Inflammatory cytokines like IL-1β, IL-6, and TNF-α are elevated following SAH, driving endothelial dysfunction and blood-brain barrier breakdown, which can worsen brain injury8,19. This evidence concerns the gene TNF and endothelial dysfunction.