In addition, we uncover a direct mechanistic link between TMAO and renal fibrosis in conjunction with existing co-morbidities (known to elevate TGF-β1 signaling) such as hypertension and T2D. The gene discussed is TGFB1; the disease is type 2 diabetes mellitus.