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Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing
To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion. Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired durin...
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Published in: | Journal of cardiovascular magnetic resonance 2017-03, Vol.19 (1), p.29-29, Article 29 |
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description | To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion.
Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired during through-plane motion were discarded whereas in-plane motion was corrected. A fetal cardiac gating signal was extracted to sort the corrected data by cardiac phase, allowing reconstruction of cine images. The quality of motion corrected images and the effect of data undersampling were quantified using separate expressions for spatial blur and image error.
Motion corrected reordered cine reconstructions (127 slices) showed improved image quality relative to both uncorrected cines and corresponding real-time images across a range of root-mean-squared (RMS) displacements (0.3-3.7 mm) and fetal heart rates (119-176 bpm). The relative spatial blur between cines with and without motion correction increased with in-plane RMS displacement leading to an effective decrease in the effective spatial resolution for images without motion correction. Image error between undersampled and reference images was less than 10% for reconstructions using 750 or more spokes, yielding a minimum acceptable scan time of approximately 4 s/slice during quiescent through plane motion.
By rejecting data corrupted by through-plane motion, and correcting data corrupted by in-plane translation, the proposed reconstruction framework accounts for common sources of motion artifact (gross fetal movement, maternal respiration, fetal cardiac contraction) to produce high quality images of the fetal heart. |
doi_str_mv | 10.1186/s12968-017-0346-6 |
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Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired during through-plane motion were discarded whereas in-plane motion was corrected. A fetal cardiac gating signal was extracted to sort the corrected data by cardiac phase, allowing reconstruction of cine images. The quality of motion corrected images and the effect of data undersampling were quantified using separate expressions for spatial blur and image error.
Motion corrected reordered cine reconstructions (127 slices) showed improved image quality relative to both uncorrected cines and corresponding real-time images across a range of root-mean-squared (RMS) displacements (0.3-3.7 mm) and fetal heart rates (119-176 bpm). The relative spatial blur between cines with and without motion correction increased with in-plane RMS displacement leading to an effective decrease in the effective spatial resolution for images without motion correction. Image error between undersampled and reference images was less than 10% for reconstructions using 750 or more spokes, yielding a minimum acceptable scan time of approximately 4 s/slice during quiescent through plane motion.
By rejecting data corrupted by through-plane motion, and correcting data corrupted by in-plane translation, the proposed reconstruction framework accounts for common sources of motion artifact (gross fetal movement, maternal respiration, fetal cardiac contraction) to produce high quality images of the fetal heart.</description><identifier>ISSN: 1097-6647</identifier><identifier>EISSN: 1532-429X</identifier><identifier>DOI: 10.1186/s12968-017-0346-6</identifier><identifier>PMID: 28316282</identifier><language>eng</language><publisher>England: BioMed Central Ltd</publisher><subject>Biomechanical Phenomena ; Cardiac-Gated Imaging Techniques ; Case-Control Studies ; Female ; Fetal heart ; Fetal Heart - diagnostic imaging ; Fetal Heart - physiopathology ; Gestational Age ; Heart Defects, Congenital - diagnostic imaging ; Heart Defects, Congenital - physiopathology ; Humans ; Image Processing, Computer-Assisted - methods ; Magnetic resonance imaging ; Magnetic Resonance Imaging, Cine - methods ; Myocardial Contraction ; Predictive Value of Tests ; Pregnancy ; Prenatal Diagnosis - methods ; Time Factors</subject><ispartof>Journal of cardiovascular magnetic resonance, 2017-03, Vol.19 (1), p.29-29, Article 29</ispartof><rights>COPYRIGHT 2017 BioMed Central Ltd.</rights><rights>The Author(s). 2017</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c563t-5a31b39eaa0165b3f7fe2241fc2aeebdcaa355282a593b68f66424b6065c001d3</citedby><cites>FETCH-LOGICAL-c563t-5a31b39eaa0165b3f7fe2241fc2aeebdcaa355282a593b68f66424b6065c001d3</cites><orcidid>0000-0002-3111-8840</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5357808/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5357808/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,36990,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28316282$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Roy, Christopher W</creatorcontrib><creatorcontrib>Seed, Mike</creatorcontrib><creatorcontrib>Kingdom, John C</creatorcontrib><creatorcontrib>Macgowan, Christopher K</creatorcontrib><title>Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing</title><title>Journal of cardiovascular magnetic resonance</title><addtitle>J Cardiovasc Magn Reson</addtitle><description>To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion.
Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired during through-plane motion were discarded whereas in-plane motion was corrected. A fetal cardiac gating signal was extracted to sort the corrected data by cardiac phase, allowing reconstruction of cine images. The quality of motion corrected images and the effect of data undersampling were quantified using separate expressions for spatial blur and image error.
Motion corrected reordered cine reconstructions (127 slices) showed improved image quality relative to both uncorrected cines and corresponding real-time images across a range of root-mean-squared (RMS) displacements (0.3-3.7 mm) and fetal heart rates (119-176 bpm). The relative spatial blur between cines with and without motion correction increased with in-plane RMS displacement leading to an effective decrease in the effective spatial resolution for images without motion correction. Image error between undersampled and reference images was less than 10% for reconstructions using 750 or more spokes, yielding a minimum acceptable scan time of approximately 4 s/slice during quiescent through plane motion.
By rejecting data corrupted by through-plane motion, and correcting data corrupted by in-plane translation, the proposed reconstruction framework accounts for common sources of motion artifact (gross fetal movement, maternal respiration, fetal cardiac contraction) to produce high quality images of the fetal heart.</description><subject>Biomechanical Phenomena</subject><subject>Cardiac-Gated Imaging Techniques</subject><subject>Case-Control Studies</subject><subject>Female</subject><subject>Fetal heart</subject><subject>Fetal Heart - diagnostic imaging</subject><subject>Fetal Heart - physiopathology</subject><subject>Gestational Age</subject><subject>Heart Defects, Congenital - diagnostic imaging</subject><subject>Heart Defects, Congenital - physiopathology</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted - methods</subject><subject>Magnetic resonance imaging</subject><subject>Magnetic Resonance Imaging, Cine - methods</subject><subject>Myocardial Contraction</subject><subject>Predictive Value of Tests</subject><subject>Pregnancy</subject><subject>Prenatal Diagnosis - methods</subject><subject>Time Factors</subject><issn>1097-6647</issn><issn>1532-429X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNptUluL1TAYLKK4F_0BvkhBWPalay5NmrwIy8Eb7CKIgm_xa_rlnEibHJNW8N-betZlD0geEiYzQ-bLVNULSq4oVfJ1pkxL1RDaNYS3spGPqlMqOGtapr89Lmeiu0bKtjupznL-QQjVHemeVidMcSqZYqfV99s4-xhqG6c9hgwzDrX1AevN7ec6unreYe1whrHeIaS5XrIP2zrB4Au0hAFThmk_riCE4a9NwpyLSy52BX5WPXEwZnx-t59XX9-9_bL50Nx8ev9xc33TWCH53AjgtOcaAQiVoueuc8hYS51lgNgPFoALUZ4MQvNeKldisbaXRApbcg38vHpz8N0v_YSDxTAnGM0--QnSbxPBm-Ob4HdmG38ZwUWniCoGl3cGKf5cMM9m8tniOELAuGRDVaeployRQn11oG5hROODi8XRrnRz3SpJO62VLKyr_7DKGnDyNgZ0vuBHgosHgjLvcd7lOC7rB-VjIj0QbYo5J3T3MSkxazPMoRmmNMOszTCr5uXD-dwr_lWB_wH18rQN</recordid><startdate>20170320</startdate><enddate>20170320</enddate><creator>Roy, Christopher W</creator><creator>Seed, Mike</creator><creator>Kingdom, John C</creator><creator>Macgowan, Christopher K</creator><general>BioMed Central Ltd</general><general>BioMed Central</general><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>5PM</scope><orcidid>https://orcid.org/0000-0002-3111-8840</orcidid></search><sort><creationdate>20170320</creationdate><title>Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing</title><author>Roy, Christopher W ; Seed, Mike ; Kingdom, John C ; Macgowan, Christopher K</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c563t-5a31b39eaa0165b3f7fe2241fc2aeebdcaa355282a593b68f66424b6065c001d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Biomechanical Phenomena</topic><topic>Cardiac-Gated Imaging Techniques</topic><topic>Case-Control Studies</topic><topic>Female</topic><topic>Fetal heart</topic><topic>Fetal Heart - diagnostic imaging</topic><topic>Fetal Heart - physiopathology</topic><topic>Gestational