Plasma Cell_Network Centrality Measurements
Version 1

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.

SEEK ID: https://fairdomhub.org/data_files/8410?version=1

Filename: Plasma Cell_Network Centrality Measurements.csv  Download

Format: Comma-separated values document

Size: 18.7 KB

gene,degree_centrality,betweenness_centrality,closeness_centrality,eigenvector_centrality,pagerank,harmonic_centrality,centrality_rank
AKT1,0.6190476190476191,0.09535458018823968,0.7067307692307693,0.2449267375869579,0.029960114901275214,118.16666666666664,1.0
ACTB,0.5714285714285714,0.06350759481874942,0.6805555555555556,0.21694369995843893,0.0242006506025587,114.49999999999997,2.0
STAT3,0.5102040816326531,0.04035038673003448,0.6533333333333333,0.22283248118624477,0.023986583197633585,109.99999999999997,3.0
CASP3,0.4897959183673469,0.05544683626875408,0.6363636363636364,0.20678578467090317,0.02227917170619955,107.99999999999996,4.0
JUN,0.47619047619047616,0.04500978473581214,0.6282051282051282,0.21319528428656137,0.021623446959938467,106.91666666666663,5.0
HSP90AA1,0.4557823129251701,0.0212468549063461,0.6282051282051282,0.20469472421821042,0.021065431564751852,105.8333333333333,6.0
BCL2,0.4489795918367347,0.014211163917621844,0.620253164556962,0.20738436143362804,0.02094970933594773,104.99999999999996,7.0
CTNNB1,0.4013605442176871,0.025719876991892647,0.5975609756097561,0.18400557196134146,0.018259857952394924,101.16666666666663,8.0
PTEN,0.37414965986394555,0.029004752585965896,0.588,0.17027689174474736,0.015834997003597386,99.16666666666663,9.0
HSPA4,0.36734693877551017,0.01870748299319728,0.5856573705179283,0.16474964038770162,0.015775562740992392,98.74999999999996,10.0
STAT1,0.36054421768707484,0.01481688565837294,0.5856573705179283,0.17196151942926993,0.016532436588390383,98.33333333333329,11.0
FOS,0.3401360544217687,0.01840462212282173,0.5787401574803149,0.1625504317334764,0.01600682153215431,96.83333333333329,12.0
NFE2L2,0.32653061224489793,0.023576553909234927,0.57421875,0.145558331101327,0.01424552428456408,95.91666666666663,13.0
ICAM1,0.31972789115646255,0.04473022085546548,0.57421875,0.12491659532622172,0.013536153006893769,95.49999999999997,14.0
UBC,0.2857142857142857,0.006616345168204268,0.5610687022900763,0.11268273282518732,0.012869343786854332,92.8333333333333,15.0
PARP1,0.2789115646258503,0.020361569285248345,0.5526315789473685,0.13337145222635124,0.011477490253090326,91.91666666666661,16.5
TXN,0.2789115646258503,0.04643090112757432,0.55893536121673,0.10713126579958869,0.011852262838857527,92.41666666666664,16.5
MDM2,0.27210884353741494,0.007082284968782034,0.5464684014869888,0.14484235200459702,0.013005349084708361,91.24999999999996,18.5
SOD1,0.27210884353741494,0.01616811108004846,0.5547169811320755,0.09824534139127954,0.012777203404332233,91.74999999999997,18.5
SOCS3,0.2653061224489796,0.007920976609822012,0.5384615384615384,0.12270102372637746,0.011788532156525979,90.16666666666663,21.0
RHOA,0.2653061224489796,0.026232410772528192,0.550561797752809,0.11685099774815522,0.012621810017571018,90.99999999999996,21.0
CDKN1A,0.2653061224489796,0.005498089646817632,0.5444444444444444,0.1484092617854307,0.011613443117830318,90.58333333333329,21.0
