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,