Intergrating conventional MRI, texture analysis of dynamic contrast-enhanced MRI, and susceptibility weighted imaging for glioma grading. (June 2019)
- Record Type:
- Journal Article
- Title:
- Intergrating conventional MRI, texture analysis of dynamic contrast-enhanced MRI, and susceptibility weighted imaging for glioma grading. (June 2019)
- Main Title:
- Intergrating conventional MRI, texture analysis of dynamic contrast-enhanced MRI, and susceptibility weighted imaging for glioma grading
- Authors:
- Su, Chun-Qiu
Lu, Shan-Shan
Han, Qiu-Yue
Zhou, Mao-Dong
Hong, Xun-Ning - Abstract:
- Background: The application of conventional magnetic resonance imaging (MRI) in glioma grading is limited and non-specific. 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. 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. 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 trans 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 ofBackground: The application of conventional magnetic resonance imaging (MRI) in glioma grading is limited and non-specific. 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. 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. 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 trans 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 trans - uniformity, and ITSS, resulting in 96.7% sensitivity, 100.0% specificity, and AUC of 0.993. Conclusion: Combining conventional MRI, TA of DCE-MRI, and ITSS on SWI may help to improve the differentiation between LGGs and HGGs. … (more)
- Is Part Of:
- Acta radiologica. Volume 60:Number 6(2019)
- Journal:
- Acta radiologica
- Issue:
- Volume 60:Number 6(2019)
- Issue Display:
- Volume 60, Issue 6 (2019)
- Year:
- 2019
- Volume:
- 60
- Issue:
- 6
- Issue Sort Value:
- 2019-0060-0006-0000
- Page Start:
- 777
- Page End:
- 787
- Publication Date:
- 2019-06
- Subjects:
- Glioma -- dynamic contrast-enhanced MRI -- susceptibility weighted imaging -- texture analysis
Radiology, Medical -- Periodicals
Radiography, Medical -- Periodicals
Radiotherapy -- Periodicals
616.0757 - Journal URLs:
- http://acr.sagepub.com ↗
http://ar.rsmjournals.com ↗
http://www.uk.sagepub.com/home.nav ↗
http://informahealthcare.com/loi/ard ↗
http://www.tandf.co.uk/journals/titles/02841851.asp ↗ - DOI:
- 10.1177/0284185118801127 ↗
- Languages:
- English
- ISSNs:
- 0284-1851
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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