Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.

Here, we retrospectively investigate the value of voxel-wisely plotted diffusion tensor-derived (DTI) axial, radial and mean diffusivity for the early detection of malignant transformation (MT) in WHO II glioma compared to contrast-enhanced images.Forty-seven patients underwent brain magnetic resona...

Full description

Bibliographic Details
Main Authors: Martin T Freitag, Klaus H Maier-Hein, Francisczek Binczyk, Frederik B Laun, Christian Weber, David Bonekamp, Rafal Tarnawski, Barbara Bobek-Billewicz, Joanna Polanska, Henryk Majchrzak, Bram Stieltjes
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5065360?pdf=render
id doaj-3fcb0952b4e448f4913bde0835afb6d7
record_format Article
spelling doaj-3fcb0952b4e448f4913bde0835afb6d72020-11-25T01:02:27ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-011110e016467910.1371/journal.pone.0164679Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.Martin T FreitagKlaus H Maier-HeinFrancisczek BinczykFrederik B LaunChristian WeberDavid BonekampRafal TarnawskiBarbara Bobek-BillewiczJoanna PolanskaHenryk MajchrzakBram StieltjesHere, we retrospectively investigate the value of voxel-wisely plotted diffusion tensor-derived (DTI) axial, radial and mean diffusivity for the early detection of malignant transformation (MT) in WHO II glioma compared to contrast-enhanced images.Forty-seven patients underwent brain magnetic resonance imaging follow-up between 2006-2014 after gross-tumor resection of intra-axial WHO II glioma. Axial/Mean/Radial diffusivity maps (AD/MD/RD) were generated from DTI data. ADmin/MDmin/RDmin values were quantified within tumor regions-of-interest generated by two independent readers including tumor contrast-to-noise (CNR). Sensitivity/specificity and area-under-the-curve (AUC) were calculated using receiver-operating-characteristic analysis. Inter-reader agreement was assessed (Cohen's kappa).Eighteen patients demonstrated malignant transformation (MT) confirmed in 8/18 by histopathology and in 10/18 through imaging follow-up. Twelve of 18 patients (66.6%) with MT showed diffusion restriction timely coincidental with contrast-enhancement (CE). In the remaining six patients (33.3%), the diffusion restriction preceded the CE. The mean gain in detection time using DTI was (0.8±0.5 years, p = 0.028). Compared to MDmin and RDmin, ROC-analysis showed best diagnostic value for ADmin (sensitivity/specificity 94.94%/89.7%, AUC 0.96; p<0.0001) to detect MT. CNR was highest for AD (1.83±0.14), compared to MD (1.31±0.19; p<0.003) and RD (0.90±0.23; p<0.0001). Cohen's Kappa was 0.77 for ADmin, 0.71 for MDmin and 0.65 for RDmin (p<0.0001, respectively).MT is detectable at the same time point or earlier compared to T1w-CE by diffusion restriction in diffusion-tensor-derived maps. AD demonstrated highest sensitivity/specificity/tumor-contrast compared to radial or mean diffusivity (= apparent diffusion coefficient) to detect MT.http://europepmc.org/articles/PMC5065360?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Martin T Freitag
Klaus H Maier-Hein
Francisczek Binczyk
Frederik B Laun
Christian Weber
David Bonekamp
Rafal Tarnawski
Barbara Bobek-Billewicz
Joanna Polanska
Henryk Majchrzak
Bram Stieltjes
spellingShingle Martin T Freitag
Klaus H Maier-Hein
Francisczek Binczyk
Frederik B Laun
Christian Weber
David Bonekamp
Rafal Tarnawski
Barbara Bobek-Billewicz
Joanna Polanska
Henryk Majchrzak
Bram Stieltjes
Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.
PLoS ONE
author_facet Martin T Freitag
Klaus H Maier-Hein
Francisczek Binczyk
Frederik B Laun
Christian Weber
David Bonekamp
Rafal Tarnawski
Barbara Bobek-Billewicz
Joanna Polanska
Henryk Majchrzak
Bram Stieltjes
author_sort Martin T Freitag
title Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.
title_short Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.
title_full Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.
title_fullStr Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.
title_full_unstemmed Early Detection of Malignant Transformation in Resected WHO II Low-Grade Glioma Using Diffusion Tensor-Derived Quantitative Measures.
title_sort early detection of malignant transformation in resected who ii low-grade glioma using diffusion tensor-derived quantitative measures.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description Here, we retrospectively investigate the value of voxel-wisely plotted diffusion tensor-derived (DTI) axial, radial and mean diffusivity for the early detection of malignant transformation (MT) in WHO II glioma compared to contrast-enhanced images.Forty-seven patients underwent brain magnetic resonance imaging follow-up between 2006-2014 after gross-tumor resection of intra-axial WHO II glioma. Axial/Mean/Radial diffusivity maps (AD/MD/RD) were generated from DTI data. ADmin/MDmin/RDmin values were quantified within tumor regions-of-interest generated by two independent readers including tumor contrast-to-noise (CNR). Sensitivity/specificity and area-under-the-curve (AUC) were calculated using receiver-operating-characteristic analysis. Inter-reader agreement was assessed (Cohen's kappa).Eighteen patients demonstrated malignant transformation (MT) confirmed in 8/18 by histopathology and in 10/18 through imaging follow-up. Twelve of 18 patients (66.6%) with MT showed diffusion restriction timely coincidental with contrast-enhancement (CE). In the remaining six patients (33.3%), the diffusion restriction preceded the CE. The mean gain in detection time using DTI was (0.8±0.5 years, p = 0.028). Compared to MDmin and RDmin, ROC-analysis showed best diagnostic value for ADmin (sensitivity/specificity 94.94%/89.7%, AUC 0.96; p<0.0001) to detect MT. CNR was highest for AD (1.83±0.14), compared to MD (1.31±0.19; p<0.003) and RD (0.90±0.23; p<0.0001). Cohen's Kappa was 0.77 for ADmin, 0.71 for MDmin and 0.65 for RDmin (p<0.0001, respectively).MT is detectable at the same time point or earlier compared to T1w-CE by diffusion restriction in diffusion-tensor-derived maps. AD demonstrated highest sensitivity/specificity/tumor-contrast compared to radial or mean diffusivity (= apparent diffusion coefficient) to detect MT.
url http://europepmc.org/articles/PMC5065360?pdf=render
work_keys_str_mv AT martintfreitag earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT klaushmaierhein earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT francisczekbinczyk earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT frederikblaun earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT christianweber earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT davidbonekamp earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT rafaltarnawski earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT barbarabobekbillewicz earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT joannapolanska earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT henrykmajchrzak earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
AT bramstieltjes earlydetectionofmalignanttransformationinresectedwhoiilowgradegliomausingdiffusiontensorderivedquantitativemeasures
_version_ 1725204884235485184