Notably, it may be possible to delay kidney senescence, improve renal function, and mitigate chronic inflammation and oxidative stress that drive DN progression by depleting macrophage levels, reducing GDF-15 expression, and restoring Klotho levels. The gene discussed is KL; the disease is liver dysplastic nodule.