{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T23:01:25Z","timestamp":1768345285894,"version":"3.49.0"},"reference-count":22,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2019,12,11]],"date-time":"2019-12-11T00:00:00Z","timestamp":1576022400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/100000049","name":"National Institute on Aging","doi-asserted-by":"publisher","award":["R01AG056999"],"award-info":[{"award-number":["R01AG056999"]}],"id":[{"id":"10.13039\/100000049","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Magnetic Resonance in Med"],"published-print":{"date-parts":[[2020,7]]},"abstract":"<jats:sec><jats:title>Purpose<\/jats:title><jats:p>This study implements a compressed sensing (CS) 3\u2010directional velocity encoded phase contrast (VE\u2010PC) imaging for studying skeletal muscle kinematics within 40 s.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>Independent variable density random sampling in the phase encoding direction for each temporal frame was implemented for various combinations of CS\u2010<jats:italic>factors<\/jats:italic> and views per segment. CS reconstruction was performed for the combined multicoil, temporal datasets using temporal Fourier transform followed by temporal principal component analysis sparsifying transformations. The method was tested on a flow phantom and in vivo, on velocity and strain rate of the medial gastrocnemius muscle of 11 subjects performing isometric contractions.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>For the flow phantom, velocity from 8 undersampled sequences matched very well with the flowmeter values over a range of velocities spanning in vivo muscle velocities. Bland\u2010Altman plots of the peak strain rate eigenvalues comparing 7 undersampled sequences was in good agreement with the reference (full k\u2010space) scan. CS\u2010<jats:italic>factor<\/jats:italic> of 4 combined with views per segment of 4 (scan times reduced by 4) yielded images with no visual artifacts allowing and yielded velocities and strain rate maps in the lower leg muscle in 40 s.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>This study shows that a reduction in scan time of velocity encoded phase contrast imaging up to a factor of 4 is possible using the proposed CS reconstruction.<\/jats:p><\/jats:sec>","DOI":"10.1002\/mrm.28100","type":"journal-article","created":{"date-parts":[[2019,12,12]],"date-time":"2019-12-12T05:41:05Z","timestamp":1576129265000},"page":"142-156","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Compressed sensing velocity encoded phase contrast imaging: Monitoring skeletal muscle kinematics"],"prefix":"10.1002","volume":"84","author":[{"given":"Vadim","family":"Malis","sequence":"first","affiliation":[{"name":"Physics UC San Diego San Diego California"},{"name":"Muscle Imaging and Modeling Lab, Department of Radiology UC San Diego San Diego California"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Usha","family":"Sinha","sequence":"additional","affiliation":[{"name":"Physics San Diego State University California"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shantanu","family":"Sinha","sequence":"additional","affiliation":[{"name":"Muscle Imaging and Modeling Lab, Department of Radiology UC San Diego San Diego California"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2019,12,11]]},"reference":[{"key":"e_1_2_5_2_1","doi-asserted-by":"publisher","DOI":"10.1152\/ajpregu.00474.2010"},{"key":"e_1_2_5_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmbbm.2016.06.031"},{"key":"e_1_2_5_4_1","doi-asserted-by":"publisher","DOI":"10.1148\/radiology.193.2.7972757"},{"key":"e_1_2_5_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbiomech.2017.03.028"},{"key":"e_1_2_5_6_1","doi-asserted-by":"publisher","DOI":"10.1002\/jmri.24807"},{"key":"e_1_2_5_7_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.25312"},{"key":"e_1_2_5_8_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.26759"},{"key":"e_1_2_5_9_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.21391"},{"key":"e_1_2_5_10_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.22463"},{"key":"e_1_2_5_11_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.23088"},{"key":"e_1_2_5_12_1","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27158"},{"key":"e_1_2_5_13_1","doi-asserted-by":"publisher","DOI":"10.1152\/japplphysiol.00092.2010"},{"key":"e_1_2_5_14_1","unstructured":"MarklM.Velocity encoding and flow imaging. 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