Given the substantial number of lung cancer patients with a history of smoking, and the influence of smoking behavior on lung cancer development, we conducted an in-depth analysis of the causal association between various cathepsins and lung cancer risk stratified by smoking behavior (ever and never smoking). The gene discussed is CTSS; the disease is lung cancer.