In this study, we describe the development of AI-HOPE-JAK-STAT, demonstrate its analytical performance by replicating known trends in CRC cohorts, and explore its application in identifying clinically relevant patterns in EOCRC across population groups. Here, SOAT1 is linked to colorectal carcinoma.