Deep learning-based approaches for multi-omics data integration and analysis - Ballard, Jenna L.; Wang, Zexuan; Li, Wenrui; Shen, Li; Long, Qi (BioData mining, 2024)
Keywords: Artificial neural networks; Biological analysis; Biomedical data; Clustering; Correlation analysis; Data analysis; Data integration; Datasets; Deep learning; Disease; Generative model; Genomics; Graph neural networks; Imaging; Integration; Knowledge representation; Machine learning; Medical imaging; Medical prognosis; Metabolomics; Multi-omics integration; Neural networks; Performance enhancement; Principal components analysis; Probability distribution; Proteomics; Radiomics; Review; Survival analysis; Task complexity; Transcriptomics; Variational methods; Deep learning; Multi-omics integration; Imaging; Generative model