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Diffusion Tensor Histogram Analysis of Pediatric Diffuse Intrinsic Pontine Glioma
Author(s) -
Emilie A. Steffen-Smith,
Joelle E. Sarlls,
Carlo Pierpaoli,
Joanna H. Shih,
Robyn Bent,
Lindsay Walker,
Katherine E. Warren
Publication year - 2014
Publication title -
biomed research international
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.772
H-Index - 126
eISSN - 2314-6141
pISSN - 2314-6133
DOI - 10.1155/2014/647356
Subject(s) - histogram , diffusion mri , medicine , glioma , nuclear medicine , fluid attenuated inversion recovery , context (archaeology) , akaike information criterion , confounding , estimator , pathology , radiology , mathematics , statistics , magnetic resonance imaging , computer science , artificial intelligence , biology , cancer research , paleontology , image (mathematics)
Purpose . To evaluate tumor structure in children with diffuse intrinsic pontine glioma (DIPG) using histogram analyses of mean diffusivity (MD), determine potential treatment and corticosteroid-related effects on MD, and monitor changes in MD distributions over time. Materials and Methods . DTI was performed on a 1.5T GE scanner. Regions of interest included the entire FLAIR-defined tumor. MD data were used to calculate histograms. Patterns in MD distributions were evaluated and fitted using a two-normal mixture model. Treatment-related effects were evaluated using the R 2 statistic for linear mixed models and Cox proportional hazards models. Results . 12 patients with DIPG underwent one or more DTI exams. MD histogram distributions varied among patients. Over time, histogram peaks became shorter and broader ( P = 0.0443). Two-normal mixture fitting revealed large lower curve proportions that were not associated with treatment response or outcome. Corticosteroid use affected MD histograms and was strongly associated with larger, sharper peaks ( R 2 = 0.51, P = 0.0028). Conclusions . MD histograms of pediatric DIPG show significant interpatient and intratumoral differences and quantifiable changes in tumor structure over time. Corticosteroids greatly affected MD and must be considered a confounding factor when interpreting MD results in the context of treatment response.

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