Several studies on omega-3 polyunsaturated FA supplementation report beneficial effects on urinary albumin excretion and kidney function in patients with and without diabetes [47,48,49,50], possibly by decreasing inflammation and endothelial dysfunction, as well as reducing hypertension and dyslipidemia [51]. The gene discussed is ALB; the disease is endothelial dysfunction.