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

Research ArticleAdult Brain
Open Access

Restriction Spectrum Imaging Improves Risk Stratification in Patients with Glioblastoma

A.P. Krishnan, R. Karunamuni, K.M. Leyden, T.M. Seibert, R.L. Delfanti, J.M. Kuperman, H. Bartsch, P. Elbe, A. Srikant, A.M. Dale, S. Kesari, D.E. Piccioni, J.A. Hattangadi-Gluth, N. Farid, C.R. McDonald and N.S. White
American Journal of Neuroradiology May 2017, 38 (5) 882-889; DOI: https://doi.org/10.3174/ajnr.A5099
A.P. Krishnan
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
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R. Karunamuni
bDepartments of Radiation Medicine (R.K., T.M.S., J.A.H.-G., C.R.M.)
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K.M. Leyden
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
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T.M. Seibert
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
bDepartments of Radiation Medicine (R.K., T.M.S., J.A.H.-G., C.R.M.)
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R.L. Delfanti
cRadiology (R.L.D., J.M.K., H.B., A.M.D., N.F., N.S.W.)
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J.M. Kuperman
cRadiology (R.L.D., J.M.K., H.B., A.M.D., N.F., N.S.W.)
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H. Bartsch
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
cRadiology (R.L.D., J.M.K., H.B., A.M.D., N.F., N.S.W.)
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P. Elbe
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
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A. Srikant
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
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A.M. Dale
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
cRadiology (R.L.D., J.M.K., H.B., A.M.D., N.F., N.S.W.)
dNeurosciences (A.M.D., D.E.P.)
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S. Kesari
fDepartment of Translational Neuro-Oncology and Neurotherapeutics (S.K.), John Wayne Cancer Institute and Pacific Neuroscience Institute at Providence Saint John's Health Center, Santa Monica, California.
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D.E. Piccioni
dNeurosciences (A.M.D., D.E.P.)
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J.A. Hattangadi-Gluth
bDepartments of Radiation Medicine (R.K., T.M.S., J.A.H.-G., C.R.M.)
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N. Farid
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
cRadiology (R.L.D., J.M.K., H.B., A.M.D., N.F., N.S.W.)
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C.R. McDonald
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
bDepartments of Radiation Medicine (R.K., T.M.S., J.A.H.-G., C.R.M.)
ePsychiatry (C.R.M.), University of California, San Diego, La Jolla, California
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N.S. White
aFrom the Multimodal Imaging Laboratory (A.P.K., K.M.L., T.M.S., J.M.K., H.B., P.E., A.S., A.M.D., N.F., C.R.M., N.S.W.)
cRadiology (R.L.D., J.M.K., H.B., A.M.D., N.F., N.S.W.)
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Abstract

BACKGROUND AND PURPOSE: ADC as a marker of tumor cellularity has been promising for evaluating the response to therapy in patients with glioblastoma but does not successfully stratify patients according to outcomes, especially in the upfront setting. Here we investigate whether restriction spectrum imaging, an advanced diffusion imaging model, performed after an operation but before radiation therapy, could improve risk stratification in patients with newly diagnosed glioblastoma relative to ADC.

MATERIALS AND METHODS: Pre-radiation therapy diffusion-weighted and structural imaging of 40 patients with glioblastoma were examined retrospectively. Restriction spectrum imaging and ADC-based hypercellularity volume fraction (restriction spectrum imaging–FLAIR volume fraction, restriction spectrum imaging–contrast-enhanced volume fraction, ADC-FLAIR volume fraction, ADC–contrast-enhanced volume fraction) and intensities (restriction spectrum imaging—FLAIR 90th percentile, restriction spectrum imaging–contrast-enhanced 90th percentile, ADC-FLAIR 10th percentile, ADC–contrast-enhanced 10th percentile) within the contrast-enhanced and FLAIR hyperintensity VOIs were calculated. The association of diffusion imaging metrics, contrast-enhanced volume, and FLAIR hyperintensity volume with progression-free survival and overall survival was evaluated by using Cox proportional hazards models.

RESULTS: Among the diffusion metrics, restriction spectrum imaging–FLAIR volume fraction was the strongest prognostic metric of progression-free survival (P = .036) and overall survival (P = .007) in a multivariate Cox proportional hazards analysis, with higher values indicating earlier progression and shorter survival. Restriction spectrum imaging—FLAIR 90th percentile was also associated with overall survival (P = .043), with higher intensities, indicating shorter survival. None of the ADC metrics were associated with progression-free survival/overall survival. Contrast-enhanced volume exhibited a trend toward significance for overall survival (P = .063).

CONCLUSIONS: Restriction spectrum imaging–derived cellularity in FLAIR hyperintensity regions may be a more robust prognostic marker than ADC and conventional imaging for early progression and poorer survival in patients with glioblastoma. However, future studies with larger samples are needed to explore its predictive ability.

ABBREVIATIONS:

CE
contrast-enhanced
CPH
Cox proportional hazards
FLAIR-HI
FLAIR hyperintensity
GBM
glioblastoma
HC
hypercellularity
HR
hazard ratio
MRSI
MR spectroscopic imaging
PFS
progression-free survival
OS
overall survival
RSI
restriction spectrum imaging
RT
radiation therapy
vf
volume fraction
vol
volume
  • © 2017 by American Journal of Neuroradiology

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American Journal of Neuroradiology: 38 (5)
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A.P. Krishnan, R. Karunamuni, K.M. Leyden, T.M. Seibert, R.L. Delfanti, J.M. Kuperman, H. Bartsch, P. Elbe, A. Srikant, A.M. Dale, S. Kesari, D.E. Piccioni, J.A. Hattangadi-Gluth, N. Farid, C.R. McDonald, N.S. White
Restriction Spectrum Imaging Improves Risk Stratification in Patients with Glioblastoma
American Journal of Neuroradiology May 2017, 38 (5) 882-889; DOI: 10.3174/ajnr.A5099

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Restriction Spectrum Imaging Improves Risk Stratification in Patients with Glioblastoma
A.P. Krishnan, R. Karunamuni, K.M. Leyden, T.M. Seibert, R.L. Delfanti, J.M. Kuperman, H. Bartsch, P. Elbe, A. Srikant, A.M. Dale, S. Kesari, D.E. Piccioni, J.A. Hattangadi-Gluth, N. Farid, C.R. McDonald, N.S. White
American Journal of Neuroradiology May 2017, 38 (5) 882-889; DOI: 10.3174/ajnr.A5099
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