Advancements of 2D speckle tracking of arterial wall movements

Cardiovascular diseases are the leading cause of death worldwide. In order to improve the diagnostics and facilitate early interventions of cardiovascular diseases, knowledge about the physiology of the vascular system in both healthy subjects and in subjects with vascular disease is needed. In order to learn more about the physiology of the vascular system and possibly predict cardiovascular diseases, accurate motion estimations of the arterial wall is needed. It has been the aim of this thesis to develop more robust motion estimation methods for use on cine loops to investigate the entire thickness of the arterial wall.In this thesis, the concept of 2D speckle block matching was expanded with the use of an extra kernel for improved robustness and tracking accuracy. It was shown that the use of an extra kernel reduced the motion estimation errors when using a constant kernel size (in silico and on phantoms), or reduced the needed size of the kernel while maintaining the level of motion estimation errors (in vivo). Further, a sub-sample estimation method has been developed which combines two previously presented methods: parabolic and grid slope sub-sample interpolation. It was found that by combining the two methods with a threshold determining which method to use, the proposed method reduced the absolute sub-sample estimation errors in simulated and phantom cine loops. A limited in vivo evaluation of estimations of the longitudinal movement of the common carotid artery using parabolic and grid slope sub-sample interpolation and the proposed method were conducted showing that the method worked well in vivo.The two methods were combined to estimate the longitudinal wall movement of the right common carotid artery on 135 healthy volunteers for improved understanding of the wall movements. The results show that the pronounced variation in patterns of longitudinal movement of the common carotid artery previously shown in young healthy subjects is also present in middle-aged and older healthy subjects. However, the patterns of movement seen in middle-aged and older subjects are different from those commonly seen in young subjects, including the appearance of two additional distinct phases of movement, and thus new complex patterns of movement.The use of ultrasound sampled at a high frame rate has the potential to visualize previously unknown information of the longitudinal movement. An iterative scheme for Lagrangian motion estimations in cine loops collected at high frame rates was developed. A phantom evaluation using ultrasound cine loops showed a reduction by an average 54% in the estimated velocity errors compared to a standard method. It also showed a reduction by an average 73 % in the estimated displacement errors. A feasibility test of tracking in vivo indicated good agreement with motion estimations using a low frame rate cine loop.This thesis thus present and evaluate refined methods to measure vascular function through the estimation of longitudinal movement. (Less)

[1]  Didier Vray,et al.  Progressive attenuation of the longitudinal kinetics in the common carotid artery: preliminary in vivo assessment. , 2015, Ultrasound in medicine & biology.

[2]  Hideyuki Hasegawa,et al.  Phase-Sensitive 2D Motion Estimators Using Frequency Spectra of Ultrasonic Echoes , 2016 .

[3]  Quan Liang,et al.  A dynamic programming procedure for automated ultrasonic measurement of the carotid artery , 1994, Computers in Cardiology 1994.

[4]  Giuseppe Mancia,et al.  Methods and devices for measuring arterial compliance in humans. , 2002, American journal of hypertension.

[5]  Mads Møller Pedersen,et al.  Volume flow in arteriovenous fistulas using vector velocity ultrasound. , 2014, Ultrasound in medicine & biology.

[6]  Amir Averbuch,et al.  A projection-based extension to phase correlation image alignment , 2007, Signal Process..

[7]  Hiroshi Kanai,et al.  Effect of subaperture beamforming on phase coherence imaging , 2014, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[8]  M. Fink,et al.  Coherent plane-wave compounding for very high frame rate ultrasonography and transient elastography , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[9]  B. Sonesson,et al.  Increased arterial stiffness in women, but not in men, with IDDM , 1995, Diabetologia.

[10]  F Beux,et al.  Automatic evaluation of arterial diameter variation from vascular echographic images. , 2001, Ultrasound in medicine & biology.

[11]  Tomas Jansson,et al.  A method to measure shear strain with high spatial resolution in the arterial wall non-invasively in vivo by tracking zero-crossings of B-mode intensity gradients , 2010, 2010 IEEE International Ultrasonics Symposium.

[12]  John Albinsson,et al.  A combination of parabolic and grid slope interpolation for 2D tissue displacement estimations , 2016, Medical & Biological Engineering & Computing.

[13]  Thomas Martin Deserno,et al.  Survey: interpolation methods in medical image processing , 1999, IEEE Transactions on Medical Imaging.

[14]  C. D. A. Stehouwer,et al.  Arterial stiffness in diabetes and the metabolic syndrome: a pathway to cardiovascular disease , 2008, Diabetologia.

[15]  B. Pannier,et al.  Assessment of arterial distensibility by automatic pulse wave velocity measurement. Validation and clinical application studies. , 1995, Hypertension.

[16]  J. Jensen,et al.  A new method for estimation of velocity vectors , 1998, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[17]  R. Torguet,et al.  Ultrafast echotomographic system using optical processing of ultrasonic signals , 1977 .

[18]  J A Jensen,et al.  In-vivo Examples of Flow Patterns With The Fast Vector Velocity Ultrasound Method , 2009, Ultraschall in der Medizin.

[19]  J Bogaert,et al.  Quantifying myocardial deformation throughout the cardiac cycle: a comparison of ultrasound strain rate, grey-scale M-mode and magnetic resonance imaging. , 2004, Ultrasound in medicine & biology.

[20]  M. Alam,et al.  Atrioventricular valve plane displacement in healthy persons. An echocardiographic study. , 2009, Acta medica Scandinavica.

