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 ArticlePediatric Neuroimaging
Open Access

Parametric Response Mapping of Apparent Diffusion Coefficient as an Imaging Biomarker to Distinguish Pseudoprogression from True Tumor Progression in Peptide-Based Vaccine Therapy for Pediatric Diffuse Intrinsic Pontine Glioma

R. Ceschin, B.F. Kurland, S.R. Abberbock, B.M. Ellingson, H. Okada, R.I. Jakacki, I.F. Pollack and A. Panigrahy
American Journal of Neuroradiology November 2015, 36 (11) 2170-2176; DOI: https://doi.org/10.3174/ajnr.A4428
R. Ceschin
aFrom the Departments of Radiology (R.C., A.P.)
fBiomedical Informatics (R.C., A.P.), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
gDepartments of Radiology (R.C., A.P.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
B.F. Kurland
jChildren's Hospital of Pittsburgh, University of Pittsburgh Cancer Institute (B.F.K., S.R.A., H.O., R.I.J., I.F.P., A.P.)
kDepartment of Biostatistics, Graduate School of Public Health (B.F.K.), University of Pittsburgh, Pittsburgh, Pennsylvania
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
S.R. Abberbock
jChildren's Hospital of Pittsburgh, University of Pittsburgh Cancer Institute (B.F.K., S.R.A., H.O., R.I.J., I.F.P., A.P.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
B.M. Ellingson
lDepartment of Radiological Sciences (B.M.E.), University of California, Los Angeles, Los Angeles, California.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
H. Okada
cSurgery (H.O.)
dNeurosurgery (H.O., I.F.P.)
eImmunology (H.O.)
jChildren's Hospital of Pittsburgh, University of Pittsburgh Cancer Institute (B.F.K., S.R.A., H.O., R.I.J., I.F.P., A.P.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
R.I. Jakacki
bPediatrics (R.I.J.)
hPediatrics (R.I.J.)
jChildren's Hospital of Pittsburgh, University of Pittsburgh Cancer Institute (B.F.K., S.R.A., H.O., R.I.J., I.F.P., A.P.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
I.F. Pollack
dNeurosurgery (H.O., I.F.P.)
iNeurosurgery (I.F.P.)
jChildren's Hospital of Pittsburgh, University of Pittsburgh Cancer Institute (B.F.K., S.R.A., H.O., R.I.J., I.F.P., A.P.)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
A. Panigrahy
aFrom the Departments of Radiology (R.C., A.P.)
fBiomedical Informatics (R.C., A.P.), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
gDepartments of Radiology (R.C., A.P.)
jChildren's Hospital of Pittsburgh, University of Pittsburgh Cancer Institute (B.F.K., S.R.A., H.O., R.I.J., I.F.P., A.P.)
  • 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

Article Figures & Data

Figures

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

    A, Tumor ROI for a patient with confirmed pseudoprogression (top) and a patient with true tumor progression without pseudoprogression (bottom). The color scale indicates the proportion of scans in which each voxel was classified as tumor tissue (voxel weights). B, Sample serial PRM maps at weeks 7, 24, and 30 compared with the baseline scan before vaccine therapy. Plots show coregistered voxels at baseline compared with the indicated time point. Green voxels indicate no significant change above or below the predefined threshold of ±0.4 mm2/ms. Red voxels show a significant increase in ADC, and blue voxels, a decrease in ADC with time. Point opacity is proportional to the voxel weight (ie, how much does the voxel contribute to the PRM metric calculation in the weighted model).

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

    Sample PRM snapshots for a patient with confirmed pseudoprogression (top) and a patient with true tumor progression without pseudoprogression (bottom) give a spatiotemporal reference to tumor characterization. ADC maps are coregistered onto a common space, and voxelwise subtraction is calculated between each subsequent time point and the baseline scan. Green voxels indicate no significant change above or below the predefined threshold of ±0.4 mm2/s. Red voxels show a significant increase in ADC, and blue voxels, a decrease in ADC compared with the baseline. There is evidence of spatial heterogeneity of diffusion within the brain stem tumor of both patients.

