SERPING1 and chronic obstructive pulmonary disease: In contrast, pQTLs for SERPING1 are negatively associated with COPD and positively associated with lung function; these associations are unaffected by horizontal pleiotropy or heterogeneity (Supplementary Fig. 4a, b).