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 ALB,0.4830188679245283,0.09048027444253859,0.6444817144188213,0.1782105807475921,0.01738505563318399,194.3333333333334,1.0 TP53,0.4641509433962264,0.0415809033733562,0.6319978071177303,0.21922205462576508,0.018811074095017824,191.33333333333343,2.0 TGFB1,0.3886792452830189,0.02334190966266438,0.6042016072676449,0.18552186093396786,0.013832997441297595,181.50000000000009,3.0 HIF1A,0.3849056603773585,0.03133218982275586,0.6014172680636466,0.18272568896266764,0.013644869939286052,180.83333333333343,4.0 BCL2,0.38113207547169814,0.03463407661520869,0.5972885453995941,0.18050228994772607,0.013519738345011825,180.00000000000006,5.0 CTNNB1,0.3735849056603774,0.03416237850200114,0.6000346996313164,0.19150946307854855,0.014512354059055415,179.66666666666674,6.0 NFKB1,0.369811320754717,0.034834190966266436,0.5905318876462051,0.1786686127051329,0.013124281818133814,178.16666666666674,7.0 FN1,0.35471698113207545,0.01789594053744997,0.5826229784366577,0.173468372823454,0.014073446033738283,175.83333333333346,8.0 TLR4,0.3433962264150943,0.017424242424242422,0.5800335429769392,0.1562204480342111,0.012491419180126622,174.50000000000009,9.0 PTEN,0.32075471698113206,0.03284019439679817,0.5686603362519013,0.15930026359018043,0.011598502244333746,171.0000000000001,10.0 APOE,0.3169811320754717,0.03862921669525443,0.5736595479991706,0.12037376491500303,0.012577891108316037,171.33333333333343,11.0 ESR1,0.2943396226415094,0.056982561463693536,0.5613227835260701,0.14738020742804103,0.011783844660053075,167.6666666666668,12.0 MMP2,0.29056603773584905,0.01999714122355632,0.563747503973267,0.14229356893407782,0.01025625778918621,167.66666666666677,13.0 VCAM1,0.2792452830188679,0.02219839908519154,0.5553512645523886,0.12013423407556992,0.009081362378745102,165.5000000000001,14.0 FGF2,0.27547169811320754,0.01583047455688965,0.5529980812280141,0.13770046755758317,0.009327147493134041,164.83333333333346,15.0 FOS,0.27169811320754716,0.007104059462550028,0.5518289520922254,0.15213636830561983,0.010174310956961028,164.33333333333346,16.0 CDH1,0.2679245283018868,0.01568038879359634,0.5518289520922254,0.13893875836298983,0.009303460739081481,164.0000000000001,17.5 STAT1,0.2679245283018868,0.008962264150943396,0.5472014556386219,0.14114954050119927,0.010256305404046673,163.33333333333348,17.5 FOXO1,0.2528301886792453,0.0114136649514008,0.5415250919909183,0.12731599932035131,0.01005561160375918,161.1666666666668,19.0 RHOA,0.23773584905660378,0.02399942824471126,0.5392873849992204,0.11180679386079614,0.008493131773527646,159.50000000000014,20.5 TIMP1,0.23773584905660378,0.01592338479130932,0.5370680953490178,0.11175872465835993,0.008000710891881861,159.25000000000014,20.5 SMAD2,0.2188679245283019,0.011120640365923385,0.5315989701417976,0.13112359590922773,0.007854899856244192,156.66666666666683,22.0 CDKN1A,0.21509433962264152,0.01194253859348199,0.525181276337269,0.11690311547722103,0.0075632135643092895,155.33333333333348,23.0 CREB1,0.21132075471698114,0.007768724985706118,0.5315989701417976,0.1288084849915859,0.008144546976034603,156.0000000000001,24.0 IL18,0.20754716981132076,0.013050314465408804,0.5158401073905586,0.09203602887556796,0.006792336792825257,153.2500000000002,26.0 SMAD4,0.20754716981132076,0.004445397369925672,0.5262401095556909,0.12608805566712097,0.0075659071989873945,154.83333333333348,26.0 JAK2,0.20754716981132076,0.002115494568324757,0.525181276337269,0.11967508793603976,0.008180582527821964,154.6666666666668,26.0 THBS1,0.2037735849056604,0.009576901086335049,0.5199503871307224,0.10338746232643024,0.007520335857758519,153.58333333333348,28.0 PPARA,0.2,0.012957404230989136,0.5262401095556909,0.0844049583949217,0.007383044717959459,154.1666666666668,30.0 UBC,0.2,0.01509433962264151,0.5158401073905586,0.0832173151761823,0.007925542603570443,152.5833333333334,30.0 NFE2L2,0.2,0.014422527158376214,0.5230763413619692,0.09484018727209875,0.0074156918733531765,153.66666666666677,30.0 COL1A1,0.19245283018867926,0.006589479702687249,0.5220301886792453,0.09465059294764458,0.007322942214948814,152.83333333333346,32.5 B2M,0.19245283018867926,0.009155231560891939,0.5189166885479576,0.08050711081107763,0.006619406757035802,152.41666666666686,32.5 CLU,0.18867924528301888,0.011342195540308747,0.5158401073905586,0.07547951658514553,0.007410249132316195,151.5000000000002,34.0 