| Unnamed: 0.1,Gene symbol,Unnamed: 0,soma_joinid,feature_id,feature_name,feature_length,nnz,n_measured_obs,highly_variable,means,dispersions,dispersions_norm,Annotation & Reasoning,Ranking |
| 0,NPY,0,5241,ENSG00000122585,NPY,893,1487637,69587951,True,0.2784628391503804,5.472432619245862,8.076506,Based on the hvgs with best normalization method,top50 |
| 1,DOCK8,1,3360,ENSG00000107099,DOCK8,20056,11548217,74513630,True,0.52630464178451,4.0060010387337766,6.769335,Based on the hvgs with best normalization method,top50 |
| 2,APBB1IP,2,1377,ENSG00000077420,APBB1IP,3843,11013041,74541465,True,0.46146377718864,3.8968569972808864,6.524311,Based on the hvgs with best normalization method,top50 |
| 3,OBI1-AS1,3,22073,ENSG00000234377,OBI1-AS1,10180,2521757,61741141,True,0.9734908521337996,3.958334930562165,6.3384104,Based on the hvgs with best normalization method,top50 |
| 4,CCL3,4,32293,ENSG00000277632,CCL3,1494,3866143,61139156,True,0.0093135161911686,4.393203181327225,6.1793547,Based on the hvgs with best normalization method,top50 |
| 5,MOBP,5,12173,ENSG00000168314,MOBP,9237,4846625,72513409,True,0.9614663545220036,3.858070407540572,6.1201987,Based on the hvgs with best normalization method,top50 |
| 6,SPP1,6,4810,ENSG00000118785,SPP1,7250,8595089,73920484,True,0.5587869816521938,3.706557523761285,6.0970974,Based on the hvgs with best normalization method,top50 |
| 7,PTGDS,7,3383,ENSG00000107317,PTGDS,2712,10225627,74204733,True,1.2863731638684015,3.751850425826654,5.836781,Based on the hvgs with best normalization method,top50 |
| 8,HPSE2,8,13218,ENSG00000172987,HPSE2,4421,3904787,73047912,True,1.2129782158058935,3.7012206035381774,5.724114,Based on the hvgs with best normalization method,top50 |
| 9,ATP1A2,9,381,ENSG00000018625,ATP1A2,6298,4848403,73460061,True,0.7347201184171539,3.663378427183657,5.696479,Based on the hvgs with best normalization method,top50 |
| 10,VCAN,10,548,ENSG00000038427,VCAN,14678,12407214,74552031,True,0.7631149795408386,3.600036576582366,5.5586243,Based on the hvgs with best normalization method,top50 |
| 11,HSPA1A,11,17512,ENSG00000204389,HSPA1A,2404,20330619,64819739,True,0.3483590391423253,3.464540264521311,5.553779,Based on the hvgs with best normalization method,top50 |
| 12,HTR2C,12,8855,ENSG00000147246,HTR2C,4842,3271887,58827748,True,0.7858794209017294,3.5926348724054007,5.5425153,Based on the hvgs with best normalization method,top50 |
| 13,LINC00499,13,25247,ENSG00000251372,LINC00499,20131,1680795,57253942,True,0.5150609102577905,3.4490050961280407,5.5189033,Based on the hvgs with best normalization method,top50 |
| 14,CERCAM,14,11877,ENSG00000167123,CERCAM,6058,6253645,74320849,True,0.7828653201335859,3.565729125607589,5.4839587,Based on the hvgs with best normalization method,top50 |
| 15,P2RY12,15,12400,ENSG00000169313,P2RY12,2337,2640423,71547277,True,0.4689977371721238,3.4120002061266947,5.435829,Based on the hvgs with best normalization method,top50 |
| 16,GFAP,16,6331,ENSG00000131095,GFAP,11229,2603965,73350833,True,0.2876280341852898,3.936925670728887,5.377276,Based on the hvgs with best normalization method,top50 |
| 17,SLC5A11,17,10161,ENSG00000158865,SLC5A11,3415,3364055,69923585,True,0.574600980890718,3.376484619946382,5.356098,Based on the hvgs with best normalization method,top50 |
| 18,CNDP1,18,9219,ENSG00000150656,CNDP1,7117,3107345,74297237,True,0.5260503757110235,3.324706229330675,5.239858,Based on the hvgs with best normalization method,top50 |
