Preoperative assessment in lymph node metastasis of pancreatic ductal adenocarcinoma: a transformer model based on dual-energy CT

Preoperative assessment in lymph node metastasis of pancreatic ductal adenocarcinoma: a transformer model based on dual-energy CT

Abstract Background Deep learning(DL) models can improve significantly discrimination of lymph node metastasis(LNM) of pancreatic ductal adenocarcinoma(PDAC), but have not been systematically assessed. Purpose To develop and test a transformer model utilizing dual-energy computed tomography (DECT) f...

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Bibliographic Details
Main Authors: Xia Ding, Wei Xu, Yan Xu, Yongchuang Zhang, Huaxiao Xu, Lin Guo, Lei Li
Format: Article
Language:English
Published: BMC 2025-04-01
Series:World Journal of Surgical Oncology
Subjects:
Lymph node metastasis
Pancreatic ductal adenocarcinoma
Deep learning
Dual-energy computed tomography
Progression-free survival
Online Access:https://doi.org/10.1186/s12957-025-03774-6
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https://doi.org/10.1186/s12957-025-03774-6

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