In addition, GSVA results revealed that cluster 1 with higher expression of LAMP2 and MDM4, was enriched in lipid metabolism, amino acid metabolism, bile acid metabolism, and else, which can affect the risk of nephrolithiasis [43]. Here, LAMP2 is linked to nephrolithiasis.