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SC was supported by a strategic basic research fellowship from Research Foundation- Flanders (FWO; 1S95221N) and a post-doctoral fellowship from the Belgian American Educational Foundation (BAEF) . MPG was supported by a pre doctoral grant from the Spanish National Health Institute (MICINN, PRE2020-094716) and a mobility grant from "Fundacio Universitaria Agusti Pedro Pons". REF was supported by a predoctoral grant from the Spanish National Health Institute (MCINN; BES-2017-081286) and a mobility grant from "Fundacio Universitaria Agusti Pedro i Pons". UB was supported by the EILF-EASL Juan Rodes PhD Studentship from the European Association for the Study of the Liver (EASL) and the EASL International Liver Foundation (EILF) . RP is supported by the Fundacio de Recerca Clinic Barcelona-IDIBAPS and by a grant from the Spanish National Health Institute (MICINN, PID2022-139365OB-I00, funded by MICIU/AEI/10.13039/501100011033 and FEDER) . JAF was supported by a doctoral training grant from the University of Barcelona (PREDOCS-UB 2020) and by the "Societat Catalana de Digestologia" mobility grant. JP was supported by a PERIS ICT-Suport grant from the "Departament de Salut de la Generalitat de Catalunya" (SLT017/20/000206) . AM was supported by the Generalitat de Catalunya with FI-SDUR fellowship (2021 FISDU 00338) from AGAUR. JHP was supported by the predoctoral grant "Ayudas para la Formacion de Profesorado Universitario (FPU) " (FPU21/03361) and a mobility grant from "Fundacio Universitaria Agusti Pedro Pons". MZ was funded by the Deutsche Forschungsgemeinschaft (DFG, Germand Research Foundation; 531006414) . AD is supported by the National Institute for Health Research (NIHR) Imperial BRC, by grant funding from the European Association for the Study of the Liver (2021 Andrew Burroughs Fellowship) and from Cancer Research UK (RCCPDB-Nov21/100008) . HLR supported by Cancer Research UK (CRUK) programme grant C18342/A23390, Accelerator award C9380/A26813, the CRUK Newcastle Centre CTRQQR-2021y100003; the NIHR Newcastle Biomedical Research Centre awarded to the Newcastle upon Tyne Hospitals NHS Foundation Trust and Newcastle University (grant ref: 570556) and the European Commission (Horizon Europe-Mission Cancer, THRIVE, Ref. 101136622) .RM acknowledges the support from ISCIII (PI21/01619 research project and Juan Rodes contract) , SEOM (research project) , TTD (research project) and Fundacion MERCK Salud (research project) . SG was partially supported by NIH grants CA224319, DK124165, CA234212, and CA196521. DJP is supported by grant funding from the Wellcome Trust Strategic Fund (PS3416) , the Associazione Italiana per la Ricerca sul Cancro (AIRC MFAG 25697) and acknowledges grant support from the Cancer Treatment and Research Trust (CTRT) , the Foundation for Liver Research and infrastructural support by the Imperial Experimental Cancer Medicine Centre and the NIHR Imperial Biomedical Research Centre. The views expressed are those of the authors and not necessarily those of the NHS, the NIHR, or the Department of Health and Social Care. DL was supported by an ERC Advanced Grant (101055422) and a KU Leuven Internal Fund (C14/18/092) . JML is supported by grants from European Commission (Horizon Europe-Mission Cancer, THRIVE, Ref. 101136622) , the NIH (R01-CA273932-01, R01DK56621 and R01DK128289) ; Samuel Waxman Cancer Research Foundation; the Spanish National Health Institute (MICINN, PID2022-139365OB-I00, funded by MICIU/AEI/10. 13039/501100011033 and FEDER) ; Cancer Research UK (CRUK) , Fondazione AIRC per la Ricerca sul Cancro and Fundacion Cientifica de la Asociacion Espanola Contra el Cancer (FAECC) (Accelerator Award, HUNTER, Ref. C9380/A26813) ; "la Caixa" Foundation under agreement LCF/PR/SP23/52950009; Fundacion Cientifica de la Asociacion Espanola Contra el Cancer (FAECC; Proyectos Generales, Ref. PRYGN223117LLOV; Reto AECC 70% Supervivencia: Ref. RETOS245779LLOV; and Programa de Excelencia, EPAEC246711CLIN) and the Generalitat de Catalunya/AGAUR (2021 SGR 01347) .

