R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation

Background & Aims: Patients with hepatocellular carcinoma (HCC) are selected for liver transplantation (LT) based on pre-LT imaging ± alpha-foetoprotein (AFP) level, but discrepancies between pre-LT tumour assessment and explant are frequent. Our aim was to design an explant-based recurrence...

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Main Authors: Charlotte Costentin, Federico Piñero, Helena Degroote, Andrea Notarpaolo, Ilka F. Boin, Karim Boudjema, Cinzia Baccaro, Luis G. Podestá, Philippe Bachellier, Giuseppe Maria Ettorre, Jaime Poniachik, Fabrice Muscari, Fabrizio Dibenedetto, Sergio Hoyos Duque, Ephrem Salame, Umberto Cillo, Sebastian Marciano, Claire Vanlemmens, Stefano Fagiuoli, Patrizia Burra, Hans Van Vlierberghe, Daniel Cherqui, Quirino Lai, Marcelo Silva, Fernando Rubinstein, Christophe Duvoux, Filomena Conti, Olivier Scatton, Pierre Henri Bernard, Claire Francoz, Francois Durand, Sébastien Dharancy, Marie-lorraine Woehl, Alexis Laurent, Sylvie Radenne, Jérôme Dumortier, Armand Abergel, Louise Barbier, Pauline Houssel-Debry, Georges Philippe Pageaux, Laurence Chiche, Victor Deledinghen, Jean Hardwigsen, J. Gugenheim, M. Altieri, Marie Noelle Hilleret, Thomas Decaens, Aline Chagas, Paulo Costa, Elaine Cristina de Ataide, Emilio Quiñones, Sebastián Marciano, Margarita Anders, Adriana Varón, Alina Zerega, Alejandro Soza, Martín Padilla Machaca, Diego Arufe, Josemaría Menéndez, Rodrigo Zapata, Mario Vilatoba, Linda Muñoz, Ricardo Chong Menéndez, Martín Maraschio, Lucas McCormack, Juan Mattera, Adrian Gadano, Ilka S.F. Fatima Boin, Jose Huygens Parente García, Flair Carrilho, Giulia Magini, Lucia Miglioresi, Martina Gambato, Fabrizio Di Benedetto, Cecilia D’Ambrosio, Alessandro Vitale, Michele Colledan, Domenico Pinelli, Paolo Magistri, Giovanni Vennarecci, Marco Colasanti, Valerio Giannelli, Adriano Pellicelli, Cizia Baccaro, Callebout Eduard, Iesari Samuele, Dekervel Jeroen, Schreiber Jonas, Pirenne Jacques, Verslype Chris, Ysebaert Dirk, Michielsen Peter, Lucidi Valerio, Moreno Christophe, Detry Olivier, Delwaide Jean, Troisi Roberto, Lerut Jan Paul
Format: Article
Language:English
Published: Elsevier 2022-05-01
Series:JHEP Reports
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2589555922000179
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author Charlotte Costentin
Federico Piñero
Helena Degroote
Andrea Notarpaolo
Ilka F. Boin
Karim Boudjema
Cinzia Baccaro
Luis G. Podestá
Philippe Bachellier
Giuseppe Maria Ettorre
Jaime Poniachik
Fabrice Muscari
Fabrizio Dibenedetto
Sergio Hoyos Duque
Ephrem Salame
Umberto Cillo
Sebastian Marciano
Claire Vanlemmens
Stefano Fagiuoli
Patrizia Burra
Hans Van Vlierberghe
Daniel Cherqui
Quirino Lai
Marcelo Silva
Fernando Rubinstein
Christophe Duvoux
Karim Boudjema
Philippe Bachellier
Filomena Conti
Olivier Scatton
Fabrice Muscari
Ephrem Salame
Pierre Henri Bernard
Claire Francoz
Francois Durand
Sébastien Dharancy
Marie-lorraine Woehl
Claire Vanlemmens
Alexis Laurent
Sylvie Radenne
Jérôme Dumortier
Armand Abergel
