Notably, crystallin proteins (CRYBA1, CRYBB2, CRYGS, and CRYGC) showed excellent performance in discriminating between NPDR and PDR, suggesting their potential as biomarkers specific to PDR. The gene discussed is CRYBA1; the disease is non-proliferative diabetic retinopathy.