The underlying causes of these insulin abnormalities may encompass factors such as uremic toxins stemming from protein catabolism, vitamin D deficiency, metabolic acidosis, anemia, inadequate physical fitness, and cachexia [15]. This evidence concerns the gene INS and anemia.