Table 2.
AUROC and AUPRC values obtained by NCBoost upon different configurations of the training and independent testing sets. The figures obtained by the six state-of-the-art methods evaluated on the same testing sets are shown together with NCBoost
Positive set used for NCBoost training | Positive set used for testing | AUROC | AUPRC | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Source | # SNVs | Source | # SNVs | CADD | DeepSEA | Eigen | Eigen PC | FunSeq2 | ReMM | NCBoost | CADD | DeepSEA | Eigen | Eigen PC | FunSeq2 | ReMM | NCBoost |
HGMD-DM | 186 | !HGMD-DM | 97 | 0.67 | 0.76 | 0.78 | 0.70 | 0.67 | 0.74 | 0.82 | 0.16 | 0.24 | 0.23 | 0.13 | 0.15 | 0.26 | 0.36 |
CV | 107 | !CV | 176 | 0.72 | 0.74 | 0.73 | 0.63 | 0.68 | 0.77 | 0.78 | 0.27 | 0.31 | 0.24 | 0.11 | 0.15 | 0.37 | 0.38 |
Smedley | 78 | !Smedley | 205 | 0.69 | 0.72 | 0.73 | 0.65 | 0.66 | 0.75 | 0.78 | 0.24 | 0.25 | 0.21 | 0.11 | 0.14 | 0.31 | 0.36 |
≥ 2 sources | 73 | 1 source | 210 | 0.68 | 0.72 | 0.73 | 0.64 | 0.66 | 0.75 | 0.78 | 0.23 | 0.24 | 0.21 | 0.11 | 0.14 | 0.31 | 0.31 |
1 source | 210 | ≥ 2 sources | 73 | 0.8 | 0.81 | 0.82 | 0.69 | 0.77 | 0.82 | 0.85 | 0.31 | 0.43 | 0.29 | 0.16 | 0.24 | 0.48 | 0.52 |