Of seven genes for lung adenocarcinoma, our results further showed that smoking increased the expression of three genes, AHRR, GPR15, and HDGF, and decreased the expression of two genes, CAPN8, and RPS6KA1. These smoking-altered gene expressions were consequently associated with increased smoking-related mutational signature. The gene discussed is CAPN8; the disease is lung adenocarcinoma.