This striking burden reflects the convergence of multiple CKD-related pathophysiological drivers that include systemic inflammation, insulin resistance, uremic toxin accumulation, metabolic acidosis, hormonal imbalances, and protein–energy wasting [3,8]. Here, INS is linked to chronic kidney disease.