| 19,XIST,19,20711,ENSG00000229807,XIST,25266,21056286,74315539,True,1.1813301289979623,3.466603367504034,5.2020183,Based on the hvgs with best normalization method,top50 |
| 20,TMEM144,20,11123,ENSG00000164124,TMEM144,9248,8045941,74437632,True,0.9652175529364386,3.4310867041448723,5.1909285,Based on the hvgs with best normalization method,top50 |
| 21,CCL4,21,31901,ENSG00000275302,CCL4,1795,6143173,62760344,True,0.0025910273861521,3.8228119051090586,5.176678,Based on the hvgs with best normalization method,top50 |
| 22,CLDN5,22,15192,ENSG00000184113,CLDN5,3429,2524056,74446360,True,0.0437600914665603,3.819325395509967,5.1705494,Based on the hvgs with best normalization method,top50 |
| 23,LINC01170,23,25766,ENSG00000253807,LINC01170,3850,3703423,68171161,True,0.5707032423248326,3.285253035209508,5.151287,Based on the hvgs with best normalization method,top50 |
| 24,HERC2P3_ENSG00000180229,24,33730,ENSG00000180229,HERC2P3_ENSG00000180229,4088,1827785,27752448,True,0.2803260141440332,3.767946887391629,5.080232,Based on the hvgs with best normalization method,top50 |
| 25,COL5A3,25,1491,ENSG00000080573,COL5A3,6783,5447597,74449798,True,0.7555858023716054,3.378410803350078,5.076287,Based on the hvgs with best normalization method,top50 |
| 26,C10orf90,26,9666,ENSG00000154493,C10orf90,5659,4440265,67152709,True,0.875581664155515,3.374201105219235,5.0671253,Based on the hvgs with best normalization method,top50 |
| 27,VIP,27,8761,ENSG00000146469,VIP,1585,1138785,68691606,True,0.7213746131758096,3.3694517010030616,5.056789,Based on the hvgs with best normalization method,top50 |
| 28,DOCK5,28,8882,ENSG00000147459,DOCK5,15989,10823963,74290291,True,0.9082107891458808,3.368977884127573,5.0557575,Based on the hvgs with best normalization method,top50 |
| 29,LINC00609,29,27091,ENSG00000257585,LINC00609,583,4992807,50838830,True,0.7328977593171419,3.348563758499239,5.011329,Based on the hvgs with best normalization method,top50 |
| 30,ENPP2,30,7309,ENSG00000136960,ENPP2,6729,6966932,74560519,True,0.7944294216609206,3.333032659221951,4.9775276,Based on the hvgs with best normalization method,top50 |
| 31,THSD7B,31,8449,ENSG00000144229,THSD7B,6708,6341082,70419221,True,0.9194696182982336,3.310702524025904,4.9289293,Based on the hvgs with best normalization method,top50 |
| 32,KCNH8,32,15168,ENSG00000183960,KCNH8,6088,6157298,74266159,True,0.883848466775706,3.3051588757014865,4.9168644,Based on the hvgs with best normalization method,top50 |
| 33,CST3,33,2510,ENSG00000101439,CST3,3615,27512197,74668992,True,0.6748217603618987,3.1795989384367074,4.9140983,Based on the hvgs with best normalization method,top50 |
| 34,EBF1,34,11191,ENSG00000164330,EBF1,6316,6862033,74452348,True,0.0808396016860488,3.669852728684886,4.907795,Based on the hvgs with best normalization method,top50 |
| 35,ZFP36L1,35,15531,ENSG00000185650,ZFP36L1,6466,26391142,74394567,True,0.3487557774474227,3.173621365905224,4.900679,Based on the hvgs with best normalization method,top50 |
| 36,FAM177B,36,16783,ENSG00000197520,FAM177B,2805,1011468,74266705,True,0.1702217044119632,3.648502115335857,4.870263,Based on the hvgs with best normalization method,top50 |
| 37,SST,37,9936,ENSG00000157005,SST,607,2166462,63111103,True,0.794279151054743,3.2809449870199447,4.8641663,Based on the hvgs with best normalization method,top50 |
| 38,MOG,38,17608,ENSG00000204655,MOG,3175,2662310,63168628,True,0.5889720942517631,3.155045946295618,4.8589783,Based on the hvgs with best normalization method,top50 |
| 39,ID3,39,4659,ENSG00000117318,ID3,1496,10773972,72735199,True,0.11467277785575,3.636231982980021,4.848694,Based on the hvgs with best normalization method,top50 |
