Factors that contribute to this issue during the advancement of CKD include inflammation, acidosis, malnutrition, issues with insulin signaling, lowered levels of sex or growth hormones, excessive angiotensin II, and the buildup of uremic toxins [20, 21]. The gene discussed is INS; the disease is chronic kidney disease.