Table 2 Top genes identified by random forest method through variable importance (VIMP)
Order | Probe set | VIMP | Gene symbol | Value in high-risk group |
|---|---|---|---|---|
1 | 8103389 | 100 | FUT8 | Overexpressed |
2 | 8137240 | 75 | DDR2 | Overexpressed |
3 | 8128956 | 46 | ATM | Overexpressed |
4 | 8055639 | 36 | CD247 | Overexpressed |
5 | 8175393 | 35 | ETS1 | Overexpressed |
6 | 7903358 | 32 | ZEB2 | Overexpressed |
7 | 8055624 | 31 | COL5A2 | Overexpressed |
8 | 8101260 | 27 | GMAP7 | Overexpressed |
9 | 7926127 | 26 | CDH1 | Overexpressed |
10 | 8002218 | 21 | COL11A2 | Underexpressed |
11 | 8137244 | 21 | COL3A1 | Overexpressed |
12 | 8003667 | 18 | AHR | Overexpressed |
13 | 8098637 | 16 | COL2A1 | Overexpressed |
14 | 8138805 | 14 | CHORDC1 | Overexpressed |
15 | 7943620 | 12 | PTP4A3 | Overexpressed |
16 | 7953603 | 11 | COL1A2 | Overexpressed |
17 | 7957277 | 10 | CCR2 | Overexpressed |
18 | 8045563 | 9 | PDGFRB | Overexpressed |
19 | 7953835 | 7 | COL1A1 | Overexpressed |
20 | 8171684 | 7 | FERMT2 | Overexpressed |
21 | 7929511 | 6 | PIK3CB | Overexpressed |