We discovered a significant three-way interaction among ABCA4_rs17110929, MMP2-AS1_rs2576531, and FOXP1_rs557869288 that substantially increases diabetic retinopathy susceptibility through complementary mechanisms, affecting retinal homeostasis. Here, MMP2 is linked to diabetic retinopathy.