| 40,CARNS1,40,13126,ENSG00000172508,CARNS1,5670,2858746,74329638,True,0.4607257690794789,3.13743267495587,4.819437,Based on the hvgs with best normalization method,top50 |
| 41,NHSL1,41,7026,ENSG00000135540,NHSL1,8741,8516367,74564094,True,0.6323054715980764,3.1336152777375865,4.8108673,Based on the hvgs with best normalization method,top50 |
| 42,SLC1A2,42,3748,ENSG00000110436,SLC1A2,22800,14723654,74245583,True,2.2372810686961864,5.118459519668878,4.8069806,Based on the hvgs with best normalization method,top50 |
| 43,SCGB1B2P,43,30347,ENSG00000268751,SCGB1B2P,754,513073,71291662,True,0.0023219452044399,3.596334101249868,4.7785583,Based on the hvgs with best normalization method,top50 |
| 44,OLIG1,44,15219,ENSG00000184221,OLIG1,2273,2770870,73073562,True,0.3798056667882042,3.103276777107508,4.7427588,Based on the hvgs with best normalization method,top50 |
| 45,UGT8,45,13504,ENSG00000174607,UGT8,4385,4502125,74250259,True,0.5682002703328997,3.0803347057375188,4.6912546,Based on the hvgs with best normalization method,top50 |
| 46,OPALIN,46,16760,ENSG00000197430,OPALIN,3874,1835848,56197923,True,0.4221487818214699,3.0707599776788013,4.6697598,Based on the hvgs with best normalization method,top50 |
| 47,FRMD4B,47,4266,ENSG00000114541,FRMD4B,11201,16560570,74505631,True,1.222521920193563,3.2186813547572046,4.6503153,Based on the hvgs with best normalization method,top50 |
| 48,CLDN11,48,327,ENSG00000013297,CLDN11,4321,3987554,72517586,True,0.5142272418796419,3.052022016031001,4.6276937,Based on the hvgs with best normalization method,top50 |
| 49,MAG,49,3147,ENSG00000105695,MAG,2960,2791162,73743438,True,0.4186199035688159,3.0412205225704634,4.603445,Based on the hvgs with best normalization method,top50 |
| 50,PLP1,50,5351,ENSG00000123560,PLP1,6088,6982636,70276834,True,1.704900313728858,4.6528393089055085,4.5909967,Based on the hvgs with best normalization method,top100 |
| 51,SLCO1A2,51,1618,ENSG00000084453,SLCO1A2,11524,2884484,71671661,True,0.4585991876673033,3.028782719125683,4.5755224,Based on the hvgs with best normalization method,top100 |
| 52,APOE,52,6161,ENSG00000130203,APOE,2154,12430586,74637406,True,0.4222819610948677,3.0165719918308875,4.54811,Based on the hvgs with best normalization method,top100 |
| 53,CNR1,53,4773,ENSG00000118432,CNR1,6345,8991633,74294563,True,1.265042676927463,3.169683594582363,4.5412803,Based on the hvgs with best normalization method,top100 |
| 54,BCAS1,54,895,ENSG00000064787,BCAS1,10533,4663794,74474849,True,0.7391818799326076,3.119855545502296,4.513578,Based on the hvgs with best normalization method,top100 |
| 55,ABCA8,55,8003,ENSG00000141338,ABCA8,11246,5532225,72981313,True,0.4489079817334538,2.998058009662332,4.506547,Based on the hvgs with best normalization method,top100 |
| 56,LPAR1,56,16969,ENSG00000198121,LPAR1,4137,6467341,74560584,True,0.7618253824496256,3.1147901955503943,4.502554,Based on the hvgs with best normalization method,top100 |
| 57,CX3CR1,57,12174,ENSG00000168329,CX3CR1,3656,2537803,74287878,True,0.204655545268738,3.438573298048609,4.5012345,Based on the hvgs with best normalization method,top100 |
| 58,ST6GAL1,58,1237,ENSG00000073849,ST6GAL1,11142,15534400,74572847,True,1.1982050631253789,3.135386706349258,4.464959,Based on the hvgs with best normalization method,top100 |
| 59,ST18,59,8888,ENSG00000147488,ST18,14438,6471842,73827740,True,1.577247400151292,4.546193079758141,4.440893,Based on the hvgs with best normalization method,top100 |
