Quantification of cerebral veins in patients with acute migraine with aura: A fully automated quantification algorithm using susceptibility-weighted imaging
Introduction Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of...
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| Published in | PloS one Vol. 15; no. 6; p. e0233992 |
|---|---|
| Main Authors | , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
San Francisco
Public Library of Science
03.06.2020
Public Library of Science (PLoS) |
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| Online Access | Get full text |
| ISSN | 1932-6203 1932-6203 |
| DOI | 10.1371/journal.pone.0233992 |
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| Abstract | Introduction Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of MwA. Our goal was to develop an automated algorithm for segmentation and quantification of cerebral veins using SWI. Materials and methods Expert readers visually evaluated SWI of patients with acute MwA for VVA. Subsequently a fully automated algorithm based on 3D normalization and 2D imaging processing using SPM and MATLAB image processing software including top-hat transform was used to quantify cerebral veins and to calculate volumetric differences between hemispheres. Results Fifty patients with MwA were examined with SWI. VVA was present in 20 of 50 patients (40%). In 95% of patients with VVA, the fully automated calculation agreed with the side that visually harboured more PFV. Our algorithm showed a sensitivity of 95%, specificity of 90% and accuracy of 92% for detecting VVA. Patients with VVA had significantly larger vein volume on the hemisphere with more PFV compared to patients without (15.90 ± 5.38 ml vs 11.93 ± 5.31 ml; p = 0.013). The mean difference in venous volume between hemispheres in patients with VVA was larger compared to patients without VVA (16.34 ± 7.76% vs 4.31 ± 3.26% p < 1E-10). The average time between aura onset and SWI correlated negatively with venous volume of the dominant brain hemisphere (r = -0.348; p = 0.038). Conclusion A fully automated algorithm can accurately identify and quantify cerebral venous distribution on SWI. Absolute quantification may be useful for the future assessment of patients with suspected diseases, which may be associated with a unilateral abnormal degree of venous oxygenation. |
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| AbstractList | Introduction Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of MwA. Our goal was to develop an automated algorithm for segmentation and quantification of cerebral veins using SWI. Materials and methods Expert readers visually evaluated SWI of patients with acute MwA for VVA. Subsequently a fully automated algorithm based on 3D normalization and 2D imaging processing using SPM and MATLAB image processing software including top-hat transform was used to quantify cerebral veins and to calculate volumetric differences between hemispheres. Results Fifty patients with MwA were examined with SWI. VVA was present in 20 of 50 patients (40%). In 95% of patients with VVA, the fully automated calculation agreed with the side that visually harboured more PFV. Our algorithm showed a sensitivity of 95%, specificity of 90% and accuracy of 92% for detecting VVA. Patients with VVA had significantly larger vein volume on the hemisphere with more PFV compared to patients without (15.90 ± 5.38 ml vs 11.93 ± 5.31 ml; p = 0.013). The mean difference in venous volume between hemispheres in patients with VVA was larger compared to patients without VVA (16.34 ± 7.76% vs 4.31 ± 3.26% p < 1E-10). The average time between aura onset and SWI correlated negatively with venous volume of the dominant brain hemisphere (r = -0.348; p = 0.038). Conclusion A fully automated algorithm can accurately identify and quantify cerebral venous distribution on SWI. Absolute quantification may be useful for the future assessment of patients with suspected diseases, which may be associated with a unilateral abnormal degree of venous oxygenation. Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of MwA. Our goal was to develop an automated algorithm for segmentation and quantification of cerebral veins using SWI.INTRODUCTIONSusceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of MwA. Our goal was to develop an automated algorithm for segmentation and quantification of cerebral veins using SWI.Expert readers visually evaluated SWI of patients with acute MwA for VVA. Subsequently a fully automated algorithm based on 3D normalization and 2D imaging processing using SPM and MATLAB image processing software including top-hat transform was used to quantify cerebral veins and to calculate volumetric differences between hemispheres.MATERIALS AND METHODSExpert readers visually evaluated SWI of patients with acute MwA for VVA. Subsequently a fully automated algorithm based on 3D normalization and 2D imaging processing using SPM and MATLAB image processing software including top-hat transform was used to quantify cerebral veins and to calculate volumetric differences between hemispheres.Fifty patients with MwA were examined with SWI. VVA was present in 20 of 50 patients (40%). In 95% of patients with VVA, the fully automated calculation agreed with the side that visually harboured more PFV. Our algorithm showed a sensitivity of 95%, specificity of 90% and accuracy of 92% for detecting VVA. Patients with VVA had significantly larger vein volume on the hemisphere with more PFV compared to patients without (15.90 ± 5.38 ml vs 11.93 ± 5.31 ml; p = 0.013). The mean difference in venous volume between hemispheres in patients with VVA was larger compared to patients without VVA (16.34 ± 7.76% vs 4.31 ± 3.26% p < 1E-10). The average time between aura onset and SWI correlated negatively with venous volume of the dominant brain hemisphere (r = -0.348; p = 0.038).RESULTSFifty patients with MwA were examined with SWI. VVA was present in 20 of 50 patients (40%). In 95% of patients with VVA, the fully automated calculation agreed with the side that visually harboured more PFV. Our algorithm showed a sensitivity of 95%, specificity of 90% and accuracy of 92% for detecting VVA. Patients with VVA had significantly larger vein volume on the hemisphere with more PFV compared to patients without (15.90 ± 5.38 ml vs 11.93 ± 5.31 ml; p = 0.013). The mean difference in venous volume between hemispheres in patients with VVA was larger compared to patients without VVA (16.34 ± 7.76% vs 4.31 ± 3.26% p < 1E-10). The average time between aura onset and SWI correlated negatively with venous volume of the dominant brain hemisphere (r = -0.348; p = 0.038).A fully automated algorithm can accurately identify and quantify cerebral venous distribution on SWI. Absolute quantification may be useful for the future assessment of patients with suspected diseases, which may be associated with a unilateral abnormal degree of venous oxygenation.CONCLUSIONA fully automated algorithm can accurately identify and quantify cerebral venous distribution on SWI. Absolute quantification may be useful for the future assessment of patients with suspected diseases, which may be associated with a unilateral abnormal degree of venous oxygenation. Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of MwA. Our goal was to develop an automated algorithm for segmentation and quantification of cerebral veins using SWI. Expert readers visually evaluated SWI of patients with acute MwA for VVA. Subsequently a fully automated algorithm based on 3D normalization and 2D imaging processing using SPM and MATLAB image processing software including top-hat transform was used to quantify cerebral veins and to calculate volumetric differences between hemispheres. Fifty patients with MwA were examined with SWI. VVA was present in 20 of 50 patients (40%). In 95% of patients with VVA, the fully automated calculation agreed with the side that visually harboured more PFV. Our algorithm showed a sensitivity of 95%, specificity of 90% and accuracy of 92% for detecting VVA. Patients with VVA had significantly larger vein volume on the hemisphere with more PFV compared to patients without (15.90 ± 5.38 ml vs 11.93 ± 5.31 ml; p = 0.013). The mean difference in venous volume between hemispheres in patients with VVA was larger compared to patients without VVA (16.34 ± 7.76% vs 4.31 ± 3.26% p < 1E-10). The average time between aura onset and SWI correlated negatively with venous volume of the dominant brain hemisphere (r = -0.348; p = 0.038). A fully automated algorithm can accurately identify and quantify cerebral venous distribution on SWI. Absolute quantification may be useful for the future assessment of patients with suspected diseases, which may be associated with a unilateral abnormal degree of venous oxygenation. Introduction Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura (MwA). Interpretation of visual venous asymmetry (VVA) between brain hemispheres on SWI may help support the clinical diagnosis of MwA. Our goal was to develop an automated algorithm for segmentation and quantification of cerebral veins using SWI. Materials and methods Expert readers visually evaluated SWI of patients with acute MwA for VVA. Subsequently a fully automated algorithm based on 3D normalization and 2D imaging processing using SPM and MATLAB image processing software including top-hat transform was used to quantify cerebral veins and to calculate volumetric differences between hemispheres. Results Fifty patients with MwA were examined with SWI. VVA was present in 20 of 50 patients (40%). In 95% of patients with VVA, the fully automated calculation agreed with the side that visually harboured more PFV. Our algorithm showed a sensitivity of 95%, specificity of 90% and accuracy of 92% for detecting VVA. Patients with VVA had significantly larger vein volume on the hemisphere with more PFV compared to patients without (15.90 ± 5.38 ml vs 11.93 ± 5.31 ml; p = 0.013). The mean difference in venous volume between hemispheres in patients with VVA was larger compared to patients without VVA (16.34 ± 7.76% vs 4.31 ± 3.26% p < 1E-10). The average time between aura onset and SWI correlated negatively with venous volume of the dominant brain hemisphere (r = -0.348; p = 0.038). Conclusion A fully automated algorithm can accurately identify and quantify cerebral venous distribution on SWI. Absolute quantification may be useful for the future assessment of patients with suspected diseases, which may be associated with a unilateral abnormal degree of venous oxygenation. |
| Audience | Academic |
| Author | Scutelnic, Adrian Slavova, Nedelina Meinel, Thomas Raphael Breiding, Philipe Sebastian El-Koussy, Marwan Denier, Niklaus Grunder, Lorenz Fischer, Urs Gralla, Jan Kellner-Weldon, Frauke |
| AuthorAffiliation | 6 University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern, Switzerland Universitatsklinikum Freiburg, GERMANY 1 Institute of Diagnostic and Interventional Radiology, Cantonal Hospital Frauenfeld, Spital Thurgau AG, Frauenfeld, Switzerland 3 Support Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern, Switzerland 7 Department of Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland 5 Department of Neurology, University of Bern, Inselspital, Bern, Switzerland 2 Institute of Diagnostic and Interventional Radiology, Cantonal Hospital Luzern, Luzern, Switzerland 4 University Institute of Diagnostic and Interventional Radiology, University of Bern, Inselspital, Bern, Switzerland |
| AuthorAffiliation_xml | – name: 7 Department of Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland – name: Universitatsklinikum Freiburg, GERMANY – name: 6 University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern, Switzerland – name: 3 Support Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern, Switzerland – name: 4 University Institute of Diagnostic and Interventional Radiology, University of Bern, Inselspital, Bern, Switzerland – name: 1 Institute of Diagnostic and Interventional Radiology, Cantonal Hospital Frauenfeld, Spital Thurgau AG, Frauenfeld, Switzerland – name: 2 Institute of Diagnostic and Interventional Radiology, Cantonal Hospital Luzern, Luzern, Switzerland – name: 5 Department of Neurology, University of Bern, Inselspital, Bern, Switzerland |
| Author_xml | – sequence: 1 givenname: Philipe Sebastian orcidid: 0000-0002-6985-0332 surname: Breiding fullname: Breiding, Philipe Sebastian – sequence: 2 givenname: Frauke surname: Kellner-Weldon fullname: Kellner-Weldon, Frauke – sequence: 3 givenname: Lorenz surname: Grunder fullname: Grunder, Lorenz – sequence: 4 givenname: Adrian surname: Scutelnic fullname: Scutelnic, Adrian – sequence: 5 givenname: Urs surname: Fischer fullname: Fischer, Urs – sequence: 6 givenname: Thomas Raphael orcidid: 0000-0002-0647-9273 surname: Meinel fullname: Meinel, Thomas Raphael – sequence: 7 givenname: Nedelina surname: Slavova fullname: Slavova, Nedelina – sequence: 8 givenname: Jan surname: Gralla fullname: Gralla, Jan – sequence: 9 givenname: Marwan surname: El-Koussy fullname: El-Koussy, Marwan – sequence: 10 givenname: Niklaus surname: Denier fullname: Denier, Niklaus |
