DUCK-Net: Automated deep learning segmentation of Ductular Reaction in murine liver injury captures multicellular niche dynamics from H&E morphology
Nathalie A. Feeley, Kai Williams, Caitlin McCaffrey, Daniel T. Field, Kyle Davies, Hugh Warden, Luke Boulter, S. Thorn, Tak Yung Man, Wei‐Yu Lu, Stephen J. Wigmore, Ewen M. Harrison, Stuart John Forbes, Ian P.M. Tomlinson, Timothy James Kendall, Rachel Victoria Guest
This paper introduces DUCK-Net, a deep learning model for automated segmentation of Ductular Reactions in murine liver injury, showing high accuracy and correlation with spatial transcriptomic data.
The Journal of Pathology · Sep 8, 2026Peer-reviewedCell Biology