CASP1,0.1849056603773585,0.007504288164665523,0.5097951061320755,0.09103533376771088,0.006568762614709037,150.25000000000014,35.0 PLG,0.18113207547169813,0.008676386506575186,0.5088013534885432,0.0801955459488152,0.007288954148639486,149.7500000000002,36.0 ACE,0.17358490566037735,0.015523156089193824,0.5158401073905586,0.07099975314934155,0.006312725890044101,150.16666666666686,37.0 GPX2,0.1660377358490566,0.015587478559176672,0.5117943026267111,0.07015189791343494,0.006142760310337622,148.83333333333348,39.5 GPX3,0.1660377358490566,0.009584048027444253,0.5127997924157616,0.07016002621566399,0.006083551603882946,149.00000000000014,39.5 HDAC1,0.1660377358490566,0.00687535734705546,0.5117943026267111,0.10819792015336513,0.007025857401396295,148.83333333333343,39.5 PRKCA,0.1660377358490566,0.011370783304745568,0.5107927482184397,0.08133522798073725,0.00629563589786769,148.66666666666674,39.5 PPARGC1A,0.16226415094339622,0.003716409376786735,0.5138092408260287,0.08417126683136686,0.006727067518767508,148.83333333333343,42.5 CTSS,0.16226415094339622,0.00604631217838765,0.49717160826594786,0.07092942652869015,0.0057593179948748135,146.0833333333335,42.5 EZH2,0.15849056603773584,0.012692967409948542,0.5000289163594304,0.09029195606030486,0.005778128486769845,146.16666666666677,45.0 STAT6,0.15849056603773584,0.004516866781017724,0.49434676958261864,0.09083252039038292,0.005723613233180308,145.25000000000009,45.0 IKBKB,0.15849056603773584,0.0019439679817038306,0.5048647859567169,0.09652122427008182,0.005809673738622781,147.0000000000001,45.0 EGR1,0.1509433962264151,0.005295883361921098,0.5088013534885432,0.096030197891014,0.005951921626893857,147.00000000000014,47.5 JAK1,0.1509433962264151,0.0005717552887364208,0.49812040904508137,0.08517540756887185,0.00596568881635532,145.2500000000001,47.5 TJP1,0.1471698113207547,0.00493138936535163,0.4962264150943396,0.08060977856618337,0.005418343751255833,144.58333333333343,49.5 PTPN11,0.1471698113207547,0.0038307604345340193,0.4962264150943396,0.07685836884994168,0.005874049007256439,144.5000000000001,49.5 ENG,0.14339622641509434,0.006632361349342481,0.4934122766344473,0.06629026956140179,0.00497743459752167,143.75000000000014,51.0 TIMP3,0.13962264150943396,0.011149228130360206,0.49812040904508137,0.0664956554626105,0.004609438965837582,144.2500000000001,52.0 COL1A2,0.13584905660377358,0.011063464837049742,0.4806907814726015,0.059327276188430464,0.005804117792929815,140.7500000000001,53.0 TGFB2,0.1320754716981132,0.005060034305317324,0.491553849980457,0.0718327496200327,0.004669562489212161,142.41666666666677,54.5 TLR3,0.1320754716981132,0.004159519725557461,0.48879231149742064,0.06223084750781561,0.004488635848422908,141.91666666666677,54.5 CTSB,0.12830188679245283,0.0058461978273299025,0.4924813100747597,0.05966112621912606,0.004667806070608572,142.25000000000009,56.5 LYN,0.12830188679245283,0.006846769582618639,0.48787868100864046,0.05981599935428613,0.0049482337768807,141.41666666666669,56.5 CDKN1B,0.12452830188679245,0.003973699256718125,0.4851581679175142,0.07632875381004212,0.004404471195008546,140.50000000000003,58.0 PKM,0.12075471698113208,0.010977701543739279,0.48970937024319444,0.053010844034315385,0.006279939812625845,141.08333333333337,61.0 IRF3,0.12075471698113208,0.003973699256718125,0.483361285814116,0.0697853741088809,0.0045168335497674595,139.91666666666674,61.0 NOX4,0.12075471698113208,0.002530017152658662,0.49717160826594786,0.06298224841499009,0.004231090374290124,142.41666666666674,61.0 NCAM1,0.12075471698113208,0.0037307032590051456,0.4771756752095478,0.055984735683816025,0.004311743921051053,138.75000000000003,61.0 SPARC,0.12075471698113208,0.003602058319039451,0.4677689862717252,0.058822637631795446,0.0046198403498080316,137.0,61.0 LCN2,0.1169811320754717,0.01031303602058319,0.48246782687545775,0.057360656358095445,0.00443220391091629,139.4166666666667,65.0 AR,0.1169811320754717,0.003101772441395083,0.491553849980457,0.08415473262025039,0.004474960478736824,141.0,65.0 AXL,0.1169811320754717,0.007890222984562607,0.4815776648332521,0.058040761742741385,0.0042933565718962,139.33333333333334,65.0 ATG5,0.11320754716981132,0.002973127501429388,0.4815776648332521,0.05500664202291514,0.0038774952926170767,138.91666666666666,68.0 BGN,0.11320754716981132,0.006710977701543739,0.4636147323971983,0.05603799734956297,0.005034197442768636,135.49999999999997,68.0 