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. 2021 Aug 12;6:67. doi: 10.1038/s41525-021-00229-1

Table 2.

The top 10 ranked features for estimating patients’ survival probability.

Rank Feature Feature type Importance Gene
0 TP53 Non_Silent Non_Silent 0.0142 TP53
1 MUC4 Non_Silent Non_Silent 0.0050 MUC4
2 57466291-57466292-chr12-Frame_Shift_Ins-INS—G Non_Silent 0.0049 GLI1
3 143147221-143147222-chr5-Intron-INS—C Intron 0.0035 ARHGAP26
4 140753336-140753336-chr7-Missense_Mutation-SNP-A-A-T Non_Silent 0.0032 BRAF
5 NKX2-1 Flank Flank 0.0031 NKX2-1
6 25743660-25743660-chr2-Missense_Mutation-SNP-T-T-G Non_Silent 0.0027 ASXL2
7 EGFR Non_Silent Non_Silent 0.0026 EGFR
8 92956452-92956452-chr15-Splice_Region-SNP-A-A-T Intron 0.0026 CHD2
9 35457937-35457938-chr6-Frame_Shift_Ins-INS—C Non_Silent 0.0026 FANCE

For each feature, the table holds its name, mutation type, its importance ranking, the gene to which it is related to and the gene’s product description. The ranking was obtained from the all features model.