Machine learning-based brain magnetic resonance imaging radiomics for identifying rapid eye movement sleep behavior disorder in Parkinson’s disease patients

Machine learning-based brain magnetic resonance imaging radiomics for identifying rapid eye movement sleep behavior disorder in Parkinson’s disease patients

Abstract Background Traditional clinical diagnostic methods of rapid eye movement sleep behavior disorder (RBD) have certain limitations, especially in the early stages. This study aims to develop and validate an magnetic resonance imaging (MRI) radiomics-based machine learning classifier to accurat...

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Bibliographic Details
Main Authors: Yandong lian, Yibin Xu, Linlin Hu, Yuguo Wei, Zhaoge Wang
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Medical Imaging
Subjects:
Magnetic resonance imaging
Radiomics
Rapid eye movement sleep behavior disorder
Machine learning
Biomarkers
Online Access:https://doi.org/10.1186/s12880-025-01748-4
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https://doi.org/10.1186/s12880-025-01748-4

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