Daniel Cherqui
Louise Barbier
Pauline Houssel-Debry
Georges Philippe Pageaux
Laurence Chiche
Victor Deledinghen
Jean Hardwigsen
J. Gugenheim
M. Altieri
Marie Noelle Hilleret
Thomas Decaens
Christophe Duvoux
Federico Piñero
Aline Chagas
Paulo Costa
Elaine Cristina de Ataide
Emilio Quiñones
Sergio Hoyos Duque
Sebastián Marciano
Margarita Anders
Adriana Varón
Alina Zerega
Jaime Poniachik
Alejandro Soza
Martín Padilla Machaca
Diego Arufe
Josemaría Menéndez
Rodrigo Zapata
Mario Vilatoba
Linda Muñoz
Ricardo Chong Menéndez
Martín Maraschio
Luis G. Podestá
Lucas McCormack
Juan Mattera
Adrian Gadano
Ilka S.F. Fatima Boin
Jose Huygens Parente García
Flair Carrilho
Marcelo Silva
Andrea Notarpaolo
Giulia Magini
Lucia Miglioresi
Martina Gambato
Fabrizio Di Benedetto
Cecilia D’Ambrosio
Giuseppe Maria Ettorre
Alessandro Vitale
Patrizia Burra
Stefano Fagiuoli
Umberto Cillo
Michele Colledan
Domenico Pinelli
Paolo Magistri
Giovanni Vennarecci
Marco Colasanti
Valerio Giannelli
Adriano Pellicelli
Cizia Baccaro
Quirino Lai
Helena Degroote
Hans Van Vlierberghe
Callebout Eduard
Iesari Samuele
Dekervel Jeroen
Schreiber Jonas
Pirenne Jacques
Verslype Chris
Ysebaert Dirk
Michielsen Peter
Lucidi Valerio
Moreno Christophe
Detry Olivier
Delwaide Jean
Troisi Roberto
Lerut Jan Paul
author_facet Charlotte Costentin
Federico Piñero
Helena Degroote
Andrea Notarpaolo
Ilka F. Boin
Karim Boudjema
Cinzia Baccaro
Luis G. Podestá
Philippe Bachellier
Giuseppe Maria Ettorre
Jaime Poniachik
Fabrice Muscari
Fabrizio Dibenedetto
Sergio Hoyos Duque
Ephrem Salame
Umberto Cillo
Sebastian Marciano
Claire Vanlemmens
Stefano Fagiuoli
Patrizia Burra
Hans Van Vlierberghe
Daniel Cherqui
Quirino Lai
Marcelo Silva
Fernando Rubinstein
Christophe Duvoux
Karim Boudjema
Philippe Bachellier
Filomena Conti
Olivier Scatton
Fabrice Muscari
Ephrem Salame
Pierre Henri Bernard
Claire Francoz
Francois Durand
Sébastien Dharancy
Marie-lorraine Woehl
Claire Vanlemmens
Alexis Laurent
Sylvie Radenne
Jérôme Dumortier
Armand Abergel
Daniel Cherqui
Louise Barbier
Pauline Houssel-Debry
Georges Philippe Pageaux
Laurence Chiche
Victor Deledinghen
Jean Hardwigsen
J. Gugenheim
M. Altieri
Marie Noelle Hilleret
Thomas Decaens
Christophe Duvoux
Federico Piñero
Aline Chagas
Paulo Costa
Elaine Cristina de Ataide
Emilio Quiñones
Sergio Hoyos Duque
Sebastián Marciano
Margarita Anders
Adriana Varón
Alina Zerega
Jaime Poniachik
Alejandro Soza
Martín Padilla Machaca
Diego Arufe
Josemaría Menéndez
Rodrigo Zapata
Mario Vilatoba
Linda Muñoz
Ricardo Chong Menéndez
Martín Maraschio
Luis G. Podestá
Lucas McCormack
Juan Mattera
Adrian Gadano
Ilka S.F. Fatima Boin
Jose Huygens Parente García
Flair Carrilho
Marcelo Silva
Andrea Notarpaolo
Giulia Magini
Lucia Miglioresi
Martina Gambato
Fabrizio Di Benedetto
Cecilia D’Ambrosio
Giuseppe Maria Ettorre
Alessandro Vitale
Patrizia Burra
Stefano Fagiuoli
Umberto Cillo
Michele Colledan
Domenico Pinelli
Paolo Magistri
Giovanni Vennarecci
Marco Colasanti
Valerio Giannelli
Adriano Pellicelli
Cizia Baccaro
Quirino Lai
Helena Degroote
Hans Van Vlierberghe
Callebout Eduard
Iesari Samuele
Dekervel Jeroen
Schreiber Jonas
