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Integrated genomic analyses identify oncogenic pathway interplay in hepatocarcinogenesis defining specific molecular subtypes
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  • Open access
  • Published: 19 May 2026

Integrated genomic analyses identify oncogenic pathway interplay in hepatocarcinogenesis defining specific molecular subtypes

  • Long Pan  ORCID: orcid.org/0000-0003-1550-82801,
  • Théo Z. Hirsch  ORCID: orcid.org/0000-0003-4428-29971,
  • Jing Fang2,
  • Agnieszka Seretny3,
  • Sandrine Imbeaud  ORCID: orcid.org/0000-0001-8439-67321,
  • Shuoshuo Jin1,
  • Olatunji Oluwole Gege  ORCID: orcid.org/0009-0003-0800-05073,
  • Sandra Rebouissou1,
  • Sabrina Sidali1,4,
  • Naïma Ammiche1,
  • Julien Calderaro5,6,7,
  • Giuliana Amaddeo8,
  • Jean-Frédéric Blanc9,
  • Brigitte Le Bail10,
  • Marianne Ziol  ORCID: orcid.org/0000-0001-5117-48421,11,
  • Séverine Celton-Morizur2,
  • Valérie Paradis  ORCID: orcid.org/0000-0003-3142-376212,
  • Josep M. Llovet  ORCID: orcid.org/0000-0003-0547-266713,14,15,
  • Darjus Felix Tschaharganeh3,
  • Jean-Charles Nault1,16,
  • Chantal Desdouets  ORCID: orcid.org/0000-0002-1955-89152,
  • Stefano Caruso1,5,6,7 &
  • …
  • Jessica Zucman-Rossi  ORCID: orcid.org/0000-0002-5687-03341,17 

Nature Communications (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Cancer genomics
  • Hepatocellular carcinoma

Abstract

Hepatocellular carcinoma (HCC) is a genomically diverse disease, and molecular classification is essential for understanding its biology and improving patient care. Here, integrative analyses of 529 HCC samples across genomic, transcriptomic, epigenomic, and proteomic layers identify nine robust molecular subtypes, validated in 807 external cases. Three common subtypes are defined by alterations in CTNNB1ex3/APC (25%), TP53 (21%), and AXIN1/IRF2 (11%), while four rare subtypes involve TP53+CTNNB1ex3 (6%), BAP1 (6%), CCNA2/E1 (6%), and HNF1A (1%). Two additional immune-related subtypes, UHot (17%) and UInterm (8%), have undetermined drivers. Using transcriptomic scores, we demonstrate that AXIN1 and TP53 mutations increase β-catenin activity and reduce p53 activity, whereas BAP1 loss functionally inactivates TP53. The rare TP53+CTNNB1ex3 subtype is highly aggressive, associated with poorer outcomes, exhibiting features of both CTNNB1ex3- and TP53-mutated HCC, with TP53 mutation occurring prior to CTNNB1 alteration. The refined molecular classification provides a clinically relevant framework for precision medicine in HCC.

Acknowledgements

We warmly thank the clinicians, surgeons, pathologists, hepatologists, and oncologists who contributed to the tissue collection and clinical annotations. We thank Eric Letouzé for his advice about mutational signatures and Barkha Gupta for the annotations of pathological features from several HE slides. FunGeST team (Functional Genomics of Solid Tumors) is supported by the Ligue Nationale contre le Cancer (Equipe Labellisée), Labex OncoImmunology (investissement d’avenir, France 2030), the SIRIC CARPEM (INCa), and THRIVE EU Horizon funding Mission Cancer (EU-HORIZON-MISS-2023-CAN-CER-01). L.P., J.F., and S.S.J. were supported by fellowships from China Scholarship Council. J.M.L. is supported by grants from the European Commission (Horizon Europe-Mission Cancer, THRIVE, Ref. 101136622), by an Accelerator Award from Cancer Research UK, Fondazione per la Ricerca sul Cancro (AIRC) and Fundación Científica de la Asociación Española Contra el Cáncer -FAECC (HUNTER, Ref. C9380/A26813), by the NIH (R01-CA273932-01, RO1DK56621 and RO1DK128289), the Samuel Waxman Cancer Research Foundation, by the Spanish National Health Institute (Project PID2022-139365OB-I00), funded by MICIU/AEI/10.13039/501100011033 and FEDER; by the Fundación Científica de la Asociación Española Contra el Cáncer - FAECC (Proyectos Generales: PRYGN223117LLOV); Fundación Científica de la Asociación Española Contra el Cáncer - FAECC- Reto AECC 70% Supervivencia (RETOS245779LLOV), the Generalitat de Catalunya (AGAUR, 2021-SGR 01347), AECC Excellence Program (EPAEC246711CLIN) and from “la Caixa” Foundation under agreement LCF/PR/SP23/52950009. We thank IntegraGen, Macrogen France, and the Next Generation Sequencing unit of the Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), for providing excellent sequencing services.

