LGALS3 and neoplasm: 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.