This study integrates multi-omics data and machine learning to elucidate the immune-neurovascular regulatory roles of HSP90AA1, HSPA1B, and DNAJB1 in vascular dementia (VaD), supporting the core hypothesis that protein homeostasis imbalance drives VaD-related neuroinflammation. This evidence concerns the gene DNAJB1 and vascular dementia.