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Quantitative vs. semiquantitative assessment of intratumoral susceptibility signals in patients with different grades of glioma
- Source :
- Journal of Magnetic Resonance Imaging. 51:225-233
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- Background Susceptibility weighted imaging (SWI) provides vascular information and plays an important role in improving the diagnostic accuracy of preoperative glioma grading. Intratumoral susceptibility signal intensities (ITSS) obtained from SWI has been used in glioma grading. However, the current method for estimation of ITSS is semiquantitative, manual count-dependent, and includes hemorrhage as well as vasculature. Purpose To develop a quantitative approach that calculates the vasculature volume within tumors by filtering out the hemorrhage from ITSS using R2 * values and connected component analysis-based segmentation algorithm; to evaluate the accuracy of the proposed ITSS vasculature volume (IVV) for differentiating various grades of glioma; and compare it with reported semiquantitative ITSS approach. Study type Retrospective. Subjects Histopathologically confirmed 41 grade IV, 19 grade III, and 15 grade II glioma patients.Field Strength/Sequence: SWI (four echoes: 5.6, 11.8, 18, 24.2 msec) along with conventional MRI sequences (T2 -weighted, T1 -weighted, 3D-fluid-attenuated inversion recovery [FLAIR], and diffusion-weighted imaging [DWI]) at 3.0T. Assessment R2 * relaxation maps were calculated from multiecho SWI. The R2 * cutoff value for hemorrhage ITSS was determined. A segmentation algorithm was designed, based on this R2 * hemorrhage combined with connected component shape analysis, to quantify the IVV from all slices containing tumor by filtering out hemorrhages. Semiquantitative ITSS scoring as well as total ITSS volume (TIV) including hemorrhages were also calculated. Statistical tests One-way analysis of variance (ANOVA) and Tukey-Kramer post-hoc tests were performed to see the difference among the three grades of the tumor (II, III, and IV) in terms of semiquantitative ITSS scoring, TIV, and IVV. Receiver operating characteristic (ROC) curve analysis was used to evaluate the performance of the three methods individually in discriminating between grades of glioma. Results One-way ANOVA showed that only the proposed IVV significantly differentiated different grades of gliomas having visible ITSS. ROC analysis showed that IVV provided the highest AUC for the discrimination of grade II vs. III (0.93), grade III vs. IV (0.98), and grade II vs. IV glioma (0.94). IVV also provided the highest sensitivity and specificity for differentiating grade II vs. III (87.44, 98.41), grade III vs. IV (97.15, 94.12), and grade II vs. IV (98.72, 92.31). Data conclusion The proposed quantitative method segregates hemorrhage from tumor vasculature. It scores above the existing semiquantitative method in terms of ITSS estimation and grading accuracy. Level of evidence 4 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2020;51:225-233.
- Subjects :
- Adult
Male
Adolescent
Fluid-attenuated inversion recovery
Sensitivity and Specificity
030218 nuclear medicine & medical imaging
Young Adult
03 medical and health sciences
0302 clinical medicine
Glioma
medicine
Grade II Glioma
Humans
Radiology, Nuclear Medicine and imaging
Grading (tumors)
Aged
Retrospective Studies
Receiver operating characteristic
Brain Neoplasms
business.industry
Brain
Reproducibility of Results
Middle Aged
medicine.disease
Magnetic Resonance Imaging
Semiquantitative Method
Glioma grading
Evaluation Studies as Topic
Susceptibility weighted imaging
Female
business
Nuclear medicine
Subjects
Details
- ISSN :
- 15222586 and 10531807
- Volume :
- 51
- Database :
- OpenAIRE
- Journal :
- Journal of Magnetic Resonance Imaging
- Accession number :
- edsair.doi.dedup.....31be080ffe600f39e3a7d5941742ab4a