| 60,TF,60,1919,ENSG00000091513,TF,26038,9640434,74021614,True,1.3027290464455048,3.118480425787,4.427337,Based on the hvgs with best normalization method,top100 |
| 61,COLEC12,61,10082,ENSG00000158270,COLEC12,7343,5421572,74526534,True,0.1283533079912794,3.3910721924048253,4.4177337,Based on the hvgs with best normalization method,top100 |
| 62,RELN,62,16276,ENSG00000189056,RELN,35421,5989024,72845284,True,1.482391183112545,4.527350413214273,4.4143724,Based on the hvgs with best normalization method,top100 |
| 63,MIR7706,63,57505,ENSG00000284160,MIR7706,67,320,4558058,True,0.000254312790952,3.3613201936542554,4.365433,Based on the hvgs with best normalization method,top100 |
| 64,PDGFRA,64,6893,ENSG00000134853,PDGFRA,9547,4133848,74205232,True,0.4095718553912153,2.9347512477217723,4.364426,Based on the hvgs with best normalization method,top100 |
| 65,SHROOM4,65,10090,ENSG00000158352,SHROOM4,15184,4356923,68572200,True,0.5218087821649494,2.934423219412552,4.36369,Based on the hvgs with best normalization method,top100 |
| 66,FAM107B,66,942,ENSG00000065809,FAM107B,7019,17633084,74572847,True,0.5555093594169203,2.9341386699319374,4.363051,Based on the hvgs with best normalization method,top100 |
| 67,MT2A,67,5560,ENSG00000125148,MT2A,914,24572055,74524461,True,0.2522153061080633,3.3475597892810303,4.341244,Based on the hvgs with best normalization method,top100 |
| 68,FOLH1,68,1679,ENSG00000086205,FOLH1,5335,2928011,71970665,True,0.3628899572923751,2.9220987639981115,4.336022,Based on the hvgs with best normalization method,top100 |
| 69,RGS1,69,1855,ENSG00000090104,RGS1,4074,6643913,74375774,True,0.0293400730240709,3.3439888948949217,4.334967,Based on the hvgs with best normalization method,top100 |
| 70,SLCO2B1,70,7396,ENSG00000137491,SLCO2B1,10277,4449905,74236127,True,0.2450073189899416,3.340218262666361,4.3283386,Based on the hvgs with best normalization method,top100 |
| 71,FGFR3,71,1025,ENSG00000068078,FGFR3,4848,2468727,73293979,True,0.3871606803865989,2.917813419730002,4.326401,Based on the hvgs with best normalization method,top100 |
| 72,PLA2G2D,72,4646,ENSG00000117215,PLA2G2D,2681,80697,73080509,True,0.0005875360712289,3.335563492475841,4.320156,Based on the hvgs with best normalization method,top100 |
| 73,VRK2,73,464,ENSG00000028116,VRK2,3531,9129288,74502763,True,0.4571411935658678,2.911487996657224,4.312201,Based on the hvgs with best normalization method,top100 |
| 74,ZFP36L2,74,9446,ENSG00000152518,ZFP36L2,3693,27332772,74216795,True,0.31513478008652,3.32672126012961,4.3046126,Based on the hvgs with best normalization method,top100 |
| 75,COL4A5,75,16071,ENSG00000188153,COL4A5,11871,6328106,73114575,True,0.5128218347917031,2.902175786769859,4.2912955,Based on the hvgs with best normalization method,top100 |
| 76,SELENOP,76,25021,ENSG00000250722,SELENOP,5502,12343990,66178131,True,0.3831500387134665,2.899454711442124,4.285187,Based on the hvgs with best normalization method,top100 |
| 77,LINC00639,77,27678,ENSG00000259070,LINC00639,9453,2985688,69780519,True,0.4345296954736012,2.896433940788761,4.2784057,Based on the hvgs with best normalization method,top100 |
| 78,GLUL,78,7072,ENSG00000135821,GLUL,12638,24312926,74400727,True,0.6637534522594922,2.8934367421432725,4.271677,Based on the hvgs with best normalization method,top100 |
| 79,AOAH,79,7168,ENSG00000136250,AOAH,3518,9127086,74627767,True,0.4765791257977578,2.890629823868756,4.2653756,Based on the hvgs with best normalization method,top100 |
