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.

This study identifies epithelial state transitions driven by inflammation that promote tumorigenesis, showing that targeting NOTCH signaling can prevent pre-neoplastic to neoplastic transition.