TNF and Stroke: Second, although the TNF-α/IL-6/IL-10 triad is central to stroke inflammation, additional mediators such as interferon-γ, MCP-1, and most notably, the critical driver IL-1β, along with cellular actors like microglia subtypes and peripheral leukocytes, are not explicitly modeled.