PPARG and obesity due to melanocortin 4 receptor deficiency: Moderate polyphenol intake can reduce adipogenesis, promote fatty acid oxidation, and increase energy expenditure by activating pathways such as AMPK/SIRT1 and inhibiting PPARγ, thereby exerting anti-obesity effects.