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Early detection of malignant transformation in resected who II low-grade glioma using diffusion tensor-derived quantitative measures

  • 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
  • German Cancer Research Center
  • Maria Sklodowska-Curie Institute of Oncology
  • Medical University of Silesia in Katowice
  • University of Basel

Research output: Contribution to journalArticlepeer-review

10 Citations (Scopus)

Abstract

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.

Original languageEnglish
Article numbere0164679
JournalPLoS ONE
Volume11
Issue number10
DOIs
Publication statusPublished - Oct 2016

ASJC Scopus subject areas

  • Multidisciplinary

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