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. Here, CD44 is linked to diabetic retinopathy.