A multi-modal deep learning model for prediction of Ki-67 for meningiomas using pretreatment MR images

Abstract This study developed and validated a deep learning network using baseline magnetic resonance imaging (MRI) to predict Ki-67 status in meningioma patients. A total of 1239 patients were retrospectively recruited from three hospitals between January 2010 and December 2023, forming training, i...

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Main Authors: Chaoyue Chen, Yanjie Zhao, Linrui Cai, Haoze Jiang, Yuen Teng, Yang Zhang, Shuangyi Zhang, Junkai Zheng, Fumin Zhao, Zhouyang Huang, Xiaolong Xu, Xin Zan, Jianfeng Xu, Lei Zhang, Jianguo Xu
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:npj Precision Oncology
Online Access:https://doi.org/10.1038/s41698-025-00811-1
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