156118,0.002073946935564614,0.5,0.04417934889992018,0.0033741305255840194,127.8333333333332,96.5 KNG1,0.11392405063291139,0.005542444396767504,0.49272349272349275,0.026435800486074145,0.0039790582905654725,126.33333333333317,102.5 KDM6A,0.11392405063291139,0.004827290281055568,0.486652977412731,0.0392774868776322,0.003664690651591719,125.49999999999984,102.5 NR4A1,0.11392405063291139,0.002073946935564614,0.49894736842105264,0.05287244543015213,0.003584324691405375,127.33333333333323,102.5 APAF1,0.11392405063291139,0.004863047986841165,0.5,0.04737539776030642,0.003327295602486892,127.49999999999989,102.5 PARK7,0.11392405063291139,0.0022527354644925985,0.49894736842105264,0.03734454089490653,0.0040282311570609165,127.33333333333323,102.5 DNM1L,0.11392405063291139,0.0004648501752127584,0.4906832298136646,0.03711981877410545,0.00381422500985725,126.16666666666654,102.5 MRC1,0.10970464135021096,0.002270614317385397,0.49894736842105264,0.03443252752479718,0.0031722754615026733,126.99999999999989,107.0 ANXA1,0.10970464135021096,0.0024315239934205824,0.5074946466809421,0.04225155243586964,0.0032083829317216296,128.33333333333326,107.0 ILK,0.10970464135021096,0.0029321318744189376,0.49272349272349275,0.053776613727303635,0.0035302901938342205,126.08333333333321,107.0 CUL3,0.10548523206751054,0.003486376314095688,0.4906832298136646,0.03935672231084786,0.0029807220159077264,125.3333333333332,109.5 RAC1,0.10548523206751054,0.009511549738968748,0.486652977412731,0.039569497270743305,0.004395914927333097,124.66666666666652,109.5 BGN,0.10126582278481011,0.009368518915826362,0.47305389221556887,0.029790027832200323,0.004266696898010289,121.99999999999986,113.5 CD69,0.10126582278481011,0.0016090967603518559,0.4817073170731707,0.028155257945515974,0.0030537772790179287,123.49999999999983,113.5 CLDN5,0.10126582278481011,0.002815919330615748,0.49789915966386555,0.0337832780617263,0.0033468169092808206,126.16666666666654,113.5 MFN2,0.10126582278481011,0.0001430308231423872,0.4876543209876543,0.034295972959065744,0.0037297564966865928,124.66666666666654,113.5 SMURF1,0.10126582278481011,0.0015554602016734607,0.488659793814433,0.04546683405811072,0.0038367881202933047,124.66666666666653,113.5 MME,0.10126582278481011,0.004264106414932418,0.5053304904051172,0.03313344344210836,0.003327567923647839,127.33333333333326,113.5 KDM6B,0.0970464135021097,0.0008403060859615248,0.48565573770491804,0.042921134436533295,0.0033049907837046193,123.91666666666652,118.5 CLTC,0.0970464135021097,0.005971536866194666,0.49789915966386555,0.03557216679238208,0.003177008587993592,125.83333333333323,118.5 KRT19,0.0970464135021097,0.001573339054566259,0.49581589958158995,0.040049840346263466,0.002770103606188229,125.49999999999989,118.5 COL18A1,0.0970464135021097,0.0003218193520703712,0.48565573770491804,0.0309874963663968,0.0032763284108251385,123.83333333333319,118.5 FABP4,0.08860759493670885,0.002860616462847744,0.49272349272349275,0.02689654308674125,0.003157425870172788,124.33333333333321,122.5 DDIT3,0.08860759493670885,0.00089394264463992,0.486652977412731,0.038450063489122596,0.0028199936480880062,123.41666666666653,122.5 NOTCH4,0.08860759493670885,0.0006436387041407424,0.49375,0.04027936722835169,0.0028779333289096275,124.4999999999999,122.5 MAP1LC3A,0.08860759493670885,0.0001072731173567904,0.486652977412731,0.032214515187153396,0.0031572337960276008,123.41666666666653,122.5 GPX4,0.08438818565400844,0.002646070228134163,0.4896694214876033,0.02501195410539951,0.00336643930784485,123.49999999999989,127.0 LEPR,0.08438818565400844,0.0022169777587070015,0.48466257668711654,0.027440210157001786,0.0030369117878299608,122.66666666666653,127.0 