Some researchers believe that VaD may be linked to systemic autoimmune diseases, and through bioinformatics and ML methods, genes such as C1QA, CD163, LY96, and MS4A4A have been identified as potential biomarkers for the link between VaD and systemic lupus erythematosus [149]. Here, MS4A4A is linked to systemic lupus erythematosus.