Research Article
Wnt/β-Catenin, Carbohydrate Metabolism, and PI3K-Akt Signaling Pathway-Related Genes as Potential Cancer Predictors
Table 3
Performances of pathway-related genes and DEGs in training set.
| Genes | Training set | COAD (%) (normal/tumor = 21/287) | BRCA (%) (normal/tumor = 78/777) | STAD (%) (normal/tumor = 21/263) | PRAD (%) (normal/tumor = 36/349) | SVM | RF | DT | KNN | SVM | RF | DT | KNN | SVM | RF | DT | KNN | SVM | RF | DT | KNN |
| Wnt | 100.00 | 99.73 | 91.97 | 99.82 | 99.85 | 99.16 | 86.78 | 99.50 | 96.30 | 99.14 | 79.55 | 93.76 | 94.97 | 90.73 | 69.88 | 89.58 | Ca-Me | 100.00 | 99.82 | 97.15 | 100.00 | 99.78 | 98.10 | 93.21 | 99.10 | 99.42 | 95.30 | 74.56 | 95.31 | 97.15 | 91.89 | 77.56 | 89.18 | PI3K | 100.00 | 100.00 | 96.80 | 100.00 | 99.88 | 99.04 | 89.92 | 99.64 | 99.42 | 98.19 | 81.96 | 97.91 | 95.07 | 94.81 | 71.84 | 90.97 | TLR | 100.00 | 99.27 | 84.45 | 100.00 | 99.63 | 98.93 | 86.50 | 98.59 | 96.95 | 91.94 | 81.39 | 95.37 | 94.08 | 89.10 | 65.20 | 86.79 | TH | 100.00 | 99.91 | 90.54 | 100.00 | 99.81 | 98.21 | 88.77 | 98.78 | 99.23 | 94.79 | 86.93 | 97.51 | 94.85 | 92.20 | 69.92 | 90.62 | RPSC | 100.00 | 99.93 | 97.15 | 99.64 | 99.84 | 99.22 | 90.48 | 99.01 | 98.41 | 99.23 | 81.48 | 97.20 | 93.63 | 94.78 | 78.34 | 89.11 | DEGs | 100.00 | 99.96 | 96.95 | 100.00 | 99.85 | 99.89 | 96.94 | 98.68 | 99.32 | 99.66 | 88.81 | 97.61 | 96.48 | 95.53 | 83.60 | 94.33 |
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