We found that two genetic variants, CAPN1 rs17583C>T and LINC00959 rs4751162A>G, in the histone modification regions were associated with the survival outcomes of patients with lung adenocarcinoma who underwent curative surgery. Here, CAPN1 is linked to lung adenocarcinoma.