Analysis of institutional authors

Gris-Oliver, AlbertAuthorMesropian, AgavniAuthorLlovet, Josep MCorresponding Author

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July 8, 2025
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Single-cell RNA sequencing-derived signatures define response patterns to atezolizumab plus bevacizumab in advanced hepatocellular carcinoma

Publicated to:Journal Of Hepatology. 82 (6): - 2025-06-01 82(6), DOI: 10.1016/j.jhep.2024.12.016

Authors: Cappuyns, Sarah; Pique-Gili, Marta; Esteban-Fabro, Roger; Philips, Gino; Balaseviciute, Ugne; Pinyol, Roser; Gris-Oliver, Albert; Vandecaveye, Vincent; Abril-Fornaguera, Jordi; Montironi, Carla; Bassaganyas, Laia; Peix, Judit; Zeitlhoefler, Marcus; Mesropian, Agavni; Huguet-Pradell, Julia; Haber, Philipp K; Figueiredo, Igor; Ioannou, Giorgio; Gonzalez-Kozlova, Edgar; D'Alessio, Antonio; Mohr, Raphael; Meyer, Tim; Lachenmayer, Anja; Marquardt, Jens U; Reeves, Helen L; Edeline, Julien; Finkelmeier, Fabian; Trojan, Joerg; Galle, Peter R; Foerster, Friedrich; Minguez, Beatriz; Montal, Robert; Gnjatic, Sacha; Pinato, David J; Heikenwalder, Mathias; Verslype, Chris; Van Cutsem, Eric; Lambrechts, Diether; Villanueva, Augusto; Dekervel, Jeroen; Llovet, Josep M

Affiliations

Charite Univ Med Berlin, Dept Hepatol & Gastroenterol, Campus Virchow Klinikum CVK & Campus Charite Mitte, Berlin, Germany - Author
Charite Univ Med Berlin, Dept Surg, Campus Charite Mitte & Campus Virchow Klinikum, D-13353 Berlin, Germany - Author
Ctr Eugene Marquis, Dept Med Oncol, Rennes, France - Author
German Canc Res Ctr, Div Chron Inflammat & Canc, Heidelberg, Germany - Author
Hosp Clin Barcelona, Pathol Dept & Mol Biol Core, Barcelona, Spain - Author
Hosp Univ Vall dHebron, Liver Unit, Vall dHebron Barcelona Hosp Campus, Barcelona, Spain - Author
Icahn Sch Med Mt Sinai, Dept Immunol & Immunotherapy, New York, NY USA - Author
Icahn Sch Med Mt Sinai, Mt Sinai Liver Canc Program, Div Liver Dis, Tisch Canc Inst, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Tisch Canc Inst, Mt Sinai Liver Canc Program, Div Liver Dis,Dept Hematol Oncol,Dept Med, New York, NY USA - Author
Imperial Coll London, Hammersmith Hosp, Dept Surg & Canc, London, England - Author
Inst Catalana Recerca & Estudis Avancats ICREA, Barcelona 08010, Catalonia, Spain - Author
Johannes Gutenberg Univ Mainz, Univ Med Ctr, Dept Med 1, Mainz, Germany - Author
Katholieke Univ Leuven, Dept Human Genet, Lab Translat Genet, Leuven, Belgium - Author
Katholieke Univ Leuven, Dept Imaging & Pathol, Lab Translat MRI, Leuven, Belgium - Author
Katholieke Univ Leuven, Dept Oncol, Lab Clin Digest Oncol, Leuven, Belgium - Author
Newcastle Univ, Med Sch, Ctr Canc, Framlington Pl, Newcastle Upon Tyne NE2 4HH, England - Author
Newcastle Univ, Translat & Clin Res Inst, Framlington Pl, Newcastle Upon Tyne NE2 4HH, England - Author
Newcastle upon Tyne NHS Fdn Trust, Freeman Hosp, Hepatopancreatobiliary Multidisciplinary Team, Newcastle Upon Tyne, England - Author
Recerca translacional en oncologia hepàtica. Institut d'Investigacions Biomèdiques August Pi i Sunyer - Author
UCL, Royal Free Hosp, UCL Canc Inst, Res Dept Oncol, London, England - Author
Univ Autonoma Barcelona, CIBERehd, Barcelona, Spain - Author
Univ Barcelona, Hosp Clin, Inst Invest Biomed August Pi i Sunyer IDIBAPS, Liver Canc Translat Res Grp, Barcelona, Catalonia, Spain - Author
Univ Bern, Bern Univ Hosp, Dept Visceral Surg & Med, Inselspital, Bern, Switzerland - Author
Univ Hosp Leuven, Dept Gastroenterol, Digest Oncol, Leuven, Belgium - Author
Univ Hosp Leuven, Radiol Dept, Leuven, Belgium - Author
Univ Liver & Canc Ctr, Dept Gastroenterol, Frankfurt, Germany - Author
Univ Lleida UdL, Hosp Univ Arnau de Vilanova, Dept Med Oncol, Canc Biomarkers Res Grp,IRBLleida, Catalonia, Spain - Author
Univ Med Ctr Schleswig Holstein, Dept Med 1, Campus Lubeck, Lubeck, Germany - Author
Univ Montpellier, Inst Genom Fonct, CNRS, INSERM, Montpellier, France - Author
Univ Piemonte Orientale, Dept Translat Med, Novara, Italy - Author
UZ KU Leuven, Dept Gastroenterol & Hepatol, Digest Oncol, Leuven, Belgium - Author
Vall dHebron Barcelona Hosp Campus, Vall dHebron Inst Recerca VHIR, Liver Dis Res Grp, Barcelona, Spain - Author
Vib Ctr Canc Biol, Leuven, Belgium - Author
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Abstract

