Additionally, the upregulation of chemokines and cytokines like Ccl7 and Ccl12 in microglia, Ccl4 and Cdkn1a in astrocytes, and Ccl4 in ependymal cells underscores the molecular mechanisms driving inflammation post-stroke (Zheng et al., 2022). Here, CCL4 is linked to Stroke.