| Unnamed: 0,Gene Symbol,Ranking,Annotation & Reasoning,Additional Comment |
| 0,KCNIP4,top 50,Top DE genes for cell type - L2/3-6 intratelencephalic projecting glutamatergic neuron in the provided dataset, |
| 1,R3HDM1,top 50,Top DE genes for cell type - L2/3-6 intratelencephalic projecting glutamatergic neuron in the provided dataset, |
| 2,SATB2,top 50,Top DE genes for cell type - L2/3-6 intratelencephalic projecting glutamatergic neuron in the provided dataset, |
| 3,VAT1L,top 50,Top DE genes for cell type - L5 extratelencephalic projecting glutamatergic cortical neuron in the provided dataset, |
| 4,CLEC2L,top 50,Top DE genes for cell type - L5 extratelencephalic projecting glutamatergic cortical neuron in the provided dataset, |
| 5,LMO7,top 50,Top DE genes for cell type - L5 extratelencephalic projecting glutamatergic cortical neuron in the provided dataset, |
| 6,HS3ST4,top 50,Top DE genes for cell type - L6b glutamatergic cortical neuron in the provided dataset | Top DE genes for cell type - corticothalamic-projecting glutamatergic cortical neuron in the provided dataset | Top 20-50 HVG Genes, |
| 7,ZFHX3,top 50,Top DE genes for cell type - L6b glutamatergic cortical neuron in the provided dataset, |
| 8,TLE4,top 50,Top DE genes for cell type - L6b glutamatergic cortical neuron in the provided dataset, |
| 9,ADGRV1,top 50,Top DE genes for cell type - astrocyte of the cerebral cortex in the provided dataset | Top 20 HVG Genes, |
| 10,SLC1A3,top 50,Top DE genes for cell type - astrocyte of the cerebral cortex in the provided dataset | Top 20 HVG Genes, |
| 11,SLC1A2,top 50,Top DE genes for cell type - astrocyte of the cerebral cortex in the provided dataset | Top 20 HVG Genes, |
| 12,SORCS3,top 50,Top DE genes for cell type - caudal ganglionic eminence derived GABAergic cortical interneuron in the provided dataset, |
| 13,ADARB2,top 50,Top DE genes for cell type - caudal ganglionic eminence derived GABAergic cortical interneuron in the provided dataset | Top DE genes for cell type - vip GABAergic cortical interneuron in the provided dataset | Top 20 HVG Genes, |
| 14,CXCL14,top 50,"Top DE genes for cell type - caudal ganglionic eminence derived GABAergic cortical interneuron in the provided dataset | Top DE genes for cell type - sncg GABAergic cortical interneuron in the provided dataset | Top 20 HVG Genes | Top 2 Marker Genes for cell type - Neuroendocrine cells in human brain, according to PanglaoDB database", |
| 15,ATP10A,top 50,Top DE genes for cell type - cerebral cortex endothelial cell in the provided dataset, |
| 16,ABCB1,top 50,Top DE genes for cell type - cerebral cortex endothelial cell in the provided dataset, |
| 17,MECOM,top 50,Top DE genes for cell type - cerebral cortex endothelial cell in the provided dataset, |
| 18,CNTN5,top 50,Top DE genes for cell type - chandelier pvalb GABAergic cortical interneuron in the provided dataset, |
| 19,ZNF385D,top 50,Top DE genes for cell type - chandelier pvalb GABAergic cortical interneuron in the provided dataset | Top 20-50 HVG Genes, |
| 20,RORA,top 50,Top DE genes for cell type - chandelier pvalb GABAergic cortical interneuron in the provided dataset, |
| 21,TRPM3,top 50,Top DE genes for cell type - corticothalamic-projecting glutamatergic cortical neuron in the provided dataset, |
| 22,SEMA3E,top 50,Top DE genes for cell type - corticothalamic-projecting glutamatergic cortical neuron in the provided dataset, |
