Next, many of the studies available focus on TRAF7’s roles in vascular development, inflammation, or tumor biology, with only limited work directly examining its function in neurovascular integrity, BBB regulation, or vascular cognitive impairment—all key hallmarks of cerebrovascular aging. Here, TRAF7 is linked to neoplasm.