GJA1,0.11320754716981132,0.00880503144654088,0.483361285814116,0.05835629902879789,0.0037983105671004678,139.25000000000006,68.0 NR1H4,0.10943396226415095,0.009612635791881074,0.4906298765782381,0.04061356417318522,0.00434350496639841,140.16666666666669,71.5 INSR,0.10943396226415095,0.003630646083476272,0.4780496233326422,0.050400335726326205,0.004250643669468781,137.83333333333334,71.5 SAA1,0.10943396226415095,0.003930817610062893,0.46945160852450113,0.0423272134271166,0.004308735269466748,136.33333333333334,71.5 PROM1,0.10943396226415095,0.003187535734705546,0.48879231149742064,0.06439738165859252,0.003706321249455636,139.8333333333334,71.5 MMP7,0.10566037735849057,0.00048599199542595766,0.4906298765782381,0.06850977717207213,0.0039235041769230886,139.83333333333343,75.0 AGO2,0.10566037735849057,0.009576901086335049,0.48879231149742064,0.05357923407670426,0.004343496849824294,139.50000000000006,75.0 C3,0.10566037735849057,0.0027444253859348197,0.45872600059687635,0.037727890236904975,0.004204098502990066,133.83333333333326,75.0 BMP4,0.1018867924528302,0.0016580903373356202,0.4728534317746787,0.05113338416748083,0.0037383723022081637,136.25,79.0 NOTCH2,0.1018867924528302,0.0017009719839908518,0.4711463796744091,0.051729688347374264,0.003677050092143382,135.91666666666666,79.0 SP1,0.1018867924528302,0.0012006861063464836,0.4737116049720919,0.07963464460018786,0.004244766240877608,136.33333333333334,79.0 DPP4,0.1018867924528302,0.000714694110920526,0.4789267786048122,0.04995903152661934,0.004197451313588264,137.50000000000006,79.0 IL15,0.1018867924528302,0.0011435105774728416,0.46860878696521124,0.052936232230431535,0.0039842407033028665,135.41666666666666,79.0 ABCA1,0.09811320754716982,0.006089193825042882,0.4780496233326422,0.03304764414960408,0.004189338300202985,136.83333333333334,83.0 LTF,0.09811320754716982,0.010391652372784449,0.47980715871254165,0.044472810099709076,0.004161841620489587,137.25,83.0 APOH,0.09811320754716982,0.004774156660949114,0.4595336167951103,0.031534451943017024,0.004626309042950801,133.33333333333323,83.0 YAP1,0.09433962264150944,0.0004716981132075472,0.4677689862717252,0.06556121887827673,0.0038584958006308784,134.58333333333326,89.0 COL18A1,0.09433962264150944,0.0004002287021154946,0.45872600059687635,0.046124202079526104,0.0036780046104722543,132.74999999999991,89.0 SLC2A2,0.09433962264150944,0.005488850771869639,0.4652675478424646,0.027701502504401263,0.004067010014817606,134.24999999999994,89.0 OCLN,0.09433962264150944,0.0023156089193825044,0.47543733030896657,0.05989104755227116,0.003436300274146666,136.08333333333331,89.0 TAGLN,0.09433962264150944,0.010205831903945112,0.45473012951153774,0.035112221570315974,0.00309099731619566,132.0833333333332,89.0 ANXA1,0.09433962264150944,0.012492853058890795,0.48246782687545775,0.04556795024063194,0.003878350867935696,137.4166666666667,89.0 ATF3,0.09433962264150944,0.008204688393367639,0.46693219023188304,0.0616967243891846,0.004391487149840429,134.3333333333332,89.0 FAS,0.09433962264150944,0.0019582618639222412,0.47543733030896657,0.04920339799288927,0.0032500439607075996,136.08333333333334,89.0 TGFBI,0.09433962264150944,0.0013722126929674098,0.4454182497263185,0.03707524407451057,0.003521920121023917,130.1666666666664,89.0 G6PC,0.09056603773584906,0.0070897655803316174,0.45158320820003917,0.025457559899208403,0.004270521229971261,131.1666666666665,96.5 ERN1,0.09056603773584906,0.002980274442538593,0.47029746727859933,0.042536966480025924,0.0033568349981963463,134.74999999999991,96.5 IRF8,0.09056603773584906,0.0018296169239565465,0.4439032216660249,0.03623846588635632,0.0032738125421041277,129.33333333333312,96.5 FBN1,0.09056603773584906,0.0024585477415666095,0.45002602472348735,0.047167409950150375,0.003928871554286085,130.83333333333317,96.5 PCK1,0.09056603773584906,0.011106346483704973,0.45002602472348735,0.02238954164685628,0.004311322239071374,130.91666666666652,96.5 FGF1,0.09056603773584906,0.0006861063464837049,0.4780496233326422,0.04798779612156994,0.003350874890735326,136.16666666666669,96.5 PRKCZ,0.08679245283018867,0.001572327044025157,0.4719983622777986,0.04920983357155647,0.0036135718813434642,134.74999999999994,103.0 CD74,0.08679245283018867,0.0022441395082904514,0.47029746727859933,0.031793051962191475,0.003776236952899436,134.49999999999994,103.0 