Unnamed: 0,gene_name,annotation,top_50,top_100,top_150,Gene Symbol 0,ADGRV1,DE in astrocyte in reference dataset,1,1,1,ADGRV1 1,SLC1A3,astrocyte marker literature,1,1,1,SLC1A3 2,SLC1A2,astrocyte marker literature,1,1,1,SLC1A2 3,CDH20,"DE in Oligo, OPC, astrocyte in reference dataset",1,1,1,CDH20 4,PTPRZ1,DE in OPC and astrocytesin reference dataset,1,1,1,PTPRZ1 5,ST18,DE in Oligodendrocyte in reference dataset,1,1,1,ST18 6,MBP,Oligodendrocyte marker / gene linked with methylation,1,1,1,MBP 7,PTGDS,oligodendrocyte subtype marker in literature,1,1,1,PTGDS 8,SST,marker of sstGABAergic cortinal interneuron,1,1,1,SST 9,GAD1,GABAergin neuronal maker,1,1,1,GAD1 10,GAD2,GABAergin neuronal maker,1,1,1,GAD2 11,ADARB2,GABAergic neurons marker,1,1,1,ADARB2 12,SOX6,"DE in reference dataset: sstGABAnergic, pvalb GABAnergic neurons, OPC, astrocyte DE",1,1,1,SOX6 13,SATB2,glutaminergic neuronal marker + DE in dataset,1,1,1,SATB2 14,HS3ST4,glutaminergic neuronal marker + DE in dataset,1,1,1,HS3ST4 15,TSHZ2,cortical neuron marker,1,1,1,TSHZ2 16,RTN1,broad neuronal marker,1,1,1,RTN1 17,NFIB,marker of several GABAergic neurons,1,1,1,NFIB 18,MAP2,mature neuronal marker,1,1,1,MAP2 19,LHFPL3,DE in OPC in reference dataset,1,1,1,LHFPL3 20,DSCAM,DE in OPC and vip-GAB in referece,1,1,1,DSCAM 21,CTNNA3,DE in oligo in reference dataset,1,1,1,CTNNA3 22,EGFR,"GABAergic cortinal interneuron, literature + DE in reference dataset",1,1,1,EGFR 23,NXPH2,Marker of GABAergic + DE in GABAergic cortinal interneuron in reference,1,1,1,NXPH2 24,CUX2,DE expressed in neurons reference dataset,1,1,1,CUX2 25,RXFP1,glutaminergic neuronal marker + DE in dataset,1,1,1,RXFP1 26,KCNIP4,interneuron and OPC + DE in reference dataset,1,1,1,KCNIP4 27,MEF2C,Marker of glutamatergic neurons,1,1,1,MEF2C 28,CHL1,Marker of neuroplasticity/neurotropic,1,1,1,CHL1 29,GRIK4,gene involved in synaptic signaling,1,1,1,GRIK4 30,GRIN2B,gene involved in synaptic signaling,1,1,1,GRIN2B 31,PLP1,genes linked to myelination,1,1,1,PLP1 32,SYT1,genes linked to calcium/calmodulin pathways,1,1,1,SYT1 33,ATP2B2,gene linked to metabolic alteratsion,1,1,1,ATP2B2 34,ATP1B1,gene linked to metabolic alteratsion,1,1,1,ATP1B1 35,SYNDIG1,microglia marker gene in lit + DE in ref data,1,1,1,SYNDIG1 36,HSP90AA1,microglial subtype marker,1,1,1,HSP90AA1 37,ETV5,astrocyte suptype marker,1,1,1,ETV5 38,STMN2,broad neuronal markers,1,1,1,STMN2 39,KCNJ6,Dopaminergic neuron marker,1,1,1,KCNJ6 40,UNC13C,GABAergic neuron marker,1,1,1,UNC13C 41,ITM2B,gene linked to B-amyloid aggregation,1,1,1,ITM2B 42,GRIA1,gene linked to glutamate transport,1,1,1,GRIA1 43,GRIA2,gene linked to glutamate transport,1,1,1,GRIA2 44,CAMK2A,gene linked to neurotransmitter pathways,1,1,1,CAMK2A 45,CALM2,genes linked to calcium/calmodulin pathways,1,1,1,CALM2 46,CAMK4,genes linked to calcium/calmodulin pathways,1,1,1,CAMK4 47,FYN,genes linked to inflammation/immune response,1,1,1,FYN 48,CALM1,genes linked to