Pirenne Jacques
Verslype Chris
Ysebaert Dirk
Michielsen Peter
Lucidi Valerio
Moreno Christophe
Detry Olivier
Delwaide Jean
Troisi Roberto
Lerut Jan Paul
author_sort Charlotte Costentin
collection DOAJ
description Background & Aims: Patients with hepatocellular carcinoma (HCC) are selected for liver transplantation (LT) based on pre-LT imaging ± alpha-foetoprotein (AFP) level, but discrepancies between pre-LT tumour assessment and explant are frequent. Our aim was to design an explant-based recurrence risk reassessment score to refine prediction of recurrence after LT and provide a framework to guide post-LT management. Methods: Adult patients who underwent transplantation between 2000 and 2018 for HCC in 47 centres were included. A prediction model for recurrence was developed using competing-risk regression analysis in a European training cohort (TC; n = 1,359) and tested in a Latin American validation cohort (VC; n=1,085). Results: In the TC, 76.4% of patients with HCC met the Milan criteria, and 89.9% had an AFP score of ≤2 points. The recurrence risk reassessment (R3)-AFP model was designed based on variables independently associated with recurrence in the TC (with associated weights): ≥4 nodules (sub-distribution of hazard ratio [SHR] = 1.88, 1 point), size of largest nodule (3–6 cm: SHR = 1.83, 1 point; >6 cm: SHR = 5.82, 5 points), presence of microvascular invasion (MVI; SHR = 2.69, 2 points), nuclear grade >II (SHR = 1.20, 1 point), and last pre-LT AFP value (101–1,000 ng/ml: SHR = 1.57, 1 point; >1,000 ng/ml: SHR = 2.83, 2 points). Wolber’s c-index was 0.76 (95% CI 0.72–0.80), significantly superior to an R3 model without AFP (0.75; 95% CI 0.72–0.79; p = 0.01). Four 5-year recurrence risk categories were identified: very low (score = 0; 5.5%), low (1–2 points; 15.1%), high (3–6 points; 39.1%), and very high (>6 points; 73.9%). The R3-AFP score performed well in the VC (Wolber’s c-index of 0.78; 95% CI 0.73–0.83). Conclusions: The R3 score including the last pre-LT AFP value (R3-AFP score) provides a user-friendly, standardised framework to design post-LT surveillance strategies, protocols, or adjuvant therapy trials for HCC not limited to the Milan criteria. Clinical Trials Registration: NCT03775863. Lay summary: Considering discrepancies between pre-LT tumour assessment and explant are frequent, reassessing the risk of recurrence after LT is critical to further refine the management of patients with HCC. In a large and international cohort of patients who underwent transplantation for HCC, we designed and validated the R3-AFP model based on variables independently associated with recurrence post-LT (number of nodules, size of largest nodule, presence of MVI, nuclear grade, and last pre-LT AFP value). The R3-AFP model including last available pre-LT AFP value outperformed the original R3 model only based on explant features. The final R3-AFP scoring system provides a robust framework to design post-LT surveillance strategies, protocols, or adjuvant therapy trials, irrespective of criteria used to select patients with HCC for LT.
