Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma
PurposeRelative cerebral blood volume (rCBV) is the most widely used parameter derived from DSC perfusion MR imaging for predicting brain tumor aggressiveness. However, accurate rCBV estimation is challenging in enhancing glioma, because of contrast agent extravasation through a disrupted blood-brai...
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doaj-a1149d6ccb924a0baee86aee173952ce2021-03-23T06:38:30ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-03-011110.3389/fonc.2021.648528648528Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing GliomaFatemeh Arzanforoosh0Paula L. Croal1Paula L. Croal2Karin A. van Garderen3Marion Smits4Michael A. Chappell5Michael A. Chappell6Michael A. Chappell7Esther A. H. Warnert8Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, NetherlandsRadiological Sciences, Mental Health and Clinical Neurosciences, School of Medicine, University of Nottingham, Nottingham, United KingdomSir Peter Mansfield Imaging Centre, School of Medicine, University of Nottingham, Nottingham, United KingdomDepartment of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, NetherlandsDepartment of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, NetherlandsRadiological Sciences, Mental Health and Clinical Neurosciences, School of Medicine, University of Nottingham, Nottingham, United KingdomSir Peter Mansfield Imaging Centre, School of Medicine, University of Nottingham, Nottingham, United KingdomNIHR Nottingham Biomedical Research Centre, Queen’s Medical Centre, University of Nottingham, Nottingham, United KingdomDepartment of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, NetherlandsPurposeRelative cerebral blood volume (rCBV) is the most widely used parameter derived from DSC perfusion MR imaging for predicting brain tumor aggressiveness. However, accurate rCBV estimation is challenging in enhancing glioma, because of contrast agent extravasation through a disrupted blood-brain barrier (BBB), and even for nonenhancing glioma with an intact BBB, due to an elevated steady-state contrast agent concentration in the vasculature after first passage. In this study a thorough investigation of the effects of two different leakage correction algorithms on rCBV estimation for enhancing and nonenhancing tumors was conducted.MethodsTwo datasets were used retrospectively in this study: 1. A publicly available TCIA dataset (49 patients with 35 enhancing and 14 nonenhancing glioma); 2. A dataset acquired clinically at Erasmus MC (EMC, Rotterdam, NL) (47 patients with 20 enhancing and 27 nonenhancing glial brain lesions). The leakage correction algorithms investigated in this study were: a unidirectional model-based algorithm with flux of contrast agent from the intra- to the extravascular extracellular space (EES); and a bidirectional model-based algorithm additionally including flow from EES to the intravascular space.ResultsIn enhancing glioma, the estimated average contrast-enhanced tumor rCBV significantly (Bonferroni corrected Wilcoxon Signed Rank Test, p < 0.05) decreased across the patients when applying unidirectional and bidirectional correction: 4.00 ± 2.11 (uncorrected), 3.19 ± 1.65 (unidirectional), and 2.91 ± 1.55 (bidirectional) in TCIA dataset and 2.51 ± 1.3 (uncorrected), 1.72 ± 0.84 (unidirectional), and 1.59 ± 0.9 (bidirectional) in EMC dataset. In nonenhancing glioma, a significant but smaller difference in observed rCBV was found after application of both correction methods used in this study: 1.42 ± 0.60 (uncorrected), 1.28 ± 0.46 (unidirectional), and 1.24 ± 0.37 (bidirectional) in TCIA dataset and 0.91 ± 0.49 (uncorrected), 0.77 ± 0.37 (unidirectional), and 0.67 ± 0.34 (bidirectional) in EMC dataset.ConclusionBoth leakage correction algorithms were found to change rCBV estimation with BBB disruption in enhancing glioma, and to a lesser degree in nonenhancing glioma. Stronger effects were found for bidirectional leakage correction than for unidirectional leakage correction.https://www.frontiersin.org/articles/10.3389/fonc.2021.648528/fulldynamic susceptibility contrast (DSC)relative cerebral blood volume (rCBV)unidirectional leakage correctionbidirectional leakage correctionglioma |
