By leveraging SHAP-based interpretations, PathX-CNN uncovered significant pathways, including MAPK signaling, calcium signaling, B cell receptor signaling, and JAK/STAT signaling, elucidating their roles in tumor progression in GBM. Here, SOAT1 is linked to glioblastoma.