CCL18 and diabetic kidney disease: To increase the reliability of the identification of these two hub genes, fat samples (abdominal subcutaneous fat, visceral fat) and kidney samples from 24 patients were prospectively collected in this study, and the expression of C1QC and CCL18 in the tissues of obese and diabetic nephropathy patients was verified by immunohistochemistry.