Table 2.
Dataset | Data source | Tumor | Non-tumor | Classifier | Intercept | CCDC107 | CXCL12 | GIGYF1 | GMNN | IFFO1 | Accuracy % | Sensitivity % | Specificity % |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | TCGA | 374 | 50 | CF1 | −11.185 | 6.992 | 2.072 | −7.164 | 68.87 | 64.71 | 100 | ||
CF2 | −10.186 | 3.028 | −6.986 | 10.801 | 58.25 | 52.67 | 100 | ||||||
CF3 | 3.311 | −2.582 | 1.925 | 1.923 | 97.88 | 97.59 | 100 | ||||||
CFmax | 100 | 100 | 100 | ||||||||||
Stage 1 | 173 | 50 | CFi | −6.536 | 2.954 | 96.86 | 97.69 | 94 | |||||
Stage 1 | 173 | 50 | CFi | 4.707 | −1.036 | 91.48 | 94.8 | 80 | |||||
2 | GSE54236 | 81 | 80 | CF1 | 21.724 | 4.879 | −2.086 | 9.677 | 78.88 | 61.73 | 96.25 | ||
CF2 | 15.893 | −5.440 | 0.355 | 14.239 | 78.26 | 64.2 | 95 | ||||||
CFmax | 90.06 | 85.19 | 95 | ||||||||||
3 | GSE6764 | 35 | 10 | CF1 | 13.3 | 5.098 | 2.756 | 5.33 | 92 | 92.31 | 90 | ||
CF2 | 8.3 | 5.336 | 21.878 | 0.454 | 72 | 67.69 | 100 | ||||||
CFmax | 100 | 100 | 100 | ||||||||||
35 | 13 CI | CF1 | 0.983 | 4.182 | −12.002 | −6.002 | 95.83 | 94.29 | 100 | ||||
CF2 | 10.090 | 3.002 | 2.502 | 10.154 | 89.58 | 85.71 | 100 | ||||||
CFmax | 100 | 100 | 100 | ||||||||||
17 DN | 10 | CF1 | 9 | 8.5 | −18.928 | 26.26 | 92.59 | 88.24 | 100 | ||||
CF2 | 2.2 | 12.686 | −44.914 | −0.974 | 81.48 | 70.59 | 100 | ||||||
CFmax | 100 | 100 | 100 | ||||||||||
4 | GSE41804 | 20 | 20 | CF1 | 1.936 | −4.931 | −7.614 | 11.438 | 92.5 | 90 | 95 | ||
CF2 | −49.690 | 6.308 | −3.712 | 0.894 | 85 | 75 | 95 | ||||||
CFmax | 97.25 | 100 | 95 | ||||||||||
5 | GSE25097 | 268 | 249 | CF1 | −1.697 | −0.531 | −3.858 | 13.330 | 83.75 | 70.15 | 98.39 | ||
CF2 | −2.834 | −5.803 | 10.392 | −6.829 | 96.13 | 92.54 | 100 | ||||||
CFmax | 98.65 | 98.88 | 98.39 | ||||||||||
6 | GSE63898 | 228 | 168 | CF1 | −6.129 | 7.782 | −8.426 | 3.364 | 97.47 | 96.49 | 98.81 | ||
Stage 1 | 19 | 168 | CFi | −11.295 | 1.202 | 95.19 | 63.16 | 98.81 | |||||
Stage 1 | 19 | 168 | CFi | 14.587 | −1.719 | 97.33 | 84.21 | 98.81 | |||||
7 | GSE101685 | 24 | 8 | CF1 | −1.377 | −5.030 | 6.625 | 100 | 100 | 100 | |||
8 | GSE148355 | 54 | 15 | CF1 | 3.557 | −0.865 | 5.825 | 100 | 100 | 100 | |||
9 | GSE164760 | 53 | 6 | CF1 | −11.425 | −3.300 | 2.306 | 2.815 | 49.15 | 43.40 | 100 | ||
CF2 | −3.909 | −4.797 | 9.897 | −2.595 | 84.75 | 83.02 | 100 | ||||||
CFmax | 94.92 | 94.34 | 100 | ||||||||||
10 | Our RNA-seq data | 17 | 17 | CF1 | 6.432 | 6.587 | −2.235 | 5.964 | −14.586 | 97.06 | 100 | 94.12 | |
Total | 1184 | 672 | 97.79 | 97.47 | 98.27 |
Abbreviations: DN, dysplastic nodule; CI, cirrhosis.The final classifiers are combined classifiers of individual competing factors.