The inverse correlation between SIRT1 and albuminuria reported in this study reflects findings from human and experimental research that indicate an early drop in tubular SIRT1 prior to the onset of nephropathy, underscoring its essential function in preserving renal metabolic health. The gene discussed is SIRT1; the disease is Nephropathy.