APAF1,0.08679245283018867,0.0026586620926243565,0.4763049166781435,0.047506580734722845,0.0033038237785279734,135.49999999999997,103.0 RICTOR,0.08679245283018867,0.0008004574042309891,0.44771028188614514,0.04328486386375576,0.0037367091254766603,129.7499999999998,103.0 DUSP1,0.08679245283018867,0.0014436821040594624,0.46115741049403297,0.04960633522387959,0.003346727204026981,132.58333333333314,103.0 LDHA,0.08679245283018867,0.004559748427672956,0.4771756752095478,0.036875609626344875,0.0040400726729003834,135.66666666666663,103.0 KRT19,0.08679245283018867,0.0022298456260720413,0.47980715871254165,0.048827253464644844,0.002948875538919175,136.25000000000006,103.0 G6PD,0.0830188679245283,0.004859919954259577,0.45872600059687635,0.027606875495604182,0.004266039318473654,131.83333333333317,109.5 HAVCR1,0.0830188679245283,0.0052601486563750716,0.4636147323971983,0.03201086880799577,0.0032501926084952237,132.74999999999991,109.5 LY96,0.0830188679245283,0.004574042309891366,0.46860878696521124,0.03833605293603649,0.003330585377119394,133.75,109.5 MME,0.0830188679245283,0.0010005717552887363,0.4815776648332521,0.04193106481796405,0.003523292246478835,136.16666666666666,109.5 ANGPT1,0.0830188679245283,0.0004288164665523156,0.46115741049403297,0.04464216391984115,0.0029780670458443396,132.2499999999999,109.5 SERPINF1,0.0830188679245283,0.0013722126929674098,0.44847954353887054,0.037250042648544035,0.0031422967636233643,129.74999999999972,109.5 NR4A1,0.07924528301886792,0.0013865065751858204,0.4603440817277295,0.05069618230360206,0.0032770104999794406,131.7499999999999,116.0 BAX,0.07924528301886792,0.0002858776443682104,0.47029746727859933,0.0438200767097062,0.00330398118224528,133.74999999999991,116.0 IRAK1,0.07924528301886792,0.0009433962264150943,0.4539392945036916,0.04835330530716416,0.003257874609101281,130.41666666666654,116.0 TXNIP,0.07924528301886792,0.0009433962264150943,0.45158320820003917,0.03949788983247653,0.0031190857153656853,129.99999999999977,116.0 SPHK1,0.07924528301886792,0.023742138364779872,0.4780496233326422,0.029918061019880007,0.003931080191479506,135.24999999999997,116.0 PINK1,0.07924528301886792,0.003945111492281304,0.46609838274932613,0.03939884582071748,0.003116570459822267,132.99999999999994,116.0 UCP2,0.07924528301886792,0.0018582046883933675,0.46693219023188304,0.02957685001963017,0.0029485929644837354,133.16666666666657,116.0 SGK1,0.07547169811320754,0.0041309319611206406,0.45473012951153774,0.03654827964954607,0.003396587817862241,130.33333333333323,122.5 PDPK1,0.07547169811320754,0.0015151515151515152,0.4264952521889259,0.03261747340031559,0.003529210227828952,124.3333333333331,122.5 CFH,0.07547169811320754,0.0015151515151515152,0.4563200949993403,0.0302809666356455,0.0032250017774575887,130.66666666666652,122.5 CTSL,0.07547169811320754,0.0012864493996569467,0.4571192545352411,0.03194633493112643,0.0029994956530014143,130.83333333333317,122.5 THBD,0.07547169811320754,0.0006289308176100629,0.44239846498241125,0.026798563122923474,0.003244925050903088,127.66666666666633,122.5 ROCK1,0.07547169811320754,0.001457975986277873,0.4571192545352411,0.05462397604980844,0.002980466804364571,130.91666666666652,122.5 LEPR,0.07169811320754717,0.003744997141223556,0.4636147323971983,0.027867284013970352,0.002747783550550206,131.74999999999991,128.0 NPHS1,0.07169811320754717,0.001457975986277873,0.45080327174373513,0.027053522708366345,0.003449921490377217,129.0833333333331,128.0 C1QA,0.07169811320754717,0.0010577472841623785,0.4372112132992004,0.018687467730707515,0.003000462614618006,126.333333333333,128.0 VLDLR,0.07169811320754717,0.0016580903373356202,0.4523658480756025,0.0237651002443724,0.0031909089097063295,129.4999999999998,128.0 VCAN,0.07169811320754717,0.01072041166380789,0.4372112132992004,0.032933001148435496,0.0036095000306169147,126.33333333333302,128.0 KL,0.06792452830188679,0.00963407661520869,0.46115741049403297,0.025030505029130467,0.0033249674042210692,130.91666666666654,131.5 PSMB8,0.06792452830188679,0.0009719839908519153,0.44771028188614514,0.03321825638370798,0.002695419427707914,128.16666666666646,131.5 ALDOB,0.06415094339622641,0.0036878216123499142,0.43142990799937625,0.012379961361834323,0.0037977351910083337,124.41666666666633,135.5 SCD,0.06415094339622641,0.0038879359634076613,0.45002602472348735,0.018500190171057893,0.0027336404856434003,128.3333333333331,135.5 