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Articles
July 10, 2013
Letter to the Editor

Visualization of nigrosome 1 and its loss in PD
Pathoanatomical correlation and in vivo 7 T MRI

August 6, 2013 issue
81 (6) 534-540

Abstract

Objective:

This study assessed whether high-resolution 7 T MRI allowed direct in vivo visualization of nigrosomes, substructures of the substantia nigra pars compacta (SNpc) undergoing the greatest and earliest dopaminergic cell loss in Parkinson disease (PD), and whether any disease-specific changes could be detected in patients with PD.

Methods:

Postmortem (PM) midbrains, 2 from healthy controls (HCs) and 1 from a patient with PD, were scanned with high-resolution T2*-weighted MRI scans, sectioned, and stained for iron and neuromelanin (Perl), TH, and calbindin. To confirm the identification of nigrosomes in vivo on 7 T T2*-weighted scans, we assessed colocalization with neuromelanin-sensitive T1-weighted scans. We then assessed the ability to depict PD pathology on in vivo T2*-weighted scans by comparing data from 10 patients with PD and 8 age- and sex-matched HCs.

Results:

A hyperintense, ovoid area within the dorsolateral border of the otherwise hypointense SNpc was identified in the HC brains on in vivo and PM T2*-weighted MRI. Location, size, shape, and staining characteristics conform to nigrosome 1. Blinded assessment by 2 neuroradiologists showed consistent bilateral absence of this nigrosome feature in all 10 patients with PD, and bilateral presence in 7/8 HC.

Conclusions:

In vivo and PM MRI with histologic correlation demonstrates that high-resolution 7 T MRI can directly visualize nigrosome 1. The absence of nigrosome 1 in the SNpc on MRI scans might prove useful in developing a neuroimaging diagnostic test for PD.

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Supplementary Material

File (figure_e-1.pptx)
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Letters to the Editor
18 October 2013
Hyperintense nigral sign on SWI at 3.0T MRI
Christoph Mueller
Bernadette Pinter, Innsbruck, Austria; Eva Reiter, Innsbruck, Austria; Michael Schocke, Innsbruck, Austria; Werner Poewe, Innsbruck, Austria; Klaus Seppi, Innsbruck, Austria

Blazejewska et al. [1] identified a hyperintense, ovoid area within the dorsolateral border of the otherwise hypointense pars compacta of the substantia nigra (SNc) in healthy controls (HC) and the absence of this MRI feature [2] in PD patients using T2*-weighted 7T-MRI. Moreover, the post- mortem 7T-MRI with histopathological correlations suggested that this MRI feature corresponded to nigrosome 1. We studied this MRI feature in consecutively recruited HC and PD patients [3] (n: HC 16, PD 53; age, mean+/-SD: HC 67+/-8 years, PD 54+/-10 years; proportion of females: HC 68%, PD 28%; disease duration, mean+/-SD:8+/-4 years) using SWI-weighted MRI at 3T (Siemens Verio MR scanner). Datasets of two HC and 18 PD patients were not of diagnostic quality due to patient motion. In the remaining patients, presence of dorsolateral hyperintensity within the otherwise hypointense SNc was identified in 14/14 HC and 5/35 PD patients. Absence of this MRI feature resulted in 85.7% sensitivity and 100% specificity to detect PD. We suggest that this MRI feature reported at 7T-MRI using T2*-weighted sequences [1] can also be detected at 3T using SWI sequences and that absence of this MRI feature might have potential for diagnosing PD.

1. Blazejewska AI, Schwarz ST, Pitiot A, et al. Visualization of nigrosome 1 and its loss in PD: pathoanatomical correlation and in vivo 7 T MRI. Neurology 2013;81:534-540.

2. Kwon DH, Kim JM, Oh SH, et al. Seven-Tesla magnetic resonance images of the substantia nigra in Parkinson disease. Annals of neurology 2012;71:267-277.

3. Hughes AJ, Daniel SE, Kilford L, Lees AJ. Accuracy of clinical diagnosis of idiopathic Parkinson's disease: a clinico-pathological study of 100 cases. Journal of neurology, neurosurgery, and psychiatry 1992;55:181-184.

For disclosures, please contact the editorial office at [email protected].

22 January 2014
Visualisation of nigrosome 1 in SWI 3T MRI
Anna I. Blazejewska
Anna I Blazejewska, Seattle, WA; Stefan T Schwarz, Nottingham, UK; Nin Bajaj, Nottingham, UK; Dorothee P Auer, Nottingham, UK; Penny A Gowland, Nottingham, UK.