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

    Serial PRM metric and disease trajectories for 21 pediatric patients with brain stem gliomas. Although the patients were on a treatment trial with scheduled follow-up, imaging time points varied due to scheduling windows and use of DWI. Serial PRM metrics for each patient are shown, with colored lines connecting PRM results for each subject's nonbaseline time points. Columns divide patients into groups by increasing overall survival from the start of vaccine therapy (14–27 weeks, 28–56 weeks, 57–93 weeks). Rows display fractional increased ADC, fractional decreased ADC, and PRMratio compared with the baseline (prevaccine) scan. Each PRM measurement is indicated by a circle, connected by solid lines for patients without pseudoprogression and dashed lines for patients with eventual diagnosis of pseudoprogression. Vertical lines indicate the date of the last vaccine for each patient. For 2 patients with psuedoprogression, vaccine treatment was restarted (date shown as X) 8 and 13 weeks after the initial halt. One of these patients underwent a second treatment stoppage (date shown as a circle). If one examined the time from the last vaccine dose (vertical line or circle for the patient who restarted therapy) to death (♢), patients survived 4–56 weeks after halting vaccine therapy.

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

    Boxplots of log-fractional increased ADC [log(fiADC)], log-fractional decreased ADC [log(fdADC)], and log-ratio of fiADC/fdADC [log (PRMratio)]. Values are obtained from PRMs from 75 postbaseline scans no more than 12 weeks after the last vaccine date, each compared with the patient's baseline scan. Cohorts are confirmed pseudoprogression (n = 4 patients) and true tumor progression (no pseudoprogression, n = 17 patients). Data points of the same color are the same patient's PRM metrics for multiple scans, each compared with the baseline. Figure 3 uses the same coloring scheme (but includes time points >12 weeks after last vaccine date).

PreviousNext
Back to top

In this issue

American Journal of Neuroradiology: 36 (11)
American Journal of Neuroradiology
Vol. 36, Issue 11
1 Nov 2015
  • 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.
Parametric Response Mapping of Apparent Diffusion Coefficient as an Imaging Biomarker to Distinguish Pseudoprogression from True Tumor Progression in Peptide-Based Vaccine Therapy for Pediatric Diffuse Intrinsic Pontine Glioma
(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
R. Ceschin, B.F. Kurland, S.R. Abberbock, B.M. Ellingson, H. Okada, R.I. Jakacki, I.F. Pollack, A. Panigrahy
Parametric Response Mapping of Apparent Diffusion Coefficient as an Imaging Biomarker to Distinguish Pseudoprogression from True Tumor Progression in Peptide-Based Vaccine Therapy for Pediatric Diffuse Intrinsic Pontine Glioma
American Journal of Neuroradiology Nov 2015, 36 (11) 2170-2176; DOI: 10.3174/ajnr.A4428

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
Parametric Response Mapping of Apparent Diffusion Coefficient as an Imaging Biomarker to Distinguish Pseudoprogression from True Tumor Progression in Peptide-Based Vaccine Therapy for Pediatric Diffuse Intrinsic Pontine Glioma
R. Ceschin, B.F. Kurland, S.R. Abberbock, B.M. Ellingson, H. Okada, R.I. Jakacki, I.F. Pollack, A. Panigrahy
American Journal of Neuroradiology Nov 2015, 36 (11) 2170-2176; DOI: 10.3174/ajnr.A4428
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...

  • Improving Mathematical Models of Cancer through Game-Theoretic Modelling: A Study in Non-Small Cell Lung Cancer
  • Centrally Reduced Diffusion Sign for Differentiation between Treatment-Related Lesions and Glioma Progression: A Validation Study
  • Advanced ADC Histogram, Perfusion, and Permeability Metrics Show an Association with Survival and Pseudoprogression in Newly Diagnosed Diffuse Intrinsic Pontine Glioma: A Report from the Pediatric Brain Tumor Consortium
  • Crossref
  • Google Scholar

This article has not yet been cited by articles in journals that are participating in Crossref Cited-by Linking.

More in this TOC Section

  • FRACTURE MR in Congenital Vertebral Anomalies
  • Comparing MRI Perfusion in Pediatric Brain Tumors
  • Sodium MRI in Pediatric Brain Tumors
Show more Pediatric Neuroimaging

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