By modeling specific biological pathways, such as IL-6 signaling, which is implicated in both IBD and colon cancer, the study underscores the potential of digital twins to improve precision medicine in oncology by enhancing the accuracy of treatment predictions. Here, IL6 is linked to malignant colon neoplasm.