| 80,DAAM2,80,8714,ENSG00000146122,DAAM2,12955,5616378,74113794,True,0.6971061682850775,2.9942330891377824,4.240178,Based on the hvgs with best normalization method,top100 |
| 81,C3_ENSG00000125730,81,5639,ENSG00000125730,C3_ENSG00000125730,11577,5625071,74572198,True,0.1863441181735022,3.2771579168293976,4.2174864,Based on the hvgs with best normalization method,top100 |
| 82,SAMSN1,82,9748,ENSG00000155307,SAMSN1,5185,9277875,74484680,True,0.1796204277436855,3.27512934432833,4.2139206,Based on the hvgs with best normalization method,top100 |
| 83,FA2H,83,2741,ENSG00000103089,FA2H,3279,3529192,74201872,True,0.4488143386102362,2.855949955123439,4.1875205,Based on the hvgs with best normalization method,top100 |
| 84,CNP,84,13370,ENSG00000173786,CNP,7413,10634612,68068310,True,0.5775932053867758,2.850697087469193,4.1757283,Based on the hvgs with best normalization method,top100 |
| 85,A2M,85,13735,ENSG00000175899,A2M,6318,9578251,74374953,True,0.3597823122995064,2.8493397666909885,4.1726813,Based on the hvgs with best normalization method,top100 |
| 86,EYA4,86,4017,ENSG00000112319,EYA4,14674,4511586,72476380,True,0.6717625269274267,2.847782217464863,4.1691847,Based on the hvgs with best normalization method,top100 |
| 87,SLC1A3,87,1444,ENSG00000079215,SLC1A3,21227,9582156,74406585,True,1.4390292471685913,4.344737590726089,4.157347,Based on the hvgs with best normalization method,top100 |
| 88,PREX2,88,609,ENSG00000046889,PREX2,12132,8642053,74004383,True,1.0206908773132053,2.9471314964557203,4.137668,Based on the hvgs with best normalization method,top100 |
| 89,CSF1R,89,14858,ENSG00000182578,CSF1R,5151,4291984,74457424,True,0.2114800007063883,3.229929765088273,4.134465,Based on the hvgs with best normalization method,top100 |
| 90,LINC00299,90,22824,ENSG00000236790,LINC00299,23624,6051694,71833857,True,1.207794284898008,2.98642125462354,4.133465,Based on the hvgs with best normalization method,top100 |
| 91,NDRG2,91,11540,ENSG00000165795,NDRG2,7550,9251140,74333224,True,0.484050325408196,2.826831765286455,4.122152,Based on the hvgs with best normalization method,top100 |
| 92,PAMR1,92,9070,ENSG00000149090,PAMR1,3861,4123680,68354158,True,0.6077380143589539,2.8248041935470094,4.1176,Based on the hvgs with best normalization method,top100 |
| 93,ADGRV1,93,11151,ENSG00000164199,ADGRV1,33822,11676625,65661938,True,1.5122817302150076,4.310319621834209,4.1089044,Based on the hvgs with best normalization method,top100 |
| 94,FLT1,94,2679,ENSG00000102755,FLT1,12575,4248956,74491361,True,0.176550708931357,3.2082475484185897,4.0963507,Based on the hvgs with best normalization method,top100 |
| 95,INPP5D,95,12305,ENSG00000168918,INPP5D,8681,8098619,73331347,True,0.316509087020153,3.2078499774165667,4.0956516,Based on the hvgs with best normalization method,top100 |
| 96,RANBP3L,96,11148,ENSG00000164188,RANBP3L,4884,2795980,72610757,True,0.4411228413386047,2.8144874319792192,4.094439,Based on the hvgs with best normalization method,top100 |
| 97,CREB5,97,8772,ENSG00000146592,CREB5,11681,13818231,74523823,True,1.0205085582340396,2.922207803928156,4.083425,Based on the hvgs with best normalization method,top100 |
| 98,SEMA5A,98,4089,ENSG00000112902,SEMA5A,12308,9671805,74530046,True,0.9880056438061656,2.920265662984906,4.0791984,Based on the hvgs with best normalization method,top100 |
| 99,MYRF,99,5548,ENSG00000124920,MYRF,10773,3322912,74238984,True,0.3687125871338419,2.7983769104151883,4.058272,Based on the hvgs with best normalization method,top100 |
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