Co-localisation analysis applied to both marginal and conditionally independent associations for type 2 diabetes and BMI in the GLP1R locus did not support shared causal variants across these traits (posterior probability of shared causal variants across models: 0.22–0.49%) (Figs 6, 7 and ESM Table 6). Here, GLP1R is linked to type 2 diabetes mellitus.