Cargando…

Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods

BACKGROUND: Accelerated 4D flow MRI allows for high‐resolution velocity measurements with whole‐brain coverage. Such scans are increasingly used to calculate flow rates of individual arteries in the vascular tree, but detailed information about the accuracy and precision in relation to different pos...

Descripción completa

Detalles Bibliográficos
Autores principales: Dunås, Tora, Holmgren, Madelene, Wåhlin, Anders, Malm, Jan, Eklund, Anders
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767555/
https://www.ncbi.nlm.nih.gov/pubmed/30637846
http://dx.doi.org/10.1002/jmri.26641
_version_ 1783454944873938944
author Dunås, Tora
Holmgren, Madelene
Wåhlin, Anders
Malm, Jan
Eklund, Anders
author_facet Dunås, Tora
Holmgren, Madelene
Wåhlin, Anders
Malm, Jan
Eklund, Anders
author_sort Dunås, Tora
collection PubMed
description BACKGROUND: Accelerated 4D flow MRI allows for high‐resolution velocity measurements with whole‐brain coverage. Such scans are increasingly used to calculate flow rates of individual arteries in the vascular tree, but detailed information about the accuracy and precision in relation to different postprocessing options is lacking. PURPOSE: To evaluate and optimize three proposed segmentation methods and determine the accuracy of in vivo 4D flow MRI blood flow rate assessments in major cerebral arteries, with high‐resolution 2D PCMRI as a reference. STUDY TYPE: Prospective. SUBJECTS: Thirty‐five subjects (20 women, 79 ± 5 years, range 70–91 years). FIELD STRENGTH/SEQUENCE: 4D flow MRI with PC‐VIPR and 2D PCMRI acquired with a 3 T scanner. ASSESSMENT: We compared blood flow rates measured with 4D flow MRI, to the reference, in nine main cerebral arteries. Lumen segmentation in the 4D flow MRI was performed with k‐means clustering using four different input datasets, and with two types of thresholding methods. The threshold was defined as a percentage of the maximum intensity value in the complex difference image. Local and global thresholding approaches were used, with evaluated thresholds from 6–26%. STATISTICAL TESTS: Paired t‐test, F‐test, linear correlation (P < 0.05 was considered significant) along with intraclass correlation (ICC). RESULTS: With the thresholding methods, the lowest average flow difference was obtained for 20% local (0.02 ± 15.0 ml/min, ICC = 0.97, n = 310) or 10% global (0.08 ± 17.3 ml/min, ICC = 0.97, n = 310) thresholding with a significant lower standard deviation for local (F‐test, P = 0.01). For all clustering methods, we found a large systematic underestimation of flow compared with 2D PCMRI (16.1–22.3 ml/min). DATA CONCLUSION: A locally adapted threshold value gives a more stable result compared with a globally fixed threshold. 4D flow with the proposed segmentation method has the potential to become a useful reliable clinical tool for assessment of blood flow in the major cerebral arteries. Level of Evidence: 2 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;50:511–518.
format Online
Article
Text
id pubmed-6767555
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher John Wiley & Sons, Inc.
record_format MEDLINE/PubMed
spelling pubmed-67675552019-10-03 Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods Dunås, Tora Holmgren, Madelene Wåhlin, Anders Malm, Jan Eklund, Anders J Magn Reson Imaging Original Research BACKGROUND: Accelerated 4D flow MRI allows for high‐resolution velocity measurements with whole‐brain coverage. Such scans are increasingly used to calculate flow rates of individual arteries in the vascular tree, but detailed information about the accuracy and precision in relation to different postprocessing options is lacking. PURPOSE: To evaluate and optimize three proposed segmentation methods and determine the accuracy of in vivo 4D flow MRI blood flow rate assessments in major cerebral arteries, with high‐resolution 2D PCMRI as a reference. STUDY TYPE: Prospective. SUBJECTS: Thirty‐five subjects (20 women, 79 ± 5 years, range 70–91 years). FIELD STRENGTH/SEQUENCE: 4D flow MRI with PC‐VIPR and 2D PCMRI acquired with a 3 T scanner. ASSESSMENT: We compared blood flow rates measured with 4D flow MRI, to the reference, in nine main cerebral arteries. Lumen segmentation in the 4D flow MRI was performed with k‐means clustering using four different input datasets, and with two types of thresholding methods. The threshold was defined as a percentage of the maximum intensity value in the complex difference image. Local and global thresholding approaches were used, with evaluated thresholds from 6–26%. STATISTICAL TESTS: Paired t‐test, F‐test, linear correlation (P < 0.05 was considered significant) along with intraclass correlation (ICC). RESULTS: With the thresholding methods, the lowest average flow difference was obtained for 20% local (0.02 ± 15.0 ml/min, ICC = 0.97, n = 310) or 10% global (0.08 ± 17.3 ml/min, ICC = 0.97, n = 310) thresholding with a significant lower standard deviation for local (F‐test, P = 0.01). For all clustering methods, we found a large systematic underestimation of flow compared with 2D PCMRI (16.1–22.3 ml/min). DATA CONCLUSION: A locally adapted threshold value gives a more stable result compared with a globally fixed threshold. 4D flow with the proposed segmentation method has the potential to become a useful reliable clinical tool for assessment of blood flow in the major cerebral arteries. Level of Evidence: 2 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;50:511–518. John Wiley & Sons, Inc. 2019-01-14 2019-08 /pmc/articles/PMC6767555/ /pubmed/30637846 http://dx.doi.org/10.1002/jmri.26641 Text en © 2019 The Authors. Journal of Magnetic Resonance Imaging published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Original Research
Dunås, Tora
Holmgren, Madelene
Wåhlin, Anders
Malm, Jan
Eklund, Anders
Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods
title Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods
title_full Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods
title_fullStr Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods
title_full_unstemmed Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods
title_short Accuracy of blood flow assessment in cerebral arteries with 4D flow MRI: Evaluation with three segmentation methods
title_sort accuracy of blood flow assessment in cerebral arteries with 4d flow mri: evaluation with three segmentation methods
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6767555/
https://www.ncbi.nlm.nih.gov/pubmed/30637846
http://dx.doi.org/10.1002/jmri.26641
work_keys_str_mv AT dunastora accuracyofbloodflowassessmentincerebralarterieswith4dflowmrievaluationwiththreesegmentationmethods
AT holmgrenmadelene accuracyofbloodflowassessmentincerebralarterieswith4dflowmrievaluationwiththreesegmentationmethods
AT wahlinanders accuracyofbloodflowassessmentincerebralarterieswith4dflowmrievaluationwiththreesegmentationmethods
AT malmjan accuracyofbloodflowassessmentincerebralarterieswith4dflowmrievaluationwiththreesegmentationmethods
AT eklundanders accuracyofbloodflowassessmentincerebralarterieswith4dflowmrievaluationwiththreesegmentationmethods