Obesity and related metabolic syndromes pose a growing global health challenge, increasingly linked to severe complications including cardiovascular disease, type 2 diabetes, and non-alcoholic fatty liver disease. High-fat diet (HFD) serves as a key environmental driver of obesity, disrupting gut...