Biologically, the contribution of other risk factors beyond smoking is fully supported by the findings of the differing APOBEC B3 mutation signature (Cytidine deaminase driven signature) that predominates in bladder cancer [39], while lung cancer is more typically characterized by the transversion mutation type [40]. The gene discussed is CDA; the disease is lung carcinoma.