SERPINF2,0.06415094339622641,0.002287021154945683,0.43868083082289516,0.026874379588865408,0.0027576702508835395,125.91666666666633,135.5 CTH,0.06415094339622641,0.006003430531732418,0.409114567930443,0.010306334306796144,0.004025433981673566,118.91666666666625,135.5 APOL1,0.06415094339622641,0.004016580903373356,0.4446594452123043,0.021072789437495576,0.0030062754972643626,127.16666666666637,135.5 PYCARD,0.06415094339622641,0.0006003430531732418,0.4264952521889259,0.028761446202006588,0.002582051257539373,123.16666666666634,135.5 IL6R,0.06037735849056604,0.0002858776443682104,0.44925145325236254,0.03930177720533688,0.00264101294989811,127.74999999999973,141.5 EPHX2,0.06037735849056604,0.009948542024013721,0.44164990582000446,0.010488106569648546,0.002992603083830016,126.16666666666644,141.5 PAX2,0.06037735849056604,0.002801600914808462,0.4372112132992004,0.020006269657815323,0.0025144989522998106,125.24999999999976,141.5 CFB,0.06037735849056604,0.0011149228130360206,0.4307179774581231,0.018037735316584317,0.0027943820351645113,123.74999999999963,141.5 IGFBP7,0.06037735849056604,0.001429388221841052,0.4264952521889259,0.022481048765712407,0.0026272475623732834,122.74999999999966,141.5 PTPN6,0.06037735849056604,0.001486563750714694,0.42167220410278294,0.024874742473734168,0.002763381841547478,121.49999999999967,141.5 SIRT6,0.05660377358490566,0.0009005145797598628,0.43214419592652753,0.031217316854149767,0.002188975086511033,123.99999999999979,147.0 PDK4,0.05660377358490566,0.00045740423098913663,0.4156291311140488,0.015820665818558,0.0024578323148720343,120.16666666666639,147.0 MDK,0.05660377358490566,0.0011149228130360206,0.4595336167951103,0.027411099339027467,0.0021705742776544296,129.58333333333317,147.0 LDLR,0.05660377358490566,0.0009719839908519153,0.42579950136969436,0.015750446097450004,0.0026083324509071147,122.41666666666633,147.0 CYBA,0.05660377358490566,0.011749571183533447,0.44016036144961657,0.02417410100393107,0.0031362859667057987,125.58333333333304,147.0 C1QB,0.052830188679245285,0.00022870211549456832,0.4230390507935537,0.019241629808635446,0.0023193488347075775,121.41666666666627,153.0 FBP1,0.052830188679245285,0.001572327044025157,0.44239846498241125,0.016770096708312456,0.0027251296286806845,125.6666666666664,153.0 GHR,0.052830188679245285,0.004202401372212693,0.4110473926608231,0.018972648022194186,0.0026593154378897242,118.41666666666637,153.0 CD59,0.052830188679245285,0.0007289879931389365,0.43575140958200775,0.01699530410142013,0.002186515565389258,124.16666666666632,153.0 SLC5A2,0.052830188679245285,0.002973127501429388,0.42441478754410183,0.013554042363073048,0.002597524237888524,121.58333333333302,153.0 MSH2,0.052830188679245285,0.0005431675242995997,0.44164990582000446,0.0343596829128439,0.0022700855633003567,125.58333333333312,153.0 GCLC,0.052830188679245285,0.002115494568324757,0.4343013216965435,0.02038251408985595,0.0029769222785190536,124.08333333333312,153.0 APOM,0.04905660377358491,0.000743281875357347,0.4223545215851499,0.015014949983281274,0.0026999649783788562,120.83333333333299,160.0 ID2,0.04905660377358491,0.0015437392795883361,0.45080327174373513,0.022959579501957563,0.001801383599066688,127.08333333333312,160.0 AZGP1,0.04905660377358491,0.0023727844482561464,0.4350251572327044,0.016470359971574682,0.0022652048079567074,123.74999999999966,160.0 CXCL16,0.04905660377358491,0.0007218410520297312,0.4203141615774922,0.016330285448383334,0.00216487483324507,120.24999999999962,160.0 FOSB,0.04905660377358491,0.00017152658662092623,0.4196384153370139,0.03189536937479088,0.0026263673263450527,120.24999999999974,160.0 LOXL2,0.04905660377358491,0.00022870211549456832,0.4343013216965435,0.026585684240959227,0.0019201164581561336,123.49999999999967,160.0 EPOR,0.04905660377358491,0.007575757575757575,0.4110473926608231,0.020994247290920105,0.003004436735615229,118.24999999999969,160.0 HDAC9,0.04528301886792453,0.0009219554030874786,0.4285962140223689,0.02426071693233099,0.0019926427630051974,122.08333333333309,167.0 MFN1,0.04528301886792453,0.0004002287021154946,0.4300083926517671,0.020781596911576505,0.0019891358628998535,122.1666666666664,167.0 PODXL,0.04528301886792453,0.001400800457404231,0.43142990799937625,0.014876484209264714,0.0020695876847556935,122.58333333333303,167.0 CUBN,0.04528301886792453,0.0027444253859348197,0.4203141615774922,0.013676740316845836,0.0019906609225980587,119.99999999999963,167.0 