# top10 marker genes identified from each cell cluster,,,,,,,
p_val,avg_logFC,pct.1,pct.2,p_val_adj,cluster,gene,celltype
0,1.506574827,0.868,0.339,0,0,Timp4,Endothelial1
0,1.401219777,0.957,0.605,0,0,Aqp1,Endothelial1
0,1.394816297,0.986,0.505,0,0,Gpihbp1,Endothelial1
0,1.073263511,1,0.863,0,0,Fabp4,Endothelial1
0,1.053318767,0.842,0.38,0,0,Kdr,Endothelial1
0,1.014757232,0.865,0.521,0,0,Tcim,Endothelial1
0,0.960799494,0.904,0.632,0,0,Sgk1,Endothelial1
0,0.943714455,0.945,0.576,0,0,Cavin2,Endothelial1
0,0.940023156,0.706,0.357,0,0,Rbp7,Endothelial1
0,0.938843009,0.913,0.598,0,0,Cd200,Endothelial1
0,0.933851359,0.675,0.242,0,0,Car4,Endothelial1
0,0.927739938,0.97,0.558,0,0,Tspan13,Endothelial1
0,0.917655772,0.83,0.367,0,0,Cd300lg,Endothelial1
0,0.907118051,0.971,0.592,0,0,Egfl7,Endothelial1
0,0.900776349,0.934,0.599,0,0,Rgcc,Endothelial1
0,0.892895239,0.738,0.386,0,0,Pltp,Endothelial1
0,0.878947858,0.915,0.616,0,0,Id1,Endothelial1
0,0.863679534,0.938,0.524,0,0,Cdh5,Endothelial1
8.68E-126,1.458195321,0.51,0.345,2.80E-121,0,Hbb-bs,Endothelial1
4.76E-78,1.434341847,0.398,0.27,1.54E-73,0,Hba-a1,Endothelial1
0,2.145882768,0.893,0.356,0,1,Gbp2,Endothelial2
0,1.798965765,0.812,0.202,0,1,Gbp4,Endothelial2
0,1.746991965,0.892,0.338,0,1,Gbp7,Endothelial2
0,1.673978606,0.752,0.181,0,1,Cd274,Endothelial2
0,1.636406016,0.991,0.694,0,1,Ly6a,Endothelial2
0,1.547912241,0.68,0.219,0,1,Wars,Endothelial2
0,1.521840014,0.974,0.627,0,1,Bst2,Endothelial2
0,1.484310005,0.805,0.267,0,1,Igtp,Endothelial2
0,1.453899577,0.96,0.457,0,1,Iigp1,Endothelial2
0,1.424596527,0.953,0.626,0,1,AW112010,Endothelial2
0,1.385189834,0.669,0.203,0,1,Stat1,Endothelial2
0,1.343164776,0.349,0.031,0,1,Ido1,Endothelial2
0,1.335378218,0.544,0.106,0,1,Gbp6,Endothelial2
0,1.334304309,0.583,0.14,0,1,Ifit3,Endothelial2
0,1.321576201,0.759,0.244,0,1,Ifi47,Endothelial2
0,1.316845113,0.707,0.217,0,1,Apol10b,Endothelial2
0,1.28211848,0.645,0.169,0,1,Gbp3,Endothelial2
0,1.281614495,0.689,0.172,0,1,Tgtp1,Endothelial2
0,1.248553321,0.543,0.111,0,1,Gbp5,Endothelial2
1.83E-293,2.055544852,0.316,0.062,5.92E-289,1,Cxcl9,Endothelial2
0,1.384005646,0.973,0.439,0,2,Rgs5,Pericyte1
0,1.231909858,0.843,0.16,0,2,Vtn,Pericyte1
0,1.010206967,0.91,0.259,0,2,Ndufa4l2,Pericyte1
0,0.974215316,0.692,0.09,0,2,Kcnj8,Pericyte1
0,0.858755556,0.665,0.084,0,2,Abcc9,Pericyte1
