The results showed that the observed hazardous effect of DPP4i on the risk of primary composite DR outcome was particularly obvious in the following population: females, younger patients, patients with relatively shorter diabetes duration, and those without taking insulin (All p-values for interaction <0.05; Figure 3A). The gene discussed is INS; the disease is diabetes mellitus.