Authors

Vlad Ratziu,
Marcus Hompesch,
Mathieu Petitjean,
Cindy Serdjebi,
Janani S Iyer,
Anil V Parwani ,
Dean Tai,
Elisabetta Bugianesi,
Kenneth Cusi,
Scott L Friedman,
Eric Lawitz,
Manuel Romero-Gómez,
Detlef Schuppan,
Rohit Loomba,
Cynthia Behling,
Arun J Sanyal,

Abstract

The worldwide prevalence of non-alcoholic steatohepatitis (NASH) is increasing, causing a significant medical burden, but no approved therapeutics are currently available. NASH drug development requires histological analysis of liver biopsies by expert pathologists for trial enrolment and efficacy assessment, which can be hindered by multiple issues including sample heterogeneity, inter-reader and intra-reader variability, and ordinal scoring systems. Consequently, there is a high unmet need for accurate, reproducible, quantitative, and automated methods to assist pathologists with histological analysis to improve the precision around treatment and efficacy assessment. Digital pathology (DP) workflows in combination with artificial intelligence (AI) have been established in other areas of medicine and are being actively investigated in NASH to assist pathologists in the evaluation and scoring of NASH histology. DP/AI models can be used to automatically detect, localise, quantify, and score histological parameters and have the potential to reduce the impact of scoring variability in NASH clinical trials. This narrative review provides an overview of DP/AI tools in development for NASH, highlights key regulatory considerations, and discusses how these advances may impact the future of NASH clinical management and drug development. This should be a high priority in the NASH field, particularly to improve the development of safe and effective therapeutics.

Other publications

Authors :
Hercent Agathe,
Julien Masliah-Planchon,
David Cohen,
Rémy Nicolle,
Jean-Yves Scoazec,
Ruszniewski Philippe,
Ivan Bièche,
Mestier Louis De,
Anne Couvelard,
Jérome Cros,
Find out more
Authors :
Hercent Agathe,
Julien Masliah‐Planchon,
David Cohen,
Rémy Nicolle,
Jean‐Yves Scoazec,
Ruszniewski Philippe,
Ivan Bièche,
Mestier Louis De,
Anne Couvelard,
Jérome Cros,
Find out more
Authors :
Jérome Cros,
Margot Bucau,
Matthieu Tihy,
Maxime Palazzo,
Pierre Bourgoin,
Anais Chassac,
Miguel Albuquerque,
Alain Sauvanet,
Safi Dokmak,
Burgio Marco Dioguardi,
Valérie Paradis,
Olivia Hentic,
Ruszniewski Philippe,
Mestier Louis De,
Vinciane Rebours,
Anne Couvelard,
Find out more
Authors :
Paulina Dragan,
Valérie Gratio,
Thierry Voisin,
Alain Couvineau,
Dorota Latek,
Find out more