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Grant support

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) .

Anàlisi d'autories institucional

Gris-Oliver, AlbertAutor o coautorMesropian, AgavniAutor o coautorLlovet, Josep MAutor (correspondència)

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8 dejuliol de 2025
Publicacions
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Article
No

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

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

Autors: 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

Afiliacions

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

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/).

Paraules clau

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

Indicis de qualitat

Impacte bibliomètric. Anàlisi de la contribució i canal de difusió

El treball ha estat publicat a la revista Journal Of Hepatology a causa de la seva progressió i el bon impacte que ha aconseguit en els últims anys, segons l'agència WoS (JCR), s'ha convertit en una referència en el seu camp. A l'any de publicació del treball, 2025, es trobava a la posició 3/147, aconseguint així situar-se com a revista Q1 (Primer Cuartil), en la categoria Gastroenterology & Hepatology. Destacable, igualment, el fet que la revista està posicionada per sobre del Percentil 90.

Independentment de l'impacte esperat determinat pel canal de difusió, és important destacar l'impacte real observat de la pròpia aportació.

Segons les diferents agències d'indexació, el nombre de citacions acumulades per aquesta publicació fins a la data 2025-08-13:

  • WoS: 3

Impacte i visibilitat social

Des de la dimensió d'influència o adopció social, i prenent com a base les mètriques associades a les mencions i interaccions proporcionades per agències especialitzades en el càlcul de les denominades "Mètriques Alternatives o Socials", podem destacar a data 2025-08-13:

  • L'ús, des de l'àmbit acadèmic evidenciat per l'indicador de l'agència Altmetric referit com a agregacions realitzades pel gestor bibliogràfic personal Mendeley, ens dona un total de: 35.
  • L'ús d'aquesta aportació en marcadors, bifurcacions de codi, afegits a llistes de favorits per a una lectura recurrent, així com visualitzacions generals, indica que algú està fent servir la publicació com a base del seu treball actual. Això pot ser un indicador destacat de futures cites més formals i acadèmiques. Aquesta afirmació està avalada pel resultat de l'indicador "Capture", que aporta un total de: 34 (PlumX).

Amb una intenció més de divulgació i orientada a audiències més generals, podem observar altres puntuacions més globals com:

  • El Puntuació total de Altmetric: 11.35.
  • El nombre de mencions a la xarxa social X (abans Twitter): 17 (Altmetric).

Anàlisi del lideratge dels autors institucionals

Aquest treball s'ha realitzat amb col·laboració internacional, concretament amb investigadors de: Belgium; France; Germany; Italy; Switzerland; United Kingdom; United States of America.

Hi ha un lideratge significatiu, ja que alguns dels autors pertanyents a la institució apareixen com a primer o últim signant, es pot apreciar en el detall: Últim Autor (Llovet Bayer, Josep M.).

l'autor responsable d'establir les tasques de correspondència ha estat Llovet Bayer, Josep M..