Skip to main content
Advertisement

Main menu

  • Home
  • Content
    • Current Issue
    • Accepted Manuscripts
    • Article Preview
    • Past Issue Archive
    • Video Articles
    • AJNR Case Collection
    • Case of the Week Archive
    • Case of the Month Archive
    • Classic Case Archive
  • Special Collections
    • AJNR Awards
    • Low-Field MRI
    • Alzheimer Disease
    • ASNR Foundation Special Collection
    • Photon-Counting CT
    • View All
  • Multimedia
    • AJNR Podcasts
    • AJNR SCANtastic
    • Trainee Corner
    • MRI Safety Corner
    • Imaging Protocols
  • For Authors
    • Submit a Manuscript
    • Submit a Video Article
    • Submit an eLetter to the Editor/Response
    • Manuscript Submission Guidelines
    • Statistical Tips
    • Fast Publishing of Accepted Manuscripts
    • Graphical Abstract Preparation
    • Imaging Protocol Submission
    • Author Policies
  • About Us
    • About AJNR
    • Editorial Board
    • Editorial Board Alumni
  • More
    • Become a Reviewer/Academy of Reviewers
    • Subscribers
    • Permissions
    • Alerts
    • Feedback
    • Advertisers
    • ASNR Home

User menu

  • Alerts
  • Log in

Search

  • Advanced search
American Journal of Neuroradiology
American Journal of Neuroradiology

American Journal of Neuroradiology

ASHNR American Society of Functional Neuroradiology ASHNR American Society of Pediatric Neuroradiology ASSR
  • Alerts
  • Log in

Advanced Search

  • Home
  • Content
    • Current Issue
    • Accepted Manuscripts
    • Article Preview
    • Past Issue Archive
    • Video Articles
    • AJNR Case Collection
    • Case of the Week Archive
    • Case of the Month Archive
    • Classic Case Archive
  • Special Collections
    • AJNR Awards
    • Low-Field MRI
    • Alzheimer Disease
    • ASNR Foundation Special Collection
    • Photon-Counting CT
    • View All
  • Multimedia
    • AJNR Podcasts
    • AJNR SCANtastic
    • Trainee Corner
    • MRI Safety Corner
    • Imaging Protocols
  • For Authors
    • Submit a Manuscript
    • Submit a Video Article
    • Submit an eLetter to the Editor/Response
    • Manuscript Submission Guidelines
    • Statistical Tips
    • Fast Publishing of Accepted Manuscripts
    • Graphical Abstract Preparation
    • Imaging Protocol Submission
    • Author Policies
  • About Us
    • About AJNR
    • Editorial Board
    • Editorial Board Alumni
  • More
    • Become a Reviewer/Academy of Reviewers
    • Subscribers
    • Permissions
    • Alerts
    • Feedback
    • Advertisers
    • ASNR Home
  • Follow AJNR on Twitter
  • Visit AJNR on Facebook
  • Follow AJNR on Instagram
  • Join AJNR on LinkedIn
  • RSS Feeds

AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleAdult Brain
Open Access

Hippocampal and Deep Gray Matter Nuclei Atrophy Is Relevant for Explaining Cognitive Impairment in MS: A Multicenter Study