0,0.819568321,0.721,0.121,0,2,Higd1b,Pericyte1
0,0.810668285,0.828,0.329,0,2,Fam162a,Pericyte1
0,0.725398667,0.803,0.181,0,2,Cox4i2,Pericyte1
0,0.724340272,0.688,0.142,0,2,Steap4,Pericyte1
0,0.675722348,0.586,0.126,0,2,Pacsin3,Pericyte1
0,0.636919735,0.657,0.127,0,2,Arhgdib,Pericyte1
0,0.607845341,0.636,0.153,0,2,Rgs4,Pericyte1
0,0.591140918,0.705,0.161,0,2,Notch3,Pericyte1
0,0.579809567,0.63,0.154,0,2,Pdgfrb,Pericyte1
0,0.575623763,0.975,0.408,0,2,Myl9,Pericyte1
1.15E-300,0.597051737,0.726,0.215,3.72E-296,2,Cystm1,Pericyte1
7.54E-297,0.812895742,0.545,0.122,2.43E-292,2,Meg3,Pericyte1
2.51E-260,0.711185052,0.663,0.211,8.10E-256,2,Hopx,Pericyte1
1.98E-226,0.690753635,0.74,0.281,6.40E-222,2,Ednrb,Pericyte1
7.94E-189,0.56807515,0.926,0.652,2.56E-184,2,Ebf1,Pericyte1
0,3.169798558,1,0.526,0,3,Acta2,Myocyte
0,2.923609099,0.995,0.185,0,3,Myh11,Myocyte
0,2.901236796,0.996,0.349,0,3,Tpm2,Myocyte
0,2.893923252,0.999,0.49,0,3,Tagln,Myocyte
0,2.499340392,0.996,0.412,0,3,Myl9,Myocyte
0,2.396275211,0.98,0.238,0,3,Gm13889,Myocyte
0,2.230608666,0.996,0.398,0,3,Mustn1,Myocyte
0,2.156729217,0.985,0.258,0,3,Mylk,Myocyte
0,2.059010933,0.994,0.658,0,3,Dstn,Myocyte
0,2.056076205,0.986,0.305,0,3,Flna,Myocyte
0,2.013552571,0.964,0.122,0,3,Palld,Myocyte
0,1.923237421,0.997,0.5,0,3,Tpm1,Myocyte
0,1.84039462,0.9,0.218,0,3,Rrad,Myocyte
0,1.80372458,0.827,0.102,0,3,Crispld2,Myocyte
0,1.691895552,0.98,0.238,0,3,Pcp4l1,Myocyte
0,1.690657075,0.787,0.027,0,3,Cnn1,Myocyte
0,1.685066663,0.926,0.323,0,3,Rasl11a,Myocyte
0,1.680008667,1,0.897,0,3,Crip1,Myocyte
0,1.6728199,0.88,0.134,0,3,Des,Myocyte
0,1.658928516,0.904,0.322,0,3,Ckb,Myocyte
0,1.690201695,0.543,0.109,0,4,Clu,Endothelial3
0,1.564878283,0.847,0.197,0,4,Stmn2,Endothelial3
0,1.193210076,0.994,0.831,0,4,Tm4sf1,Endothelial3
0,1.190901079,0.535,0.103,0,4,Fbln5,Endothelial3
0,1.130397003,0.583,0.071,0,4,Alpl,Endothelial3
0,0.829532359,0.412,0.056,0,4,Vegfc,Endothelial3
0,0.797980545,0.399,0.052,0,4,Col8a1,Endothelial3
0,0.789391499,0.446,0.071,0,4,Sema3g,Endothelial3
1.32E-222,1.345476238,0.945,0.818,4.27E-218,4,Bsg,Endothelial3
7.81E-222,1.083161638,0.437,0.095,2.52E-217,4,Edn1,Endothelial3
6.69E-179,0.846795184,0.495,0.146,2.16E-174,4,Hey1,Endothelial3
1.21E-166,0.736917082,0.951,0.831,3.92E-162,4,Clic1,Endothelial3
1.19E-152,1.143009301,0.785,0.45,3.85E-148,4,Emp1,Endothelial3
