Carotid blood flow measurement accelerated by compressed sensing: Validation in healthy volunteers

Abstract Measurement of blood flow by cine phase-contrast MRI is a valuable technique in the study of arterial disease but is time consuming, especially for multi-slice (4D) studies. Compressed sensing is a modern signal processing technique that exploits sparse signal representations to enable samp...

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Veröffentlicht in:Magnetic resonance imaging 2013-11, Vol.31 (9), p.1485-1491
Hauptverfasser: Tao, Yuehui, Rilling, Gabriel, Davies, Mike, Marshall, Ian
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container_title Magnetic resonance imaging
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creator Tao, Yuehui
Rilling, Gabriel
Davies, Mike
Marshall, Ian
description Abstract Measurement of blood flow by cine phase-contrast MRI is a valuable technique in the study of arterial disease but is time consuming, especially for multi-slice (4D) studies. Compressed sensing is a modern signal processing technique that exploits sparse signal representations to enable sampling at lower than the conventional Nyquist rate. It is emerging as a powerful technique for the acceleration of MRI acquisition. In this study we evaluated the accuracy of phase-contrast carotid blood flow measurement in healthy volunteers using threefold undersampling of kt-space and compressed sensing reconstruction. Sixteen healthy volunteers were scanned at 1.5 T with a retrospectively gated 2D cine phase-contrast sequence. Both fully sampled and three-fold accelerated scans were carried out to measure blood flow velocities in the common carotid arteries. The accelerated scans used a k-t variable density randomised sampling scheme and standard compressed sensing reconstruction. Flow rates were determined by integration of velocities within the manually segmented arteries. Undersampled measurements were compared with fully sampled results. Bland–Altman analysis found that peak velocities and flow rates determined from the compressed sensing scans were underestimated by 5% compared with fully sampled scanning. The corresponding figure for time-averaged flow was 3%. These acceptably small errors with a threefold reduction in scan time will facilitate future extension to 4D flow studies in clinical research and practice.
doi_str_mv 10.1016/j.mri.2013.05.009
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Compressed sensing is a modern signal processing technique that exploits sparse signal representations to enable sampling at lower than the conventional Nyquist rate. It is emerging as a powerful technique for the acceleration of MRI acquisition. In this study we evaluated the accuracy of phase-contrast carotid blood flow measurement in healthy volunteers using threefold undersampling of kt-space and compressed sensing reconstruction. Sixteen healthy volunteers were scanned at 1.5 T with a retrospectively gated 2D cine phase-contrast sequence. Both fully sampled and three-fold accelerated scans were carried out to measure blood flow velocities in the common carotid arteries. The accelerated scans used a k-t variable density randomised sampling scheme and standard compressed sensing reconstruction. Flow rates were determined by integration of velocities within the manually segmented arteries. Undersampled measurements were compared with fully sampled results. Bland–Altman analysis found that peak velocities and flow rates determined from the compressed sensing scans were underestimated by 5% compared with fully sampled scanning. The corresponding figure for time-averaged flow was 3%. 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Compressed sensing is a modern signal processing technique that exploits sparse signal representations to enable sampling at lower than the conventional Nyquist rate. It is emerging as a powerful technique for the acceleration of MRI acquisition. In this study we evaluated the accuracy of phase-contrast carotid blood flow measurement in healthy volunteers using threefold undersampling of kt-space and compressed sensing reconstruction. Sixteen healthy volunteers were scanned at 1.5 T with a retrospectively gated 2D cine phase-contrast sequence. Both fully sampled and three-fold accelerated scans were carried out to measure blood flow velocities in the common carotid arteries. The accelerated scans used a k-t variable density randomised sampling scheme and standard compressed sensing reconstruction. Flow rates were determined by integration of velocities within the manually segmented arteries. Undersampled measurements were compared with fully sampled results. Bland–Altman analysis found that peak velocities and flow rates determined from the compressed sensing scans were underestimated by 5% compared with fully sampled scanning. The corresponding figure for time-averaged flow was 3%. These acceptably small errors with a threefold reduction in scan time will facilitate future extension to 4D flow studies in clinical research and practice.</description><subject>Acceleration</subject><subject>Adult</subject><subject>Blood Flow Velocity</subject><subject>Carotid arteries</subject><subject>Carotid Arteries - pathology</subject><subject>Carotid Artery, Common - pathology</subject><subject>Carotid flow</subject><subject>Cine phase contrast</subject><subject>Compressed sensing</subject><subject>Data processing</subject><subject>Female</subject><subject>Fourier Analysis</subject><subject>Healthy Volunteers</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted</subject><subject>Imaging, Three-Dimensional</subject><subject>Magnetic Resonance Imaging</subject><subject>Magnetic Resonance Imaging, Cine</subject><subject>Male</subject><subject>Microscopy, Phase-Contrast</subject><subject>Middle Aged</subject><subject>Phase contrast</subject><subject>Radiology</subject><subject>Time Factors</subject><issn>0730-725X</issn><issn>1873-5894</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkkuLFDEUhYMoTk_rD3AjWbqp8qZSqYeCII2OwoALH7gLqeSWkzaVtElqpP-9aXp04UJX4cJ3DuGcQ8gTBjUD1j3f10u0dQOM1yBqgPEe2bCh55UYxvY-2UDPoeob8fWCXKa0BwDRcPGQXDR84MAY25Bpp2LI1tDJhWDo7MJPuqBKa8QFfaZKa3QYVcaCHKkOyyFiSuVK6JP1317QL8pZo7INnlpPb1C5fHOkt8GtPiPG9Ig8mJVL-Pju3ZLPb9982r2rrj9cvd-9vq60EJCrqWsnjfPQGcChGzkoLnDulTEKoTcaR-Saz1oo3umRjdyIdkDGxq6fuxYV35JnZ99DDD9WTFkuNpXfO-UxrEkyAdAPvOXs_2jb8rbwJaYtYWdUx5BSxFkeol1UPEoG8tSC3MvSgjy1IEHI0kLRPL2zX6cFzR_F79gL8PIMYMnj1mKUSVv0Go2NqLM0wf7T_tVfau2st1q573jEtA9r9CVoyWRqJMiPpxmcVsA4QANlH78AvkiuiQ</recordid><startdate>20131101</startdate><enddate>20131101</enddate><creator>Tao, Yuehui</creator><creator>Rilling, Gabriel</creator><creator>Davies, Mike</creator><creator>Marshall, Ian</creator><general>Elsevier Inc</general><scope>6I.</scope><scope>AAFTH</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7QO</scope><scope>8FD</scope><scope>FR3</scope><scope>P64</scope></search><sort><creationdate>20131101</creationdate><title>Carotid blood flow measurement accelerated by compressed sensing: Validation in healthy volunteers</title><author>Tao, Yuehui ; 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subjects Acceleration
Adult
Blood Flow Velocity
Carotid arteries
Carotid Arteries - pathology
Carotid Artery, Common - pathology
Carotid flow
Cine phase contrast
Compressed sensing
Data processing
Female
Fourier Analysis
Healthy Volunteers
Humans
Image Processing, Computer-Assisted
Imaging, Three-Dimensional
Magnetic Resonance Imaging
Magnetic Resonance Imaging, Cine
Male
Microscopy, Phase-Contrast
Middle Aged
Phase contrast
Radiology
Time Factors
title Carotid blood flow measurement accelerated by compressed sensing: Validation in healthy volunteers
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