CONCLUSIONS: Our proposed MVASA-HGN framework provides a new perspective for multimodal information fusion and creates a new avenue to explore the potential link between images and genes, and the framework provides a non-invasive and cost-effective solution for identifying KRAS mutation status, which has a broad application …