CYP27B1,0.04528301886792453,0.0006861063464837049,0.4539392945036916,0.02176809019532808,0.0017754095038589397,127.41666666666644,167.0 NUMB,0.04528301886792453,0.0002858776443682104,0.4293011420059583,0.03047348453622711,0.0020943230248437147,122.08333333333309,167.0 CASP4,0.04528301886792453,0.0001429388221841052,0.42510601683977634,0.023237029947364263,0.0021180650289623457,121.16666666666637,167.0 HNRNPC,0.04150943396226415,5.717552887364208e-05,0.45080327174373513,0.02263251621413002,0.002041090711279779,126.49999999999982,173.5 ARG2,0.04150943396226415,0.005431675242995998,0.45158320820003917,0.020864670302143066,0.001785528387567105,126.58333333333307,173.5 MTHFR,0.04150943396226415,0.001972555746140652,0.44847954353887054,0.01422605124757036,0.002597192243877559,126.16666666666646,173.5 HLA-B,0.04150943396226415,0.00031446540880503143,0.4343013216965435,0.01658846746228972,0.002185993726994963,122.74999999999969,173.5 SOCS2,0.04150943396226415,2.858776443682104e-05,0.41430967355495657,0.021502949086137417,0.0022734187486494204,118.16666666666639,173.5 HAO2,0.04150943396226415,0.0035591766723842193,0.38160101511640737,0.0037729422622428763,0.0026918322807240797,109.99999999999982,173.5 AKT1S1,0.03773584905660377,5.717552887364208e-05,0.4110473926608231,0.014585601498718393,0.0021690354557934535,117.24999999999976,179.5 ASH2L,0.03773584905660377,0.00017152658662092623,0.4335798909296057,0.025874216310266707,0.00197842919726644,122.3333333333331,179.5 GCLM,0.03773584905660377,0.0009433962264150943,0.41040109172896644,0.012483421406554637,0.0024438313050370634,116.99999999999972,179.5 ANGPTL3,0.03773584905660377,0.0009433962264150943,0.42441478754410183,0.01098577192371209,0.0017343488004211076,120.333333333333,179.5 SETD7,0.03773584905660377,5.717552887364208e-05,0.4223545215851499,0.025147210796614455,0.0019124865877035353,119.9166666666664,179.5 CALB1,0.03773584905660377,0.006346483704974271,0.4372112132992004,0.013862225006947138,0.001962216313543936,123.1666666666664,179.5 S100A9,0.033962264150943396,0.00011435105774728416,0.39250390126259044,0.012970067122627197,0.0017639661552757064,111.9166666666663,188.5 CYP27A1,0.033962264150943396,0.0006575185820468839,0.43794478916044066,0.011535434887021405,0.0018723716254627838,122.99999999999974,188.5 PROS1,0.033962264150943396,0.0006003430531732418,0.387838178810732,0.009659746290060924,0.0017785374681442015,111.0833333333329,188.5 WNT7A,0.033962264150943396,0.0001429388221841052,0.4116957323968811,0.018539764478577966,0.0015055525413793902,116.99999999999963,188.5 ZFP36,0.033962264150943396,5.717552887364208e-05,0.3954774156660949,0.017504980615782754,0.001853306736442821,112.91666666666634,188.5 TRAF5,0.033962264150943396,0.00022870211549456832,0.4162920164906262,0.017813734724514044,0.0017520427700339425,117.91666666666637,188.5 LDHC,0.033962264150943396,2.858776443682104e-05,0.4176241509433962,0.008675715054333353,0.0022832079719562917,118.49999999999967,188.5 SYNPO,0.033962264150943396,0.00011435105774728416,0.4264952521889259,0.013722604880261157,0.0019249166351016944,120.41666666666633,188.5 PTPN2,0.033962264150943396,0.0001429388221841052,0.3954774156660949,0.01998155546332058,0.0018221292471379195,112.91666666666636,188.5 GAS6,0.033962264150943396,0.0,0.4307179774581231,0.017477695005671024,0.0017819421540529214,121.33333333333299,188.5 AFM,0.033962264150943396,0.0006861063464837049,0.3913269780204237,0.007553233989691913,0.0016941721593574043,111.83333333333289,188.5 MAPKAP1,0.033962264150943396,2.858776443682104e-05,0.387838178810732,0.012352140596887273,0.0021622371399140196,110.91666666666642,188.5 RRAS,0.03018867924528302,0.0002858776443682104,0.3984963272360651,0.01411144476768712,0.0018525696766807384,113.33333333333306,198.5 RORA,0.03018867924528302,0.00025728987993138937,0.41430967355495657,0.019739373966922456,0.0015350961980769035,117.24999999999973,198.5 CALM1,0.03018867924528302,2.858776443682104e-05,0.40719983516321784,0.015457068209130549,0.0017045436843815694,115.33333333333312,198.5 CAT,0.03018867924528302,8.576329331046312e-05,0.3948791139782491,0.007504380628352765,0.0020818984226843727,112.49999999999977,198.5 HDLBP,0.03018867924528302,0.0,0.38441103731903187,0.007452800029464525,0.001664774154055752,109.33333333333297,198.5 