Integrative deep learning analysis of 2D and 3D body composition features for predicting postoperative pancreatic fistula after distal pancreatectomy

The implementation of a deep learning-based 2D and 3D body composition analysis pipeline exhibited high accuracy in predicting POPF following radical DP for PC. However, further validation in larger, multicenter cohorts is required to confirm the generalizability of these findings.

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Publication Details

Journal
Annals of Medicine
Published
2025-12-04
DOI
https://doi.org/10.1080/07853890.2025.2597067
Primary Topic
Pancreatic and Hepatic Oncology Research
Type
article
Field-Weighted Citation Impact
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article

Integrative deep learning analysis of 2D and 3D body composition features for predicting postoperative pancreatic fistula after distal pancreatectomy

Guoguang Fan, Ruimei Chai, Jingao Xu, Keke Liang et al.
Annals of Medicine
Pancreatic and Hepatic Oncology Research
article

Integrative deep learning analysis of 2D and 3D body composition features for predicting postoperative pancreatic fistula after distal pancreatectomy

Guoguang Fan, Ruimei Chai, Jingao Xu, Keke Liang, Yi Jing, Kexin Zhu, Qi Miao, Xiaodong Tan, He Zhang, Yashu Liu
article en

Abstract

The implementation of a deep learning-based 2D and 3D body composition analysis pipeline exhibited high accuracy in predicting POPF following radical DP for PC. However, further validation in larger, multicenter cohorts is required to confirm the generalizability of these findings.

Annals of MedicineVol. 57(1)
Neusoft (China) (CN), First Hospital of China Medical University (CN), Intelligent Health (United Kingdom) (GB), China Medical University (CN)
Openalex Percentile: Top 47%
Pancreatic and Hepatic Oncology Research
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