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spelling doaj.art-29c9d741bd394d8280fcb30803332d942022-12-22T02:03:26ZengElsevierJHEP Reports2589-55592022-05-0145100445R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantationCharlotte Costentin0Federico Piñero1Helena Degroote2Andrea Notarpaolo3Ilka F. Boin4Karim Boudjema5Cinzia Baccaro6Luis G. Podestá7Philippe Bachellier8Giuseppe Maria Ettorre9Jaime Poniachik10Fabrice Muscari11Fabrizio Dibenedetto12Sergio Hoyos Duque13Ephrem Salame14Umberto Cillo15Sebastian Marciano16Claire Vanlemmens17Stefano Fagiuoli18Patrizia Burra19Hans Van Vlierberghe20Daniel Cherqui21Quirino Lai22Marcelo Silva23Fernando Rubinstein24Christophe Duvoux25Karim BoudjemaPhilippe BachellierFilomena ContiOlivier ScattonFabrice MuscariEphrem SalamePierre Henri BernardClaire FrancozFrancois DurandSébastien DharancyMarie-lorraine WoehlClaire VanlemmensAlexis LaurentSylvie RadenneJérôme DumortierArmand AbergelDaniel CherquiLouise BarbierPauline Houssel-DebryGeorges Philippe PageauxLaurence ChicheVictor DeledinghenJean HardwigsenJ. GugenheimM. AltieriMarie Noelle HilleretThomas DecaensChristophe DuvouxFederico PiñeroAline ChagasPaulo CostaElaine Cristina de AtaideEmilio QuiñonesSergio Hoyos DuqueSebastián MarcianoMargarita AndersAdriana VarónAlina ZeregaJaime PoniachikAlejandro SozaMartín Padilla MachacaDiego ArufeJosemaría MenéndezRodrigo ZapataMario VilatobaLinda MuñozRicardo Chong MenéndezMartín MaraschioLuis G. PodestáLucas McCormackJuan MatteraAdrian GadanoIlka S.F. Fatima BoinJose Huygens Parente GarcíaFlair CarrilhoMarcelo SilvaAndrea NotarpaoloGiulia MaginiLucia MiglioresiMartina GambatoFabrizio Di BenedettoCecilia D’AmbrosioGiuseppe Maria EttorreAlessandro VitalePatrizia BurraStefano FagiuoliUmberto CilloMichele ColledanDomenico PinelliPaolo MagistriGiovanni VennarecciMarco ColasantiValerio GiannelliAdriano PellicelliCizia BaccaroQuirino LaiHelena DegrooteHans Van VlierbergheCallebout EduardIesari SamueleDekervel JeroenSchreiber JonasPirenne JacquesVerslype ChrisYsebaert DirkMichielsen PeterLucidi ValerioMoreno ChristopheDetry OlivierDelwaide JeanTroisi RobertoLerut Jan PaulGrenoble Alpes University, Institute for Advanced Biosciences, Research Center UGA/Inserm U 1209/CNRS 5309, Grenoble, France; Gastroenterology, Hepatology and GI Oncology Department, Digidune, Grenoble Alpes University Hospital, La Tronche, France; Corresponding author. Address: Gastroenterology, Hepatology and Transplant Unit, CHU Grenoble-Alpes, Avenue Maquis du Grésivaudan, 38700 La Tronche, France. Tel.: +33-4-76-76-75-75; Fax: +33-4-76-76-51-79.Hospital Universitario Austral, School of Medicine, Austral University, Buenos Aires, Argentina; Latin American Liver Research Educational and Awareness Network (LALREAN), Buenos Aires, ArgentinaDepartment of Hepatology and Gastroenterology, Ghent University Hospital, Ghent, BelgiumArcispedale Santa Maria Nuova, Reggio Emilia, ItalyHospital das Clinicas UNICAMP, Campiñas, BrazilDepartment of Hepatobiliary and Digestive Surgery, Pontchaillou Hospital Rennes 1 University, Rennes, FranceLanciano’s Hospital, Chieti, Rome, ItalyHospital Universitario Austral, School of Medicine, Austral University, Buenos Aires, Argentina; Latin American Liver Research Educational and Awareness Network (LALREAN), Buenos Aires, ArgentinaDigestive Surgery Unit, CHU de Strasbourg, Strasbourg, FranceOspedale San Camillo di Roma, Rome, ItalyHospital Clínico de la Universidad de Chile, Santiago, ChileDigestive Surgery and Transplant Unit, Hôpital Rangueil, Toulouse, FranceHepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, Department of General Surgery, University of Modena and Reggio Emilia, Modena, ItalyHospital Pablo Tobón Uribe y Grupo de Gastrohepatología de la Universidad de Antioquía, Medellín, ColombiaDigestive Surgery Unit, CHU de Tours, Tours, FranceHepatobiliary Surgery and Liver Transplant Unit, Padova University Hospital, Padua, ItalyHospital Italiano de Buenos Aires, Buenos Aires, ArgentinaHepatology Unit, Hôpital Jean Minjoz, Besançon, FranceGastroenterology, Hepatology and Transplantation, Papa Giovanni XXIII Hospital, Bergamo, ItalyMultivisceral Transplant Unit, Department of Surgery, Oncology and Gastroenterology, Padova University Hospital, Padua, ItalyDepartment of Hepatology and Gastroenterology, Ghent University Hospital, Ghent, BelgiumHospital Paul Brousse, University of Paris, Paris, FranceGeneral Surgery and Organ Transplantation Unit, Sapienza University of Rome, Rome, ItalyHospital Universitario Austral, School of Medicine, Austral University, Buenos Aires, Argentina; Latin American Liver Research Educational and Awareness Network (LALREAN), Buenos Aires, ArgentinaInstituto de Efectividad Clínica y Sanitaria (IECS), Buenos Aires, ArgentinaHospital Henri Mondor, University of Paris-Est, Creteil, FranceBackground & Aims: Patients with hepatocellular carcinoma (HCC) are selected for liver transplantation (LT) based on pre-LT imaging ± alpha-foetoprotein (AFP) level, but discrepancies between pre-LT tumour assessment and explant are frequent. Our aim was to design an explant-based recurrence risk reassessment score to refine prediction of recurrence after LT and provide a framework to guide post-LT management. Methods: Adult patients who underwent transplantation