D. Damjanovic, P. Valsasina, M.A. Rocca, M.L. Stromillo, A. Gallo, C. Enzinger, H.E. Hulst, A. Rovira, N. Muhlert, N. De Stefano, A. Bisecco, F. Fazekas, M.J. Arévalo, T.A. Yousry and M. Filippi
American Journal of Neuroradiology January 2017, 38 (1) 18-24; DOI: https://doi.org/10.3174/ajnr.A4952
D. Damjanovic
aFrom the Neuroimaging Research Unit (D.D., P.V., M.A.R., M.F.)
cCenter for Radiology and MRI of Clinical Center of Serbia (D.D.), Faculty of Medicine, University of Belgrade, Belgrade, Serbia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for D. Damjanovic
P. Valsasina
aFrom the Neuroimaging Research Unit (D.D., P.V., M.A.R., M.F.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for P. Valsasina
M.A. Rocca
aFrom the Neuroimaging Research Unit (D.D., P.V., M.A.R., M.F.)
bDepartment of Neurology (M.A.R., M.F.), Institute of Experimental Neurology, Division of Neuroscience, San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M.A. Rocca
M.L. Stromillo
dDepartment of Neurological and Behavioural Sciences (M.L.S., N.D.S.), University of Siena, Siena, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M.L. Stromillo
A. Gallo
eMRI Center “SUN-FISM” (A.G., A.B.), Second University of Naples and Institute of Diagnosis and Care “Hermitage-Capodimonte,” Naples, Italy
fI Division of Neurology (A.G., A.B.), Department of Medical, Surgical, Neurological, Metabolic and Aging Sciences, Second University of Naples, Naples, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for A. Gallo
C. Enzinger
gDepartment of Neurology (C.E., F.F.)
hDivision of Neuroradiology (C.E.), Vascular and Interventional Radiology, Department of Radiology, Medical University of Graz, Graz, Austria
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for C. Enzinger
H.E. Hulst
iDepartment of Radiology and Nuclear Medicine (H.E.H.), MS Centre Amsterdam, VU University Medical Centre, Amsterdam, Netherlands
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for H.E. Hulst
A. Rovira
jMagnetic Resonance Unit (A.R., M.J.A.), Department of Radiology and MS Centre of Catalonia, Hospital Universitari Vall d'Hebron, Barcelona, Spain
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for A. Rovira
N. Muhlert
kNMR Research Unit (N.M., T.A.Y.), Queen Square MS Centre, University College London Institute of Neurology, London, UK.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for N. Muhlert
N. De Stefano
dDepartment of Neurological and Behavioural Sciences (M.L.S., N.D.S.), University of Siena, Siena, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for N. De Stefano
A. Bisecco
eMRI Center “SUN-FISM” (A.G., A.B.), Second University of Naples and Institute of Diagnosis and Care “Hermitage-Capodimonte,” Naples, Italy
fI Division of Neurology (A.G., A.B.), Department of Medical, Surgical, Neurological, Metabolic and Aging Sciences, Second University of Naples, Naples, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for A. Bisecco
F. Fazekas
gDepartment of Neurology (C.E., F.F.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for F. Fazekas
M.J. Arévalo
jMagnetic Resonance Unit (A.R., M.J.A.), Department of Radiology and MS Centre of Catalonia, Hospital Universitari Vall d'Hebron, Barcelona, Spain
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M.J. Arévalo
T.A. Yousry
kNMR Research Unit (N.M., T.A.Y.), Queen Square MS Centre, University College London Institute of Neurology, London, UK.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for T.A. Yousry
M. Filippi
aFrom the Neuroimaging Research Unit (D.D., P.V., M.A.R., M.F.)
bDepartment of Neurology (M.A.R., M.F.), Institute of Experimental Neurology, Division of Neuroscience, San Raffaele Scientific Institute, Vita-Salute San Raffaele University, Milan, Italy
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M. Filippi
  • Article
  • Figures & Data
  • Supplemental
  • Info & Metrics
  • Responses
  • References
  • PDF
Loading

Article Figures & Data

Figures

  • Tables
  • Fig 1.
    • Download figure
    • Open in new tab
    • Download powerpoint
    Fig 1.

    Illustrative examples of segmentation of cortical gray matter volume (in red-yellow), deep gray matter volume (in green), and lesions (in blue) in patients with multiple sclerosis without (A) and with (B) cognitive impairment. Images are in radiologic convention.

Tables

  • Figures
    • View popup
    Table 1:

    Lesion and volumetric MRI findings in healthy controls and patients with MS, first considered as a whole and then divided into patients who are cognitively preserved and cognitively impaired