TRPC1,0.03018867924528302,8.576329331046312e-05,0.4097568199994076,0.01316919791920262,0.001521175733796182,116.16666666666633,198.5 HPD,0.03018867924528302,0.002029731275014294,0.4116957323968811,0.005161161965673559,0.00160166079481015,116.583333333333,198.5 F2R,0.03018867924528302,0.00025728987993138937,0.4307179774581231,0.014779348951353568,0.0015458416082510867,121.08333333333302,198.5 TNC,0.026415094339622643,8.576329331046312e-05,0.40656556750720035,0.013238737297466541,0.0013557492747727838,114.91666666666625,204.5 COL4A4,0.026415094339622643,0.0002001143510577473,0.37556128681960094,0.007366442471364077,0.0013913866016658475,107.08333333333297,204.5 BHMT,0.026415094339622643,0.0010291595197255575,0.38215972816928645,0.0035558571679292538,0.0021102647693517418,108.5833333333331,204.5 GNB4,0.026415094339622643,0.0002001143510577473,0.3972832486143419,0.009698816804056048,0.0015217651409630607,112.74999999999976,204.5 TRIB3,0.022641509433962266,2.858776443682104e-05,0.4009448453757644,0.013179368762557226,0.001430488327863568,113.08333333333303,211.5 SOAT1,0.022641509433962266,8.576329331046312e-05,0.38160101511640737,0.0045207278675095525,0.0014394301662457034,107.74999999999964,211.5 DEPTOR,0.022641509433962266,0.0,0.37234678222485396,0.007556353749383884,0.0016867909069290857,105.4166666666664,211.5 MYLIP,0.022641509433962266,0.0,0.3954774156660949,0.006865243377087733,0.0015594186752950529,111.83333333333302,211.5 AIFM1,0.022641509433962266,0.0008147512864493996,0.4129985669930738,0.009400298351396797,0.001295791975726721,116.41666666666639,211.5 PAPPA,0.022641509433962266,0.0016866781017724414,0.3650560759994722,0.00296198315632896,0.0015683580860766599,103.74999999999973,211.5 CYP4A11,0.022641509433962266,0.000743281875357347,0.37556128681960094,0.004005152235261394,0.0014695748060639022,106.3333333333331,211.5 LRG1,0.022641509433962266,0.00022870211549456832,0.35853721749948164,0.003922057213256439,0.001304884231577183,102.03333333333305,211.5 ATR,0.022641509433962266,0.0,0.41040109172896644,0.014997798403582783,0.0013654586492540574,115.6666666666664,211.5 IGFBP4,0.022641509433962266,0.00048599199542595766,0.3907411591910519,0.006666835498727627,0.001646235465971332,110.41666666666623,211.5 SRGAP2,0.018867924528301886,0.0008862206975414522,0.35755492375290776,0.003394349342157074,0.0014212623722632185,100.7499999999997,222.0 AKR1C1,0.018867924528301886,0.0,0.35657799773172494,0.0038634244912802407,0.0012491151123710407,100.49999999999974,222.0 GSTA1,0.018867924528301886,0.0,0.35224709087668377,0.007168138569384605,0.0014308604573626774,99.16666666666642,222.0 SLC12A1,0.018867924528301886,0.00025728987993138937,0.35755492375290776,0.002301225805876476,0.0011789656238302422,100.66666666666642,222.0 CXCL6,0.018867924528301886,0.0,0.3913269780204237,0.007540858396451,0.0011575083995477152,110.41666666666625,222.0 AHCY,0.018867924528301886,0.0002001143510577473,0.35609153388761616,0.00246731083519504,0.001974952318241123,99.99999999999976,222.0 KLK1,0.018867924528301886,0.0022298456260720413,0.42099208764455265,0.00805501505072186,0.00111359338168701,117.66666666666636,222.0 SLC27A2,0.018867924528301886,0.0004002287021154946,0.38272007967686605,0.003954047891855422,0.0011555534791835873,107.91666666666639,222.0 TNFRSF11B,0.018867924528301886,8.576329331046312e-05,0.38272007967686605,0.007882002937935742,0.001095667259400906,107.91666666666636,222.0 HMOX2,0.018867924528301886,0.0,0.3799346351377331,0.007098570134710738,0.0011901753074735778,107.33333333333303,222.0 PEPD,0.018867924528301886,0.0011149228130360206,0.38957476767107857,0.0038288713681881594,0.001792602149617057,109.49999999999957,222.0 HMGN1,0.01509433962264151,0.0,0.4129985669930738,0.008468292485145721,0.001082956275445579,115.66666666666639,231.0 CDH6,0.01509433962264151,0.0,0.38215972816928645,0.00997622210591726,0.0010476285062272662,107.24999999999964,231.0 XPNPEP2,0.01509433962264151,2.858776443682104e-05,0.35464007383100904,0.0044913606283040084,0.0014323924464297905,98.99999999999973,231.0 MBTPS1,0.01509433962264151,2.858776443682104e-05,0.36454622114472435,0.004031699608594181,0.0010684196231387421,102.58333333333306,231.0 AEBP1,0.01509433962264151,0.0,0.3503558313283525,0.004453522466423906,0.0010062216727612676,97.91666666666639,231.0 IGFBP6,0.01509433962264151,8.576329331046312e-05,0.33810245380780135,0.0015727135236227672,0.0011856582742507016,94.81666666666646,231.0 