We thank Mueller et al. for their comments on our article concerning the application of 7T T2* MRI for PD diagnostics. [1] We were delighted to read about their successful use of 3T SWI for detection of nigrosome 1 absence in the substantia nigra of PD patients. We also studied the application of 3T susceptibility weighted imaging in PD cohorts as a fast and easily applicable diagnostic tool. Early results indicate a sensitivity of 89-95 % and a specificity of 91% of nigrosome 1 detection using 3T MRI, [2] which are similar to results from the 7T MRI study. Interestingly, our rate of non- diagnostic scans was much lower compared with the 29% reported by Mueller et al. Their study in 14 controls and 35 PD patients (out of 69 scanned) needs replication with a stricter protocol and in a larger cohort including atypical parkinsonism. Translation of the discovery made at 7T to 3T is particular promising due to the general availability of 3T scanners and the lack of post- processing required for nigrosome detection. 3T may be a potential viable alternative to the more expensive, nuclear medical techniques currently licensed.

1. Blazejewska AI, Schwarz ST, Pitiot A, et al. Visualization of nigrosome 1 and its loss in PD: pathoanatomical correlation and in vivo 7 T MRI. Neurology 2013;81:534-540.

2. Schwarz ST, Afzal M, Morgan PS, Bajaj N, Auer DP. Nigrosome imaging with T2*-weighted 3T MRI as a diagnostic marker of Parkinson's disease: a case-control and cross-sectional study of diagnostic accuracy, The Lancet, Special edition February 2014, Spring Meeting for Clinician Scientists in Training, Poster session 83, Poster 102, in print.

For disclosures, please contact the editorial office at [email protected].

Information & Authors

Information

Published In

Neurology®
Volume 81Number 6August 6, 2013
Pages: 534-540
PubMed: 23843466

Publication History

Received: January 11, 2013
Accepted: April 17, 2013
Published online: July 10, 2013
Published in print: August 6, 2013

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Disclosure

The authors report no disclosures relevant to the manuscript. Go to Neurology.org for full disclosures.

Study Funding

Supported by Medical Research Council and Engineering and Physical Sciences Research Council (grant number: RA27EY).

Authors

Affiliations & Disclosures

Anna I. Blazejewska, MSc
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Stefan T. Schwarz, MD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Alain Pitiot, PhD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
Ilixa Ltd., co-director
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
Multiple Sclerosis Society, grant # 951/11
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Mary C. Stephenson, PhD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
James Lowe, MD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
Chair, MNDA (UK) biomedical research panel (non-remunerated)until 2009
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
Neuropathology & Applied Neurobiology
Patents:
1.
NONE
Publishing Royalties:
1.
ALL CURRENT (Books for which I receive a royalty) Core Pathology ELSEVIER Basic Histopathology ELSEVIER Human Histology ELSVIER Funtional Histology ELSEVIER Neuropathology ELSEVIER Greenfields Neuropathology ARNOLD
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
MEDSOL (past) medical advisor
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
Member of council & trustee Royal College of Pathologists UK
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
Medical Research Council UK - collaboration in MRC CFAS study Parkinson's Disease Society UK - clinical fellowship award sponsor Pathological Society GB - clinical fellowship award sponsor
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
British Gas and Transco - hold shares
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Nin Bajaj, PhD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
GE Healthcare Advisory Board
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
1). UCB Pharma- educational grant for attendance at MDS (2011), WCNPD 2011; 2). GSK educational grant to attend EFNS 2011 3). UCB Pharma honorarium speaker meeting 4). Teva Lundbeck honorarium speaker meeting 5). Genus pharmaceuticals Honorarium speaker meeting 6). GE Healthcare honorarium speaker meeting
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
Non-commercial employment NHS UK
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
1, PDT409 Trialist, Sponsor Royal Derby Hospital, Funder GE Healthcare
Research Support, Government Entities:
1.
1. MRC Developmental Pathway Funding Scheme June 2011- June 2013 2. Parkinson's UK PROBAND Grant, 2011-2016
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Richard W. Bowtell, PhD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
Magnetic Resonance in Medicine, Editorial Board, Since 2001
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
University of Nottingham, Professor of Physics
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
EPSRC, EP/J006823/1 Understanding and reducing artefacts in simultaneously acquired EEG and fMRI data, PI, 2011-2014
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Dorothee P. Auer, PhD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
(1) Boltzmann Institute of Clinical Forensic Imaging, Graz, compensation of travel expenses Parkinson's Disease Society, compensation of travel expenses.
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
We undertake MRI scanning and sometimes reporting for commercially sponsored trials (non PI).
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
(1) NIHR/RfPB, NI of carotid artery disease, PI
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
(1) J P Moulton Charitable Trust (2) Stroke Association (3) Arthritis Research UK (4) MS Society
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Penny A. Gowland, PhD
From the Sir Peter Mansfield Magnetic Resonance Centre (A.I.B., M.C.S., R.W.B., P.A.G.), Division of Radiological and Imaging Sciences (S.T.S., D.P.A.), and School of Psychology (A.P.), University of Nottingham, Nottingham; and Divisions of Pathology (J.L.) and Neurology (N.B.), Nottingham University Hospitals NHS Trust, Nottingham, UK.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
Hotel paid for 2 nights for speaking at International Society of Magnetic Resonance in Medicine.
Editorial Boards:
1.
Physics in Medicine and Biology, Editorial board 2006-2012; deputy editor 2012-
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
Academic staff at University of Nottingham
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
Funds all went to University not myself Proctor and Gamble Unilever
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
Funds all went to University not myself Multiple Sclerosis Society MRC and EPSRC
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE

Notes

Correspondence to Dr. Gowland: [email protected]
Go to Neurology.org for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

Author Contributions

Anna I. Blazejewska: study design, literature search, data collection, data analysis, interpretation of results, figures, and writing the paper. Stefan T. Shwarz: patient recruitment, interpretation of results, and writing the paper. Alain Pitiot: data analysis. Mary C. Stephenson: data collection. James Lowe: histology and interpretation of results. Nin Bajaj: patient recruitment and interpretation of results. Dorothee P. Auer: study design, patient recruitment, interpretation of results, and writing the paper. Richard W. Bowtell: interpretation of results. Penny A. Gowland: study design, data collection, data analysis, interpretation of results, and writing the paper. Guarantor: Penny A. Gowland.

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  1. Improved diagnostic performance of susceptibility-weighted imaging with compressed sensing-sensitivity encoding and neuromelanin-sensitive MRI for Parkinson's disease and atypical Parkinsonism, Clinical Radiology, 79, 1, (e102-e111), (2024).https://doi.org/10.1016/j.crad.2023.09.019
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  2. Molecular Imaging of Parkinson’s Disease, Molecular Imaging and Therapy, (1-13), (2023).https://doi.org/10.36255/molecular-imaging-of-parkinsons-disease
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  3. Quantitative iron–neuromelanin MRI associates with motor severity in Parkinson's disease and matches radiological disease classification, Frontiers in Aging Neuroscience, 15, (2023).https://doi.org/10.3389/fnagi.2023.1287917
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  4. The role of magnetic resonance imaging in the diff erential diagnosis of Parkinson’s disease, Russian neurological journal, 28, 1, (5-12), (2023).https://doi.org/10.30629/26587947-2023-28-1-5-12
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  5. In vivo detection of substantia nigra and locus coeruleus volume loss in Parkinson’s disease using neuromelanin-sensitive MRI: Replication in two cohorts, PLOS ONE, 18, 4, (e0282684), (2023).https://doi.org/10.1371/journal.pone.0282684
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  6. Imaging in Movement Disorders, CONTINUUM: Lifelong Learning in Neurology, 29, 1, (194-218), (2023).https://doi.org/10.1212/CON.0000000000001210
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  7. Brainstem anatomy with 7-T MRI: in vivo assessment and ex vivo comparison, European Radiology Experimental, 7, 1, (2023).https://doi.org/10.1186/s41747-023-00389-y
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  8. The applied value in brain gray matter nuclei of patients with early-stage Parkinson’s disease : a study based on multiple magnetic resonance imaging techniques, Head & Face Medicine, 19, 1, (2023).https://doi.org/10.1186/s13005-023-00371-4
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  9. Structural and Molecular Imaging for Clinically Uncertain Parkinsonism, Seminars in Neurology, 43, 01, (095-105), (2023).https://doi.org/10.1055/s-0043-1764228
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  10. Diagnosing Parkinson's disease by combining neuromelanin and iron imaging features using an automated midbrain template approach, NeuroImage, 266, (119814), (2023).https://doi.org/10.1016/j.neuroimage.2022.119814
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