1.14E-146,0.858923047,0.839,0.505,3.69E-142,4,Fxyd5,Endothelial3
7.58E-140,0.909895289,0.611,0.259,2.45E-135,4,Igfbp4,Endothelial3
6.00E-134,0.948946919,0.803,0.469,1.94E-129,4,Rbp7,Endothelial3
4.98E-105,0.755511449,0.631,0.298,1.61E-100,4,Ifi47,Endothelial3
7.47E-98,0.917750802,0.553,0.252,2.41E-93,4,Ifit1,Endothelial3
2.48E-93,0.871769364,0.568,0.298,8.02E-89,4,Slc6a6,Endothelial3
3.84E-13,1.329800419,0.321,0.231,1.24E-08,4,Mgp,Endothelial3
0,2.7898741,0.994,0.171,0,5,Vtn,Pericyte2
0,2.502009865,0.883,0.095,0,5,Kcnj8,Pericyte2
0,2.019373291,0.999,0.453,0,5,Rgs5,Pericyte2
0,1.988991489,0.839,0.148,0,5,Steap4,Pericyte2
0,1.935939499,0.954,0.275,0,5,Ndufa4l2,Pericyte2
0,1.923430258,0.674,0.126,0,5,Meg3,Pericyte2
0,1.787239815,0.786,0.093,0,5,Abcc9,Pericyte2
0,1.763952759,0.766,0.136,0,5,Higd1b,Pericyte2
0,1.705307528,0.755,0.159,0,5,Rgs4,Pericyte2
0,1.527819276,0.797,0.199,0,5,Cox4i2,Pericyte2
0,1.492686281,0.786,0.255,0,5,Art3,Pericyte2
0,1.484521461,0.625,0.136,0,5,Pacsin3,Pericyte2
0,1.437696184,0.713,0.162,0,5,Pdgfrb,Pericyte2
0,1.418120447,0.676,0.141,0,5,Arhgdib,Pericyte2
0,1.40911071,0.962,0.612,0,5,Mfge8,Pericyte2
1.11E-306,1.505909629,0.827,0.343,3.57E-302,5,Fam162a,Pericyte2
1.64E-281,1.512895173,0.698,0.222,5.31E-277,5,Hopx,Pericyte2
7.19E-227,1.597431519,0.705,0.297,2.32E-222,5,Ednrb,Pericyte2
1.35E-170,1.68679557,0.419,0.103,4.35E-166,5,Ccl11,Pericyte2
1.32E-82,1.537030353,0.298,0.094,4.26E-78,5,Ccl2,Pericyte2
0,3.891816738,1,0.468,0,6,Gsn,Fibroblast1
0,3.368849042,0.66,0.058,0,6,Cxcl14,Fibroblast1
0,3.307989528,0.999,0.274,0,6,Dcn,Fibroblast1
0,3.12712642,0.879,0.134,0,6,Apod,Fibroblast1
0,2.711950296,0.801,0.028,0,6,Smoc2,Fibroblast1
0,2.550566982,0.884,0.029,0,6,Clec3b,Fibroblast1
0,2.536756477,0.879,0.09,0,6,Col3a1,Fibroblast1
0,2.533455485,0.85,0.035,0,6,Lum,Fibroblast1
0,2.520996598,0.784,0.044,0,6,Myoc,Fibroblast1
0,2.508158191,0.628,0.036,0,6,Has1,Fibroblast1
0,2.40439909,0.748,0.043,0,6,C3,Fibroblast1
0,2.373647968,0.81,0.085,0,6,Ccl11,Fibroblast1
0,2.259192449,0.972,0.091,0,6,Igfbp6,Fibroblast1
0,2.222321075,0.987,0.288,0,6,Serping1,Fibroblast1
0,2.143405332,0.888,0.052,0,6,Mfap5,Fibroblast1
0,2.10203194,0.94,0.184,0,6,Ecm1,Fibroblast1
0,2.049600668,0.791,0.171,0,6,Tnfaip6,Fibroblast1
0,2.031214906,0.943,0.073,0,6,Serpinf1,Fibroblast1
0,2.031057674,0.953,0.172,0,6,Col1a2,Fibroblast1
