Notably, one region on chromosome 2p24.1, in the proximity of two genes, Apolipoprotein (APOB) and kelch-like protein 29 (KLHL29), revealed the most extensive pleiotropy across multiple phenotypes, such as blood pressure, lipids, CKD and CAD. Here, APOB is linked to chronic kidney disease.