Automatic differentiation of Parkinson’s disease motor subtypes based on deep learning and radiomics

The BDT model based on MRI radiomics features constructed in this study exhibited excellent performance in differentiating motor subtypes of Parkinson's disease and can serve as an effective tool for clinical auxiliary diagnosis. This fully automated model is capable of processing MRI data and providing results within 3 min, offering an efficient and reliable solution for the early differentiation of Parkinson's disease motor subtypes, with significant clinical application value.

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Publication Details

Journal
Frontiers in Neurology
Published
2025-09-04
DOI
https://doi.org/10.3389/fneur.2025.1650985
Citations
1
Primary Topic
Parkinson's Disease Mechanisms and Treatments
Type
article
Field-Weighted Citation Impact
1.39
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article

Automatic differentiation of Parkinson’s disease motor subtypes based on deep learning and radiomics

Yi Guo, Lu Xie, Dongming Hui, Fengxi Chen et al.
1 citations
Frontiers in Neurology
Parkinson's Disease Mechanisms and Treatments
1.39
article

Automatic differentiation of Parkinson’s disease motor subtypes based on deep learning and radiomics

Yi Guo, Lu Xie, Dongming Hui, Fengxi Chen, Yaxi Luo, Xia Wang, Xiaojing He
article en
1 citations

Abstract

The BDT model based on MRI radiomics features constructed in this study exhibited excellent performance in differentiating motor subtypes of Parkinson's disease and can serve as an effective tool for clinical auxiliary diagnosis. This fully automated model is capable of processing MRI data and providing results within 3 min, offering an efficient and reliable solution for the early differentiation of Parkinson's disease motor subtypes, with significant clinical application value.

Frontiers in NeurologyVol. 16
Army Medical University (CN), Dalian Medical University (CN), Second Affiliated Hospital of Chongqing Medical University (CN), Southwest Hospital (CN), Chongqing Emergency Medical Center (CN), Community Health Center (US), First People's Hospital of Chongqing (CN), Chongqing Medical University (CN)
Openalex Percentile: Top 16%
Parkinson's Disease Mechanisms and Treatments
1.39
DOIOpen Access PDFOpenAlex
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Automatic differentiation of Parkinson’s disease motor subtypes based on deep learning and radiomics — Yi Guo, Lu Xie, et al. · Frontiers in Neurology (2025) | TGRS Research Map | TGRS