| 23,FGF13,top 50,Top DE genes for cell type - lamp5 GABAergic cortical interneuron in the provided dataset, |
| 24,FGF14,top 50,Top DE genes for cell type - lamp5 GABAergic cortical interneuron in the provided dataset, |
| 25,MYO16,top 50,Top DE genes for cell type - lamp5 GABAergic cortical interneuron in the provided dataset, |
| 26,PLXDC2,top 50,Top DE genes for cell type - microglial cell in the provided dataset | Top 20-50 HVG Genes, |
| 27,DOCK4,top 50,Top DE genes for cell type - microglial cell in the provided dataset, |
| 28,DOCK8,top 50,Top DE genes for cell type - microglial cell in the provided dataset | Top 20 HVG Genes, |
| 29,NPSR1-AS1,top 50,Top DE genes for cell type - near-projecting glutamatergic cortical neuron in the provided dataset, |
| 30,ASIC2,top 50,Top DE genes for cell type - near-projecting glutamatergic cortical neuron in the provided dataset, |
| 31,ITGA8,top 50,Top DE genes for cell type - near-projecting glutamatergic cortical neuron in the provided dataset, |
| 32,MBP,top 50,Top DE genes for cell type - oligodendrocyte in the provided dataset | Top 20 HVG Genes, |
| 33,ST18,top 50,Top DE genes for cell type - oligodendrocyte in the provided dataset | Top 20 HVG Genes, |
| 34,CTNNA3,top 50,Top DE genes for cell type - oligodendrocyte in the provided dataset | Top 20-50 HVG Genes, |
| 35,LHFPL3,top 50,Top DE genes for cell type - oligodendrocyte precursor cell in the provided dataset | Top 20 HVG Genes, |
| 36,DSCAM,top 50,Top DE genes for cell type - oligodendrocyte precursor cell in the provided dataset, |
| 37,PTPRZ1,top 50,Top DE genes for cell type - oligodendrocyte precursor cell in the provided dataset, |
| 38,PPARGC1A,top 50,Top DE genes for cell type - pvalb GABAergic cortical interneuron in the provided dataset, |
| 39,FGF12,top 50,Top DE genes for cell type - pvalb GABAergic cortical interneuron in the provided dataset, |
| 40,KCNC2,top 50,Top DE genes for cell type - pvalb GABAergic cortical interneuron in the provided dataset, |
| 41,INPP4B,top 50,Top DE genes for cell type - sncg GABAergic cortical interneuron in the provided dataset, |
| 42,FSTL5,top 50,Top DE genes for cell type - sncg GABAergic cortical interneuron in the provided dataset, |
| 43,GRIK1,top 50,Top DE genes for cell type - sst GABAergic cortical interneuron in the provided dataset | Top 20 HVG Genes, |
| 44,XKR4,top 50,Top DE genes for cell type - sst GABAergic cortical interneuron in the provided dataset, |
| 45,KIAA1217,top 50,Top DE genes for cell type - sst GABAergic cortical interneuron in the provided dataset, |
| 46,DLC1,top 50,Top DE genes for cell type - vascular leptomeningeal cell in the provided dataset, |
| 47,ATP1A2,top 50,Top DE genes for cell type - vascular leptomeningeal cell in the provided dataset | Top 20-50 HVG Genes, |
| 48,EBF1,top 50,Top DE genes for cell type - vascular leptomeningeal cell in the provided dataset | Top 20-50 HVG Genes, |
| 49,RGS12,top 50,Top DE genes for cell type - vip GABAergic cortical interneuron in the provided dataset, |
| 50,SYNPR,top 50-100,Top DE genes for cell type - vip GABAergic cortical interneuron in the provided dataset, |
| 51,NPY,top 50-100,Top 20 HVG Genes, |
| 52,ERBB4,top 50-100,Top 20 HVG Genes, |
| 53,PLP1,top 50-100,Top 20 HVG Genes, |
| 54,RELN,top 50-100,Top 20 HVG Genes, |