between 2000 and 2018 for HCC in 47 centres were included. A prediction model for recurrence was developed using competing-risk regression analysis in a European training cohort (TC; n = 1,359) and tested in a Latin American validation cohort (VC; n=1,085). Results: In the TC, 76.4% of patients with HCC met the Milan criteria, and 89.9% had an AFP score of ≤2 points. The recurrence risk reassessment (R3)-AFP model was designed based on variables independently associated with recurrence in the TC (with associated weights): ≥4 nodules (sub-distribution of hazard ratio [SHR] = 1.88, 1 point), size of largest nodule (3–6 cm: SHR = 1.83, 1 point; >6 cm: SHR = 5.82, 5 points), presence of microvascular invasion (MVI; SHR = 2.69, 2 points), nuclear grade >II (SHR = 1.20, 1 point), and last pre-LT AFP value (101–1,000 ng/ml: SHR = 1.57, 1 point; >1,000 ng/ml: SHR = 2.83, 2 points). Wolber’s c-index was 0.76 (95% CI 0.72–0.80), significantly superior to an R3 model without AFP (0.75; 95% CI 0.72–0.79; p = 0.01). Four 5-year recurrence risk categories were identified: very low (score = 0; 5.5%), low (1–2 points; 15.1%), high (3–6 points; 39.1%), and very high (>6 points; 73.9%). The R3-AFP score performed well in the VC (Wolber’s c-index of 0.78; 95% CI 0.73–0.83). Conclusions: The R3 score including the last pre-LT AFP value (R3-AFP score) provides a user-friendly, standardised framework to design post-LT surveillance strategies, protocols, or adjuvant therapy trials for HCC not limited to the Milan criteria. Clinical Trials Registration: NCT03775863. Lay summary: Considering discrepancies between pre-LT tumour assessment and explant are frequent, reassessing the risk of recurrence after LT is critical to further refine the management of patients with HCC. In a large and international cohort of patients who underwent transplantation for HCC, we designed and validated the R3-AFP model based on variables independently associated with recurrence post-LT (number of nodules, size of largest nodule, presence of MVI, nuclear grade, and last pre-LT AFP value). The R3-AFP model including last available pre-LT AFP value outperformed the original R3 model only based on explant features. The final R3-AFP scoring system provides a robust framework to design post-LT surveillance strategies, protocols, or adjuvant therapy trials, irrespective of criteria used to select patients with HCC for LT.http://www.sciencedirect.com/science/article/pii/S2589555922000179Liver transplantationLiver cancerRecurrenceExplants pathologyPrediction
spellingShingle Charlotte Costentin
Federico Piñero
Helena Degroote
Andrea Notarpaolo
Ilka F. Boin
Karim Boudjema
Cinzia Baccaro
Luis G. Podestá
Philippe Bachellier
Giuseppe Maria Ettorre
Jaime Poniachik
Fabrice Muscari
Fabrizio Dibenedetto
Sergio Hoyos Duque
Ephrem Salame
Umberto Cillo
Sebastian Marciano
Claire Vanlemmens
Stefano Fagiuoli
Patrizia Burra
Hans Van Vlierberghe
Daniel Cherqui
Quirino Lai
Marcelo Silva
Fernando Rubinstein
Christophe Duvoux
Karim Boudjema
Philippe Bachellier
Filomena Conti
Olivier Scatton
Fabrice Muscari
Ephrem Salame
Pierre Henri Bernard
Claire Francoz
Francois Durand
Sébastien Dharancy
Marie-lorraine Woehl
Claire Vanlemmens
Alexis Laurent
Sylvie Radenne
Jérôme Dumortier
Armand Abergel
Daniel Cherqui
Louise Barbier
Pauline Houssel-Debry
Georges Philippe Pageaux
Laurence Chiche
Victor Deledinghen
Jean Hardwigsen
J. Gugenheim
M. Altieri
Marie Noelle Hilleret
Thomas Decaens
Christophe Duvoux
Federico Piñero
Aline Chagas
Paulo Costa
Elaine Cristina de Ataide
Emilio Quiñones
Sergio Hoyos Duque
Sebastián Marciano
Margarita Anders
Adriana Varón
Alina Zerega
Jaime Poniachik
Alejandro Soza
Martín Padilla Machaca
Diego Arufe
Josemaría Menéndez
Rodrigo Zapata
Mario Vilatoba
Linda Muñoz
Ricardo Chong Menéndez
Martín Maraschio
Luis G. Podestá
Lucas McCormack
Juan Mattera
Adrian Gadano
Ilka S.F. Fatima Boin
Jose Huygens Parente García
Flair Carrilho
Marcelo Silva
Andrea Notarpaolo
Giulia Magini
Lucia Miglioresi
Martina Gambato
Fabrizio Di Benedetto
Cecilia D’Ambrosio
Giuseppe Maria Ettorre
Alessandro Vitale
Patrizia Burra
Stefano Fagiuoli
Umberto Cillo
Michele Colledan
Domenico Pinelli
Paolo Magistri
Giovanni Vennarecci
Marco Colasanti
Valerio Giannelli
Adriano Pellicelli
Cizia Baccaro
Quirino Lai
Helena Degroote
Hans Van Vlierberghe
Callebout Eduard
Iesari Samuele
Dekervel Jeroen
Schreiber Jonas
Pirenne Jacques
Verslype Chris
Ysebaert Dirk
Michielsen Peter
Lucidi Valerio
Moreno Christophe
Detry Olivier
Delwaide Jean
Troisi Roberto
Lerut Jan Paul
R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
JHEP Reports
Liver transplantation
Liver cancer
Recurrence
Explants pathology
Prediction
title R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
title_full R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
title_fullStr R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
title_full_unstemmed R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
title_short R3-AFP score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
title_sort r3 afp score is a new composite tool to refine prediction of hepatocellular carcinoma recurrence after liver transplantation
topic Liver transplantation
Liver cancer
Recurrence
Explants pathology
Prediction
