Third, we mitigate the possible skewed association between cholecystectomy and prostate cancer due to surveillance bias by controlling for age, gender, occupation, urbanization level, comorbidities, test of elevated prostate specific antigen, and reimbursement claims for screening of prostate cancer due to family history. The gene discussed is KLK3; the disease is prostate carcinoma.