By comparing downregulated and macrophage-associated gene clusters in post-BS NASH liver with the upregulated gene cluster in NASH-HCC liver samples, 7 genes were screened out, among which SPP1 was ultimately identified with significant relevance of progression and prognosis in HCC patients. Here, SPP1 is linked to hepatocellular carcinoma.