Muscle-Driven prognostication in gastric cancer: A multicenter deep learning framework integrating Iliopsoas and erector spinae radiomics for 5-Year survival prediction

Muscle-Driven prognostication in gastric cancer: A multicenter deep learning framework integrating Iliopsoas and erector spinae radiomics for 5-Year survival prediction

Abstract This study developed a 5-year survival prediction model for gastric cancer patients by combining radiomics and deep learning, focusing on CT-based 2D and 3D features of the iliopsoas and erector spinae muscles. Retrospective data from 705 patients across two centers were analyzed, with clin...

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Bibliographic Details
Main Authors: Yuan Hong, Peng Zhang, Zhijun Teng, Kang Cheng, Zimo Zhang, Yixian Cheng, Guodong Cao, Bo Chen
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Sarcopenia
Gastric cancer
Radical gastrectomy
Deep learning
Online Access:https://doi.org/10.1038/s41598-025-09083-y
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