Important predictors in the final model included smoking, symptoms (diarrhea, rectal bleeding, change in bowel habit, and mucus per rectum), extraintestinal manifestations (dermatological, ophthalmic, and primary sclerosing cholangitis), coexisting conditions (IBS and hemorrhoids), family history of IBD, appendicectomy, loperamide prescription, anemia (low Hb, MCV, and ferritin), low albumin, and raised inflammatory markers (CRP, ESR, and platelets). Here, GSTM1 is linked to irritable bowel syndrome.