ArticleGut2019
Integrated multiomic analysis reveals comprehensive tumour heterogeneity and novel immunophenotypic classification in hepatocellular carcinomas.
Article in Gut, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 216 papers.
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Who cites it
216 citing papers in PubMed.
- Efficacy and safety of camrelizumab plus apatinib during the perioperative period in resectable hepatocellular carcinoma: a single-arm, open label, phase II clinical trial.Journal for immunotherapy of cancer · 2022Trial
- Single-cell immune signature for detecting early-stage HCC and early assessing anti-PD-1 immunotherapy efficacy.Journal for immunotherapy of cancer · 2022Trial
- Spatial Transcriptomics Analysis of Ewing Sarcoma.Methods in molecular biology (Clifton, N.J.) · 2027Article
- Toward a future role for liver biopsy in HCC: literature evidence and survey-based perspectives from Korean experts.Journal of liver cancer · 2026Article
- Article
- Identification and functional validation of SPON2 as a novel biomarker for the diagnosis and prognosis in hepatocellular carcinoma.Journal of gastrointestinal oncology · 2026Article
- From Theory to Practice: Which Biomarkers Are Ready for Predicting Response in Advanced HCC?Liver international : official journal of the International Association for the Study of the Liver · 2026Review
- Computational discovery and validation of 4'-O-methylochnaflavone as a novel HSP90AB1 inhibitor for hepatocellular carcinoma treatment.Molecular diversity · 2026Article
- N-Acetylneuraminate Pyruvate Lyase Promotes Cell Adaptation to Glucose Deprivation by Regulating Intracellular ATP Levels.Current issues in molecular biology · 2026Article
- Feedback Loop of DUXAP8/miR-214-3p/KLF13 Facilitates Hepatocellular Carcinoma Progression and Serves as an Indicator of Tumor Microenvironment via Impacting Piezo1.International journal of molecular sciences · 2026Article
- Integrated multi-omics analysis reveals comprehensive metabolism-driven tumor heterogeneity and immune microenvironment in hepatocellular carcinomas.Scientific reports · 2026Article
- Tumor-associated CD19Nature communications · 2026Article
- Characterising processing conditions that artifactually bias human brain tissue transcriptomes.Nature communications · 2026Article
- From Tumor to Tumor-Spleen: MRI Habitat Heterogeneity for Predicting Immunotherapy Outcome in Advanced Hepatocellular Carcinoma.Journal of hepatocellular carcinoma · 2026Article
- Integrated transcriptomics and metabolomics reveal the effects of chronic alcohol consumption on periodontitis in rats.Frontiers in immunology · 2026Article
- Putative Imprinting Control Regions with Aberrant Blood-Based DNA Methylation are Associated with Hepatocellular Carcinoma Risk.Journal of hepatocellular carcinoma · 2026Article
- Perioperative immunotherapy for hepatocellular carcinoma: adjuvant, neoadjuvant, and biomarker-guided strategies.Frontiers in medicine · 2026Review
- Ethnic genomic differences in esophageal squamous cell carcinoma: Whole-exome sequencing of Han and Kazakh populations in China.World journal of gastroenterology · 2025Article
- Suppression of pseudogene MT2P1 transcription induced by E2F7 inhibits hepatocellular carcinoma cell proliferation and facilitates apoptosis via preserving its parental gene.Cancer biology & therapy · 2025Article
- Prediction of Lung Cancer Metastasis Risk Based on Single-Cell Metabolic Profiling of Circulating Tumor Cells.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
156 more citing papers are in PubMed but not listed here.
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Authors and funding
25 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveHepatocellular carcinoma (HCC) is heterogeneous, especially in multifocal tumours, which decreases the efficacy of clinical treatments. Understanding tumour heterogeneity is critical when developing novel treatment strategies. However, a comprehensive investigation of tumour heterogeneity in HCC is lacking, and the available evidence regarding tumour heterogeneity has not led to improvements in clinical practice.
designWe harvested 42 samples from eight HCC patients and evaluated tumour heterogeneity using whole-exome sequencing, RNA sequencing, mass spectrometry-based proteomics and metabolomics, cytometry by time-of-flight, and single-cell analysis. Immunohistochemistry and quantitative polymerase chain reactions were performed to confirm the expression levels of genes. Three independent cohorts were further used to validate the findings.
resultsTumour heterogeneity is considerable with regard to the genomes, transcriptomes, proteomes, and metabolomes of lesions and tumours. The immune status of the HCC microenvironment was relatively less heterogenous. Targeting local immunity could be a suitable intervention with balanced precision and practicability. By clustering immune cells in the HCC microenvironment, we identified three distinctive HCC subtypes with immunocompetent, immunodeficient, and immunosuppressive features. We further revealed the specific metabolic features and cytokine/chemokine expression levels of the different subtypes. Determining the expression levels of CD45 and Foxp3 using immunohistochemistry facilitated the correct classification of HCC patients and the prediction of their prognosis.
conclusionThere is comprehensive intratumoral and intertumoral heterogeneity in all dimensions of HCC. Based on the results, we propose a novel immunophenotypic classification of HCCs that facilitates prognostic prediction and may support decision making with regard to the choice of therapy.
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