This study collected and integrated liver single‐cell transcriptome sequencing data at different stages of NAFLD‐related HCC progression to construct a single‐cell transcriptome atlas of NAFLD‐related HCC disease progression, revealing a transitional CYP7A1 + hepatocytes in the precancerous state. Here, CYP7A1 is linked to metabolic dysfunction-associated steatotic liver disease.