Peer-Reviewed Publication
medRxiv2026July 9, 2026Journal Article

Standardized, repeatable ulcerative colitis histology scoring and endpoint assessment using an automated, foundation model-based tool.

Waleed Tahir1, John Shamshoian1, John Tauber1, Lani K Clinton1, Michael Griffin1, Chintan Shah1, Geetika Singh1, Darren Fahy1, Kathleen Sucipto1, Jacqueline A Brosnan-Cashman1, Tara A Altepeter2, Sabyasachi Bhattacharya3, Wallace Crandall4, Chong Duan5, Jeremy D Gale5, Vandana Gupta6, Hélène Haarmann7, Noam Harpaz8, Andrea Hooper9, Julie Horowitz9, Andres Hurtado-Lorenzo10, Bader E Hussaini6, Vipul Jairath11, Autumn Jones12, Ben Kostiuk10, F Stephen Laroux13, Trevor Lissoos4, Russell B McBride8, Fedaa Najdawi14, Anil Nayyar2, Mark T Osterman15, Pratik Panchal6, Darren Ruane16, Paresh Thakker6, Simon P Travis17, Laura Wilson18, Christina Jayson1
1PathAI Inc, Boston, MA.
2US Food and Drug Administration, Silver Spring, MD.
3AbbVie Bay Area, South San Francisco, CA.
4Eli Lilly and Company, Indianapolis, IN.
5Pfizer Research Technology Center, Cambridge, MA.
6Takeda Pharmaceuticals America Inc, Cambridge, MA, United States.
7Takeda Pharmaceuticals International, Opfikon, ZH, Switzerland.
8Icahn School of Medicine at Mount Sinai, New York, NY.
9Regeneron Pharmaceuticals Inc, Tarrytown, NY.
10Crohn's and Colitis Foundation, New York, NY.
11Western University Faculty of Health Sciences, London, ON, Canada.
12Foundation for the National Institutes of Health, North Bethesda, MD.
13AbbVie Bioresearch Center, Worcester, MA.
14Vanderbilt University Medical Center, Nashville, TN.
15Bristol Myers Squibb, Princeton, NJ.
16Janssen Research & Development, Raritan, NJ.
17University of Oxford Nuffield Department of Medicine, Oxford, England, United Kingdom.
18Kenneth Rainin Foundation, Oakland, CA.

Abstract

In clinical trials for ulcerative colitis (UC), pathologists assess disease severity through standardized histological indices, including the Geboes Score, Robarts Histopathology Index (RHI), and Nancy Histologic Index (NHI). Despite strong associations with clinical outcomes, histologic scoring suffers from inter- and intra-reader variability, and consensus criteria for histologic remission remai…

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