In the context of DPP4 inhibition and diabetes research, QSAR models provide insight into the structural requirements for inhibitory potency and selectivity, supporting the discovery of novel antidiabetic agents [47,48,49,50,51]. The gene discussed is DPP4; the disease is diabetes mellitus.