0,2.014946478,0.861,0.031,0,6,Htra3,Fibroblast1
0,5.122332609,0.895,0.072,0,7,Mpz,Glial
0,3.476733347,0.901,0.033,0,7,Gatm,Glial
0,3.440301703,0.877,0.06,0,7,Mbp,Glial
0,3.109415507,0.949,0.298,0,7,Pmp22,Glial
0,2.971998017,0.852,0.014,0,7,Fxyd3,Glial
0,2.778360564,0.875,0.014,0,7,Mal,Glial
0,2.640927195,0.856,0.028,0,7,Plp1,Glial
0,2.598126992,0.975,0.305,0,7,Cryab,Glial
0,2.579493642,0.975,0.13,0,7,Fxyd6,Glial
0,2.539629298,0.696,0.007,0,7,Ncmap,Glial
0,2.437525224,0.864,0.083,0,7,Cnp,Glial
0,2.394527745,0.821,0.028,0,7,Egfl8,Glial
0,2.388202434,0.758,0.041,0,7,Mt3,Glial
0,2.221198323,0.807,0.016,0,7,Kcna1,Glial
0,2.198360185,0.815,0.148,0,7,Pou3f1,Glial
0,2.159254084,0.526,0.018,0,7,Spp1,Glial
0,2.128185011,0.813,0.014,0,7,Sfrp5,Glial
0,2.12177665,0.926,0.173,0,7,Ldhb,Glial
0,2.102029232,0.817,0.008,0,7,Cldn19,Glial
0,2.09458585,0.815,0.029,0,7,Pllp,Glial
0,3.018072917,0.938,0.087,0,8,Plvap,Endothelial4
0,2.854399455,0.718,0.018,0,8,Selp,Endothelial4
0,2.347785163,0.87,0.08,0,8,Lrg1,Endothelial4
0,2.204387691,0.568,0.024,0,8,Ackr1,Endothelial4
0,1.772243088,0.695,0.088,0,8,Vwf,Endothelial4
0,1.195568642,0.342,0.002,0,8,Sele,Endothelial4
1.58E-293,1.607412831,0.271,0.011,5.11E-289,8,Csf3,Endothelial4
5.99E-293,1.536698296,0.602,0.07,1.93E-288,8,Vcam1,Endothelial4
7.41E-283,1.263958692,0.61,0.078,2.39E-278,8,Rasa4,Endothelial4
5.40E-277,1.489530933,0.678,0.095,1.74E-272,8,Tmem252,Endothelial4
1.27E-209,1.08139165,0.695,0.139,4.09E-205,8,Spint2,Endothelial4
7.91E-189,1.256533742,0.65,0.125,2.55E-184,8,Clu,Endothelial4
5.38E-172,1.34506627,0.828,0.269,1.74E-167,8,Il6st,Endothelial4
6.51E-134,1.354242735,0.523,0.108,2.10E-129,8,Cxcl10,Endothelial4
9.73E-130,1.066872187,0.766,0.267,3.14E-125,8,Tmem176a,Endothelial4
4.17E-124,1.328555224,0.525,0.119,1.35E-119,8,Il6,Endothelial4
4.70E-124,1.257667981,0.822,0.374,1.52E-119,8,Ehd4,Endothelial4
4.63E-110,1.019612472,0.819,0.363,1.49E-105,8,Tmem176b,Endothelial4
4.05E-103,0.975375427,0.797,0.324,1.31E-98,8,Grrp1,Endothelial4
1.08E-93,1.200262204,0.556,0.174,3.49E-89,8,Rcan1,Endothelial4
0,4.433863925,0.987,0.05,0,9,Fmod,Fibroblast2
0,4.371021404,0.997,0.039,0,9,Thbs4,Fibroblast2
0,3.328716194,1,0.098,0,9,Serpinf1,Fibroblast2
0,3.295220205,0.702,0.03,0,9,Comp,Fibroblast2
0,3.214467364,0.914,0.144,0,9,Col1a1,Fibroblast2
