Furthermore, machine learning was carried out to construct a diagnostic nomogram model for CAVD prediction on the basis of the hub genes (SLPI and MMP9) that were discovered in CKD-related pathogenic genes. This evidence concerns the gene MMP9 and chronic kidney disease.