| 55,CCL3,top 50-100,Top 20 HVG Genes, |
| 56,GPC5,top 50-100,Top 20 HVG Genes, |
| 57,SGCZ,top 50-100,Top 20 HVG Genes, |
| 58,ARHGAP24,top 50-100,Top 20 HVG Genes, |
| 59,RNF220,top 50-100,Top 20 HVG Genes, |
| 60,APBB1IP,top 50-100,Top 20 HVG Genes, |
| 61,SYT1,top 50-100,"Top 1 Marker Genes for cell type - Adrenergic neurons in human brain, according to PanglaoDB database", |
| 62,NUCB2,top 50-100,"Top 1 Marker Genes for cell type - Anterior pituitary gland cells in human brain, according to PanglaoDB database", |
| 63,VIM,top 50-100,"Top 1 Marker Genes for cell type - Astrocytes in human brain, according to PanglaoDB database | Top 1 Marker Genes for cell type - Bergmann glia in human brain, according to PanglaoDB database", |
| 64,PABPN1,top 50-100,"Top 1 Marker Genes for cell type - Cajal-Retzius cells in human brain, according to PanglaoDB database", |
| 65,ACLY,top 50-100,"Top 1 Marker Genes for cell type - Cholinergic neurons in human brain, according to PanglaoDB database", |
| 66,TTR,top 50-100,"Top 1 Marker Genes for cell type - Choroid plexus cells in human brain, according to PanglaoDB database", |
| 67,NR4A2,top 50-100,"Top 1 Marker Genes for cell type - Dopaminergic neurons in human brain, according to PanglaoDB database", |
| 68,TM4SF1,top 50-100,"Top 1 Marker Genes for cell type - Ependymal cells in human brain, according to PanglaoDB database", |
| 69,GADD45B,top 50-100,"Top 1 Marker Genes for cell type - GABAergic neurons in human brain, according to PanglaoDB database", |
| 70,MEIS2,top 50-100,"Top 1 Marker Genes for cell type - Glutaminergic neurons in human brain, according to PanglaoDB database", |
| 71,SLC32A1,top 50-100,"Top 1 Marker Genes for cell type - Glycinergic neurons in human brain, according to PanglaoDB database", |
| 72,NES,top 50-100,"Top 1 Marker Genes for cell type - Immature neurons in human brain, according to PanglaoDB database", |
| 73,RGS10,top 50-100,"Top 1 Marker Genes for cell type - Interneurons in human brain, according to PanglaoDB database", |
| 74,IGFBP2,top 50-100,"Top 1 Marker Genes for cell type - Meningeal cells in human brain, according to PanglaoDB database", |
| 75,FOS,top 50-100,"Top 1 Marker Genes for cell type - Microglia in human brain, according to PanglaoDB database", |
| 76,ISL1,top 50-100,"Top 1 Marker Genes for cell type - Motor neurons in human brain, according to PanglaoDB database", |
| 77,S100A6,top 50-100,"Top 1 Marker Genes for cell type - Neural stem/precursor cells in human brain, according to PanglaoDB database", |
| 78,PBX1,top 50-100,"Top 1 Marker Genes for cell type - Neuroblasts in human brain, according to PanglaoDB database", |
| 79,SST,top 50-100,"Top 1 Marker Genes for cell type - Neuroendocrine cells in human brain, according to PanglaoDB database | Top 2 Marker Genes for cell type - GABAergic neurons in human brain, according to PanglaoDB database", |
| 80,PNISR,top 50-100,"Top 1 Marker Genes for cell type - Neurons in human brain, according to PanglaoDB database", |
| 81,SLC9B2,top 50-100,"Top 1 Marker Genes for cell type - Noradrenergic neurons in human brain, according to PanglaoDB database", |
| 82,VCAN,top 50-100,"Top 1 Marker Genes for cell type - Oligodendrocyte progenitor cells in human brain, according to PanglaoDB database | Top 20-50 HVG Genes", |