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| CitedBy_id | crossref_primary_10_1016_j_nicl_2023_103489 crossref_primary_10_3389_fnhum_2023_1112790 crossref_primary_10_1007_s00062_020_00962_7 crossref_primary_10_1002_brb3_3255 crossref_primary_10_1155_2021_5653948 crossref_primary_10_3389_fneur_2024_1422313 crossref_primary_10_1177_03331024221076484 crossref_primary_10_1177_11795735231167868 crossref_primary_10_5692_clinicalneurol_cn_001589 crossref_primary_10_1007_s00234_022_03076_8 |
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| Copyright | COPYRIGHT 2020 Public Library of Science 2020 Breiding et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2020 Breiding et al 2020 Breiding et al |
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| References_xml | – volume: 32 start-page: E5 issue: 1 year: 2011 ident: pone.0233992.ref004 article-title: Susceptibility-weighted imaging in migraine with aura publication-title: AJNR Am J Neuroradiol doi: 10.3174/ajnr.A1973 – volume: 30 start-page: 19 issue: 1 year: 2009 ident: pone.0233992.ref014 article-title: Susceptibility-weighted imaging: technical aspects and clinical applications, part 1 publication-title: AJNR Am J Neuroradiol doi: 10.3174/ajnr.A1400 – volume: 22 start-page: 439 issue: 4 year: 2005 ident: pone.0233992.ref003 article-title: Clinical applications of neuroimaging with susceptibility-weighted imaging publication-title: J Magn Reson Imaging doi: 10.1002/jmri.20404 – volume-title: Digital Image Processing Using MATLAB year: 2009 ident: pone.0233992.ref012 – ident: pone.0233992.ref018 – volume: 165 start-page: 294 year: 2018 ident: pone.0233992.ref019 article-title: Combining images and anatomical knowledge to improve automated vein segmentation in MRI publication-title: Neuroimage doi: 10.1016/j.neuroimage.2017.10.049 – volume: 9 start-page: 62 issue: 1 year: 1979 ident: pone.0233992.ref010 article-title: Threshold Selection Method from Gray-Level Histograms publication-title: Ieee Transactions on Systems Man and Cybernetics doi: 10.1109/TSMC.1979.4310076 – volume: 58 start-page: 937 issue: 9 year: 2016 ident: pone.0233992.ref016 article-title: Reliability of cerebral vein volume quantification based on susceptibility-weighted imaging publication-title: Neuroradiology doi: 10.1007/s00234-016-1712-z – volume: 28 start-page: 493 issue: 4 year: 2018 ident: pone.0233992.ref017 article-title: Longitudinal Volume Quantification of Deep Medullary Veins in Patients with Cerebral Venous Sinus Thrombosis: Venous Volume Assessment in Cerebral Venous Sinus Thrombosis Using SWI publication-title: Clin Neuroradiol doi: 10.1007/s00062-017-0602-z – volume: 39 start-page: 1751 issue: 9 year: 2018 ident: pone.0233992.ref013 article-title: Time Course of Cerebral Perfusion Changes in Children with Migraine with Aura Mimicking Stroke publication-title: AJNR Am J Neuroradiol doi: 10.3174/ajnr.A5693 – volume: 29 start-page: 1494 issue: 8 year: 2008 ident: pone.0233992.ref007 article-title: Migraine associated cerebral hyperperfusion with arterial spin-labeled MR imaging publication-title: AJNR Am J Neuroradiol doi: 10.3174/ajnr.A1115 – volume: 36 start-page: 3973 issue: 10 year: 2015 ident: pone.0233992.ref015 article-title: Age-related changes in brain hemodynamics; 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| Snippet | Introduction Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine... Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine with aura... INTRODUCTION:Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine... Introduction Susceptibility weighted imaging (SWI) is a very sensitive technique that often depicts prominent focal veins (PFV) in patients with acute migraine... |
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| SubjectTerms | Algorithms Analysis Asymmetry Automation Biology and Life Sciences Blood vessels Brain Cerebral hemispheres Diagnosis Diseases Ethics Headache Hemispheric laterality Image processing Image processing software Image segmentation Magnetic resonance imaging Mathematical analysis Medical imaging Medicine and Health Sciences Methods Migraine Morphology Neuroimaging Neurology Oxygenation Patients Physical Sciences Radiology Research and Analysis Methods Stroke Studies Time Veins & arteries |
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| Title | Quantification of cerebral veins in patients with acute migraine with aura: A fully automated quantification algorithm using susceptibility-weighted imaging |
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