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

Automated Color-Coding of Lesion Changes in Contrast-Enhanced 3D T1-Weighted Sequences for MRI Follow-up of Brain Metastases

D. Zopfs, K. Laukamp, R. Reimer, N. Grosse Hokamp, C. Kabbasch, J. Borggrefe, L. Pennig, A.C. Bunck, M. Schlamann and S. Lennartz
American Journal of Neuroradiology January 2022, DOI: https://doi.org/10.3174/ajnr.A7380
D. Zopfs
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for D. Zopfs
K. Laukamp
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for K. Laukamp
R. Reimer
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for R. Reimer
N. Grosse Hokamp
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for N. Grosse Hokamp
C. Kabbasch
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for C. Kabbasch
J. Borggrefe
bDepartment of Radiology (J.B.), Neuroradiology and Nuclear Medicine, Johannes Wesling University Hospital, Ruhr University Bochum, Bochum, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for J. Borggrefe
L. Pennig
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for L. Pennig
A.C. Bunck
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for A.C. Bunck
M. Schlamann
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M. Schlamann
S. Lennartz
aFrom the Institute for Diagnostic and Interventional Radiology (D.Z., K.L., R.R., N.G.H., C.K., L.P., A.C.B., M.S., S.L.), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for S. Lennartz
  • Article
  • Figures & Data
  • Info & Metrics
  • Responses
  • References
  • PDF
Loading

Article Figures & Data

Figures

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

    Inclusion and exclusion of study subjects.

  • FIG 2.
    • Download figure
    • Open in new tab
    • Download powerpoint
    FIG 2.

    Examples of the automated coregistration of follow-up examinations and color-coding of longitudinal changes in contrast-enhanced, T1-weighted 3D sequences.

  • FIG 3.
    • Download figure
    • Open in new tab
    • Download powerpoint
    FIG 3.

    Diagnostic certainty of both readers regarding decision-making in the conventional approach and the automated coregistration and color-coding reading approach. ACC indicates automated color-coding.

  • FIG 4.
    • Download figure
    • Open in new tab
    • Download powerpoint
    FIG 4.

    Reading time was significantly reduced in the automated coregistration and color-coding approach in comparison with the conventional approach. However, the longer loading and processing time required for the automated coregistration of 3D sequences led to a longer overall assessment time for this approach. ACC indicates automated color-coding.

Tables

  • Figures
    • View popup
    Table 1:

    Detailed scanning parameters of the Ingenia and Achieva scannersa

    ParameterIngenia 3TbIngenia 1.5TbAchieva 3TbAchieva 1.5Tb
    FOV (mm)512 × 512384 × 384480 × 480288 × 288
    Matrix280 × 278244 × 246412 × 414256 × 256
    Section thickness (mm)0.91.61.21.6
    Spacing0.480.80.60.8
    TR (ms)9.0025.009.3525.00
    TE (ms)47.864.687.97
    • ↵a All parameters refer to gadolinium-enhanced 3D T1-weighted sequences.

    • ↵b Philips Healthcare.

    • View popup
    Table 2:

    Detailed scanning parameters of the Intera, Panorama and Avanto scannersa

    ParameterIntera 1.5TbPanorama 1TbAvanto 1.5Tc
    FOV (mm)448 × 448512 × 512256 × 256
    Matrix224 × 223292 × 290256 × 246
    Section thickness (mm)21.61
    Spacing10.80.98
    TR (ms)18.0125.0019.00
    TE (ms)10.19.22.91
    • ↵a All parameters refer to gadolinium-enhanced 3D T1-weighted sequences.

    • ↵b Philips Healthcare.

    • ↵c Siemens.

