PRKAA1 and Obesity: <i>Conclusions:</i> These findings suggest that irisin may mediate the renoprotective effects of exercise through the AMPK-PGC-1α pathway, highlighting swimming as a beneficial non-pharmacological intervention and supporting a potential adjunct role for irisin in managing obesity-related CKD.