Background & Aims: The combination of atezolizumab and bevacizumab (atezo+bev) is the current standard of care for advanced hepatocellular carcinoma (HCC), providing a median overall survival (OS) of 19.2 months. Here, we aim to uncover the underlying cellular processes driving clinical benefit vs. resistance to atezo+bev. Methods: We harnessed the power of single-cell RNA sequencing in advanced HCC to derive gene expression signatures recapitulating 21 cell phenotypes. These signatures were applied to 422 RNA-sequencing samples of patients with advanced HCC treated with atezo+bev (n = 317) vs. atezolizumab (n = 47) or sorafenib (n = 58) as comparators. Results: We unveiled two distinct patterns of response to atezo+bev. First, an immune-mediated response characterised by the combined presence of CD8+ T effector cells and pro-inflammatory CXCL10+ macrophages, representing an immune-rich microenvironment. Second, a non-immune, angiogenesis-related response distinguishable by a reduced expression of the VEGF co-receptor neuropilin-1 (NRP1), a biomarker that specifically predicts improved OS upon atezo+bev vs. sorafenib (p = 0.039). Primary resistance was associated with an enrichment of immunosuppressive myeloid populations, namely CD14+ monocytes and TREM2+ macrophages, and Notch pathway activation. Based on these mechanistic insights we define "Immune-competent" and "Angiogenesis-driven" molecular subgroups, each associated with a significantly longer OS with atezo+bev vs. sorafenib (p of interaction = 0.027), and a "Resistant" subset. Conclusion: Our study unveils two distinct molecular subsets of clinical benefit to atezolizumab plus bevacizumab in advanced HCC ("Immune-competent" and "Angiogenesis-driven") as well as the main traits of primary resistance to this therapy, thus providing a molecular framework to stratify patients based on clinical outcome and guiding potential strategies to overcome resistance. (c) 2024 The Author(s). Published by Elsevier B.V. on behalf of European Association for the Study of the Liver. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

Keywords

Advanced hepatocellular carcinomaAtezolizumab and bevacizumabBiomarkeBiomarkers of responseCancerClinical-responseImmunotherapyMulticenterOpen-labelPrimary resistancPrimary resistanceSingle-cell rna-sequencingTherapy

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Journal Of Hepatology due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2025, it was in position 3/147, thus managing to position itself as a Q1 (Primer Cuartil), in the category Gastroenterology & Hepatology. Notably, the journal is positioned above the 90th percentile.

Independientemente del impacto esperado determinado por el canal de difusión, es importante destacar el impacto real observado de la propia aportación.

Según las diferentes agencias de indexación, el número de citas acumuladas por esta publicación hasta la fecha 2025-08-11:

  • WoS: 3

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-08-11:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 35.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 34 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 11.35.
  • The number of mentions on the social network X (formerly Twitter): 17 (Altmetric).

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Belgium; France; Germany; Italy; Switzerland; United Kingdom; United States of America.

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: Last Author (Llovet Bayer, Josep M.).

the author responsible for correspondence tasks has been Llovet Bayer, Josep M..