Indeed, in CKB observational analyses, levels of adiponectin were inversely associated with risk of diabetes before multiple testing correction, consistent with previous literature.31 In genetic analyses, however, we did not found the causal roles of these few known proteins in aetiology of T2D, possibly due to limited study power. Here, ADIPOQ is linked to type 2 diabetes mellitus.