Our results showed three additional genes, CAPN8, HDGF and RPS6KA1, may be involved in smoking-related mutational signature, mediated by gene expression altered by tobacco smoking in lung adenocarcinoma. Here, CAPN8 is linked to lung adenocarcinoma.