KEGG pathway analysis showed that the pathogenic genes in CKD-related CAVD were strongly associated with “cytokine-cytokine receptor interaction”, “PI3K-Akt signaling pathway” and “NF-Kappa B signaling pathway” (Fig. 5F). Here, AKT1 is linked to chronic kidney disease.