Skip to main content
Top
Published in: Journal of Cardiovascular Magnetic Resonance 1/2018

Open Access 01-12-2018 | Technical notes

Regional assessment of carotid artery pulse wave velocity using compressed sensing accelerated high temporal resolution 2D CINE phase contrast cardiovascular magnetic resonance

Authors: Eva S. Peper, Gustav J. Strijkers, Katja Gazzola, Wouter V. Potters, Abdallah G. Motaal, Ilse K. Luirink, Barbara A. Hutten, Albert Wiegman, Pim van Ooij, Bert-Jan H. van den Born, Aart J. Nederveen, Bram F. Coolen

Published in: Journal of Cardiovascular Magnetic Resonance | Issue 1/2018

Login to get access

Abstract

Background

Cardiovascular magnetic resonance (CMR) allows for non-invasive assessment of arterial stiffness by means of measuring pulse wave velocity (PWV). PWV can be calculated from the time shift between two time-resolved flow curves acquired at two locations within an arterial segment. These flow curves can be derived from two-dimensional CINE phase contrast CMR (2D CINE PC CMR). While CMR-derived PWV measurements have proven to be accurate for the aorta, this is more challenging for smaller arteries such as the carotids due to the need for both high spatial and temporal resolution. In this work, we present a novel method that combines retrospectively gated 2D CINE PC CMR, high temporal binning of data and compressed sensing (CS) reconstruction to accomplish a temporal resolution of 4 ms. This enables accurate flow measurements and assessment of PWV in regional carotid artery segments.

Methods

Retrospectively gated 2D CINE PC CMR data acquired in the carotid artery was binned into cardiac frames of 4 ms length, resulting in an incoherently undersampled ky-t-space with a mean undersampling factor of 5. The images were reconstructed by a non-linear CS reconstruction using total variation over time as a sparsifying transform. PWV values were calculated from flow curves by using foot-to-foot and cross-correlation methods. Our method was validated against ultrasound measurements in a flow phantom setup representing the carotid artery. Additionally, PWV values of two groups of 23 young (30 ± 3 years, 12 [52%] women) and 10 elderly (62 ± 10 years, 5 [50%] women) healthy subjects were compared using the Wilcoxon rank-sum test.

Results

Our proposed method produced very similar flow curves as those measured using ultrasound at 1 ms temporal resolution. Reliable PWV estimation proved possible for transit times down to 7.5 ms. Furthermore, significant differences in PWV values between healthy young and elderly subjects were found (4.7 ± 1.0 m/s and 7.9 ± 2.4 m/s, respectively; p < 0.001) in accordance with literature.

