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Intergrating conventional MRI, texture analysis of dynamic contrast-enhanced MRI, and susceptibility weighted imaging for glioma grading.

Authors :
Su CQ
Lu SS
Han QY
Zhou MD
Hong XN
Source :
Acta radiologica (Stockholm, Sweden : 1987) [Acta Radiol] 2019 Jun; Vol. 60 (6), pp. 777-787. Date of Electronic Publication: 2018 Sep 23.
Publication Year :
2019

Abstract

Background: The application of conventional magnetic resonance imaging (MRI) in glioma grading is limited and non-specific.<br />Purpose: To investigate the application values of MRI, texture analysis (TA) of dynamic contrast-enhanced MRI (DCE-MRI) and intratumoral susceptibility signal (ITSS) on susceptibility weighted imaging (SWI), alone and in combination, for glioma grading.<br />Material and Methods: Fifty-two patients with pathologically confirmed gliomas who underwent DCE-MRI and SWI were enrolled in this retrospective study. Conventional MRIs were evaluated by the VASARI scoring system. TA of DCE-MRI-derived parameters and the degree of ITSS were compared between low-grade gliomas (LGGs) and high-grade gliomas (HGGs). The diagnostic ability of each parameter and their combination for glioma grading were analyzed.<br />Results: Significant statistical differences in VASARI features were observed between LGGs and HGGs ( P < 0.05), of which the enhancement quality had the highest area under the curve (AUC) (0.873) with 93.3% sensitivity and 80% specificity. The TA of DCE-MRI derived parameters were significantly different between LGGs and HGGs ( P < 0.05), of which the uniformity of K <superscript>trans</superscript> had the highest AUC (0.917) with 93.3% sensitivity and 90% specificity. The degree of ITSS was significantly different between LGGs and HGGs ( P < 0.001). The AUC of the ITSS was 0.925 with 93.3% sensitivity and 90% specificity. The best discriminative power was obtained from a combination of enhancement quality, K <superscript>trans</superscript> - uniformity, and ITSS, resulting in 96.7% sensitivity, 100.0% specificity, and AUC of 0.993.<br />Conclusion: Combining conventional MRI, TA of DCE-MRI, and ITSS on SWI may help to improve the differentiation between LGGs and HGGs.

Details

Language :
English
ISSN :
1600-0455
Volume :
60
Issue :
6
Database :
MEDLINE
Journal :
Acta radiologica (Stockholm, Sweden : 1987)
Publication Type :
Academic Journal
Accession number :
30244590
Full Text :
https://doi.org/10.1177/0284185118801127