    HCMSPaCognitively Preserved PatientsCognitively Impaired PatientsPa
    T2 LV (mL) (SD)NA10.6 (13.9)NA7.1 (9.6)16.5 (17.8).01
    T1 LV (mL) (SD)NA5.5 (5.8)NA3.6 (3.5)8.7 (7.6).01
    DIR LV (mL) (SD)NA0.4 (0.7)NA0.4 (0.9)0.4 (0.4).4
    Median CL (No.) (range)NA3 (0–33)NA2.0 (0–33)6.0 (1–16).5b
    Median pure CL (No.) (range)NA1 (0–14)NA0.5 (0–14)1.5 (0–11).8b
    Median mixed CL (No.) (range)NA2 (0–19)NA1.0 (0–19)4.0 (0–9).9b
    NBV (mL) (SD)1533 (79)1436 (145)<.0011460 (98)1395 (113).006
    NGMV (mL) (SD)826 (56)776 (67).0002793 (68)748 (57).02
    NCGMV (mL) (SD)638 (48)599 (53).0004612 (55)578 (43).02
    NWMV (mL) (SD)706 (40)659 (68)<.001667 (54)645 (88).03
    Total normalized deep GM volume (mL) (SD)28.1 (1.7)24.7 (3.1)<.00125.8 (2.4)23.0 (3.5)<.001
    Average normalized thalamus volume (mL) (SD)11.1 (0.7)9.7 (1.3)<.00110.1 (1.0)9.0 (1.4).0007
    Average normalized caudate volume (mL) (SD)5.0 (0.5)4.4 (0.7)<.0014.5 (0.6)4.1 (0.7).02
    Average normalized putamen volume (mL) (SD)6.8 (0.6)6.1 (0.9)<.0016.5 (0.7)5.5 (0.9)<.001
    Average normalized pallidum volume (mL) (SD)2.5 (0.3)2.2 (0.2)<.0012.3 (0.1)2.1 (0.3).05
    Average normalized hippocampus volume (mL) (SD)5.3 (0.4)4.8 (0.6)<.0015.0 (0.5)4.5 (0.7).004
    Average normalized amygdala volume (mL) (SD)1.8 (0.3)1.6 (0.3).0011.7 (0.3)1.5 (0.3).05
    Average normalized accumbens volume (mL) (SD)0.7 (0.1)0.6 (0.1).0040.6 (0.1)0.5 (0.1).01
    • Note:—NA indicates not applicable; NBV, normalized brain volume; NGMV, normalized GM volume; NCGMV, normalized cortical GM volume; NWMV, normalized WM volume.

    • ↵a Age- and site-adjusted linear mixed-effect model with random intercept for recruitment site.

    • ↵b Age-adjusted negative binomial mixed-effect model with random intercept for recruitment site (false discovery rate–corrected).

    • View popup
    Table 2:

    Correlations between lesion and volumetric MRI measures of WM and GM with clinical and neuropsychological variables (age-adjusted linear mixed-effect model with random intercept for recruitment site, false discovery rate–corrected)a

    MRI MeasureGlobal Cognitive Z ScoreAttention Z ScoreVisual Memory Z ScoreExecutive Functions (WCSTpr)EDSS
    T2 LV−0.35 (.01)−0.33 (.008)−0.34 (.03)−0.25 (.06)NS
    T1 LV−0.31 (.02)−0.31 (.01)−0.33 (.03)−0.28 (.05)NS
    NBV0.44 (.01)0.44 (.001)0.35 (.03)NS−0.33 (.01)
    NGMV0.36 (.01)0.31 (.01)NSNSNS
    NCGMV0.42 (.01)0.36 (.01)NSNSNS
    NWMV0.37 (.01)0.40 (.004)0.35 (.03)NS−0.35 (.008)
    Total normalized deep GM volume0.40 (.001)0.47 (<.001)0.33 (.04)NS−0.29 (.03)
    Average normalized thalamus volume0.36 (.002)0.41 (.0005)0.30 (.05)NSNS
    Average normalized caudate volume0.40 (.001)0.50 (<.001)NSNSNS
    Average normalized putamen volume0.40 (.001)0.46 (.0001)0.37 (.03)NS−0.30 (.03)
    Average normalized pallidum volume0.25 (.03)0.34 (.003)NSNS−0.35 (.01)
    Average normalized hippocampus volume0.39 (.001)0.34 (.003)NSNSNS
    Average normalized amygdala volume0.33 (.01)0.33 (.01)NSNSNS
    Average normalized accumbens volume0.32 (.009)0.36 (.003)NSNSNS
    • Note:—NS indicates not significant; WCSTpr, Wisconsin Card Sorting Test, number of perseverative responses; NBV, normalized brain volume; NGMV, normalized GM volume; NCGMV, normalized cortical GM volume; NWMV, normalized WM volume.

    • ↵a Correlations are reported as standardized coefficients (to include size effect), and P values are reported in parentheses.

