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Yu-Qi Wang

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Open access Sep 2026

Deep learning-based CT model for non-invasive prediction of tertiary lymphoid structures in pancreatic cancer: a multicenter study with prospective validation in an immunochemotherapy cohort

Abstract Background Pancreatic ductal adenocarcinoma (PDAC) remains one of the most lethal malignancies. Tertiary lymphoid structures (TLS) have emerged as key components of the tumor immune microenvironment, associated with improved survival and enhanced immunotherapy response. However, non-invasive detection of TLS r...

Hao-Peng Yu, Xiao-Ying Li, Xuan Cheng et al. · 0 citations

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