Finally, we developed a support vector machine (SVM) classifier using multi-omics signatures to identify patients with significant prognostic differences and different responses to immunotherapy in HCC, and preliminarily demonstrated that the expression of MMP9 could predict the immune characteristics of HCC. This evidence concerns the gene MMP9 and hepatocellular carcinoma.