TNF and Stroke: The DEGs were also related to signaling pathways such as the TNF signaling pathway that contributes to neuroinflammatory injury in ICH (26–28), and are associated with diseases such as Type I diabetes mellitus, which is closely linked with the increased risk of cardiovascular events, including stroke (29).