have pinpointed six significant genes (CD44, CDC42, TIMP1, BMP7, RHOC, FLT1) as crucial for diabetic retinopathy through advanced bioinformatics analysis coupled with in vivo validation. This evidence concerns the gene TIMP1 and diabetic retinopathy.