Sub-regional radiomics combining multichannel 2-dimensional or 3-dimensional deep learning for predicting neoadjuvant chemo-immunotherapy response in esophageal squamous cell carcinoma: a multicenter study

Abstract This study aimed to develop and compare fusion models combining sub-regional radiomics with multichannel 2D and 3D DL to predict pCR in patients with LA-ESCC undergoing NACI. A total of 271 patients from three hospitals were divided into training, internal validation, and external validatio...

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Bibliographic Details
Main Authors: Jiahao Zhu, Benjie Xu, Tiantian Fan, Shengjun Ji, Ke Gu, Jiaxuan Ding, Haibo Lu, Jianqun Ma, Yang Zhou
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:npj Precision Oncology
Online Access:https://doi.org/10.1038/s41698-025-01047-9
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