HSPD1,0.08438818565400844,0.0020024315239934205,0.48466257668711654,0.03169066334923924,0.002925874642020525,122.66666666666652,127.0 ERN1,0.08438818565400844,7.15154115711936e-05,0.4797570850202429,0.03423942542793615,0.002804045979875058,121.9166666666665,127.0 MFN1,0.08438818565400844,0.0005006078809983551,0.48565573770491804,0.027494416837757055,0.003080441603260048,122.91666666666654,127.0 CST3,0.08016877637130801,0.001966673818207824,0.45930232558139533,0.01567197688943828,0.003361931783172654,118.08333333333314,131.0 MCAM,0.08016877637130801,0.003754559107487664,0.474,0.023203219863222966,0.002755791383019358,120.49999999999984,131.0 PRKAA1,0.08016877637130801,0.0015018236429950656,0.4619883040935672,0.0270865901149663,0.0027169103795671276,118.58333333333314,131.0 THBD,0.07594936708860758,0.0012157619967102912,0.44548872180451127,0.01761763094836336,0.002792822059233559,114.83333333333313,134.5 MECP2,0.07594936708860758,0.0007866695272831295,0.48367346938775513,0.03519827499484561,0.002577426576549371,121.91666666666654,134.5 BSG,0.07594936708860758,0.0012157619967102912,0.49375,0.031071712583879082,0.002384227934945421,123.49999999999989,134.5 ITGAE,0.07594936708860758,0.00039333476364156476,0.43807763401109057,0.01838824177478746,0.002510647119497978,113.33333333333312,134.5 AKT1S1,0.07172995780590717,0.0009654580562111135,0.4778225806451613,0.03183021114993289,0.002438405605865124,120.49999999999986,138.0 SOCS2,0.07172995780590717,0.0,0.4721115537848606,0.030935962180195523,0.0025356612310578758,119.49999999999984,138.0 RPS6KA3,0.07172995780590717,0.00178788528927984,0.4711729622266402,0.029107340792813442,0.002342993825478756,119.4166666666665,138.0 VEGFB,0.06751054852320675,3.57577057855968e-05,0.4711729622266402,0.02865180980997278,0.0023632703818689143,118.99999999999983,141.0 UMOD,0.06751054852320675,0.006078809983551456,0.4601941747572815,0.00885016996133179,0.003296451586526135,116.99999999999979,141.0 USF1,0.06751054852320675,0.0006793964099263392,0.4619883040935672,0.0281396357861498,0.002376591255767822,117.41666666666646,141.0 PCK1,0.06329113924050632,0.0003218193520703712,0.46745562130177515,0.020978388273878688,0.002716610911890403,118.16666666666649,145.0 CPT1A,0.06329113924050632,0.0003218193520703712,0.4711729622266402,0.021762649290645586,0.002365529524727011,118.83333333333317,145.0 AKR1B1,0.06329113924050632,0.028749195451619827,0.47305389221556887,0.015741879114187507,0.004711089078392488,118.99999999999986,145.0 ATR,0.06329113924050632,0.0008224272330687264,0.4721115537848606,0.024103479409626635,0.002166794627961289,118.99999999999984,145.0 CFH,0.06329113924050632,0.004702138310805979,0.46653543307086615,0.015152375767278225,0.002674164654334247,118.1666666666665,145.0 CCNG2,0.0590717299578059,0.003227132947150111,0.4584139264990329,0.021127220740966703,0.0018349397624005856,116.08333333333313,153.0 HNRNPC,0.0590717299578059,0.0001430308231423872,0.4647058823529412,0.024048046066971255,0.0022913428645105908,117.33333333333316,153.0 CD59,0.0590717299578059,0.00994064220839591,0.4463276836158192,0.011748324246942507,0.0029281409173006413,113.66666666666647,153.0 ASH2L,0.0590717299578059,0.0001430308231423872,0.4647058823529412,0.025040708741745923,0.0025111316859008997,117.24999999999983,153.0 AQP2,0.0590717299578059,0.002288493170278195,0.4497153700189753,0.00949972081259881,0.0029636762888579234,114.49999999999976,153.0 MIF,0.0590717299578059,0.008510333976972038,0.4721115537848606,0.02389191203536139,0.0027565137398497586,118.49999999999984,153.0 IGFBP7,0.0590717299578059,0.0015375813487806624,0.42702702702702705,0.010185960881546361,0.0023054868446778037,109.91666666666652,153.0 