Author information

Authors and Affiliations

  1. Team « Functional Genomics of Solid Tumors », Cordeliers Research Center, Sorbonne Université, Inserm, Université Paris Cité, équipe Labellisée Ligue Contre le Cancer, Paris, France

    Long Pan, Théo Z. Hirsch, Sandrine Imbeaud, Shuoshuo Jin, Sandra Rebouissou, Sabrina Sidali, Naïma Ammiche, Marianne Ziol, Jean-Charles Nault, Stefano Caruso & Jessica Zucman-Rossi

  2. Team « Genomic Instability, Metabolism, Immunity and Liver Tumorigenesis », Cordeliers Research Center, Sorbonne Université, Inserm, Université Paris Cité, équipe Labellisée Ligue Contre le Cancer, Paris, France

    Jing Fang, Séverine Celton-Morizur & Chantal Desdouets

  3. Helmholtz-University Group Cell Plasticity and Epigenetic Remodeling, German Cancer Research Center (DKFZ) and Institute of Pathology University Hospital Heidelberg, Heidelberg, Germany

    Agnieszka Seretny, Olatunji Oluwole Gege & Darjus Felix Tschaharganeh

  4. Université Paris Cité, Service d’Hépatologie, DMU DIGEST, Hôpital Beaujon, APHP Nord, Clichy, France

    Sabrina Sidali

  5. Department of Pathology, Assistance Publique Hôpitaux de Paris, Groupe Hospitalier Henri Mondor, Créteil, France

    Julien Calderaro & Stefano Caruso

  6. Institut Mondor de Recherche Biomédicale, INSERM U955, Université Paris-Est Créteil, Créteil, France

    Julien Calderaro & Stefano Caruso

  7. MINT-HEP, Mondor Integrative Hepatology, Créteil, France

    Julien Calderaro & Stefano Caruso

  8. Department of Hepatology, Assistance Publique-Hôpitaux de Paris, Henri Mondor-Albert Chenevier University Hospital, Créteil, France

    Giuliana Amaddeo

  9. Oncology Digestive Unit, INSERM U1312, University Hospital of Bordeaux, Bordeaux, France

    Jean-Frédéric Blanc

  10. Department of Pathology, Hôpital Pellegrin, Bordeaux University Hospital, Bordeaux, France

    Brigitte Le Bail

  11. Service d’anatomie pathologique et Centre de Ressources Biologiques (BB-0033-00027), Hôpitaux Universitaires Paris-Seine-Saint-Denis, Assistance-Publique Hôpitaux de Paris et Unité de Formation et de Recherche Santé Médecine et Biologie Humaine, Université Paris Nord, Bobigny, France

    Marianne Ziol

  12. Department of pathology, Hôpital Beaujon, Assistance Publique-Hôpitaux de Paris, Clichy, France

    Valérie Paradis

  13. Mount Sinai Liver Cancer Program, Divisions of Liver Diseases, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA

    Josep M. Llovet

  14. Liver Cancer Translational Research Laboratory, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic, Universitat de Barcelona, Barcelona, Spain

    Josep M. Llovet

  15. Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain

    Josep M. Llovet

  16. Liver Unit, Avicenne Hospital, APHP, Bobigny, France

    Jean-Charles Nault

  17. Hôpital Européen Georges Pompidou, APHP, Paris, France

    Jessica Zucman-Rossi

Authors
  1. Long Pan
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  2. Théo Z. Hirsch
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  3. Jing Fang
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  23. Jessica Zucman-Rossi
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Corresponding author

Correspondence to Jessica Zucman-Rossi.

Ethics declarations

Competing interests

J.M.L. received research support from Genentech and Roche; consultancy or lecture fees from Eisai Inc., Merck, Roche, Genentech, AstraZeneca, Bayer Pharmaceuticals, AbbVie, Sanofi, Moderna, Glycotest, Exelixis, and Boehringer Ingelheim; and served on a Data Safety Monitoring Board for Bristol Myers Squibb. J.C.N. received grants from Ipsen and Bayer. The remaining authors declare no competing interests.

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Cite this article

Pan, L., Hirsch, T.Z., Fang, J. et al. Integrated genomic analyses identify oncogenic pathway interplay in hepatocarcinogenesis defining specific molecular subtypes. Nat Commun (2026). https://doi.org/10.1038/s41467-026-73212-y

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  • Received: 20 February 2025

  • Accepted: 05 May 2026

  • Published: 19 May 2026

  • DOI: https://doi.org/10.1038/s41467-026-73212-y

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