From hepatitis to cirrhosis, the CCL signaling network and related ligand-receptor interactions, including CCL5-CCR5 and CCL5-CCR1, presented the highest communication probability in macrophage-naïve CD4 + T cell interaction (Fig. 3C and F). Here, CCL5 is linked to Hepatitis.