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Artificial intelligence-based pathology as a biomarker of sensitivity to atezolizumab-bevacizumab in patients with hepatocellular carcinoma: a multicentre retrospective study.

Authors :
Zeng, Qinghe
Klein, Christophe
Caruso, Stefano
Maille, Pascale
Allende, Daniela S
Mínguez, Beatriz
Iavarone, Massimo
Ningarhari, Massih
Casadei-Gardini, Andrea
Pedica, Federica
Rimini, Margherita
Perbellini, Riccardo
Boulagnon-Rombi, Camille
Heurgué, Alexandra
Maggioni, Marco
Trepo, Eric
Vij, Mukul
Baulande, Sylvain
Legoix, Patricia
Lameiras, Sonia
HCC-AI study group
Bruges, Léa
Gnemmi, Viviane
Nault, Jean Charles
Campani, Claudia
Rhee, Hyungjin
Park, Young Nyun
Iñarrairaegui, Mercedes
Garcia-Porrero, Guillermo
Argemi, Josepmaria
Sangro, Bruno
D'Alessio, Antonio
Scheiner, Bernhard
Pinato, David James
Pinter, Matthias
Paradis, Valérie
Beaufrère, Aurélie
Peter, Simon
Rimassa, Lorenza
Di Tommaso, Luca
Vogel, Arndt
Michalak, Sophie
Boursier, Jérôme
Loménie, Nicolas
Ziol, Marianne
Calderaro, Julien
Zeng, Qinghe
Klein, Christophe
Caruso, Stefano
Maille, Pascale
Allende, Daniela S
Mínguez, Beatriz
Iavarone, Massimo
Ningarhari, Massih
Casadei-Gardini, Andrea
Pedica, Federica
Rimini, Margherita
Perbellini, Riccardo
Boulagnon-Rombi, Camille
Heurgué, Alexandra
Maggioni, Marco
Trepo, Eric
Vij, Mukul
Baulande, Sylvain
Legoix, Patricia
Lameiras, Sonia
HCC-AI study group
Bruges, Léa
Gnemmi, Viviane
Nault, Jean Charles
Campani, Claudia
Rhee, Hyungjin
Park, Young Nyun
Iñarrairaegui, Mercedes
Garcia-Porrero, Guillermo
Argemi, Josepmaria
Sangro, Bruno
D'Alessio, Antonio
Scheiner, Bernhard
Pinato, David James
Pinter, Matthias
Paradis, Valérie
Beaufrère, Aurélie
Peter, Simon
Rimassa, Lorenza
Di Tommaso, Luca
Vogel, Arndt
Michalak, Sophie
Boursier, Jérôme
Loménie, Nicolas
Ziol, Marianne
Calderaro, Julien
Source :
Lancet oncology, 24 (12
Publication Year :
2023

Abstract

Clinical benefits of atezolizumab plus bevacizumab (atezolizumab-bevacizumab) are observed only in a subset of patients with hepatocellular carcinoma and the development of biomarkers is needed to improve therapeutic strategies. The atezolizumab-bevacizumab response signature (ABRS), assessed by molecular biology profiling techniques, has been shown to be associated with progression-free survival after treatment initiation. The primary objective of our study was to develop an artificial intelligence (AI) model able to estimate ABRS expression directly from histological slides, and to evaluate if model predictions were associated with progression-free survival.<br />info:eu-repo/semantics/published

Details

Database :
OAIster
Journal :
Lancet oncology, 24 (12
Notes :
2 full-text file(s): application/pdf | application/pdf, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1427403125
Document Type :
Electronic Resource