This study underscores the power of the 3DHFC-TRS algorithm in uncovering bioactive compounds from natural sources, such as thunder god vine, and highlights the therapeutic promise of PPARG and PTGS2 as novel obesity-related targets. The gene discussed is PTGS2; the disease is obesity due to melanocortin 4 receptor deficiency.