AF showed a nominal, exploratory association consistent with BMI lowering and driven by a single cis-BMI variant.<h4>Conclusions</h4>This study provides genetic support for a protective association between GLP1R activation and HF, particularly ni-HFpEF, with effects beyond glycaemia. Here, GLP1R is linked to hydrops fetalis.