IRF1,0.2585034013605442,0.02369303885937937,0.5485074626865671,0.1112155945905685,0.0108355860245161,90.49999999999994,24.0
SOD2,0.2585034013605442,0.014653806728170722,0.550561797752809,0.0956180435289714,0.011210363802313203,90.74999999999997,24.0
RELA,0.2585034013605442,0.004379834125430995,0.5345454545454545,0.1466735295947868,0.01205493716190398,89.49999999999997,24.0
IGF1,0.25170068027210885,0.018358028142763955,0.5464684014869888,0.11871799614231335,0.010300291031978662,89.99999999999996,26.0
B2M,0.23809523809523808,0.026744944553163733,0.5444444444444444,0.08376175586223233,0.011150618814510972,89.16666666666663,27.5
PIK3CA,0.23809523809523808,0.0014910073618488492,0.5306859205776173,0.12946115794868834,0.011599414856983774,88.24999999999997,27.5
HMGB1,0.21768707482993196,0.008386916410399776,0.5306859205776173,0.09759240406554999,0.00885708832250591,87.0833333333333,29.0
TIMP1,0.21088435374149658,0.029563880346659212,0.532608695652174,0.0776727378560669,0.009226973772833776,86.8333333333333,30.5
EIF2AK3,0.21088435374149658,0.011392228124126363,0.5268817204301075,0.10760478041409746,0.009147862512338891,86.5833333333333,30.5
CTSS,0.20408163265306123,0.0200587084148728,0.5231316725978647,0.06729137975306325,0.009598332602106914,85.6666666666666,33.0
IRF3,0.20408163265306123,0.012859938495946324,0.5231316725978647,0.1025510423562001,0.009015844260042417,85.74999999999996,33.0
PECAM1,0.20408163265306123,0.014910073618488492,0.5268817204301075,0.08368078075100577,0.009149430945956548,86.08333333333329,33.0
JAK1,0.19727891156462585,0.003028608703755475,0.525,0.10540007587745365,0.009225076403565458,85.58333333333329,35.5
EGR1,0.19727891156462585,0.003214984623986581,0.5231316725978647,0.11286464363034406,0.009252998130876423,85.41666666666663,35.5
XBP1,0.19047619047619047,0.021852576647097197,0.5231316725978647,0.08300412825468395,0.010019420268310014,85.16666666666661,37.0
BTK,0.18367346938775508,0.009109123101295313,0.5212765957446809,0.07514526377035118,0.008548699593657684,84.58333333333329,38.5
PARK7,0.18367346938775508,0.004519616065604324,0.5104166666666666,0.07765565926560497,0.0088514231814568,83.66666666666664,38.5
PPIA,0.17687074829931973,0.01090299133351971,0.5157894736842106,0.06304484246099462,0.007846918594012318,83.66666666666661,41.0
PINK1,0.17687074829931973,0.0073618488491286925,0.513986013986014,0.08211123673099474,0.00801290566558707,83.74999999999997,41.0
CDKN1B,0.17687074829931973,0.0020501351225421676,0.5104166666666666,0.09757184549177057,0.007634126697299221,83.49999999999997,41.0
PRDX1,0.17006802721088435,0.010530239493057498,0.5121951219512195,0.06853014305498703,0.007771509229392192,83.16666666666664,44.5
CD74,0.17006802721088435,0.017612524461839533,0.506896551724138,0.04213232641621929,0.008328468086096523,82.49999999999994,44.5
TXNIP,0.17006802721088435,0.012021246854906346,0.5104166666666666,0.06349613119998265,0.006880955551677072,83.0833333333333,44.5
PKM,0.17006802721088435,0.003541142484391017,0.5121951219512195,0.07484483376759174,0.008420452576731526,83.24999999999997,44.5
HSPB1,0.16326530612244897,0.007967570589879788,0.5121951219512195,0.0878133686124291,0.0071760262273640055,82.83333333333331,47.5
PSMA7,0.16326530612244897,0.0031683906439288045,0.4916387959866221,0.06219828889606251,0.007075948682467384,80.74999999999993,47.5
