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
    • ASNR Foundation Special Collection
    • Most Impactful AJNR Articles
    • Photon-Counting CT
    • Spinal CSF Leak Articles (Jan 2020-June 2024)
  • 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
    • ASNR Foundation Special Collection
    • Most Impactful AJNR Articles
    • Photon-Counting CT
    • Spinal CSF Leak Articles (Jan 2020-June 2024)
  • 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 is seeking candidates for the AJNR Podcast Editor. Read the position description.

Research ArticleADULT BRAIN
Open Access

Improved Brain Tumor Classification by Sodium MR Imaging: Prediction of IDH Mutation Status and Tumor Progression

A. Biller, S. Badde, A. Nagel, J.-O. Neumann, W. Wick, A. Hertenstein, M. Bendszus, F. Sahm, N. Benkhedah and J. Kleesiek
American Journal of Neuroradiology January 2016, 37 (1) 66-73; DOI: https://doi.org/10.3174/ajnr.A4493
A. Biller
aFrom the Departments of Neuroradiology (A.B., M.B., J.K.)
fDepartments of Radiology (A.B., J.K.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
S. Badde
hDepartment of Biological Psychology and Neuropsychology (S.B.), University of Hamburg, Hamburg, Germany.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
A. Nagel
gMedical Physics in Radiology (A.N., N.B.), German Cancer Research Centre (DKFZ), Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
J.-O. Neumann
bNeurosurgery (J.-O.N.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
W. Wick
cNeuro-Oncology (W.W., A.H.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for W. Wick
A. Hertenstein
cNeuro-Oncology (W.W., A.H.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
M. Bendszus
aFrom the Departments of Neuroradiology (A.B., M.B., J.K.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M. Bendszus
F. Sahm
dNeuropathology (F.S.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
N. Benkhedah
gMedical Physics in Radiology (A.N., N.B.), German Cancer Research Centre (DKFZ), Heidelberg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
J. Kleesiek
aFrom the Departments of Neuroradiology (A.B., M.B., J.K.)
eMultidimensional Image Processing Group (J.K.), HCI/IWR, University of Heidelberg, Heidelberg, Germany
fDepartments of Radiology (A.B., J.K.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Data
  • Supplemental
  • Info & Metrics
  • Responses
  • References
  • PDF
Loading

Abstract

BACKGROUND AND PURPOSE: MR imaging in neuro-oncology is challenging due to inherent ambiguities in proton signal behavior. Sodium-MR imaging may substantially contribute to the characterization of tumors because it reflects the functional status of the sodium-potassium pump and sodium channels.

MATERIALS AND METHODS: Sodium-MR imaging data of patients with treatment-naïve glioma WHO grades I–IV (n = 34; mean age, 51.29 ± 17.77 years) were acquired by using a 7T MR system. For acquisition of sodium-MR images, we applied density-adapted 3D radial projection reconstruction pulse sequences. Proton-MR imaging data were acquired by using a 3T whole-body system.

RESULTS: We demonstrated that the initial sodium signal of a treatment-naïve brain tumor is a significant predictor of isocitrate dehydrogenase (IDH) mutation status (P < .001). Moreover, independent of this correlation, the Cox proportional hazards model confirmed the sodium signal of treatment-naïve brain tumors as a predictor of progression (P = .003). Compared with the molecular signature of IDH mutation status, information criteria of model comparison revealed that the sodium signal is even superior to IDH in progression prediction. In addition, sodium-MR imaging provides a new approach to noninvasive tumor classification. The sodium signal of contrast-enhancing tumor portions facilitates differentiation among most glioma types (P < .001).

CONCLUSIONS: The information of sodium-MR imaging may help to classify neoplasias at an early stage, to reduce invasive tissue characterization such as stereotactic biopsy specimens, and overall to promote improved and individualized patient management in neuro-oncology by novel imaging signatures of brain tumors.

ABBREVIATIONS:

AA
anaplastic astrocytoma
CE
contrast-enhancing
GB
glioblastoma
GG
ganglioglioma
IDH
isocitrate dehydrogenase
NaR
relaxation-weighted sodium signal
NaT
total sodium signal
PA
pilocytic astrocytoma
PFS
progression-free survival
PH
proportional hazard
WHO
World Health Organization
  • © 2016 by American Journal of Neuroradiology

Indicates open access to non-subscribers at www.ajnr.org

View Full Text
PreviousNext
Back to top

In this issue

American Journal of Neuroradiology: 37 (1)
American Journal of Neuroradiology
Vol. 37, Issue 1
1 Jan 2016
  • 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.
Improved Brain Tumor Classification by Sodium MR Imaging: Prediction of IDH Mutation Status and Tumor Progression
(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
A. Biller, S. Badde, A. Nagel, J.-O. Neumann, W. Wick, A. Hertenstein, M. Bendszus, F. Sahm, N. Benkhedah, J. Kleesiek
Improved Brain Tumor Classification by Sodium MR Imaging: Prediction of IDH Mutation Status and Tumor Progression
American Journal of Neuroradiology Jan 2016, 37 (1) 66-73; DOI: 10.3174/ajnr.A4493

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
Improved Brain Tumor Classification by Sodium MR Imaging: Prediction of IDH Mutation Status and Tumor Progression
A. Biller, S. Badde, A. Nagel, J.-O. Neumann, W. Wick, A. Hertenstein, M. Bendszus, F. Sahm, N. Benkhedah, J. Kleesiek
American Journal of Neuroradiology Jan 2016, 37 (1) 66-73; DOI: 10.3174/ajnr.A4493
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
    • Footnotes
    • References
  • Figures & Data
  • Supplemental
  • Info & Metrics
  • Responses
  • References
  • PDF

Related Articles

  • PubMed
  • Google Scholar

Cited By...