calcium/calmodulin pathways,1,1,1,CALM1 49,ATP1A1,gene linked to metabolic alteratsion,1,1,1,ATP1A1 50,P2RY12,homeostatic microglial gene,0,1,1,P2RY12 51,P2RY12,activated microglial makers,0,1,1,P2RY12 52,FGFR3,astrocyte marker literature,0,1,1,FGFR3 53,PDGFRA,OPC maker + DE in reference dataset,0,1,1,PDGFRA 54,OPALIN,oligodendrocyte marker in literature + DE in reference dataset,0,1,1,OPALIN 55,MOG,mature oligodendrocyte marker,0,1,1,MOG 56,VIP,marker of vip GABAergic cortinal interneuron,0,1,1,VIP 57,PROX1,GABAergic cortinal interneuron marker + DE,0,1,1,PROX1 58,SULF1,subtypes of glutaminergic neuronal also DE in dataset,0,1,1,SULF1 59,GLUL,astrocyte marker literature,0,1,1,GLUL 60,MERTK,astrocyte suptype marker from lit,0,1,1,MERTK 61,SIRT2,cell cycle genes,0,1,1,SIRT2 62,RGS5,pericyte marker,0,1,1,RGS5 63,LHX6,"GABAergic cortinal interneuron, lit, DE",0,1,1,LHX6 64,SLC17A7,glutamatergic neuron,0,1,1,SLC17A7 65,ATP1A2,gene linked to metabolic alteratsion,0,1,1,ATP1A2 66,BIN1,microglia marker,0,1,1,BIN1 67,NFKB1,inflammatory microglial marker gene,0,1,1,NFKB1 68,HIF1A,microglial subtype marker,0,1,1,HIF1A 69,LAMP1,expressed in some microglia,0,1,1,LAMP1 70,ATP1B2,astrocyte marker literature,0,1,1,ATP1B2 71,HOPX,oligodendrocyte subtype marker in literature,0,1,1,HOPX 72,NEFL,neuronal marker,0,1,1,NEFL 73,APOE,linked to B-amyloid aggregation,0,1,1,APOE 74,CST3,linked to B-amyloid aggregation,0,1,1,CST3 75,SET,gene associated with neuroplasticity/neurotropic,0,1,1,SET 76,PCP4,gene associated with neuroplasticity/neurotropic,0,1,1,PCP4 77,PTPRN,gene associated with cell-cell signaling,0,1,1,PTPRN 78,PIK3CA,gene associated with cell migration,0,1,1,PIK3CA 79,CPLX2,gene associated with synaptic signaling,0,1,1,CPLX2 80,NDUFA4,gene linked to metabolic alteratsion,0,1,1,NDUFA4 81,ATP5F1D,gene linked to metabolic alteratsion,0,1,1,ATP5F1D 82,MDH1,gene linked to metabolic alteratsion,0,1,1,MDH1 83,COX4I1,gene linked to metabolic alteratsion,0,1,1,COX4I1 84,NCAN,gene associated with biosynthesis,0,1,1,NCAN 85,RPL15,gene associated with biosynthesis,0,1,1,RPL15 86,PSMC6,gene associated with proteosome,0,1,1,PSMC6 87,PSMA1,gene associated with proteosome,0,1,1,PSMA1 88,MAPT,mature neuronal marker,0,1,1,MAPT 89,ITM2C,linked to B-amyloid aggregation,0,1,1,ITM2C 90,APBB1,linked to B-amyloid aggregation,0,1,1,APBB1 91,WASL,gene associated with cell migration,0,1,1,WASL 92,ARPC3,gene associated with cell migration,0,1,1,ARPC3 93,SCN1B,gene associated with synaptic signaling,0,1,1,SCN1B 94,PRKCG,gene associated with neurotransmitter pathways,0,1,1,PRKCG 95,NDUFV3,gene linked to metabolic alteratsion,0,1,1,NDUFV3 96,ATP5F1B,gene linked to metabolic alteratsion,0,1,1,ATP5F1B 97,ATP5F1A,gene linked to metabolic alteratsion,0,1,1,ATP5F1A 98,MRPL57,gene associated with biosynthesis,0,1,1,MRPL57 99,EEF1A2,gene associated with biosynthesis,0,1,1,EEF1A2 100,FARSB,gene associated with biosynthesis,0,1,1,FARSB