Additionally, disruptions in lipid metabolism are closely associated with diabetic complications, as studies have shown that Cer (d18:0/22:0) and Cer (d18:0/24:0) are independent risk factors for the occurrence of diabetic retinopathy in T2DM patients (He et al., 2024). Here, CBLN1 is linked to diabetic retinopathy.