TThese findings highlight the potential of cycloartenol and sitogluside as promising PPARG ligands, contributing to the anti-obesity effects of Nelumbo nucifera leaf bioactive compounds. The gene discussed is PPARG; the disease is obesity due to melanocortin 4 receptor deficiency.