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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.)
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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
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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.)
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B.M. Ellingson
lDepartment of Radiological Sciences (B.M.E.), University of California, Los Angeles, Los Angeles, California.
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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.)
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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.)
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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.)
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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.)
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Abstract

BACKGROUND AND PURPOSE: Immune response to cancer therapy may result in pseudoprogression, which can only be identified retrospectively and may disrupt an effective therapy. This study assesses whether serial parametric response mapping (a voxel-by-voxel method of image analysis also known as functional diffusion mapping) analysis of ADC measurements following peptide-based vaccination may help prospectively distinguish progression from pseudoprogression in pediatric patients with diffuse intrinsic pontine gliomas.

MATERIALS AND METHODS: From 2009 to 2012, 21 children, 4–18 years of age, with diffuse intrinsic pontine gliomas were enrolled in a serial peptide-based vaccination protocol following radiation therapy. DWI was acquired before immunotherapy and at 6-week intervals during vaccine treatment. Pseudoprogression was identified retrospectively on the basis of clinical and radiographic findings, excluding DWI. Parametric response mapping was used to analyze 96 scans, comparing ADC measures at multiple time points (from the first vaccine to up to 12 weeks after the vaccine was halted) with prevaccine baseline values. Log-transformed fractional increased ADC, fractional decreased ADC, and parametric response mapping ratio (fractional increased ADC/fractional decreased ADC) were compared between patients with and without pseudoprogression, by using generalized estimating equations with inverse weighting by cluster size.

RESULTS: Median survival was 13.1 months from diagnosis (range, 6.4–24.9 months). Four of 21 children (19%) were assessed as experiencing pseudoprogression. Patients with pseudoprogression had higher fitted average log-transformed parametric response mapping ratios (P = .01) and fractional decreased ADCs (P = .0004), compared with patients without pseudoprogression.

CONCLUSIONS: Serial parametric response mapping of ADC, performed at multiple time points of therapy, may distinguish pseudoprogression from true progression in patients with diffuse intrinsic pontine gliomas treated with peptide-based vaccination.

ABBREVIATIONS:

DIPG
diffuse intrinsic pontine gliomas
fdADC
fractional decreased ADC
fiADC
fractional increased ADC
PRM
parametric response mapping
PRMratio
ratio of fiADC to fdADC
WGEE
weighted generalized estimating equations
  • © 2015 by American Journal of Neuroradiology

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American Journal of Neuroradiology: 36 (11)
American Journal of Neuroradiology
Vol. 36, Issue 11
1 Nov 2015
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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

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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
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