Unnamed: 0,Gene symbol,Ranking,Annotation & Reasoning,Additional note,Gene Symbol
0,KCNG1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,KCNG1
1,WLS,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,WLS
2,PRKCG,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,PRKCG
3,KCNG2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,KCNG2
4,IL1RAPL2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,IL1RAPL2
5,PDGFC,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PDGFC
6,VWC2L,top 50,"Use Persist to select the top 50, 100, and 150 genes",,VWC2L
7,SV2C,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SV2C
8,GRM1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,GRM1
9,ITGA8,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,ITGA8
10,PTPRZ1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PTPRZ1
11,NEAT1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,NEAT1
12,FSTL4,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,FSTL4
13,RTN4RL1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,RTN4RL1
14,ALCAM,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,ALCAM
15,NKAIN3,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,NKAIN3
16,SLC6A11,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SLC6A11
17,SHISA9,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SHISA9
18,IGSF21,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,IGSF21
19,UBASH3B,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,UBASH3B
20,BRINP1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,BRINP1
21,WIF1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,WIF1
22,CALN1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,CALN1
23,ERICH2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ERICH2
24,SYNPR,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SYNPR
25,L3MBTL4,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,L3MBTL4
26,CARMIL1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,CARMIL1
27,UBE2QL1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,UBE2QL1
28,SLC26A4,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SLC26A4
29,COL4A2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,COL4A2
30,HTR1F,top 50,"Use Persist to select the top 50, 100, and 150 genes",,HTR1F
31,SPOCK1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SPOCK1
32,DOCK11,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,DOCK11
33,GULP1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,GULP1
34,SLC9A9,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SLC9A9
35,IRS2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,IRS2
36,FRMD3,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,FRMD3
37,ST8SIA2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ST8SIA2
38,MGAT5B,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,MGAT5B
39,IRAK3,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,IRAK3
40,PTPRK,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PTPRK
41,SPATS2L,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SPATS2L
42,GRM8,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GRM8
43,SILC1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SILC1
44,MEIS2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,MEIS2
45,TMEM144,top 50,"Use Persist to select the top 50, 100, and 150 genes",,TMEM144
46,EYA4,top 50,"Use Persist to select the top 50, 100, and 150 genes",,EYA4
47,SLC2A1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SLC2A1
48,RGMA,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,RGMA
49,KCNH5,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,KCNH5
50,CNTNAP3P2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,CNTNAP3P2
51,KCNIP3,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,KCNIP3
52,NPNT,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,NPNT
53,CLMP,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,CLMP
54,PPFIBP1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,PPFIBP1
55,ANO2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,ANO2
56,ASIC4,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ASIC4
57,NXPH2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,NXPH2
58,RNF220,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,RNF220
59,MAPK4,top 50,"Use Persist to select the top 50, 100, and 150 genes",,MAPK4
60,TRPC6,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,TRPC6
61,GRIA4,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GRIA4
62,ZBBX,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ZBBX
63,SHISA8,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SHISA8
64,CRHBP,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,CRHBP
65,SEMA3C,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SEMA3C
66,PCSK6,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PCSK6
67,CACNA2D1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,CACNA2D1
68,GNG4,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,GNG4
69,ID2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ID2
70,DPP10-AS3,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,DPP10-AS3
71,FRAS1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,FRAS1
72,RPH3A,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,RPH3A
73,EPHA3,top 50,"Use Persist to select the top 50, 100, and 150 genes",,EPHA3
74,SEMA5A,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SEMA5A
75,FBXL7,top 50,"Use Persist to select the top 50, 100, and 150 genes",,FBXL7
76,PAPSS2,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PAPSS2
77,UNC5B,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,UNC5B
78,ANGPT1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ANGPT1
79,PRKD1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,PRKD1
80,FRMD4B,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,FRMD4B
81,CTXND1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,CTXND1
82,KCNIP1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,KCNIP1
83,RNF152,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,RNF152
84,SLC24A4,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SLC24A4
85,CBLN4,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,CBLN4
86,HTR2C,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,HTR2C
87,CDH20,top 50,"Use Persist to select the top 50, 100, and 150 genes",,CDH20
88,DYSF,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,DYSF
89,RASSF5,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,RASSF5
90,ATP1B2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,ATP1B2
91,LHFPL3,top 50,"Use Persist to select the top 50, 100, and 150 genes",,LHFPL3
92,NTNG1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,NTNG1
93,PELI2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,PELI2
94,EEF1DP3,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,EEF1DP3
95,GREM2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GREM2
96,GUCY1A1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GUCY1A1
97,SPHKAP,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SPHKAP
98,NWD2,top 50,"Use Persist to select the top 50, 100, and 150 genes",,NWD2
99,C12orf42,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,C12orf42
100,DENND3,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,DENND3
101,ARAP2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,ARAP2
102,LYPD6B,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,LYPD6B
103,FNBP1L,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,FNBP1L
104,PDE7B,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,PDE7B
105,MARCHF3,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,MARCHF3
106,SIPA1L2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SIPA1L2
107,RBM20,top 50,"Use Persist to select the top 50, 100, and 150 genes",,RBM20
108,ZNF385D-AS2,top 50,"Use Persist to select the top 50, 100, and 150 genes",,ZNF385D-AS2
109,KIRREL3,top 50,"Use Persist to select the top 50, 100, and 150 genes",,KIRREL3
110,UTRN,top 50,"Use Persist to select the top 50, 100, and 150 genes",,UTRN
111,TOX,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,TOX
112,VCAN,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,VCAN
113,UST,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,UST
114,ZNF462,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,ZNF462
115,KMO,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,KMO
116,PDZRN3,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,PDZRN3
117,GNG12-AS1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GNG12-AS1
118,LDLRAD3,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,LDLRAD3
119,TP53I11,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,TP53I11
120,SLC6A16,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SLC6A16
121,TAFA4,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,TAFA4
122,TRHDE-AS1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,TRHDE-AS1
123,CRH,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,CRH
124,RYR3,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,RYR3
125,DCHS2,top 50,"Use Persist to select the top 50, 100, and 150 genes",,DCHS2
126,PTHLH,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PTHLH
127,GYG2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GYG2
128,KCNK2,top 50,"Use Persist to select the top 50, 100, and 150 genes",,KCNK2
129,HS3ST2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,HS3ST2
130,IL1RAP,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,IL1RAP
131,TMEM132C,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,TMEM132C
132,SRGAP1,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SRGAP1
133,SULF1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,SULF1
134,TRIB2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,TRIB2
135,COL6A1,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,COL6A1
136,DOCK10,top 50,"Use Persist to select the top 50, 100, and 150 genes",,DOCK10
137,LHX2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,LHX2
138,NXPH1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,NXPH1
139,SOX6,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SOX6
140,PRELID2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,PRELID2
141,SFMBT2,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,SFMBT2
142,MBP,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,MBP
143,CDH9,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,CDH9
144,PDZRN4,top 50,"Use Persist to select the top 50, 100, and 150 genes",,PDZRN4
145,DKK2,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,DKK2
146,POSTN,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,POSTN
147,CSGALNACT1,top 50,"Use Persist to select the top 50, 100, and 150 genes",,CSGALNACT1
148,SEMA6D,top 100-150,"Use Persist to select the top 50, 100, and 150 genes",,SEMA6D
149,GRIN3A,top 50-100,"Use Persist to select the top 50, 100, and 150 genes",,GRIN3A