ArticleGenome medicine2022
Human liver single nucleus and single cell RNA sequencing identify a hepatocellular carcinoma-associated cell-type affecting survival.
Article in Genome medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 60 papers.
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60 citing papers in PubMed, 90 citations in OpenAlex.
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- Multiomics and multi-region spatial transcriptome analysis reveal cellular networks and pathways associated with HCC recurrence.JHEP reports : innovation in hepatology · 2026Article
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- FOXM1 influences DNA methylation to augment TACC3 alternative splicing directed by KAT2A in hepatocellular carcinoma.Clinical and molecular hepatology · 2026Article
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- Exploring single-cell and multi-omics technologies and their role in unraveling tumor heterogeneity of hepatocellular carcinoma.Journal of liver cancer · 2026Review
- Spatial multiomics reveals irreversible electroporation-induced immuno-metabolic characteristics of the inflammatory margin in liver cancer.Communications biology · 2026Article
- Gd-EOB-DTPA-Enhanced Magnetic Resonance Imaging for Predicting Immunotherapy Response in Hepatocellular Carcinoma: A Systematic Review and Meta-Analysis.Liver cancer · 2026Review
- Single-cell profiling reveals lineage-specific fibroblast stromal subtypes drive ECM remodeling and immune modulation in the hepatocellular carcinoma tumor microenvironment.Medical oncology (Northwood, London, England) · 2026Article
- Single cell and single nucleus RNA sequencing in liver tissues: applications and prospects in model and non-model organisms.Frontiers in genetics · 2026Review
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- Prediction of prognostic biomarkers for hepatocellular carcinoma and immune microenvironment infiltration based on single-cell sequencing and RNA-Seq integration.Discover oncology · 2025Article
- Comparative Transcriptomic Profiling of Corneal Compartments Using Single-Cell and Single-Nucleus Sequencing.Investigative ophthalmology & visual science · 2025Article
- Article
- Comprehensive transcriptomic analysis of hepatocellular Carcinoma: Uncovering shared and unique molecular signatures across diverse etiologies.Biochemistry and biophysics reports · 2025Article
- Cytoplasmic dynamics are overlooked in single nuclei RNA-seq but can be rescued by CytoRescue, a generative AI model to recover cytoplasm enriched gene.bioRxiv : the preprint server for biology · 2025Article
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9 authors at 1 institution in 1 country.
Funding
Abstract
backgroundHepatocellular carcinoma (HCC) is a common primary liver cancer with poor overall survival. We hypothesized that there are HCC-associated cell-types that impact patient survival.
methodsWe combined liver single nucleus (snRNA-seq), single cell (scRNA-seq), and bulk RNA-sequencing (RNA-seq) data to search for cell-type differences in HCC. To first identify cell-types in HCC, adjacent non-tumor tissue, and normal liver, we integrated single-cell level data from a healthy liver cohort (n = 9 non-HCC samples) collected in the Strasbourg University Hospital; an HCC cohort (n = 1 non-HCC, n = 14 HCC-tumor, and n = 14 adjacent non-tumor samples) collected in the Singapore General Hospital and National University; and another HCC cohort (n = 3 HCC-tumor and n = 3 adjacent non-tumor samples) collected in the Dumont-UCLA Liver Cancer Center. We then leveraged these single cell level data to decompose the cell-types in liver bulk RNA-seq data from HCC patients' tumor (n = 361) and adjacent non-tumor tissue (n = 49) from the Cancer Genome Atlas (TCGA) multi-center cohort. For replication, we decomposed 221 HCC and 209 adjacent non-tumor liver microarray samples from the Liver Cancer Institute (LCI) cohort collected by the Liver Cancer Institute and Zhongshan Hospital of Fudan University.
resultsWe discovered a tumor-associated proliferative cell-type, Prol (80.4% tumor cells), enriched for cell cycle and mitosis genes. In the liver bulk tissue from the TCGA cohort, the proportion of the Prol cell-type is significantly increased in HCC and associates with a worse overall survival. Independently from our decomposition analysis, we reciprocally show that Prol nuclei/cells significantly over-express both tumor-elevated and survival-decreasing genes obtained from the bulk tissue. Our replication analysis in the LCI cohort confirmed that an increased estimated proportion of the Prol cell-type in HCC is a significant marker for a shorter overall survival. Finally, we show that somatic mutations in the tumor suppressor genes TP53 and RB1 are linked to an increase of the Prol cell-type in HCC.
conclusionsBy integrating liver single cell, single nucleus, and bulk expression data from multiple cohorts we identified a proliferating cell-type (Prol) enriched in HCC tumors, associated with a decreased overall survival, and linked to TP53 and RB1 somatic mutations.
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