Characteristics of brain glucose metabolism in Parkinson’s disease patients with freezing of gait: a study based on 18F-FDG PET imaging and deep learning

Specific glucose metabolism patterns in PD-FOG mainly covered the frontoparietal network (FPN). The integration of <sup>18</sup>F-FDG PET imaging with deep learning methods effectively differentiated patients with FOG. The 3D CNN exhibited a high diagnosis accuracy level, providing reliable imaging and artificial intelligence support for PD with FOG.

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Publication Details

Journal
BMC Neurology
Published
2025-10-31
DOI
https://doi.org/10.1186/s12883-025-04468-y
Primary Topic
Parkinson's Disease Mechanisms and Treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

Characteristics of brain glucose metabolism in Parkinson’s disease patients with freezing of gait: a study based on 18F-FDG PET imaging and deep learning

Qi Zhu, Caiting Gan, Kezhong Zhang, Jiaxin Shi et al.
BMC Neurology
Parkinson's Disease Mechanisms and Treatments
article

Characteristics of brain glucose metabolism in Parkinson’s disease patients with freezing of gait: a study based on 18F-FDG PET imaging and deep learning

Qi Zhu, Caiting Gan, Kezhong Zhang, Jiaxin Shi, Linghui Liu, Xixi Wang, Yao Geng, Shengrong Li, Zhuang Zhu, Yongsheng Yuan, Hualin Wang
article en

Abstract

Specific glucose metabolism patterns in PD-FOG mainly covered the frontoparietal network (FPN). The integration of <sup>18</sup>F-FDG PET imaging with deep learning methods effectively differentiated patients with FOG. The 3D CNN exhibited a high diagnosis accuracy level, providing reliable imaging and artificial intelligence support for PD with FOG.

BMC NeurologyVol. 25(1)
Nanjing Medical University (CN), Nanjing University of Aeronautics and Astronautics (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 55%
Parkinson's Disease Mechanisms and Treatments
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Characteristics of brain glucose metabolism in Parkinson’s disease patients with freezing of gait: a study based on 18F-FDG PET imaging and deep learning — Qi Zhu, Caiting Gan, et al. · BMC Neurology (2025) | TGRS Research Map | TGRS