BAX,0.1564625850340136,0.004659398005777654,0.506896551724138,0.07766789537733645,0.006764845603874184,82.0833333333333,51.0
LDHA,0.1564625850340136,0.010250675612710838,0.513986013986014,0.0591278488218523,0.00691367825307597,82.58333333333331,51.0
VIM,0.1564625850340136,0.00780449165967757,0.513986013986014,0.08116475149419454,0.00702632633131967,82.49999999999997,51.0
NR3C1,0.1564625850340136,0.0006523157208088716,0.5086505190311419,0.10482423931646953,0.0074425926292731965,82.0833333333333,51.0
NFKB2,0.1564625850340136,0.00363433044450657,0.506896551724138,0.07970192754257495,0.00636885094479404,81.99999999999996,51.0
HSPD1,0.14965986394557823,0.0073618488491286925,0.48514851485148514,0.05853644522782541,0.006991918563260534,79.58333333333329,55.5
DUSP1,0.14965986394557823,0.004379834125430995,0.494949494949495,0.07571243892647879,0.006565622455488488,80.66666666666663,55.5
CCR2,0.14965986394557823,0.007175472928897587,0.5017064846416383,0.052580282052350685,0.006575669701343895,81.08333333333327,55.5
IRAK1,0.14965986394557823,0.0005591277606933184,0.5034246575342466,0.08361233431882553,0.006507975091398828,81.33333333333329,55.5
RAC1,0.14285714285714285,0.0032615786040443577,0.5,0.0685935100766721,0.007035020056521523,80.66666666666663,58.0
CUL3,0.13605442176870747,0.002516074923119933,0.49830508474576274,0.06427858210619108,0.00616928927490228,80.24999999999996,59.0
DDIT3,0.1292517006802721,0.007920976609822012,0.494949494949495,0.0722856870490056,0.0066189891908670535,79.58333333333329,60.5
PSMB8,0.1292517006802721,0.0022365110427732737,0.47572815533980584,0.04395237590611087,0.006053753252716783,77.58333333333329,60.5
JAK3,0.12244897959183673,0.0014910073618488492,0.4819672131147541,0.06752296510143707,0.006416236016138219,77.99999999999996,64.5
INSR,0.12244897959183673,0.0033547665641599105,0.4772727272727273,0.05469819014637312,0.005823012532773648,77.5833333333333,64.5
NCF1,0.12244897959183673,0.004682694995806542,0.494949494949495,0.052942536084914615,0.00588171603382004,79.0833333333333,64.5
ERN1,0.12244897959183673,0.0004659398005777654,0.49,0.06515273166572405,0.006596309342717982,78.74999999999997,64.5
GPX4,0.12244897959183673,0.0014910073618488492,0.49328859060402686,0.049491152871972206,0.005946062507669973,79.0833333333333,64.5
LY96,0.12244897959183673,0.015562389339297364,0.49328859060402686,0.04814087496745781,0.006497541303496345,78.91666666666659,64.5
NR4A1,0.11564625850340135,0.0011182555213866368,0.4788273615635179,0.07013691041036971,0.00581922580693773,77.41666666666663,68.0
PRDX6,0.10884353741496598,0.0024228869630043798,0.4666666666666667,0.035660523898333296,0.005244269232533502,75.58333333333331,70.5
CLTC,0.10884353741496598,0.0024694809430621566,0.49,0.04825634148714534,0.004614362894423557,78.08333333333329,70.5
VHL,0.10884353741496598,0.003913894324853229,0.48355263157894735,0.04636669066396797,0.0045681462996924145,77.41666666666663,70.5
MIF,0.10884353741496598,0.002888826763582145,0.4916387959866221,0.040768860483042985,0.004811424153682636,78.08333333333329,70.5
PTPN6,0.10204081632653061,0.0013046314416177431,0.4651898734177215,0.04252714903687489,0.005745386176332725,75.24999999999996,73.0