0,3.152206881,0.715,0.022,0,9,Angptl7,Fibroblast2
0,2.915631395,0.97,0.046,0,9,Fbln1,Fibroblast2
0,2.853249684,0.526,0.006,0,9,Chad,Fibroblast2
0,2.736446507,0.977,0.083,0,9,Prelp,Fibroblast2
0,2.610102532,0.858,0.024,0,9,Tnmd,Fibroblast2
0,2.327230775,0.901,0.061,0,9,Abi3bp,Fibroblast2
0,2.274675727,0.606,0.002,0,9,Kera,Fibroblast2
0,2.19420536,0.861,0.106,0,9,Prg4,Fibroblast2
0,2.165786509,0.566,0.013,0,9,Mfap4,Fibroblast2
0,2.164181997,0.907,0.101,0,9,Ogn,Fibroblast2
0,2.156800983,0.977,0.117,0,9,Igfbp6,Fibroblast2
5.09E-302,2.933751895,0.957,0.196,1.64E-297,9,Col1a2,Fibroblast2
1.38E-257,2.805825037,1,0.296,4.47E-253,9,Dcn,Fibroblast2
2.71E-204,2.172140996,0.772,0.157,8.74E-200,9,Ccn2,Fibroblast2
3.59E-174,2.172135232,0.834,0.223,1.16E-169,9,Mgp,Fibroblast2
0,4.361062632,0.85,0.074,0,10,Lyz2,Res_Mac
0,3.532312194,0.51,0.023,0,10,H2-Aa,Res_Mac
0,3.491889898,0.558,0.011,0,10,C1qa,Res_Mac
0,3.211232734,0.563,0.01,0,10,Ccl4,Res_Mac
0,3.16204015,0.558,0.008,0,10,C1qb,Res_Mac
0,3.079686503,0.578,0.006,0,10,C1qc,Res_Mac
0,3.075060586,0.515,0.02,0,10,H2-Ab1,Res_Mac
0,2.979480973,0.461,0.014,0,10,H2-Eb1,Res_Mac
0,2.938351497,0.85,0.03,0,10,Fcer1g,Res_Mac
0,2.936896733,0.539,0.017,0,10,Pf4,Res_Mac
0,2.927815417,0.903,0.01,0,10,Ctss,Res_Mac
0,2.553523695,0.85,0.017,0,10,Tyrobp,Res_Mac
0,2.23665449,0.748,0.031,0,10,Cd14,Res_Mac
0,2.181212478,0.689,0.01,0,10,Ccl6,Res_Mac
0,2.141532961,0.505,0.004,0,10,Ccl3,Res_Mac
2.68E-306,4.681155587,0.689,0.058,8.67E-302,10,Cd74,Res_Mac
5.37E-237,3.455289152,0.66,0.069,1.74E-232,10,Cxcl2,Res_Mac
3.56E-157,2.258373125,0.796,0.169,1.15E-152,10,Lgals3,Res_Mac
1.63E-107,2.365850091,0.791,0.222,5.25E-103,10,Hmox1,Res_Mac
1.31E-31,2.866364098,0.723,0.528,4.24E-27,10,Apoe,Res_Mac
0,2.739077659,0.878,0.021,0,11,Ptn,Neural
0,2.272318912,0.946,0.073,0,11,Gpm6b,Neural
0,2.19821795,0.883,0.016,0,11,Lgi4,Neural
0,2.127764582,0.961,0.044,0,11,Plp1,Neural
0,2.119609701,0.61,0.027,0,11,Postn,Neural
0,1.976512629,0.878,0.019,0,11,Gpr37l1,Neural
0,1.962632235,0.859,0.021,0,11,Cadm4,Neural
0,1.902393564,0.824,0.008,0,11,Nrn1,Neural
0,1.862408878,0.741,0.014,0,11,Matn4,Neural
0,1.800151944,0.746,0.033,0,11,Kcna1,Neural
0,1.791955381,0.8,0.04,0,11,Matn2,Neural
0,1.764095552,0.576,0.004,0,11,Col20a1,Neural
4.66E-196,1.942637835,0.932,0.199,1.50E-191,11,Cd59a,Neural
2.02E-176,2.105570231,0.98,0.281,6.52E-172,11,Fxyd1,Neural