Conclusions

Retrospectively gated 2D CINE PC CMR with CS allows for high spatiotemporal resolution flow measurements and accurate regional carotid artery PWV calculations. We foresee this technique will be valuable in protocols investigating early development of carotid atherosclerosis.
Appendix
Available only for authorised users
Literature
1.
go back to reference Coolen BF, Calcagno C, van Ooij P, Fayad ZA, Strijkers GJ, Nederveen AJ. Vessel wall characterization using quantitative MRI: what’s in a number? Magn Reson Mater Physics, Biol Med Springer Berlin Heidelberg. 2017;31:201–22.CrossRef Coolen BF, Calcagno C, van Ooij P, Fayad ZA, Strijkers GJ, Nederveen AJ. Vessel wall characterization using quantitative MRI: what’s in a number? Magn Reson Mater Physics, Biol Med Springer Berlin Heidelberg. 2017;31:201–22.CrossRef
2.
go back to reference Wentland AL, Grist TM, Wieben O. Review of MRI-based measurements of pulse wave velocity: a biomarker of arterial stiffness. Cardiovasc Diagn Ther. 2014;4:193–206.PubMedPubMedCentral Wentland AL, Grist TM, Wieben O. Review of MRI-based measurements of pulse wave velocity: a biomarker of arterial stiffness. Cardiovasc Diagn Ther. 2014;4:193–206.PubMedPubMedCentral
3.
go back to reference van Popele NM, Grobbee DE, Bots ML, Asmar R, Topouchian J, Reneman RS, et al. Association between arterial stiffness and atherosclerosis. Stroke. 2001;32:454–61.CrossRef van Popele NM, Grobbee DE, Bots ML, Asmar R, Topouchian J, Reneman RS, et al. Association between arterial stiffness and atherosclerosis. Stroke. 2001;32:454–61.CrossRef
4.
go back to reference Pereira T, Correia C, Cardoso J. Novel methods for pulse wave velocity measurement. J Med Biol Eng. 2015;35:555–65.CrossRef Pereira T, Correia C, Cardoso J. Novel methods for pulse wave velocity measurement. J Med Biol Eng. 2015;35:555–65.CrossRef
5.
go back to reference Rogers WJ, Hu Y, Coast D, Vido DA, Kramer CM, Pyeritz RE, et al. Age-associated changes in regional aortic pulse wave velocity. J Am Coll Cardiol. 2001;38:1123–9.CrossRef Rogers WJ, Hu Y, Coast D, Vido DA, Kramer CM, Pyeritz RE, et al. Age-associated changes in regional aortic pulse wave velocity. J Am Coll Cardiol. 2001;38:1123–9.CrossRef
6.
go back to reference Kröner ESJ, Lamb HJ, Siebelink HMJ, Cannegieter SC, van den Boogaard PJ, van der Wall EE, et al. Pulse wave velocity and flow in the carotid artery versus the aortic arch: effects of aging. J Magn Reson Imaging. 2014;40:287–93.CrossRef Kröner ESJ, Lamb HJ, Siebelink HMJ, Cannegieter SC, van den Boogaard PJ, van der Wall EE, et al. Pulse wave velocity and flow in the carotid artery versus the aortic arch: effects of aging. J Magn Reson Imaging. 2014;40:287–93.CrossRef
7.
go back to reference Gotschy A, Bauer E, Schrodt C, Lykowsky G, Ye YX, Rommel E, et al. Local arterial stiffening assessed by MRI precedes atherosclerotic plaque formation. Circ Cardiovasc Imaging. 2013;6:916–23.CrossRef Gotschy A, Bauer E, Schrodt C, Lykowsky G, Ye YX, Rommel E, et al. Local arterial stiffening assessed by MRI precedes atherosclerotic plaque formation. Circ Cardiovasc Imaging. 2013;6:916–23.CrossRef
8.
go back to reference Bos D, Portegies ML, van der Lugt A, Bos MJ, Koudstaal PJ, Hofman A, et al. Intracranial carotid artery atherosclerosis and the risk of stroke in whites The Rotterdam Study. JAMA Neurol. 2014;71:405–11.CrossRef Bos D, Portegies ML, van der Lugt A, Bos MJ, Koudstaal PJ, Hofman A, et al. Intracranial carotid artery atherosclerosis and the risk of stroke in whites The Rotterdam Study. JAMA Neurol. 2014;71:405–11.CrossRef
9.
go back to reference Truijman MTB, Kooi ME, van Dijk AC, de Rotte AAJ, van der Kolk AG, Liem MI, et al. Plaque at RISK (PARISK): prospective multicenter study to improve diagnosis of high-risk carotid plaques. Int J Stroke. 2014;9:747–54.CrossRef Truijman MTB, Kooi ME, van Dijk AC, de Rotte AAJ, van der Kolk AG, Liem MI, et al. Plaque at RISK (PARISK): prospective multicenter study to improve diagnosis of high-risk carotid plaques. Int J Stroke. 2014;9:747–54.CrossRef
10.
