Unnamed: 0,Gene symbol,Ranking,Annotation & reasoning,Additional note,Gene Symbol
0,NeuN,1-50,Pan Neuron marker often used for ISH,,NeuN
1,SST,1-50,Defines SST+ Interneurons,,SST
2,PVALB,1-50,Identifies inhibitory interneurons,,PVALB
3,CLND5,1-50,Endothelial cells / Mural cells,,CLND5
4,HBA1,1-50,Endothelial cells / Mural cells,,HBA1
5,ASCA2,1-50,Astrocyte marker often used for Bead collection,,ASCA2
6,GFAP,1-50,Astrocyte marker ,,GFAP
7,CX3CR1 ,1-50,Microglia marker,,CX3CR1 
8,TMEM119,1-50,Microglial marker,,TMEM119
9,AIF1,1-50,IBA1 is often used for in situ hybridzation to label microglial cells. ,,AIF1
10,OLIG2,1-50,"Expressed by OPCs, getting cells ready for differentiation into myelin-forming oligodendocytes. ",,OLIG2
11,CD22,1-50,Expressed by oligodendrocytes in huamns and binds to sialic acid-dependent ligands on microglia. ,,CD22
12,Th,1-50,Often used by ISH of dopaminergic neurons. ,,Th
13,Reln,1-50,"Genes that seperate layers of cortical region (Huuki-Myers, BioRxiv, 2023)",,Reln
14,Aqp4,1-50,"Genes that seperate layers of cortical region (Huuki-Myers, BioRxiv, 2023)",,Aqp4
15,SPARC,1-50,"Genes that seperate layers of cortical region (Huuki-Myers, BioRxiv, 2023)",,SPARC
16,HTRA1,1-50,"Genes that seperate layers of cortical region (Huuki-Myers, BioRxiv, 2023)",,HTRA1
17,VIP,1-50,Labels interneurons in PFC that signal and inhibits SST+ interneurons,,VIP
18,Fos,1-50,Activation-related genes from neurons. ,,Fos
19,Arc,1-50,Activation-related genes from neurons. ,,Arc
20,Egr1,1-50,Activation-related genes from neurons. ,,Egr1
21,BDNF,1-50,"For survival mechanisms of neuronal homeostasis, often associated with disease. ",,BDNF
22,ADORA1,1-50,Neurotransmitter receptors,,ADORA1
23,HTR1A,1-50,Neurotransmitter receptors,,HTR1A
24,HTR2A,1-50,Neurotransmitter receptors,,HTR2A
25,HTR3A,1-50,Neurotransmitter receptors,,HTR3A
26,HTR4,1-50,Neurotransmitter receptors,,HTR4
27,DRD1,1-50,Neurotransmitter receptors,,DRD1
28,DRD2,1-50,Neurotransmitter receptors,,DRD2
29,DRD4,1-50,Neurotransmitter receptors,,DRD4
30,NR3C1,1-50,Neurotransmitter receptors,,NR3C1
31,NPY1R,1-50,Neurotransmitter receptors,,NPY1R
32,OXTR,1-50,Expressed by SST+ neurons to respond to ,,OXTR
33,GRIN2B,1-50,Receptors common for neural plasticity,,GRIN2B
34,GABRA1,1-50,Receptors common for neural plasticity,,GABRA1
35,GRIA1,1-50,Receptors common for neural plasticity,,GRIA1
36,NEDD4,1-50,Marker for excitatory neurons,,NEDD4
37,FBXO2,1-50,Marker for excitatory neurons,,FBXO2
38,mTOR,1-50,Marker for excitatory neurons,,mTOR
39,DDIT4,1-50,Marker for excitatory neurons,,DDIT4
40,TH,1-50,Marker for excitatory neurons,,TH
41,PDGFRA,1-50,OPCs,,PDGFRA
42,GAD1,1-50,"Glutamate Decarboxylase 1, catalyzing production from L-glut. ",,GAD1
43,CHAT,1-50,Neuron enzyme for ACh,,CHAT
44,GRIN2A,1-50,NMDA receptors,,GRIN2A
45,GABRD,1-50,GABA receptors,,GABRD
46,GABRA1,1-50,GABA receptors,,GABRA1
47,TREM2,1-50,microglial marker,,TREM2
48,CSF1R,1-50,microglial marker,,CSF1R
49,IL10,1-50,Microglia function,,IL10