GAS6,0.0590717299578059,0.0002860616462847744,0.4637964774951076,0.02106508160199459,0.0022888883070418886,116.99999999999982,153.0 MDK,0.0590717299578059,0.0,0.4778225806451613,0.027178491092348607,0.0019151268390187677,119.49999999999986,153.0 F2R,0.0590717299578059,0.0007777301008367304,0.47023809523809523,0.017917232226084105,0.0025991754088684543,118.16666666666649,153.0 SETD7,0.0590717299578059,0.0001430308231423872,0.44801512287334594,0.022905487900715223,0.0023635920683768756,114.49999999999977,153.0 MGP,0.05485232067510548,0.00039333476364156476,0.4232142857142857,0.009308736793338624,0.0023716232259137424,108.66666666666652,162.0 SMAD1,0.05485232067510548,0.0,0.44716981132075473,0.029899512658240097,0.0024169654396285294,113.66666666666649,162.0 FUNDC1,0.05485232067510548,0.0002860616462847744,0.4301270417422868,0.014639705215710279,0.0022787623396670125,110.49999999999973,162.0 MSH2,0.05485232067510548,7.15154115711936e-05,0.4711729622266402,0.030761404639251394,0.0020597708001053646,117.99999999999983,162.0 NUMB,0.05485232067510548,7.15154115711936e-05,0.4721115537848606,0.03101626100420937,0.00217304919942122,118.1666666666665,162.0 RAP1A,0.05485232067510548,0.0001072731173567904,0.4656188605108055,0.024804641995847948,0.0022910174592002727,117.08333333333317,162.0 ID2,0.05485232067510548,0.0008760637917471216,0.4497153700189753,0.018972725673607294,0.00170034508733847,114.08333333333312,162.0 PTPN2,0.050632911392405056,0.0002145462347135808,0.45930232558139533,0.023125454290618047,0.0019005841529016148,115.49999999999982,167.5 LDLR,0.050632911392405056,0.000178788528927984,0.45315487571701724,0.01245649769004877,0.002266247691759808,114.58333333333316,167.5 APLNR,0.050632911392405056,0.0005721232925695488,0.4540229885057471,0.012977519595969246,0.002242789164121908,114.49999999999976,167.5 GNB4,0.050632911392405056,7.15154115711936e-05,0.44801512287334594,0.01722408001412838,0.002274537973517214,113.4999999999998,167.5 RRAS,0.04641350210970464,0.0013587928198526783,0.45576923076923076,0.01797193146780905,0.0020891792321378563,114.4999999999998,174.0 FABP1,0.04641350210970464,0.000178788528927984,0.4301270417422868,0.00713015064610135,0.0023312611360148494,109.41666666666642,174.0 PDK4,0.04641350210970464,0.0004648501752127584,0.4601941747572815,0.015345467977212634,0.0018781433971212934,115.4999999999998,174.0 OGA,0.04641350210970464,0.00039333476364156476,0.47023809523809523,0.017021668154584946,0.0018750044793875219,117.24999999999984,174.0 ADIPOR2,0.04641350210970464,0.000715154115711936,0.45489443378119004,0.011616935678758124,0.001868614162859722,114.49999999999979,174.0 HMGN1,0.04641350210970464,0.0008581849388543232,0.4446529080675422,0.014105636439533938,0.0017506810742351376,112.49999999999974,174.0 PODXL,0.04641350210970464,0.002467281699206179,0.45489443378119004,0.009859974680189888,0.0019289021188110662,114.33333333333313,174.0 SLC9A3,0.04641350210970464,0.001430308231423872,0.42857142857142855,0.005910928931041571,0.0025000486869865353,109.49999999999982,174.0 SOD3,0.04641350210970464,0.0004201530429807624,0.44548872180451127,0.012327135681997241,0.0021778823329086016,112.49999999999973,174.0 HLA-B,0.04219409282700422,0.00039333476364156476,0.45229007633587787,0.012773314678123374,0.0018380825600022026,113.4999999999998,180.5 GRN,0.04219409282700422,0.00039333476364156476,0.4540229885057471,0.009647488766124422,0.001802579631192566,113.83333333333313,180.5 AQP1,0.04219409282700422,0.001036973467782307,0.43169398907103823,0.0044471113555504095,0.002164651638461477,109.58333333333306,180.5 CALB1,0.04219409282700422,0.000715154115711936,0.44801512287334594,0.010692171370979043,0.0017739548663642719,112.74999999999979,180.5 