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",