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DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Fatemeh Arzanforoosh Paula L. Croal Paula L. Croal Karin A. van Garderen Marion Smits Michael A. Chappell Michael A. Chappell Michael A. Chappell Esther A. H. Warnert |
spellingShingle |
Fatemeh Arzanforoosh Paula L. Croal Paula L. Croal Karin A. van Garderen Marion Smits Michael A. Chappell Michael A. Chappell Michael A. Chappell Esther A. H. Warnert Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma Frontiers in Oncology dynamic susceptibility contrast (DSC) relative cerebral blood volume (rCBV) unidirectional leakage correction bidirectional leakage correction glioma |
author_facet |
Fatemeh Arzanforoosh Paula L. Croal Paula L. Croal Karin A. van Garderen Marion Smits Michael A. Chappell Michael A. Chappell Michael A. Chappell Esther A. H. Warnert |
author_sort |
Fatemeh Arzanforoosh |
title |
Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma |
title_short |
Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma |
title_full |
Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma |
title_fullStr |
Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma |
title_full_unstemmed |
Effect of Applying Leakage Correction on rCBV Measurement Derived From DSC-MRI in Enhancing and Nonenhancing Glioma |
title_sort |
effect of applying leakage correction on rcbv measurement derived from dsc-mri in enhancing and nonenhancing glioma |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Oncology |
issn |
2234-943X |
publishDate |
2021-03-01 |
description |
PurposeRelative cerebral blood volume (rCBV) is the most widely used parameter derived from DSC perfusion MR imaging for predicting brain tumor aggressiveness. However, accurate rCBV estimation is challenging in enhancing glioma, because of contrast agent extravasation through a disrupted blood-brain barrier (BBB), and even for nonenhancing glioma with an intact BBB, due to an elevated steady-state contrast agent concentration in the vasculature after first passage. In this study a thorough investigation of the effects of two different leakage correction algorithms on rCBV estimation for enhancing and nonenhancing tumors was conducted.MethodsTwo datasets were used retrospectively in this study: 1. A publicly available TCIA dataset (49 patients with 35 enhancing and 14 nonenhancing glioma); 2. A dataset acquired clinically at Erasmus MC (EMC, Rotterdam, NL) (47 patients with 20 enhancing and 27 nonenhancing glial brain lesions). The leakage correction algorithms investigated in this study were: a unidirectional model-based algorithm with flux of contrast agent from the intra- to the extravascular extracellular space (EES); and a bidirectional model-based algorithm additionally including flow from EES to the intravascular space.ResultsIn enhancing glioma, the estimated average contrast-enhanced tumor rCBV significantly (Bonferroni corrected Wilcoxon Signed Rank Test, p < 0.05) decreased across the patients when applying unidirectional and bidirectional correction: 4.00 ± 2.11 (uncorrected), 3.19 ± 1.65 (unidirectional), and 2.91 ± 1.55 (bidirectional) in TCIA dataset and 2.51 ± 1.3 (uncorrected), 1.72 ± 0.84 (unidirectional), and 1.59 ± 0.9 (bidirectional) in EMC dataset. In nonenhancing glioma, a significant but smaller difference in observed rCBV was found after application of both correction methods used in this study: 1.42 ± 0.60 (uncorrected), 1.28 ± 0.46 (unidirectional), and 1.24 ± 0.37 (bidirectional) in TCIA dataset and 0.91 ± 0.49 (uncorrected), 0.77 ± 0.37 (unidirectional), and 0.67 ± 0.34 (bidirectional) in EMC dataset.ConclusionBoth leakage correction algorithms were found to change rCBV estimation with BBB disruption in enhancing glioma, and to a lesser degree in nonenhancing glioma. Stronger effects were found for bidirectional leakage correction than for unidirectional leakage correction. |
topic |
dynamic susceptibility contrast (DSC) relative cerebral blood volume (rCBV) unidirectional leakage correction bidirectional leakage correction glioma |
url |
https://www.frontiersin.org/articles/10.3389/fonc.2021.648528/full |
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