By integrating findings from univariable analysis, multivariable analysis, mediation analysis, and colocalization analysis, we concluded that cathepsin H is a significant risk factor for lung cancer, especially in individuals with a history of smoking, and no reverse causality for cathepsin H was found. The gene discussed is CTSH; the disease is lung cancer.