We identified six genes (FAM13A, GPRIN3, HYKK, PSMA4, EGLN2, and RAB4B) in three known COPD-susceptibility loci for which their genetic component of gene expression in blood or in lung tissue is associated with severe COPD. Here, GPRIN3 is linked to chronic obstructive pulmonary disease.