| 83,GAMT,top 50-100,"Top 1 Marker Genes for cell type - Oligodendrocytes in human brain, according to PanglaoDB database", |
| 84,CREM,top 50-100,"Top 1 Marker Genes for cell type - Pinealocytes in human brain, according to PanglaoDB database", |
| 85,CD3G,top 50-100,"Top 1 Marker Genes for cell type - Purkinje neurons in human brain, according to PanglaoDB database", |
| 86,YWHAZ,top 50-100,"Top 1 Marker Genes for cell type - Pyramidal cells in human brain, according to PanglaoDB database", |
| 87,SPRY1,top 50-100,"Top 1 Marker Genes for cell type - Radial glia cells in human brain, according to PanglaoDB database", |
| 88,NARF,top 50-100,"Top 1 Marker Genes for cell type - Retinal ganglion cells in human brain, according to PanglaoDB database", |
| 89,GLUL,top 50-100,"Top 1 Marker Genes for cell type - Satellite glial cells in human brain, according to PanglaoDB database", |
| 90,STMN1,top 50-100,"Top 1 Marker Genes for cell type - Schwann cells in human brain, according to PanglaoDB database", |
| 91,ESM1,top 50-100,"Top 1 Marker Genes for cell type - Serotonergic neurons in human brain, according to PanglaoDB database", |
| 92,PRDX6,top 50-100,"Top 1 Marker Genes for cell type - Tanycytes in human brain, according to PanglaoDB database", |
| 93,CPNE3,top 50-100,"Top 1 Marker Genes for cell type - Trigeminal neurons in human brain, according to PanglaoDB database", |
| 94,DDC,top 50-100,"Top 2 Marker Genes for cell type - Adrenergic neurons in human brain, according to PanglaoDB database | Top 2 Marker Genes for cell type - Noradrenergic neurons in human brain, according to PanglaoDB database | Top 2 Marker Genes for cell type - Serotonergic neurons in human brain, according to PanglaoDB database", |
| 95,NKTR,top 50-100,"Top 2 Marker Genes for cell type - Anterior pituitary gland cells in human brain, according to PanglaoDB database", |
| 96,APOE,top 50-100,"Top 2 Marker Genes for cell type - Astrocytes in human brain, according to PanglaoDB database", |
| 97,ITGB1,top 50-100,"Top 2 Marker Genes for cell type - Bergmann glia in human brain, according to PanglaoDB database", |
| 98,SLC25A36,top 50-100,"Top 2 Marker Genes for cell type - Cajal-Retzius cells in human brain, according to PanglaoDB database", |
| 99,BRCA1,top 50-100,"Top 2 Marker Genes for cell type - Cholinergic neurons in human brain, according to PanglaoDB database", |
| 100,CHMP1A,top 100-150,"Top 2 Marker Genes for cell type - Choroid plexus cells in human brain, according to PanglaoDB database", |
| 101,SMAD3,top 100-150,"Top 2 Marker Genes for cell type - Dopaminergic neurons in human brain, according to PanglaoDB database", |
| 102,RARRES2,top 100-150,"Top 2 Marker Genes for cell type - Ependymal cells in human brain, according to PanglaoDB database", |
| 103,GLS,top 100-150,"Top 2 Marker Genes for cell type - Glutaminergic neurons in human brain, according to PanglaoDB database", |
| 104,SLC6A9,top 100-150,"Top 2 Marker Genes for cell type - Glycinergic neurons in human brain, according to PanglaoDB database", |
| 105,CREB1,top 100-150,"Top 2 Marker Genes for cell type - Immature neurons in human brain, according to PanglaoDB database", |
| 106,DHRS3,top 100-150,"Top 2 Marker Genes for cell type - Interneurons in human brain, according to PanglaoDB database", |
| 107,DCN,top 100-150,"Top 2 Marker Genes for cell type - Meningeal cells in human brain, according to PanglaoDB database", |
