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 |
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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%. 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><identifier>ISSN: 0730-725X</identifier><identifier>EISSN: 1873-5894</identifier><identifier>DOI: 10.1016/j.mri.2013.05.009</identifier><identifier>PMID: 23830111</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>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</subject><ispartof>Magnetic resonance imaging, 2013-11, Vol.31 (9), p.1485-1491</ispartof><rights>The Authors</rights><rights>2013 The Authors</rights><rights>Copyright © 2013 The Authors. Published by Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c550t-b64bcef86d0e86930a35ef7addae07dce9e3c3fc5a36c9193d548e11967f64ea3</citedby><cites>FETCH-LOGICAL-c550t-b64bcef86d0e86930a35ef7addae07dce9e3c3fc5a36c9193d548e11967f64ea3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.mri.2013.05.009$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23830111$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Tao, Yuehui</creatorcontrib><creatorcontrib>Rilling, Gabriel</creatorcontrib><creatorcontrib>Davies, Mike</creatorcontrib><creatorcontrib>Marshall, Ian</creatorcontrib><title>Carotid blood flow measurement accelerated by compressed sensing: Validation in healthy volunteers</title><title>Magnetic resonance imaging</title><addtitle>Magn Reson Imaging</addtitle><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.</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 ; Rilling, Gabriel ; Davies, Mike ; Marshall, Ian</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c550t-b64bcef86d0e86930a35ef7addae07dce9e3c3fc5a36c9193d548e11967f64ea3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Acceleration</topic><topic>Adult</topic><topic>Blood Flow Velocity</topic><topic>Carotid arteries</topic><topic>Carotid Arteries - pathology</topic><topic>Carotid Artery, Common - pathology</topic><topic>Carotid flow</topic><topic>Cine phase contrast</topic><topic>Compressed sensing</topic><topic>Data processing</topic><topic>Female</topic><topic>Fourier Analysis</topic><topic>Healthy Volunteers</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted</topic><topic>Imaging, Three-Dimensional</topic><topic>Magnetic Resonance Imaging</topic><topic>Magnetic Resonance Imaging, Cine</topic><topic>Male</topic><topic>Microscopy, Phase-Contrast</topic><topic>Middle Aged</topic><topic>Phase contrast</topic><topic>Radiology</topic><topic>Time Factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Tao, Yuehui</creatorcontrib><creatorcontrib>Rilling, Gabriel</creatorcontrib><creatorcontrib>Davies, Mike</creatorcontrib><creatorcontrib>Marshall, Ian</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Biotechnology Research Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><jtitle>Magnetic resonance imaging</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Tao, Yuehui</au><au>Rilling, Gabriel</au><au>Davies, Mike</au><au>Marshall, Ian</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Carotid blood flow measurement accelerated by compressed sensing: Validation in healthy volunteers</atitle><jtitle>Magnetic resonance imaging</jtitle><addtitle>Magn Reson Imaging</addtitle><date>2013-11-01</date><risdate>2013</risdate><volume>31</volume><issue>9</issue><spage>1485</spage><epage>1491</epage><pages>1485-1491</pages><issn>0730-725X</issn><eissn>1873-5894</eissn><abstract>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.</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>23830111</pmid><doi>10.1016/j.mri.2013.05.009</doi><tpages>7</tpages><oa>free_for_read</oa></addata></record> |
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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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