Ultimately, the best common diagnostic biomarkers for nephrolithiasis and hyperlipidemia were identified as 3 diagnostic genes (HSP90AB1, HSPA5 and STUB1) (Fig 8E). Here, STUB1 is linked to hyperlipidemia.