In this context, we can conclude that our study has identified O. tenuiflorum compounds (1S-α-pinene, β-pinene, and dehydro-p-cymene) as the potential novel inhibitors for DPP4, highlighting the pharmacological significance of O. tenuiflorum against diabetes mellitus. The gene discussed is DPP4; the disease is diabetes mellitus.