SIRT2,0.09523809523809523,0.0015841953219644022,0.4788273615635179,0.04669750529873979,0.004682451176295734,76.24999999999997,75.0
JUNB,0.09523809523809523,0.003913894324853229,0.44680851063829785,0.04853548690524697,0.005301493454353213,72.74999999999999,75.0
HNRNPC,0.09523809523809523,0.0004659398005777654,0.4696485623003195,0.040777065276232864,0.004563201058951145,75.24999999999996,75.0
FOSB,0.08843537414965986,0.0,0.47419354838709676,0.053471265605259256,0.005179966311031235,75.33333333333329,79.5
IL6R,0.08843537414965986,0.0004659398005777654,0.48355263157894735,0.05219162365587469,0.004440879689796172,76.24999999999996,79.5
PSMD9,0.08843537414965986,0.0018637592023110616,0.4427710843373494,0.02590086493859011,0.003682256462927469,71.83333333333331,79.5
AKR1B1,0.08843537414965986,0.028422327835243687,0.4772727272727273,0.027501763898441688,0.006267544624866968,75.66666666666664,79.5
BSG,0.08843537414965986,0.008014164569937565,0.48514851485148514,0.03592769503518656,0.004493581039629746,76.41666666666664,79.5
MFN1,0.08843537414965986,0.0006523157208088716,0.47266881028938906,0.03955950904854972,0.004421943654384077,75.24999999999999,79.5
NUMB,0.08163265306122448,0.005404901686702078,0.4608150470219436,0.031055493592797932,0.0038441152005346153,73.66666666666664,85.0
SYVN1,0.08163265306122448,0.009738141832075296,0.4481707317073171,0.02465449929056901,0.005306710172501313,71.99999999999997,85.0
USF1,0.08163265306122448,0.0013978194017332962,0.46226415094339623,0.037599591459417145,0.003652085179343647,73.8333333333333,85.0
NAMPT,0.08163265306122448,0.0009318796011555308,0.4819672131147541,0.03464406955518603,0.00383445328877123,75.74999999999994,85.0
CYBA,0.08163265306122448,0.0009318796011555308,0.47572815533980584,0.03849337324320432,0.00428343388668565,75.08333333333331,85.0
GSDMD,0.07482993197278912,0.00018637592023110615,0.44954128440366975,0.035131300402957165,0.004358260883210319,72.08333333333334,92.0
GLO1,0.07482993197278912,0.022970832168483835,0.4152542372881356,0.012730539048349638,0.004441546109454399,67.41666666666673,92.0
CD48,0.07482993197278912,0.0013978194017332962,0.4298245614035088,0.014822311333079204,0.004464062581228331,69.41666666666669,92.0
CASP4,0.07482993197278912,0.00018637592023110615,0.450920245398773,0.02634706107571989,0.004113604988760221,72.16666666666667,92.0
PYCARD,0.07482993197278912,0.0024228869630043798,0.44954128440366975,0.019875262730585232,0.0037171452177961802,72.16666666666669,92.0
CST3,0.07482993197278912,0.0015841953219644022,0.4608150470219436,0.022795629408705963,0.005095972624307232,73.08333333333331,92.0
KNG1,0.07482993197278912,0.007920976609822012,0.4772727272727273,0.022773534771053983,0.0038807637711907594,74.91666666666666,92.0
S100A4,0.07482993197278912,0.0,0.4772727272727273,0.037334612908441527,0.003748351355758635,74.99999999999997,92.0
CALM1,0.07482993197278912,0.0006523157208088716,0.47115384615384615,0.033759193682269144,0.003858670025952027,74.41666666666661,92.0
ZFP36,0.06802721088435373,0.0002795638803466592,0.4310850439882698,0.032243093511760273,0.00389400596754579,69.58333333333333,98.0
HLA-B,0.06802721088435373,0.0016773832820799553,0.45652173913043476,0.023706855597698317,0.004194181690642607,72.3333333333333,98.0
CD79A,0.06802721088435373,0.002143323082657721,0.4666666666666667,0.02130666303436749,0.004294476511052672,73.3333333333333,98.0
