ADIPOQ and chronic kidney disease: Given these conflicting findings and the limited scope of previous analyses, we conducted a comprehensive systematic review and meta-analysis to evaluate the association between circulating adiponectin levels and all-cause mortality in CKD patients, examining both overall effects and various subgroup analyses