Computed tomography-based radiomics model for predicting station 4 lymph node metastasis in non-small cell lung cancer

Computed tomography-based radiomics model for predicting station 4 lymph node metastasis in non-small cell lung cancer

Abstract Background This study aimed to develop and validate machine learning models for preoperative identification of metastasis to station 4 mediastinal lymph nodes (MLNM) in non-small cell lung cancer (NSCLC) patients at pathological N0-N2 (pN0-pN2) stage, thereby enhancing the precision of clin...

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Bibliographic Details
Main Authors: Yanru Kang, Mei Li, Xizi Xing, Kaixuan Qian, Hongxia Liu, Yafei Qi, Yanguo Liu, Yi Cui, Hua Zhang
Format: Article
Language:English
Published: BMC 2025-06-01
Series:BMC Medical Imaging
Subjects:
Non-small cell lung cancer
Mediastinal lymph node metastasis
Machine learning
Radiomics
Online Access:https://doi.org/10.1186/s12880-025-01686-1
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