The study found that age, stage IV, hyperlipidemia and hypothyroidism were significantly and independently related to the risk of CSVD, while also revealing a correlation between PLR、SII and elevated cystatin C levels with CSVD. The gene discussed is CST3; the disease is hyperlipidemia.