CKM and chronic kidney disease: Given the interactions among metabolic risk factors, CKD, and the cardiovascular system, coupled with the high prevalence of poor CKM health, exploring the relationship between AIP and CVD in the framework of CKM syndrome is deemed crucial (9, 26).