Metabolic associations with genes known to associate with bladder cancer (BLCAP), ovarian cancer (OCIAD1), and infertility caused by azoospermia (DAZAP1) could highlight the importance of integrating both methylation and metabolomics for assessing T2D complications. Here, OCIAD1 is linked to type 2 diabetes mellitus.