PreviousNext
Back to top

In this issue

American Journal of Neuroradiology: 38 (1)
American Journal of Neuroradiology
Vol. 38, Issue 1
1 Jan 2017
  • Table of Contents
  • Index by author
  • Complete Issue (PDF)
Advertisement
Print
Download PDF
Email Article

Thank you for your interest in spreading the word on American Journal of Neuroradiology.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Hippocampal and Deep Gray Matter Nuclei Atrophy Is Relevant for Explaining Cognitive Impairment in MS: A Multicenter Study
(Your Name) has sent you a message from American Journal of Neuroradiology
(Your Name) thought you would like to see the American Journal of Neuroradiology web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Cite this article
D. Damjanovic, P. Valsasina, M.A. Rocca, M.L. Stromillo, A. Gallo, C. Enzinger, H.E. Hulst, A. Rovira, N. Muhlert, N. De Stefano, A. Bisecco, F. Fazekas, M.J. Arévalo, T.A. Yousry, M. Filippi
Hippocampal and Deep Gray Matter Nuclei Atrophy Is Relevant for Explaining Cognitive Impairment in MS: A Multicenter Study
American Journal of Neuroradiology Jan 2017, 38 (1) 18-24; DOI: 10.3174/ajnr.A4952

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
0 Responses
Respond to this article
Share
Bookmark this article
Hippocampal and Deep Gray Matter Nuclei Atrophy Is Relevant for Explaining Cognitive Impairment in MS: A Multicenter Study
D. Damjanovic, P. Valsasina, M.A. Rocca, M.L. Stromillo, A. Gallo, C. Enzinger, H.E. Hulst, A. Rovira, N. Muhlert, N. De Stefano, A. Bisecco, F. Fazekas, M.J. Arévalo, T.A. Yousry, M. Filippi
American Journal of Neuroradiology Jan 2017, 38 (1) 18-24; DOI: 10.3174/ajnr.A4952
del.icio.us logo Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One
Purchase

Jump to section

  • Article
    • Abstract
    • ABBREVIATIONS:
    • Materials and Methods
    • Results
    • Discussion
    • Conclusions
    • Acknowledgments
    • Footnotes
    • References
  • Figures & Data
  • Supplemental
  • Info & Metrics
  • Responses
  • References
  • PDF

Related Articles

  • PubMed
  • Google Scholar

Cited By...

  • Cognitive rehabilitation effects on grey matter volume and Go-NoGo activity in progressive multiple sclerosis: results from the CogEx trial
  • Trajectories of cognitive processing speed and physical disability over 11 years following initiation of a first multiple sclerosis disease-modulating therapy
  • Influence of cardiorespiratory fitness and MRI measures of neuroinflammation on hippocampal volume in multiple sclerosis
  • Exploring in vivo multiple sclerosis brain microstructural damage through T1w/T2w ratio: a multicentre study
  • Localized calcium accumulations prime synapses for phagocyte removal in cortical neuroinflammation
  • Crossref (77)
  • Google Scholar

