| 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 |
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