go back to reference Gotschy A, Bauer WR, Winter P, Nordbeck P, Rommel E, Jakob PM, et al. Local versus global aortic pulse wave velocity in early atherosclerosis: an animal study in ApoE−/−−mice using ultrahigh field MRI. PLoS One. 2017;12:1–14.CrossRef Gotschy A, Bauer WR, Winter P, Nordbeck P, Rommel E, Jakob PM, et al. Local versus global aortic pulse wave velocity in early atherosclerosis: an animal study in ApoE−/−−mice using ultrahigh field MRI. PLoS One. 2017;12:1–14.CrossRef
11.
go back to reference de Roos A, van der Grond J, Mitchell G, Westenberg J. Magnetic resonance imaging of cardiovascular function and the brain—is dementia a cardiovascular-driven disease? Circulation. 2017;135:2178–95.CrossRef de Roos A, van der Grond J, Mitchell G, Westenberg J. Magnetic resonance imaging of cardiovascular function and the brain—is dementia a cardiovascular-driven disease? Circulation. 2017;135:2178–95.CrossRef
12.
go back to reference Markl M, Wallis W, Strecker C, Gladstone BP, Vach W, Harloff A. Analysis of pulse wave velocity in the thoracic aorta by flow-sensitive four-dimensional MRI: reproducibility and correlation with characteristics in patients with aortic atherosclerosis. J Magn Reson Imaging. 2012;35(5):1162–8.CrossRef Markl M, Wallis W, Strecker C, Gladstone BP, Vach W, Harloff A. Analysis of pulse wave velocity in the thoracic aorta by flow-sensitive four-dimensional MRI: reproducibility and correlation with characteristics in patients with aortic atherosclerosis. J Magn Reson Imaging. 2012;35(5):1162–8.CrossRef
13.
go back to reference Coolen BF, Abdurrachim D, Motaal AG, Nicolay K, Prompers JJ, Strijkers GJ. High frame rate retrospectively triggered Cine MRI for assessment of murine diastolic function. Magn Reson Med. 2013;69:648–56.CrossRef Coolen BF, Abdurrachim D, Motaal AG, Nicolay K, Prompers JJ, Strijkers GJ. High frame rate retrospectively triggered Cine MRI for assessment of murine diastolic function. Magn Reson Med. 2013;69:648–56.CrossRef
14.
go back to reference Lustig M, Donoho D, Pauly JM. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med. 2007;58:1182–95.CrossRef Lustig M, Donoho D, Pauly JM. Sparse MRI: the application of compressed sensing for rapid MR imaging. Magn Reson Med. 2007;58:1182–95.CrossRef
15.
go back to reference Tran-Gia J, Koestler H, Seiberlich N, Imaging F. In: Syed MA, Raman SV, Simonetti OP, editors. Basic Princ Cardiovasc MRI Phys imaging tech. Switzerland: Springer International Publishing; 2015. p. 69–70. Tran-Gia J, Koestler H, Seiberlich N, Imaging F. In: Syed MA, Raman SV, Simonetti OP, editors. Basic Princ Cardiovasc MRI Phys imaging tech. Switzerland: Springer International Publishing; 2015. p. 69–70.
16.
go back to reference Uecker M, Ong F, Tamir JI, Bahri D, Virtue P, Cheng JY, et al. Berkeley advanced reconstruction toolbox. Proc Intl Soc Mag Reson Med. 2015:2486. Uecker M, Ong F, Tamir JI, Bahri D, Virtue P, Cheng JY, et al. Berkeley advanced reconstruction toolbox. Proc Intl Soc Mag Reson Med. 2015:2486.
17.
go back to reference Rosset A, Spadola L, Ratib O. OsiriX: an open-source software for navigating in multidimensional DICOM images. J Digit Imaging. 2004;17:205–16.CrossRef Rosset A, Spadola L, Ratib O. OsiriX: an open-source software for navigating in multidimensional DICOM images. J Digit Imaging. 2004;17:205–16.CrossRef
18.
go back to reference Vlachopoulos C, O’Rourke M, Nichols WW. McDonald’s blood flow in arteries. Boca Raton: CRC Press; 2011. Vlachopoulos C, O’Rourke M, Nichols WW. McDonald’s blood flow in arteries. Boca Raton: CRC Press; 2011.
19.
go back to reference Fielden SW, Fornwalt BK, Jerosch-herold M, Eisner RL, Stillman AE, Oshinski JN. A new method for the determination of aortic pulse wave velocity using cross-correlation on 2D PCMR velocity data. J Magn Reson Imaging. 2008;27:1382–7.CrossRef Fielden SW, Fornwalt BK, Jerosch-herold M, Eisner RL, Stillman AE, Oshinski JN. A new method for the determination of aortic pulse wave velocity using cross-correlation on 2D PCMR velocity data. J Magn Reson Imaging. 2008;27:1382–7.CrossRef
20.
go back to reference Wang J, Yarnykh VL, Yuan C. Enhanced image quality in black-blood MRI using the improved motion-sensitized driven-equilibrium (iMSDE) sequence. J Magn Reson Imaging. 2010;31:1256–63.CrossRef Wang J, Yarnykh VL, Yuan C. Enhanced image quality in black-blood MRI using the improved motion-sensitized driven-equilibrium (iMSDE) sequence. J Magn Reson Imaging. 2010;31:1256–63.CrossRef
