This study, through the integration of multi-omics data and cross-validation with machine learning algorithms, systematically elucidates the pivotal regulatory roles and diagnostic value of heat shock protein family members HSP90AA1, HSPA1B, and DNAJB1 in vascular dementia (VaD). The gene discussed is HSPA1B; the disease is vascular dementia.