From: Deep learning and multi-omics approach to predict drug responses in cancer
Dataset | Our method | BEKML | ||
---|---|---|---|---|
MSE | \(\mathrm {R^2}\) | MSE | \(\mathrm {R^2}\) | |
Gene expression | 2.37 | 0.24 | 2.37 | 0.31 |
Gene mutations | 3.25 | −0.02 | 3.31 | 0.02 |
CNV | 3.32 | −0.04 | 4.51 | −0.22 |
RPPA | 3.11 | −0.02 | 2.52 | 0.33 |
Metabolites | 2.97 | 0.07 | 3.25 | 0.10 |
Multi-omics | 0.46 | 0.84 | 2.32 | 0.34 |