The alleles FAM13A_rs1585258, ABCA13_rs4145714, and PTPRD_rs10959052 were inversely associated with COPD, and seven other genetic variants showed a positive association with COPD. Here, ABCA13 is linked to chronic obstructive pulmonary disease.