This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

  • Identifying the Distinct Cognitive Phenotypes in Multiple Sclerosis
    Ermelinda De Meo, Emilio Portaccio, Antonio Giorgio, Luis Ruano, Benedetta Goretti, Claudia Niccolai, Francesco Patti, Clara Grazia Chisari, Paolo Gallo, Paola Grossi, Angelo Ghezzi, Marco Roscio, Flavia Mattioli, Chiara Stampatori, Marta Simone, Rosa Gemma Viterbo, Raffaello Bonacchi, Maria A. Rocca, Nicola De Stefano, Massimo Filippi, Maria Pia Amato
    JAMA Neurology 2021 78 4
  • The hippocampus in multiple sclerosis
    Maria A Rocca, Frederik Barkhof, John De Luca, Jonas Frisén, Jeroen J G Geurts, Hanneke E Hulst, Jaume Sastre-Garriga, Massimo Filippi, Frederik Barkhof, Olga Ciccarelli, Nicola De Stefano, Christian Enzinger, Massimo Filippi, Jette L. Frederiksen, Claudio Gasperini, Ludwig Kappos, Jacqueline Palace, Maria A. Rocca, Alex Rovira, Jaume Sastre-Garriga, Hugo Vrenken, Tarek A. Yousry
    The Lancet Neurology 2018 17 10
  • Neuropsychology of Multiple Sclerosis: Looking Back and Moving Forward
    Ralph H.B. Benedict, John DeLuca, Christian Enzinger, Jeroen J.G. Geurts, Lauren B. Krupp, Stephen M. Rao
    Journal of the International Neuropsychological Society 2017 23 9-10
  • Behavioural phenotypes in the cuprizone model of central nervous system demyelination
    Monokesh K. Sen, David A. Mahns, Jens R. Coorssen, Peter J. Shortland
    Neuroscience & Biobehavioral Reviews 2019 107
  • Phagocyte-mediated synapse removal in cortical neuroinflammation is promoted by local calcium accumulation
    Mehrnoosh Jafari, Adrian-Minh Schumacher, Nicolas Snaidero, Emily M. Ullrich Gavilanes, Tradite Neziraj, Virág Kocsis-Jutka, Daniel Engels, Tanja Jürgens, Ingrid Wagner, Juan Daniel Flórez Weidinger, Stephanie S. Schmidt, Eduardo Beltrán, Nellwyn Hagan, Lisa Woodworth, Dimitry Ofengeim, Joseph Gans, Fred Wolf, Mario Kreutzfeldt, Ruben Portugues, Doron Merkler, Thomas Misgeld, Martin Kerschensteiner
    Nature Neuroscience 2021 24 3
  • Predicting cognitive decline in multiple sclerosis: a 5-year follow-up study
    Anand J C Eijlers, Quinten van Geest, Iris Dekker, Martijn D Steenwijk, Kim A Meijer, Hanneke E Hulst, Frederik Barkhof, Bernard M J Uitdehaag, Menno M Schoonheim, Jeroen J G Geurts
    Brain 2018
  • Deep grey matter injury in multiple sclerosis: a NAIMS consensus statement
    Daniel Ontaneda, Praneeta C Raza, Kedar R Mahajan, Douglas L Arnold, Michael G Dwyer, Susan A Gauthier, Douglas N Greve, Daniel M Harrison, Roland G Henry, David K B Li, Caterina Mainero, Wayne Moore, Sridar Narayanan, Jiwon Oh, Raihaan Patel, Daniel Pelletier, Alexander Rauscher, William D Rooney, Nancy L Sicotte, Roger Tam, Daniel S Reich, Christina J Azevedo
    Brain 2021 144 7
  • Reduced dynamics of functional connectivity and cognitive impairment in multiple sclerosis
    Alessandro d’Ambrosio, Paola Valsasina, Antonio Gallo, Nicola De Stefano, Deborah Pareto, Frederik Barkhof, Olga Ciccarelli, Christian Enzinger, Gioacchino Tedeschi, M Laura Stromillo, Maria J Arévalo, Hanneke E Hulst, Nils Muhlert, Marisa Koini, Massimo Filippi, Maria A Rocca
    Multiple Sclerosis Journal 2020 26 4
  • Depressive symptoms, anxiety and cognitive impairment: emerging evidence in multiple sclerosis
    Monica Margoni, Paolo Preziosa, Maria A. Rocca, Massimo Filippi
    Translational Psychiatry 2023 13 1
  • Resolving the clinico-radiological paradox in multiple sclerosis
    Declan Chard, S Anand Trip
    F1000Research 2017 6

More in this TOC Section

  • Diagnostic Neuroradiology of Monoclonal Antibodies
  • Clinical Outcomes After Chiari I Decompression
  • Segmentation of Brain Metastases with BLAST
Show more Adult Brain

Similar Articles

Advertisement

Indexed Content

  • Current Issue
  • Accepted Manuscripts
  • Article Preview
  • Past Issues
  • Editorials
  • Editor's Choice
  • Fellows' Journal Club
  • Letters to the Editor
  • Video Articles

Cases

  • Case Collection
  • Archive - Case of the Week
  • Archive - Case of the Month
  • Archive - Classic Case

More from AJNR

  • Trainee Corner
  • Imaging Protocols
  • MRI Safety Corner
  • Book Reviews

Multimedia

  • AJNR Podcasts
  • AJNR Scantastics

Resources

  • Turnaround Time
  • Submit a Manuscript
  • Submit a Video Article
  • Submit an eLetter to the Editor/Response
  • Manuscript Submission Guidelines
  • Statistical Tips
  • Fast Publishing of Accepted Manuscripts
  • Graphical Abstract Preparation
  • Imaging Protocol Submission
  • Evidence-Based Medicine Level Guide
  • Publishing Checklists
  • Author Policies
  • Become a Reviewer/Academy of Reviewers
  • News and Updates

About Us

  • About AJNR
  • Editorial Board
  • Editorial Board Alumni
  • Alerts
  • Permissions
  • Not an AJNR Subscriber? Join Now
  • Advertise with Us
  • Librarian Resources
  • Feedback
  • Terms and Conditions
  • AJNR Editorial Board Alumni

American Society of Neuroradiology

  • Not an ASNR Member? Join Now

© 2025 by the American Society of Neuroradiology All rights, including for text and data mining, AI training, and similar technologies, are reserved.
Print ISSN: 0195-6108 Online ISSN: 1936-959X

Powered by HighWire