21.
go back to reference Noda C, Ambale Venkatesh B, Ohyama Y, Liu CY, Chamera E, Redheuil A, et al. Reproducibility of functional aortic analysis using magnetic resonance imaging: the MESA. Eur Heart J Cardiovasc Imaging. 2016;17:909–17.CrossRef Noda C, Ambale Venkatesh B, Ohyama Y, Liu CY, Chamera E, Redheuil A, et al. Reproducibility of functional aortic analysis using magnetic resonance imaging: the MESA. Eur Heart J Cardiovasc Imaging. 2016;17:909–17.CrossRef
22.
go back to reference Muñoz-Tsorrero JFS, Tardio-Fernandez M, Valverde-Valverde JM, Duque-Carrillo F, Vega-Fernandez JM, Joya-Vazquez P, et al. Pulse wave velocity in four extremities for assessing cardiovascular risk using a new device. J Clin Hypertens. 2014;16:378–84.CrossRef Muñoz-Tsorrero JFS, Tardio-Fernandez M, Valverde-Valverde JM, Duque-Carrillo F, Vega-Fernandez JM, Joya-Vazquez P, et al. Pulse wave velocity in four extremities for assessing cardiovascular risk using a new device. J Clin Hypertens. 2014;16:378–84.CrossRef
23.
go back to reference Bolster BD, Atalar E, Hardy CJ, McVeigh ER. Accuracy of arterial pulse-wave velocity measurement using MR. J Magn Reson Imaging. 1998;8:878–88.CrossRef Bolster BD, Atalar E, Hardy CJ, McVeigh ER. Accuracy of arterial pulse-wave velocity measurement using MR. J Magn Reson Imaging. 1998;8:878–88.CrossRef
24.
go back to reference Luo J, Li RX, Konofagou EE. Pulse wave imaging of the human carotid artery: an in vivo feasibility study. IEEE Trans Ultrason Ferroelectr Freq Control. 2012;59:174–81.CrossRef Luo J, Li RX, Konofagou EE. Pulse wave imaging of the human carotid artery: an in vivo feasibility study. IEEE Trans Ultrason Ferroelectr Freq Control. 2012;59:174–81.CrossRef
25.
go back to reference Wang Z, Yang Y, Yuan L, Liu J, Duan Y, Cao T. Noninvasive method for measuring local pulse wave velocity by dual pulse wave Doppler: in vitro and in vivo studies. PLoS One. 2015;10:e0120482. Wang Z, Yang Y, Yuan L, Liu J, Duan Y, Cao T. Noninvasive method for measuring local pulse wave velocity by dual pulse wave Doppler: in vitro and in vivo studies. PLoS One. 2015;10:e0120482.
26.
go back to reference Potters WV, Marquering HA, VanBavel E, Nederveen AJ. Measuring wall shear stress using velocity-encoded MRI. Curr Cardiovasc Imaging Rep. 2014;7:9257.CrossRef Potters WV, Marquering HA, VanBavel E, Nederveen AJ. Measuring wall shear stress using velocity-encoded MRI. Curr Cardiovasc Imaging Rep. 2014;7:9257.CrossRef
27.
go back to reference Dyverfeldt P, Ebbers T, Länne T. Pulse wave velocity with 4D flow MRI: systematic differences and age-related regional vascular stiffness. Magn Reson Imaging. 2014;32:1266–71.CrossRef Dyverfeldt P, Ebbers T, Länne T. Pulse wave velocity with 4D flow MRI: systematic differences and age-related regional vascular stiffness. Magn Reson Imaging. 2014;32:1266–71.CrossRef
28.
go back to reference Jin N, Pang J, Giri S, Speier P, Wang D. Simultaneous multi-slice phase contrast imaging for pulse wave velocity measurement in the vessel. Proc Intl Soc Mag Reson Med. 2017:1265. Jin N, Pang J, Giri S, Speier P, Wang D. Simultaneous multi-slice phase contrast imaging for pulse wave velocity measurement in the vessel. Proc Intl Soc Mag Reson Med. 2017:1265.
29.
go back to reference Markl M, Frydrychowicz A, Kozerke S, Hope M, Wieben O. 4D flow MRI. J Magn Reson Imaging. 2012;36:1015–36.CrossRef Markl M, Frydrychowicz A, Kozerke S, Hope M, Wieben O. 4D flow MRI. J Magn Reson Imaging. 2012;36:1015–36.CrossRef
Metadata
Title
Regional assessment of carotid artery pulse wave velocity using compressed sensing accelerated high temporal resolution 2D CINE phase contrast cardiovascular magnetic resonance
Authors
Eva S. Peper
Gustav J. Strijkers
Katja Gazzola
Wouter V. Potters
Abdallah G. Motaal
Ilse K. Luirink
Barbara A. Hutten
Albert Wiegman
Pim van Ooij
Bert-Jan H. van den Born
Aart J. Nederveen
Bram F. Coolen
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Journal of Cardiovascular Magnetic Resonance / Issue 1/2018
Electronic ISSN: 1532-429X
DOI
https://doi.org/10.1186/s12968-018-0499-y

Other articles of this Issue 1/2018

Journal of Cardiovascular Magnetic Resonance 1/2018 Go to the issue