Integration | Data Modality | GeneExp + DnaMeth | GeneExp + miRNA | GeneExp + CNVs | DnaMeth + miRNA | DnaMeth + CNVs | miRNA + CNVs |
---|---|---|---|---|---|---|---|
ConcatAE | PCA | 0.585 ± 0.107 | 0.59 ± 0.093 | 0.576 ± 0.047 | 0.641 ± 0.031 | 0.583 ± 0.09 | 0.588 ± 0.057 |
Variance | 0.507 ± 0.036 | 0.53 ± 0.052 | 0.524 ± 0.038 | 0.625 ± 0.023 | 0.586 ± 0.068 | 0.603 ± 0.04 | |
CrossAE | PCA | 0.583 ± 0.07 | 0.595 ± 0.062 | 0.553 ± 0.045 | 0.63 ± 0.081 | 0.579 ± 0.065 | 0.578 ± 0.028 |
Variance | 0.511 ± 0.027 | 0.558 ± 0.054 | 0.53 ± 0.033 | 0.605 ± 0.059 | 0.576 ± 0.026 | 0.613 ± 0.066 |