This study integrated HCC scRNA-seq and RNA-seq data and developed a tumor classification signature (MPCD index) based on extensive bioinformatics analysis and machine learning algorithms, and found four prognostic genes for HCC, S100A9, FYN, LGALS3, and HMOX1. Here, LGALS3 is linked to hepatocellular carcinoma.