Osteopontin (OPN) expressed by HCC cells not only has a positive association with PD-L1 expression in HCC, moreover, it facilitates alternative activation and chemotactic migration of TAMs via CSF1-CSF1R pathway in TAMs [36]. This evidence concerns the gene CSF1 and hepatocellular carcinoma.