ROCK2,0.061224489795918366,0.0004659398005777654,0.46226415094339623,0.04456880822406028,0.0035629723776147374,72.83333333333333,101.0
PTPN2,0.061224489795918366,0.0,0.44545454545454544,0.035875715248639826,0.0036975263951533185,70.91666666666664,101.0
TFEB,0.061224489795918366,0.002516074923119933,0.46226415094339623,0.02559949919159556,0.0030383789551020578,72.75,101.0
MDK,0.05442176870748299,0.00018637592023110615,0.44545454545454544,0.025805543959724564,0.0028389881197612068,70.41666666666664,104.0
CD53,0.05442176870748299,0.0005591277606933184,0.44144144144144143,0.01633523385444266,0.0034902905071342513,70.08333333333333,104.0
VEGFB,0.05442176870748299,0.013791818097101855,0.44680851063829785,0.017901881966617492,0.003851946458703668,70.58333333333331,104.0
RRAS,0.047619047619047616,0.0006523157208088716,0.4388059701492537,0.029494288019571678,0.0033968391471069087,69.41666666666669,108.0
GRN,0.047619047619047616,0.005498089646817632,0.4336283185840708,0.011276596962906643,0.002979844460958468,68.66666666666671,108.0
HMGN1,0.047619047619047616,0.0006523157208088716,0.4224137931034483,0.01338876677993033,0.0025834901729373957,67.33333333333337,108.0
COL18A1,0.047619047619047616,0.0006523157208088716,0.4523076923076923,0.01335435228502076,0.0027462222724648376,70.8333333333333,108.0
MTDH,0.047619047619047616,0.0002795638803466592,0.450920245398773,0.026446700644204714,0.002496317432412817,70.83333333333331,108.0
RAP1A,0.04081632653061224,0.0,0.42857142857142855,0.020415887898002305,0.003827004326677712,67.75000000000003,114.5
BAD,0.04081632653061224,0.0,0.44680851063829785,0.03204396176005463,0.0028124171506467904,70.08333333333333,114.5
GSTK1,0.04081632653061224,0.00018637592023110615,0.40384615384615385,0.009670564717939194,0.002244466294564945,64.25000000000007,114.5
RNF7,0.04081632653061224,9.318796011555308e-05,0.40273972602739727,0.015005822223173702,0.002711298362857018,64.33333333333341,114.5
GAS6,0.04081632653061224,9.318796011555308e-05,0.44680851063829785,0.022195119373195394,0.0024950803182419096,69.8333333333333,114.5
PRKAA1,0.04081632653061224,0.0007455036809244246,0.4188034188034188,0.01372251131943795,0.002269324575589365,66.50000000000003,114.5
CD59,0.04081632653061224,0.024322057590159353,0.392,0.005093888335149259,0.004182581083904483,62.33333333333344,114.5
IGFBP7,0.04081632653061224,9.318796011555308e-05,0.4260869565217391,0.021502967105903527,0.0028460277959128106,67.25000000000004,114.5
EDEM3,0.03401360544217687,0.0035178454943621284,0.3788659793814433,0.005414622086596418,0.002746287776591869,60.116666666666795,120.5
UMOD,0.03401360544217687,0.013791818097101855,0.36476426799007444,0.003141603380628948,0.003920293096600429,57.91666666666678,120.5
TYMP,0.03401360544217687,0.0004659398005777654,0.42363112391930835,0.012477854870807686,0.0019867680201219214,66.83333333333336,120.5
DDOST,0.03401360544217687,0.012417295685397447,0.31343283582089554,0.0004270486331770233,0.004213890061034672,50.56666666666669,120.5
ITGAE,0.027210884353741496,0.0,0.41761363636363635,0.009390110046815347,0.001855849239074142,65.41666666666673,125.5
AK2,0.027210884353741496,0.0003727518404622123,0.4188034188034188,0.008708600307497413,0.0020777771117314143,65.91666666666673,125.5