MAPK6,0.03797468354430379,0.0001072731173567904,0.45930232558139533,0.013970828116762158,0.0014953266077213727,114.49999999999983,185.0 CUBN,0.03797468354430379,0.0017253093041550455,0.3866231647634584,0.0030793398559905063,0.0020683424776393932,99.08333333333313,185.0 CXCL16,0.03797468354430379,0.0,0.40932642487046633,0.010724140855186054,0.0016355427793887157,104.24999999999977,185.0 HES1,0.03797468354430379,0.000178788528927984,0.4340659340659341,0.015403509766341443,0.0015027097363818592,110.16666666666642,185.0 RAPGEF1,0.03797468354430379,0.0001072731173567904,0.4601941747572815,0.013642935597827515,0.0017111998094558835,114.66666666666649,185.0 APOL1,0.03375527426160337,0.0005095473074447544,0.4309090909090909,0.007340445843842456,0.001691757757905735,108.83333333333316,191.0 MTDH,0.03375527426160337,0.00025030394049917757,0.4505703422053232,0.014626475409573807,0.0013759539834444466,112.66666666666647,191.0 BAD,0.03375527426160337,0.00025030394049917757,0.45489443378119004,0.019584586952162645,0.001595421556983312,113.49999999999983,191.0 TRAF5,0.03375527426160337,7.15154115711936e-05,0.41074523396880414,0.010614404879670311,0.0016121398188439248,104.41666666666642,191.0 BAMBI,0.03375527426160337,0.0001072731173567904,0.39173553719008264,0.012183972105568923,0.0014669525690304652,99.99999999999979,191.0 KMT5A,0.03375527426160337,7.15154115711936e-05,0.4232142857142857,0.011451761435771432,0.0015374657012048741,107.41666666666642,191.0 ZFP36,0.03375527426160337,0.0002860616462847744,0.398989898989899,0.009323529658892864,0.0015171334310541836,101.99999999999972,191.0 COL15A1,0.02953586497890295,0.0,0.40237691001697795,0.006005981682874285,0.0014859821681820226,102.16666666666653,197.5 PKN1,0.02953586497890295,0.0001072731173567904,0.4463276836158192,0.01073537403814098,0.0013914785877444634,111.4999999999998,197.5 RARRES2,0.02953586497890295,0.0002145462347135808,0.41361256544502617,0.0047850583430232045,0.001454264951909815,104.49999999999976,197.5 PROS1,0.02953586497890295,0.00025030394049917757,0.398989898989899,0.0048583909456530695,0.0016175743413293737,101.33333333333316,197.5 OPA1,0.02953586497890295,0.0001072731173567904,0.4254937163375224,0.007862315000978403,0.0015735199143299145,107.24999999999972,197.5 SLC12A1,0.02953586497890295,0.0,0.3885245901639344,0.002664523768231306,0.002166943202838585,98.74999999999979,197.5 USP25,0.025316455696202528,3.57577057855968e-05,0.4114583333333333,0.006738690159690415,0.001330366038049611,104.24999999999976,204.0 CLCN5,0.025316455696202528,0.000178788528927984,0.3668730650154799,0.001927381759471103,0.0018126429110153076,92.74999999999982,204.0 ERG,0.025316455696202528,0.0002860616462847744,0.4262589928057554,0.00856991026263441,0.0011639198484518823,107.33333333333313,204.0 GSTA1,0.025316455696202528,0.0001072731173567904,0.395,0.004664911678662098,0.0016310171737969163,99.9999999999997,204.0 CAT,0.025316455696202528,0.0,0.3847402597402597,0.004865937847989836,0.0015339731249299532,97.3333333333331,204.0 MTHFR,0.025316455696202528,0.0008403060859615248,0.44801512287334594,0.008233018894136674,0.0013283169008629428,111.41666666666646,204.0 FBP1,0.025316455696202528,0.0002145462347135808,0.42021276595744683,0.007436498380446393,0.0015275319766854243,105.99999999999976,204.0 GSTK1,0.02109704641350211,0.0001430308231423872,0.38164251207729466,0.00289110756774339,0.0012171167642357839,96.24999999999979,208.5 PLVAP,0.02109704641350211,0.00025030394049917757,0.375594294770206,0.0030748028964009216,0.0012345668731152662,94.74999999999989,208.5 MYLIP,0.016877637130801686,0.0,0.41074523396880414,0.004519447715193814,0.0012082589777265697,103.16666666666644,213.0 