To further investigate the heterogeneity of PPIH expression within the tumor microenvironment of HCC, we analyzed single-cell RNA sequencing (scRNA-seq) data from the GEO database (GSE166635). The gene discussed is PPIH; the disease is hepatocellular carcinoma.