This bioinformatics analysis identified four disulfidptosis-related genes (CXCL6, CD48, C1QB, and COL6A3) with high diagnostic value and their expression may be closely related to the declined renal function in diabetic nephropathy. This evidence concerns the gene COL6A3 and diabetic kidney disease.