Some of the genes we found to be associated with BD and either BMI or T2D (CACNA1D, ITIH4, NCAN, CRY2 and POMC) were previously reported by a recent systematic review to be associated with cardiometabolic phenotypes and mood disorders (MDD and BD)26. Here, ITIH4 is linked to mood disorder.