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: Algorithms; Artificial neural networks; Bioinformatics; Biological analysis; Biomedical and Life Sciences; Biomedical data; Clustering; Computational Biology/Bioinformatics; Computer Appl. in Life Sciences; Correlation analysis; Data analysis; Data integration; Data Mining and Knowledge Discovery; Datasets; Deep learning; Disease; Generative model; Genomics; Graph neural networks; Imaging; Integration; Integrative Analysis of Multi-Omics Data for Precision Medicine; Knowledge representation; Life Sciences; 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