Interestingly, we found a negative effect of age (β = -0.14) on Adenocarcinoma in smokers, which signifies rs1048943 (CYP1A1) to confer risk of developing lung adenocarcinoma in young male smokers. This evidence concerns the gene CYP1A1 and adenocarcinoma.