Consistent with our findings, Ye etc. found that circulating VEGF-B level was positively correlated with HDL-C and negatively correlated with eGFR in patients with non-alcoholic fatty liver disease (19). The gene discussed is VEGFB; the disease is metabolic dysfunction-associated steatotic liver disease.