DNAJB1 and vascular dementia: 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).