  • Sodium MRI at 7T for Early Response Evaluation of Intracranial Tumors following Stereotactic Radiotherapy Using the CyberKnife
  • Sodium MR Neuroimaging
  • Residual Convolutional Neural Network for the Determination of IDH Status in Low- and High-Grade Gliomas from MR Imaging
  • T2-FLAIR Mismatch, an Imaging Biomarker for IDH and 1p/19q Status in Lower-grade Gliomas: A TCGA/TCIA Project
  • Crossref (58)
  • Google Scholar

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

  • Pros and cons of ultra-high-field MRI/MRS for human application
    Mark E. Ladd, Peter Bachert, Martin Meyerspeer, Ewald Moser, Armin M. Nagel, David G. Norris, Sebastian Schmitter, Oliver Speck, Sina Straub, Moritz Zaiss
    Progress in Nuclear Magnetic Resonance Spectroscopy 2018 109
  • T2–FLAIR Mismatch, an Imaging Biomarker for IDH and 1p/19q Status in Lower-grade Gliomas: A TCGA/TCIA Project
    Sohil H. Patel, Laila M. Poisson, Daniel J. Brat, Yueren Zhou, Lee Cooper, Matija Snuderl, Cheddhi Thomas, Ana M. Franceschi, Brent Griffith, Adam E. Flanders, John G. Golfinos, Andrew S. Chi, Rajan Jain
    Clinical Cancer Research 2017 23 20
  • Residual Convolutional Neural Network for the Determination of IDH Status in Low- and High-Grade Gliomas from MR Imaging
    Ken Chang, Harrison X. Bai, Hao Zhou, Chang Su, Wenya Linda Bi, Ena Agbodza, Vasileios K. Kavouridis, Joeky T. Senders, Alessandro Boaro, Andrew Beers, Biqi Zhang, Alexandra Capellini, Weihua Liao, Qin Shen, Xuejun Li, Bo Xiao, Jane Cryan, Shakti Ramkissoon, Lori Ramkissoon, Keith Ligon, Patrick Y. Wen, Ranjit S. Bindra, John Woo, Omar Arnaout, Elizabeth R. Gerstner, Paul J. Zhang, Bruce R. Rosen, Li Yang, Raymond Y. Huang, Jayashree Kalpathy-Cramer
    Clinical Cancer Research 2018 24 5
  • Key clinical benefits of neuroimaging at 7 T
    Siegfried Trattnig, Elisabeth Springer, Wolfgang Bogner, Gilbert Hangel, Bernhard Strasser, Barbara Dymerska, Pedro Lima Cardoso, Simon Daniel Robinson
    NeuroImage 2018 168
  • Predicting IDH mutation status in grade II gliomas using amide proton transfer‐weighted (APTw) MRI
    Shanshan Jiang, Tianyu Zou, Charles G. Eberhart, Maria A.V. Villalobos, Hye‐Young Heo, Yi Zhang, Yu Wang, Xianlong Wang, Hao Yu, Yongxing Du, Peter C.M. van Zijl, Zhibo Wen, Jinyuan Zhou
    Magnetic Resonance in Medicine 2017 78 3
  • Machine learning reveals multimodal MRI patterns predictive of isocitrate dehydrogenase and 1p/19q status in diffuse low- and high-grade gliomas
    Hao Zhou, Ken Chang, Harrison X. Bai, Bo Xiao, Chang Su, Wenya Linda Bi, Paul J. Zhang, Joeky T. Senders, Martin Vallières, Vasileios K. Kavouridis, Alessandro Boaro, Omar Arnaout, Li Yang, Raymond Y. Huang
    Journal of Neuro-Oncology 2019 142 2
  • Imaging prediction of isocitrate dehydrogenase (IDH) mutation in patients with glioma: a systemic review and meta-analysis
    Chong Hyun Suh, Ho Sung Kim, Seung Chai Jung, Choong Gon Choi, Sang Joon Kim
    European Radiology 2019 29 2
  • Quantitative sodium MR imaging: A review of its evolving role in medicine
    Keith R. Thulborn
    NeuroImage 2018 168
  • Sodium homeostasis in the tumour microenvironment
    Theresa K. Leslie, Andrew D. James, Fulvio Zaccagna, James T. Grist, Surrin Deen, Aneurin Kennerley, Frank Riemer, Joshua D. Kaggie, Ferdia A. Gallagher, Fiona J. Gilbert, William J. Brackenbury
    Biochimica et Biophysica Acta (BBA) - Reviews on Cancer 2019 1872 2
  • X‐nuclei imaging: Current state, technical challenges, and future directions
    Ruomin Hu, Dennis Kleimaier, Matthias Malzacher, Michaela A.U. Hoesl, Nadia K. Paschke, Lothar R. Schad
    Journal of Magnetic Resonance Imaging 2020 51 2

More in this TOC Section

  • Diagnostic Neuroradiology of Monoclonal Antibodies
  • Segmentation of Brain Metastases with BLAST
  • Cerebral ADC Changes in Fabry Disease
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

Special Collections

  • AJNR Awards
  • ASNR Foundation Special Collection
  • Most Impactful AJNR Articles
  • Photon-Counting CT
  • Spinal CSF Leak Articles (Jan 2020-June 2024)

More from AJNR

  • Trainee Corner
  • Imaging Protocols
  • MRI Safety Corner

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