KLF9,0.01509433962264151,2.858776443682104e-05,0.4015616835994194,0.007857585796103501,0.0009158992150352355,112.7499999999997,231.0 ENPP2,0.011320754716981133,0.0001429388221841052,0.3498861854418534,0.0011350577990004258,0.0009366099428523343,97.08333333333312,239.5 CNDP1,0.011320754716981133,0.007489994282447112,0.3630251659800037,0.0021937278678719643,0.001871901653543704,101.66666666666644,239.5 TRIP10,0.011320754716981133,2.858776443682104e-05,0.34525806129579717,0.0016770804525934532,0.0010984815026052414,96.44999999999976,239.5 KHK,0.011320754716981133,0.0,0.3295645130550791,0.0014647042545418228,0.0011233211278449252,91.81666666666658,239.5 RGN,0.011320754716981133,0.0,0.3966794746802776,0.003123078049818379,0.0010818527189947144,111.08333333333299,239.5 STK4,0.011320754716981133,0.0,0.3960775331405503,0.00985819686113158,0.0010226173916237848,110.99999999999972,239.5 MOXD1,0.011320754716981133,0.001572327044025157,0.34030651152493174,0.0012164954110249337,0.00121032448367584,95.03333333333312,239.5 PLK2,0.011320754716981133,0.0,0.3913269780204237,0.00911835428141709,0.0008755219444115378,109.74999999999969,239.5 USP25,0.011320754716981133,0.0,0.3766451577772333,0.0052200038006006075,0.0010040450686248437,105.6666666666664,239.5 PRODH2,0.011320754716981133,0.00022870211549456832,0.3283208733831731,0.0005744772285168494,0.0009998206266062146,91.36666666666662,239.5 SPAG9,0.007547169811320755,0.0,0.3913269780204237,0.007777743001531577,0.0007962222006932173,109.33333333333299,248.5 HPGD,0.007547169811320755,8.576329331046312e-05,0.35853721749948164,0.00217764830723515,0.0007891557190110054,99.58333333333302,248.5 ENTPD5,0.007547169811320755,0.0,0.37234678222485396,0.004090463787729466,0.000878673837128601,104.16666666666639,248.5 GLYAT,0.007547169811320755,0.0,0.31638193253287594,0.00037429742769355055,0.0008504010908150666,88.16666666666666,248.5 UGCG,0.007547169811320755,0.0,0.33335261090628693,0.000821130487498883,0.0009082395450037898,92.11666666666655,248.5 CHST15,0.007547169811320755,0.0,0.3218435195309774,0.0015673708746043243,0.000821630461296071,89.56666666666659,248.5 DDC,0.007547169811320755,0.00011435105774728416,0.3088936027687842,0.00022510194988108312,0.001047135614132918,84.95000000000003,248.5 DDOST,0.007547169811320755,0.0007004002287021155,0.3266772144425815,0.0006488531540083381,0.0008527570955904078,90.28333333333325,248.5 ERFE,0.0037735849056603774,0.0,0.29098672724595614,0.0002932190245061726,0.0006770339775195028,80.40000000000006,259.5 TEKT2,0.0037735849056603774,0.0,0.0037735849056603774,9.590626079274705e-18,0.0037593984962406013,1.0,259.5 CEP170,0.0037735849056603774,0.0,0.0037735849056603774,9.590626079274705e-18,0.0037593984962406013,1.0,259.5 MYOF,0.0037735849056603774,0.0,0.32504993068446153,0.0010140577295914717,0.0007223383981394808,89.03333333333326,259.5 SLC6A6,0.0037735849056603774,0.0,0.266070432558229,2.9905983312969866e-05,0.001005891496351343,72.86666666666675,259.5 RCAN1,0.0037735849056603774,0.0,0.3179233792200032,0.0010534073160461239,0.0006769979181147645,87.49999999999993,259.5 ARL4C,0.0037735849056603774,0.0,0.3279084099744003,0.0009237674543173,0.0006821019414813466,89.83333333333319,259.5 SH3YL1,0.0037735849056603774,0.0,0.3052808120931259,0.0003844931978919287,0.0007079324134704024,83.93333333333337,259.5 RNLS,0.0037735849056603774,0.0,0.35903039111364876,0.0021470603450250395,0.0006528136076014615,99.74999999999976,259.5 GUCY1B1,0.0037735849056603774,0.0,0.3283208733831731,0.00160476685391109,0.0007913437225706328,90.28333333333323,259.5 MIOX,0.0037735849056603774,0.0,0.31523562118311915,0.0006749461669152015,0.0007910999724522818,86.36666666666665,259.5 ASPA,0.0037735849056603774,0.0,0.3038592483581172,0.0004940973234253074,0.0006855940313921179,83.96666666666674,259.5 DCXR,0.0037735849056603774,0.0,0.3230384830935924,0.0006177907814206642,0.0007586344051275251,88.28333333333326,259.5 NAGLU,0.0037735849056603774,0.0,0.36403778847925056,0.0017778129974508662,0.0006553277729830714,101.08333333333302,259.5
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Created: 31st May 2026 at 12:08
Last updated: 1st Jun 2026 at 18:34
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Version 1 (earliest) Created 31st May 2026 at 12:08 by Farnoush Kiyanpour
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