A landmark study conducted in 109 patients receiving hemodialysis (HD) showed, for the first time, strong evidence that SAF is an independent risk factor for all-cause mortality in CKD [41,53], along with previous cardiovascular disease (CVD), serum albumin, and C-reactive protein (CRP). The gene discussed is ALB; the disease is chronic kidney disease.