Multi-omics perspectives for gastrointestinal malignancy: A systematic review

Figure 2 Overview of multi-omics integration in gastrointestinal malignancies. This figure illustrates the integration of genomics, transcriptomics, epigenomics, proteomics, and microbiomics data through bioinformatics and machine learning algorithms. The integration facilitates biomarker discovery, molecular subtyping, treatment prediction, and the development of personalized care strategies in gastrointestinal cancers.