    • View popup
    Table 3:

    Rate of correctly classified diagnoses for each disease condition comparing the conventional reading and the reading with automated coregistration

    Conventional ReadingReading with Automated CoregistrationP Value
    Follow-up pairs with disease progression81.7% (49/60)93.3% (56/60).07
    Follow-up pairs with disease regression81.7% (49/60)100.0% (60/60).003
    Follow-up pairs with mixed changes50.0% (31/62)88.7% (55/62)<.001
    Follow-up pairs with stable disease83.3% (50/60)83.3% (50/60).77
    All disease conditions74.0% (179/242)91.3% (221/242)<.001
    • View popup
    Table 4:

    Information on numbers and average sizes of lesions in included patients

    First ExaminationSecond Examination
    Lesion count (No.)
     090
     12221
     22526
     31918
     448
     5610
     656
     766
     812
     910
     1022
    Lesion size (mm)
     Smallest lesion4.3 + 4.23.7 + 2.7
     Average lesion8.8 + 7.38.3 + 6.7
     Largest lesion14.2 + 9.812.8 + 8.8
PreviousNext
Back to top
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.
Automated Color-Coding of Lesion Changes in Contrast-Enhanced 3D T1-Weighted Sequences for MRI Follow-up of Brain Metastases
(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. Zopfs, K. Laukamp, R. Reimer, N. Grosse Hokamp, C. Kabbasch, J. Borggrefe, L. Pennig, A.C. Bunck, M. Schlamann, S. Lennartz
Automated Color-Coding of Lesion Changes in Contrast-Enhanced 3D T1-Weighted Sequences for MRI Follow-up of Brain Metastases
American Journal of Neuroradiology Jan 2022, DOI: 10.3174/ajnr.A7380

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
Automated Color-Coding of Lesion Changes in Contrast-Enhanced 3D T1-Weighted Sequences for MRI Follow-up of Brain Metastases
D. Zopfs, K. Laukamp, R. Reimer, N. Grosse Hokamp, C. Kabbasch, J. Borggrefe, L. Pennig, A.C. Bunck, M. Schlamann, S. Lennartz
American Journal of Neuroradiology Jan 2022, DOI: 10.3174/ajnr.A7380
del.icio.us logo Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One
Purchase

Jump to section

  • Article
    • Abstract
    • ABBREVIATION:
    • MATERIALS AND METHODS
    • RESULTS
    • DISCUSSION
    • CONCLUSIONS
    • Footnotes
    • References
  • Figures & Data
  • Info & Metrics
  • Responses
  • References
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • Interest of structured reporting and combined automated co-registration and lesion color-coding maps for longitudinal magnetic resonance imaging analysis in patients with multiple sclerosis : the MS-LOBI-SR study protocol
  • Crossref (4)
  • Google Scholar

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

  • Automatically tracking brain metastases after stereotactic radiosurgery
    Dylan G. Hsu, Åse Ballangrud, Kayla Prezelski, Nathaniel C. Swinburne, Robert Young, Kathryn Beal, Joseph O. Deasy, Laura Cerviño, Michalis Aristophanous
    Physics and Imaging in Radiation Oncology 2023 27
  • Dual-energy computed tomography material decomposition improves prediction accuracy of hematoma expansion in traumatic intracranial hemorrhage
    Jungbin Lee, Sung-Tae Park, Sun-Chul Hwang, Jung Youn Kim, A. Leum Lee, Kee-Hyun Chang, Lorenzo Faggioni
    PLOS ONE 2023 18 7
  • Real-World Validation of Coregistration and Structured Reporting for Magnetic Resonance Imaging Monitoring in Multiple Sclerosis
    Kevin Rose, Ichem Mohtarif, Sébastien Kerdraon, Jeremy Deverdun, Pierre Leprêtre, Julien Ognard
    Journal of Computer Assisted Tomography 2024 48 6
  • Transforming grayscale MRI images to color utilizing generative artificial intelligence to better understand multiple sclerosis
    Darin T. Okuda, Christine Lebrun-Frénay
    Journal of Central Nervous System Disease 2025 17

More in this TOC Section

  • Diagnostic Neuroradiology of Monoclonal Antibodies
  • Cerebral ADC Changes in Fabry Disease
  • ML for Glioma Molecular Subtype Prediction
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