BCKDHA and heart failure: Among them, colocalization, gene expression profiling as well as Mendelian randomization provided convergent evidence for the roles of BCKDHA and circulating branched-chain amino acids in heart failure and cardiac structure, providing additional genetic evidence that BCKDHA plays a critical role in human heart failure development.