TY - JOUR
T1 - Early detection of malignant transformation in resected who II low-grade glioma using diffusion tensor-derived quantitative measures
AU - Freitag, Martin T.
AU - Maier-Hein, Klaus H.
AU - Binczyk, Francisczek
AU - Laun, Frederik B.
AU - Weber, Christian
AU - Bonekamp, David
AU - Tarnawski, Rafal
AU - Bobek-Billewicz, Barbara
AU - Polanska, Joanna
AU - Majchrzak, Henryk
AU - Stieltjes, Bram
N1 - Publisher Copyright:
© 2016 Freitag et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
PY - 2016/10
Y1 - 2016/10
N2 - Here, we retrospectively investigate the value of voxel-wisely plotted diffusion tensorderived (DTI) axial, radial and mean diffusivity for the early detection of malignant transformation (MT) in WHO II glioma compared to contrast-enhanced images. Materials and Methods 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). Results 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). Conclusion 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.
AB - Here, we retrospectively investigate the value of voxel-wisely plotted diffusion tensorderived (DTI) axial, radial and mean diffusivity for the early detection of malignant transformation (MT) in WHO II glioma compared to contrast-enhanced images. Materials and Methods 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). Results 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). Conclusion 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.
UR - https://www.scopus.com/pages/publications/84992195182
U2 - 10.1371/journal.pone.0164679
DO - 10.1371/journal.pone.0164679
M3 - Article
C2 - 27741525
AN - SCOPUS:84992195182
SN - 1932-6203
VL - 11
JO - PLoS ONE
JF - PLoS ONE
IS - 10
M1 - e0164679
ER -