Multiple large-cohort genome-wide association studies to understand the link between loci associated with lung function impairment and COPD found many polymorphisms near the Hedgehog Interacting Protein (HHIP) gene [134,135,136,137] that encodes a physiological inhibitor of SHH [138]. Here, HHIP is linked to chronic obstructive pulmonary disease.