Use of deep learning-based radiomics to differentiate Parkinson’s disease patients from normal controls: a study based on [18F]FDG PET imaging

被引:0
作者
Xiaoming Sun
Jingjie Ge
Lanlan Li
Qi Zhang
Wei Lin
Yue Chen
Ping Wu
Likun Yang
Chuantao Zuo
Jiehui Jiang
机构
[1] Shanghai University,Institute of Biomedical Engineering, School of Communication and Information Engineering
[2] Fudan University,PET Center, Huashan Hospital
[3] 904 Hospital of PLA,Department of Neurosurgery
[4] Nuclear Medicine and Molecular Imaging Key Laboratory of Sichuan Province,Department of Nuclear Medicine, Affiliated Hospital of Southwest Medical University
[5] National Center for Neurological Disorder,undefined
来源
European Radiology | 2022年 / 32卷
关键词
Deep learning radiomics; Parkinson’s disease; [; F]fluorodeoxyglucose PET; Support vector machine;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:8008 / 8018
页数:10
相关论文
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[1]  
Rocha EM(2018)Alpha-synuclein: pathology, mitochondrial dysfunction and neuroinflammation in Parkinson’s disease Neurobiol Dis 109 249-257
[2]  
De Miranda B(2013)Nonmotor symptoms in Parkinson’s disease Expert Rev Neurother 13 581-583
[3]  
Sanders LH(2006)International multicenter pilot study of the first comprehensive self-completed nonmotor symptoms questionnaire for Parkinson’s disease: the NMSQuest study Mov Disord 21 916-923
[4]  
Hussl A(2013)Importance of motor vs. non-motor symptoms for health-related quality of life in early Parkinson’s disease Parkinsonism Relat Disord 19 1027-1032
[5]  
Seppi K(2016)The epidemiology of Parkinson’s disease: risk factors and prevention Lancet Neurol 15 1257-1272
[6]  
Poewe W(2010)Positron emission tomography in diagnosis and differential diagnosis of Parkinson’s disease Neurodegener Dis 7 330-340
[7]  
Chaudhuri KR(2017)Molecular imaging to track Parkinson’s disease and atypical parkinsonisms: new imaging frontiers Mov Disord 32 181-192
[8]  
Martinez-Martin P(2006)Two-year follow-up in 150 consecutive cases with normal dopamine transporter imaging Nucl Med Commun 27 933-937
[9]  
Schapira AHV(2011)Imaging biomarkers in Parkinson’s disease Prog Neurobiol 95 614-628
[10]  
Müller B(2017)The utility of FDG-PET in the differential diagnosis of Parkinsonism Neurol Res 39 675-684