| 108,EGR1,top 100-150,"Top 2 Marker Genes for cell type - Microglia in human brain, according to PanglaoDB database", |
| 109,NKX6-1,top 100-150,"Top 2 Marker Genes for cell type - Motor neurons in human brain, according to PanglaoDB database", |
| 110,RBM3,top 100-150,"Top 2 Marker Genes for cell type - Neural stem/precursor cells in human brain, according to PanglaoDB database", |
| 111,EZH2,top 100-150,"Top 2 Marker Genes for cell type - Neuroblasts in human brain, according to PanglaoDB database", |
| 112,MEG3,top 100-150,"Top 2 Marker Genes for cell type - Neurons in human brain, according to PanglaoDB database", |
| 113,CNP,top 100-150,"Top 2 Marker Genes for cell type - Oligodendrocyte progenitor cells in human brain, according to PanglaoDB database", |
| 114,PTGDS,top 100-150,"Top 2 Marker Genes for cell type - Oligodendrocytes in human brain, according to PanglaoDB database | Top 20-50 HVG Genes", |
| 115,PMEPA1,top 100-150,"Top 2 Marker Genes for cell type - Pinealocytes in human brain, according to PanglaoDB database", |
| 116,MRPS35,top 100-150,"Top 2 Marker Genes for cell type - Purkinje neurons in human brain, according to PanglaoDB database", |
| 117,RTN4,top 100-150,"Top 2 Marker Genes for cell type - Pyramidal cells in human brain, according to PanglaoDB database", |
| 118,PAX6,top 100-150,"Top 2 Marker Genes for cell type - Radial glia cells in human brain, according to PanglaoDB database", |
| 119,RBPMS,top 100-150,"Top 2 Marker Genes for cell type - Retinal ganglion cells in human brain, according to PanglaoDB database", |
| 120,CXCL8,top 100-150,"Top 2 Marker Genes for cell type - Satellite glial cells in human brain, according to PanglaoDB database", |
| 121,SEPT9,top 100-150,"Top 2 Marker Genes for cell type - Schwann cells in human brain, according to PanglaoDB database", |
| 122,RGCC,top 100-150,"Top 2 Marker Genes for cell type - Tanycytes in human brain, according to PanglaoDB database", |
| 123,DHCR24,top 100-150,"Top 2 Marker Genes for cell type - Trigeminal neurons in human brain, according to PanglaoDB database", |
| 124,HERC2P3_ENSG00000180229,top 100-150,Top 20-50 HVG Genes, |
| 125,CLDN5,top 100-150,Top 20-50 HVG Genes, |
| 126,GFAP,top 100-150,Top 20-50 HVG Genes, |
| 127,OBI1-AS1,top 100-150,Top 20-50 HVG Genes, |
| 128,QKI,top 100-150,Top 20-50 HVG Genes, |
| 129,CCL4,top 100-150,Top 20-50 HVG Genes, |
| 130,MOBP,top 100-150,Top 20-50 HVG Genes, |
| 131,MT-CO3,top 100-150,Top 20-50 HVG Genes, |
| 132,SPP1,top 100-150,Top 20-50 HVG Genes, |
| 133,NXPH1,top 100-150,Top 20-50 HVG Genes, |
| 134,FAM177B,top 100-150,Top 20-50 HVG Genes, |
| 135,HPSE2,top 100-150,Top 20-50 HVG Genes, |
| 136,ZBTB20,top 100-150,Top 20-50 HVG Genes, |
| 137,ID3,top 100-150,Top 20-50 HVG Genes, |
| 138,HSPA1A,top 100-150,Top 20-50 HVG Genes, |
| 139,CCK,top 100-150,Top 20-50 HVG Genes, |
| 140,PDE4B,top 100-150,Top 20-50 HVG Genes, |
| 141,SOX2-OT,top 100-150,Top 20-50 HVG Genes, |
| 142,HTR2C,top 100-150,Top 20-50 HVG Genes, |
| 143,CERCAM,top 100-150,Top 20-50 HVG Genes, |
| 144,PIP4K2A,top 100-150,Top 20-50 HVG Genes, |
| 145,COLEC12,top 100-150,Top 20-50 HVG Genes, |
| 146,CX3CR1,top 100-150,Top 20-50 HVG Genes, |
| 147,PCDH15,top 100-150,Top 20-50 HVG Genes, |
| 148,PRELID2,top 100-150,Top 20-50 HVG Genes, |
| 149,FBXL7,top 100-150,Top 20-50 HVG Genes, |
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