Table 2.
Mean Concordance Index on 16 cancer types using different dimensionality reduction methods.
Cancer Type | Dimensionality Reduction Method | ||||||
---|---|---|---|---|---|---|---|
AE | Denoise-AE | Chi2 | Pearson | MIC | PCA | SAVAE | |
BLCA | 0.642 | 0.643 | 0.582 | 0.552 | 0.624 | 0.545 | 0.654 |
BRCA | 0.704 | 0.709 | 0.651 | 0.500 | 0.492 | 0.488 | 0.724 |
HNSC | 0.649 | 0.642 | 0.522 | 0.590 | 0.531 | 0.489 | 0.651 |
KIRC | 0.725 | 0.731 | 0.620 | 0.698 | 0.673 | 0.547 | 0.723 |
LGG | 0.844 | 0.843 | 0.712 | 0.820 | 0.786 | 0.673 | 0.857 |
LIHC | 0.704 | 0.696 | 0.467 | 0.627 | 0.401 | 0.423 | 0.713 |
LUAD | 0.617 | 0.635 | 0.627 | 0.595 | 0.571 | 0.570 | 0.647 |
LUSC | 0.552 | 0.559 | 0.605 | 0.534 | 0.529 | 0.496 | 0.575 |
OV | 0.608 | 0.621 | 0.550 | 0.512 | 0.517 | 0.471 | 0.620 |
STAD | 0.602 | 0.616 | 0.556 | 0.572 | 0.531 | 0.476 | 0.610 |
CESC | 0.690 | 0.722 | 0.724 | 0.565 | 0.598 | 0.398 | 0.663 |
COAD | 0.631 | 0.638 | 0.489 | 0.533 | 0.521 | 0.496 | 0.728 |
SARC | 0.698 | 0.700 | 0.558 | 0.647 | 0.637 | 0.511 | 0.720 |
UCEC | 0.677 | 0.701 | 0.640 | 0.591 | 0.611 | 0.472 | 0.698 |
PRAD | 0.724 | 0.649 | 0.687 | 0.751 | 0.586 | 0.606 | 0.774 |
SKCM | 0.684 | 0.655 | 0.863 | 0.652 | 0.531 | 0.512 | 0.734 |