This review systematically evaluates 181 bioactive compounds isolated from 66 marine fungal strains for their inhibitory activities against key diabetes-related enzymes, including α-glucosidase, protein tyrosine phosphatase 1B (PTP1B), dipeptidyl peptidase-4 (DPP-4), glycogen synthase kinase-3β (GSK-3β), and fatty acid-binding protein 4 (FABP4). The gene discussed is DPP4; the disease is diabetes mellitus.