AEBP1,0.016877637130801686,0.0,0.3505917159763314,0.0019585471406116644,0.0010475757551855348,87.58333333333321,213.0 PLK2,0.016877637130801686,0.0,0.41289198606271776,0.0075821770804726475,0.0010582106037142934,103.83333333333309,213.0 CYP27A1,0.016877637130801686,0.0001430308231423872,0.4079173838209983,0.0038853692892946217,0.001410194877518458,102.16666666666642,213.0 ADD3,0.016877637130801686,0.00039333476364156476,0.4324817518248175,0.004060736480940691,0.0010872151446446078,107.58333333333309,213.0 SRGAP2,0.016877637130801686,7.15154115711936e-05,0.42095914742451157,0.004960854161213411,0.0011021299870583319,105.24999999999974,213.0 C7,0.016877637130801686,0.0,0.37738853503184716,0.0031221311288119483,0.0012676008088432942,94.74999999999989,213.0 UNC5B,0.012658227848101264,0.0,0.43726937269372695,0.00893444126039319,0.0009578809105506405,108.66666666666649,220.0 IGFBP4,0.012658227848101264,0.0,0.40512820512820513,0.0039932195186995955,0.0009752825033573257,101.58333333333309,220.0 LPAR6,0.012658227848101264,0.0,0.34051724137931033,0.0010642857890438473,0.0014990011485610973,84.33333333333326,220.0 EDEM3,0.012658227848101264,0.0,0.3553223388305847,0.0019847297144129,0.0009314550793520564,88.58333333333316,220.0 HPGD,0.012658227848101264,0.0,0.4010152284263959,0.004462762054987041,0.000906105362791112,100.33333333333306,220.0 SOAT1,0.012658227848101264,0.0,0.3744075829383886,0.00187623266430403,0.0013013210644567778,93.74999999999989,220.0 TRIM23,0.012658227848101264,0.0,0.37799043062200954,0.003917402631359697,0.0009783485684346596,95.0833333333331,220.0 SPAG9,0.008438818565400843,0.0,0.4010152284263959,0.005290610476033423,0.0008592807513106421,100.24999999999976,226.5 NUCB2,0.008438818565400843,0.0,0.3963210702341137,0.0024395270298768015,0.000861066148423878,99.2499999999997,226.5 MIOX,0.008438818565400843,0.0,0.33712660028449504,0.0004913659413482134,0.001183648189555371,83.0833333333333,226.5 PLEKHO1,0.008438818565400843,0.0,0.4254937163375224,0.004869801939503882,0.0009291467678789808,105.49999999999976,226.5 PLA1A,0.008438818565400843,0.0,0.36294027565084225,0.00239801369301253,0.0011508870252135443,90.33333333333306,226.5 DMPK,0.008438818565400843,3.57577057855968e-05,0.3511111111111111,0.0016321160670174255,0.0007919228428627266,87.33333333333321,226.5 CHST15,0.004219409282700422,0.0,0.32157394843962006,0.00042665106804390244,0.0007527140309381009,79.25,234.0 KHK,0.004219409282700422,0.0,0.32157394843962006,0.0002674721673207554,0.0009156338529884825,78.50000000000003,234.0 DCXR,0.004219409282700422,0.0,0.32157394843962006,0.00041587325524502643,0.0010739716827400725,78.50000000000003,234.0 SLC6A6,0.004219409282700422,0.0,0.32157394843962006,0.000249961714468334,0.000896950923224283,78.50000000000003,234.0 KLF9,0.004219409282700422,0.0,0.4072164948453608,0.002343453268300332,0.000700030823902068,101.58333333333307,234.0 NAGLU,0.004219409282700422,0.0,0.3640552995391705,0.0010158015437246413,0.0007229737348274592,90.24999999999989,234.0 DOCK7,0.004219409282700422,0.0,0.3278008298755187,0.0008538885213102727,0.0008121406011274162,80.50000000000003,234.0 HPD,0.004219409282700422,0.0,0.32113821138211385,0.000603952188140548,0.0008784875422370951,78.33333333333339,234.0 SEC22B,0.004219409282700422,0.0,0.3089960886571056,0.0001885174007184223,0.0008106743268939667,75.91666666666671,234.0
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Created: 31st May 2026 at 08:28
Last updated: 1st Jun 2026 at 18:34
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Version 1 (earliest) Created 31st May 2026 at 08:28 by Farnoush Kiyanpour
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