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December 01, 2020; 95 (22) Article

Gray matter atrophy patterns within the cerebellum-neostriatum-cortical network in SCA3

Jing Guo, Hui Chen, Bharat B. Biswal, Xiaonan Guo, Huangbin Zhang, Limeng Dai, Yuhan Zhang, Liang Li, Yunshuang Fan, Shaoqiang Han, Juan Liu, Liu Feng, Qiannan Wang, Jian Wang, View ORCID ProfileChen Liu, Huafu Chen
First published October 6, 2020, DOI: https://doi.org/10.1212/WNL.0000000000010986
Jing Guo
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Hui Chen
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Bharat B. Biswal
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Xiaonan Guo
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Huangbin Zhang
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Limeng Dai
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Yuhan Zhang
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Liang Li
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Yunshuang Fan
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Shaoqiang Han
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Juan Liu
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Liu Feng
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Qiannan Wang
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Jian Wang
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Chen Liu
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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  • ORCID record for Chen Liu
Huafu Chen
From The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation (J.G., B.B.B., X.G., H.Z., L.L., Y.F., S.H., Huafu Chen), School of Medicine (J.G.), and School of Life Science and Technology, Center for Information in Medicine (X.G., H.Z., L.L., Y.F., S.H.), University of Electronic Science and Technology of China, Chengdu; Departments of Radiology (Hui Chen, Y.Z., J.L, J.W., C.L., Huafu Chen) and Laboratory Medicine (L.F.), Southwest Hospital, Department of Medical Genetics, College of Basic Medical Science (L.D.), and Department of Biomedical Engineering & Imaging Medicine (Q.W.), Southwest Hospital, Third Military Medical University (Army Medical University), Chongqing, China; and Department of Biomedical Engineering (B.B.B.), New Jersey Institute of Technology, Newark.
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Gray matter atrophy patterns within the cerebellum-neostriatum-cortical network in SCA3
Jing Guo, Hui Chen, Bharat B. Biswal, Xiaonan Guo, Huangbin Zhang, Limeng Dai, Yuhan Zhang, Liang Li, Yunshuang Fan, Shaoqiang Han, Juan Liu, Liu Feng, Qiannan Wang, Jian Wang, Chen Liu, Huafu Chen
Neurology Dec 2020, 95 (22) e3036-e3044; DOI: 10.1212/WNL.0000000000010986

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Abstract

Objective To investigate the spatial patterns and the probable sequences of gray matter atrophy in spinocerebellar ataxia type 3 (SCA3).

Methods A total of 47 patients with SCA3 and 49 age- and sex-matched healthy controls participated in the study. High-resolution T1-weighted MRI were examined in all participants. We used the causal network of structural covariance (CasCN) to identify the sequence of gray matter atrophy patterns. This was achieved by applying Granger causality analysis to a gray matter atrophy staging scheme performed by voxel-based morphometry from the network level.

Results Participants in the premanifest stage of the disease showed the presence of focal gray matter atrophy in the vermis. As the disease duration increased, there was progressive gray matter atrophy in the cerebellar, neostriatum, frontal lobe, and parietal lobe. The patients with SCA3 also showed proximal and distal cortical atrophy sequences exerting from the vermis to the regions mainly located in the cerebellum-neostriatum-cortical network.

Conclusion Our results, although preliminary in nature, indicate that the gray matter atrophy in SCA3 lies and extends to involve more regions according to distinct anatomical patterns, mainly in the cerebellum-neostriatum-cortical network. These findings advance our understanding on the natural history of structural damage in SCA3, while confirming known clinical features. This could provide unique insight into the ordered sequential process of regional brain atrophy that targets a particular network.

Glossary

CaSCN=
causal structural covariance network;
FDR=
false discovery rate;
GC=
Granger causality;
GCA=
Granger causality analysis;
GM=
gray matter;
MNI=
Montreal Neurologic Institute;
ROI=
region of interest;
SARA=
Scale of Assessment and Rating of Ataxia;
SCA3=
spinocerebellar ataxia type 3;
VBM=
voxel-based morphometry

Footnotes

  • Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • ↵* These authors contributed equally to this work.

  • Received November 28, 2019.
  • Accepted in final form July 22, 2020.
  • © 2020 American Academy of Neurology
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Disputes & Debates: Rapid online correspondence

  • Reader response: Gray matter atrophy patterns within the cerebellum-neostriatum-cortical network in SCA3
    • Alex T Meira, Neurologist, Adjunt Professor, Department of Internal Medicine, Hospital Universitário Lauro Wanderley, Federal University of Paraíba
    • Carlos Henrique F Camargo, Neurologist, Invited Professor, Neurological Disorders Group, Portgraduate Program in Internal Medicine, Hospital de Clínicas, Federal University of Paraná
    • Walter O Arruda, Neurologist, Adjunt Professor, Movement Disorders Unit, Neurology Service, Department of Internal Medicine, Hospital de Clínicas, Federal University of Paraná
    • Arnolfo Carvalho Neto, Radiologist, DAPI - Diagnóstico Avançado por Imagem
    • Hélio A G Teive, Neurologist, Associate Professor, Movement Disorders Unit, Neurology Service, Department of Internal Medicine, Hospital de Clínicas, Federal University of Paraná
    Submitted December 04, 2020
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