8.21E-153,1.706105152,0.795,0.162,2.65E-148,11,Pou3f1,Neural
4.72E-136,2.013398924,0.985,0.491,1.52E-131,11,Prnp,Neural
1.01E-135,2.21401026,0.546,0.078,3.26E-131,11,Lyz2,Neural
1.37E-135,2.509911575,1,0.586,4.44E-131,11,Dbi,Neural
1.22E-117,2.213548987,0.971,0.524,3.94E-113,11,Apoe,Neural
1.30E-107,1.688272632,0.79,0.252,4.19E-103,11,Pdlim4,Neural
0,6.910542565,0.991,0.048,0,12,S100a9,Inf_Mac
0,6.492887054,0.983,0.031,0,12,S100a8,Inf_Mac
0,4.870020673,0.948,0.005,0,12,Retnlg,Inf_Mac
0,4.154551102,0.904,0.01,0,12,Il1b,Inf_Mac
0,3.81345275,0.8,0.017,0,12,Wfdc17,Inf_Mac
0,3.726780322,1,0.022,0,12,Tyrobp,Inf_Mac
0,3.389701831,0.983,0.005,0,12,Hp,Inf_Mac
0,3.362429706,0.922,0.002,0,12,Wfdc21,Inf_Mac
0,3.198025158,0.991,0.019,0,12,Alox5ap,Inf_Mac
0,3.194907864,1,0.016,0,12,Hdc,Inf_Mac
0,3.190190552,0.965,0.013,0,12,Cd52,Inf_Mac
0,3.172599209,0.922,0.047,0,12,Lcn2,Inf_Mac
0,3.17080001,0.313,0.001,0,12,Ngp,Inf_Mac
0,3.168175957,0.843,0.004,0,12,Slpi,Inf_Mac
0,3.140477343,0.522,0.002,0,12,Asprv1,Inf_Mac
0,2.993240197,0.939,0.025,0,12,Pglyrp1,Inf_Mac
0,2.990521239,0.991,0.034,0,12,Fcer1g,Inf_Mac
1.26E-206,3.387888505,0.817,0.076,4.06E-202,12,G0s2,Inf_Mac
1.63E-170,3.148632075,0.739,0.072,5.28E-166,12,Cxcl2,Inf_Mac
1.60E-114,3.217537283,0.948,0.228,5.16E-110,12,Ifi27l2a,Inf_Mac
0,3.533588611,0.779,0.002,0,13,Myod1,MUSC
0,3.121773642,0.618,0.011,0,13,Gal,MUSC
0,2.558032396,0.824,0.011,0,13,Asb5,MUSC
0,2.196684539,0.985,0.037,0,13,Crlf1,MUSC
0,2.159332855,0.956,0.015,0,13,Chodl,MUSC
0,1.878275827,0.706,0.001,0,13,Erfe,MUSC
4.83E-259,1.578484371,0.382,0.006,1.56E-254,13,Msc,MUSC
1.30E-129,2.240824412,0.971,0.106,4.18E-125,13,Gpx3,MUSC
8.58E-101,1.572741875,0.794,0.089,2.77E-96,13,Runx1,MUSC
1.96E-72,2.970266954,0.971,0.233,6.32E-68,13,Sdc4,MUSC
4.43E-65,1.57308037,0.926,0.188,1.43E-60,13,Des,MUSC
7.31E-59,1.776747945,0.956,0.275,2.36E-54,13,Ppp1r14b,MUSC
1.35E-52,2.430176235,0.956,0.318,4.35E-48,13,Mt2,MUSC
2.19E-46,1.642607338,0.868,0.257,7.08E-42,13,Pdlim4,MUSC
3.09E-44,1.577381869,1,0.425,9.98E-40,13,Cd63,MUSC
1.20E-42,1.723287008,0.971,0.468,3.86E-38,13,Tnfrsf12a,MUSC
3.03E-40,1.952246459,0.926,0.349,9.79E-36,13,Pmepa1,MUSC
4.98E-40,1.912497435,0.985,0.526,1.61E-35,13,Errfi1,MUSC
8.80E-38,1.706593193,0.765,0.219,2.84E-33,13,Gadd45a,MUSC
5.73E-35,1.943890457,1,0.603,1.85E-30,13,Mt1,MUSC