url http://www.sciencedirect.com/science/article/pii/S2589555922000179
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AT jeromedumortier r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT armandabergel r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT danielcherqui r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT louisebarbier r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT paulinehousseldebry r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT georgesphilippepageaux r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT laurencechiche r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT victordeledinghen r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT jeanhardwigsen r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT jgugenheim r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT maltieri r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT marienoellehilleret r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT thomasdecaens r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT christopheduvoux r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT federicopinero r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT alinechagas r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT paulocosta r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT elainecristinadeataide r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT emilioquinones r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT sergiohoyosduque r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT sebastianmarciano r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT margaritaanders r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT adrianavaron r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT alinazerega r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT jaimeponiachik r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT alejandrosoza r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT martinpadillamachaca r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT diegoarufe r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT josemariamenendez r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT rodrigozapata r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT mariovilatoba r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT lindamunoz r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT ricardochongmenendez r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT martinmaraschio r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT luisgpodesta r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT lucasmccormack r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT juanmattera r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT adriangadano r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT ilkasffatimaboin r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT josehuygensparentegarcia r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
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AT luciamiglioresi r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT martinagambato r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT fabriziodibenedetto r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT ceciliadambrosio r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT giuseppemariaettorre r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
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AT patriziaburra r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
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AT umbertocillo r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT michelecolledan r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT domenicopinelli r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT paolomagistri r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
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AT adrianopellicelli r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT ciziabaccaro r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT quirinolai r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT helenadegroote r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT hansvanvlierberghe r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT callebouteduard r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT iesarisamuele r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT dekerveljeroen r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT schreiberjonas r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT pirennejacques r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT verslypechris r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT ysebaertdirk r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT michielsenpeter r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT lucidivalerio r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT morenochristophe r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT detryolivier r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT delwaidejean r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT troisiroberto r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation
AT lerutjanpaul r3afpscoreisanewcompositetooltorefinepredictionofhepatocellularcarcinomarecurrenceafterlivertransplantation