Age</topic><topic>Heart Defects, Congenital - diagnostic imaging</topic><topic>Heart Defects, Congenital - physiopathology</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted - methods</topic><topic>Magnetic resonance imaging</topic><topic>Magnetic Resonance Imaging, Cine - methods</topic><topic>Myocardial Contraction</topic><topic>Predictive Value of Tests</topic><topic>Pregnancy</topic><topic>Prenatal Diagnosis - methods</topic><topic>Time Factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Roy, Christopher W</creatorcontrib><creatorcontrib>Seed, Mike</creatorcontrib><creatorcontrib>Kingdom, John C</creatorcontrib><creatorcontrib>Macgowan, Christopher K</creatorcontrib><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>PubMed Central (Full Participant titles)</collection><jtitle>Journal of cardiovascular magnetic resonance</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Roy, Christopher W</au><au>Seed, Mike</au><au>Kingdom, John C</au><au>Macgowan, Christopher K</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing</atitle><jtitle>Journal of cardiovascular magnetic resonance</jtitle><addtitle>J Cardiovasc Magn Reson</addtitle><date>2017-03-20</date><risdate>2017</risdate><volume>19</volume><issue>1</issue><spage>29</spage><epage>29</epage><pages>29-29</pages><artnum>29</artnum><issn>1097-6647</issn><eissn>1532-429X</eissn><abstract>To develop and evaluate a reconstruction framework for high resolution time-resolved CMR of the fetal heart in the presence of motion.
Data were acquired using a golden angle radial trajectory in seven fetal subjects and reconstructed as real-time images to detect fetal movement. Data acquired during through-plane motion were discarded whereas in-plane motion was corrected. A fetal cardiac gating signal was extracted to sort the corrected data by cardiac phase, allowing reconstruction of cine images. The quality of motion corrected images and the effect of data undersampling were quantified using separate expressions for spatial blur and image error.
Motion corrected reordered cine reconstructions (127 slices) showed improved image quality relative to both uncorrected cines and corresponding real-time images across a range of root-mean-squared (RMS) displacements (0.3-3.7 mm) and fetal heart rates (119-176 bpm). The relative spatial blur between cines with and without motion correction increased with in-plane RMS displacement leading to an effective decrease in the effective spatial resolution for images without motion correction. Image error between undersampled and reference images was less than 10% for reconstructions using 750 or more spokes, yielding a minimum acceptable scan time of approximately 4 s/slice during quiescent through plane motion.
By rejecting data corrupted by through-plane motion, and correcting data corrupted by in-plane translation, the proposed reconstruction framework accounts for common sources of motion artifact (gross fetal movement, maternal respiration, fetal cardiac contraction) to produce high quality images of the fetal heart.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>28316282</pmid><doi>10.1186/s12968-017-0346-6</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0002-3111-8840</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Biomechanical Phenomena Cardiac-Gated Imaging Techniques Case-Control Studies Female Fetal heart Fetal Heart - diagnostic imaging Fetal Heart - physiopathology Gestational Age Heart Defects, Congenital - diagnostic imaging Heart Defects, Congenital - physiopathology Humans Image Processing, Computer-Assisted - methods Magnetic resonance imaging Magnetic Resonance Imaging, Cine - methods Myocardial Contraction Predictive Value of Tests Pregnancy Prenatal Diagnosis - methods Time Factors |
title | Motion compensated cine CMR of the fetal heart using radial undersampling and compressed sensing |
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