HHIP and chronic obstructive pulmonary disease: In the previously mentioned Rotterdam study, SNPs in HHIP were more associated with COPD in the subgroup of heavy smoker, and genetic variation near the HHIP gene was significantly associated with risk of COPD depending on the quantity of pack-years of smoking.