Nine variables were identified by LASSO regression, including pre-treatment Crohn's disease activity index (CDAI), disease duration, smoking history, disease site, disease behavior, perianal lesions, hemoglobin (Hb), erythrocyte sedimentation rate (ESR), and type of biologic. Here, GSTM1 is linked to Crohn disease.