Additionally, although beta-sitosterol, α-amyrin, and phyllanthin were found not to interact with AKT1 and PPARG genes, they still showed potential for reducing the risk of obesity and warrant further exploration. This evidence concerns the gene AKT1 and obesity due to melanocortin 4 receptor deficiency.