MFF,0.027210884353741496,0.0,0.4016393442622951,0.011593675430184903,0.0021151418775370422,63.58333333333341,125.5
HIPK2,0.027210884353741496,0.00018637592023110615,0.3951612903225806,0.011492264925569663,0.0019156587867498664,62.58333333333341,125.5
FBP1,0.027210884353741496,0.0002795638803466592,0.393048128342246,0.007295778095523087,0.0023749822061029705,62.25000000000007,125.5
MBTPS1,0.027210884353741496,0.0,0.36117936117936117,0.008258169418171623,0.0020776785329517317,57.066666666666805,125.5
CKB,0.02040816326530612,0.0008386916410399776,0.3798449612403101,0.0037285034657663484,0.0017985742347280214,59.500000000000085,133.0
LMAN2,0.02040816326530612,0.0008386916410399776,0.296969696969697,0.00012737760738444677,0.003651110430325192,46.7,133.0
ADD3,0.02040816326530612,0.0006523157208088716,0.4152542372881356,0.007398212372308455,0.0018842315020690002,65.00000000000006,133.0
OGA,0.02040816326530612,0.0,0.4298245614035088,0.008555133489392712,0.0020241015596118564,66.83333333333336,133.0
RNASE6,0.02040816326530612,0.0,0.35853658536585364,0.0029816592407069754,0.0017563803567982857,56.2500000000001,133.0
HMOX2,0.02040816326530612,0.0,0.4188034188034188,0.010985991818034922,0.0017173838424290326,65.41666666666671,133.0
JCHAIN,0.02040816326530612,0.00018637592023110615,0.3702770780856423,0.003377810904802469,0.0020164718410294975,58.000000000000156,133.0
RAPGEF1,0.02040816326530612,0.0,0.41761363636363635,0.006714076954070042,0.0021208470412941945,65.25000000000007,133.0
RORA,0.02040816326530612,0.0,0.4049586776859504,0.012409580381270364,0.0017930402667708715,63.50000000000009,133.0
MYDGF,0.013605442176870748,0.0,0.35251798561151076,0.0027336648143414903,0.002002138087292841,54.533333333333445,140.5
SEC22B,0.013605442176870748,0.0,0.2854368932038835,0.0001268952140590604,0.0027502662146819887,44.383333333333326,140.5
NUCB2,0.013605442176870748,0.0,0.40054495912806537,0.006854553729766519,0.0013725163888875548,62.750000000000064,140.5
STK4,0.013605442176870748,0.0,0.40273972602739727,0.010166113284648942,0.0015777266893578115,62.83333333333341,140.5
PLEKHO1,0.013605442176870748,0.0,0.42857142857142855,0.01234676301198722,0.0015238262608424612,66.41666666666669,140.5
AUP1,0.013605442176870748,0.0,0.3168103448275862,0.0010332190755003047,0.0024062607549890603,49.31666666666672,140.5
DDAH2,0.006802721088435374,0.0,0.3094736842105263,0.00033572965048653047,0.0013714187028616375,47.350000000000044,146.0
EVI2A,0.006802721088435374,0.0,0.3310810810810811,0.0010850276440977984,0.001289210703191438,50.700000000000045,146.0
KHK,0.006802721088435374,0.0,0.3237885462555066,0.0007066113221535755,0.0014690134954518097,49.48333333333338,146.0
SLC12A1,0.006802721088435374,0.0,0.2677595628415301,0.00010608104638615885,0.0019314513935561354,41.20000000000001,146.0
DCXR,0.006802721088435374,0.0,0.3237885462555066,0.001098659175197153,0.0017217377080165925,49.48333333333338,146.0
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Created: 31st May 2026 at 12:00

Last updated: 1st Jun 2026 at 18:34

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Version 1 (earliest) Created 31st May 2026 at 12:01 by Farnoush Kiyanpour

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