[21]  J. Jensen,et al.  In-vivo synthetic aperture flow imaging in medical ultrasound , 2003, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[22]  G.R. Lockwood,et al.  Real-time 3-D ultrasound imaging using sparse synthetic aperture beamforming , 1998, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[23]  D. Vray,et al.  Intramural shear strain can highlight the presence of atherosclerosis: A clinical in vivo study , 2011, 2011 IEEE International Ultrasonics Symposium.

[24]  T Koga,et al.  MOTION COMPENSATED INTER-FRAME CODING FOR VIDEO CONFERENCING , 1981 .

[25]  J. Arndt,et al.  The diameter of the intact carotid artery in man and its change with pulse pressure , 2004, Pflüger's Archiv für die gesamte Physiologie des Menschen und der Tiere.

[26]  Piero Tortoli,et al.  Plane-wave transverse oscillation for high-frame-rate 2-D vector flow imaging , 2015, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[27]  Hassan Foroosh,et al.  Extension of phase correlation to subpixel registration , 2002, IEEE Trans. Image Process..

[28]  Yung-Nien Sun,et al.  Ultrasound motion estimation using a hierarchical feature weighting algorithm , 2007, Comput. Medical Imaging Graph..

[29]  Konstantina S. Nikita,et al.  Comparison of Kalman-filter-based approaches for block matching in arterial wall motion analysis from B-mode ultrasound , 2011 .

[30]  D. Baker Pulsed Ultrasonic Doppler Blood-Flow Sensing , 1970, IEEE Transactions on Sonics and Ultrasonics.

[31]  T. Jansson,et al.  Non-invasive measurement of arterial longitudinal movement , 2002, 2002 IEEE Ultrasonics Symposium, 2002. Proceedings..

[32]  C. J. Ruissen,et al.  Transcutaneous detection of relative changes in artery diameter. , 1985, Ultrasound in medicine & biology.

[33]  J. Arendt Paper presented at the 10th Nordic-Baltic Conference on Biomedical Imaging: Field: A Program for Simulating Ultrasound Systems , 1996 .

[34]  R. Reneman,et al.  A radio frequency domain complex cross-correlation model to estimate blood flow velocity and tissue motion by means of ultrasound. , 1997, Ultrasound in medicine & biology.

[35]  Milan Lomsky,et al.  Carotid Artery Longitudinal Displacement Predicts 1-Year Cardiovascular Outcome in Patients With Suspected Coronary Artery Disease , 2011, Arteriosclerosis, thrombosis, and vascular biology.

[36]  P J Brands,et al.  Assessment of the spatial homogeneity of artery dimension parameters with high frame rate 2-D B-mode. , 2001, Ultrasound in medicine & biology.

[37]  W.D. O'Brien,et al.  Current time-domain methods for assessing tissue motion by analysis from reflected ultrasound echoes-a review , 1993, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[38]  B. J. Geiman,et al.  A novel interpolation strategy for estimating subsample speckle motion. , 2000, Physics in medicine and biology.

[39]  O. Bernard,et al.  Plane-Wave Imaging Challenge in Medical Ultrasound , 2016, 2016 IEEE International Ultrasonics Symposium (IUS).

[40]  N. Chubachi,et al.  Noninvasive evaluation of local myocardial thickening and its color-coded imaging , 1997, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[41]  J. Ophir,et al.  A new elastographic method for estimation and imaging of lateral displacements, lateral strains, corrected axial strains and Poisson's ratios in tissues. , 1998, Ultrasound in medicine & biology.

[42]  M. Fink,et al.  Functional ultrasound imaging of the brain: theory and basic principles , 2013, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[43]  Hans Burkhardt,et al.  Using snakes to detect the intimal and adventitial layers of the common carotid artery wall in sonographic images , 2002, Comput. Methods Programs Biomed..

[44]  P. Ducimetiere,et al.  Aortic Stiffness Is an Independent Predictor of All-Cause and Cardiovascular Mortality in Hypertensive Patients , 2001, Hypertension.

[45]  Alistair P. Rendell,et al.  Modeling nonlinear ultrasound propagation in heterogeneous media with power law absorption using a k-space pseudospectral method. , 2012, The Journal of the Acoustical Society of America.

[46]  C. D. Kuglin,et al.  The phase correlation image alignment method , 1975 .

[47]  John Albinsson,et al.  Improved tracking performance of Lagrangian block-matching methodologies using block expansion in the time domain: in silico, phantom and in vivo evaluations. , 2014, Ultrasound in medicine & biology.

[48]  T. Ishikawa,et al.  Effect of Wall Motion on Arterial Wall Shear Stress , 2007 .

[49]  Hiroshi Kanai,et al.  Echo speckle imaging of blood particles with high-frame-rate echocardiography , 2014 .

[50]  William Scott Hoge,et al.  A subspace identification extension to the phase correlation method [MRI application] , 2003, IEEE Transactions on Medical Imaging.

[51]  P. Tortoli,et al.  Accurate Doppler angle estimation for vector flow measurements , 2006, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[52]  D. Hokanson,et al.  A phase-locked echo tracking system for recording arterial diameter changes in vivo. , 1972, Journal of applied physiology.

[53]  Pablo Laguna,et al.  Bioelectrical Signal Processing in Cardiac and Neurological Applications , 2005 .

[54]  Å. Ahlgren,et al.  Intra-observer variability of longitudinal displacement and intramural shear strain measurements of the arterial wall using ultrasound noninvasively in vivo. , 2010, Ultrasound in medicine & biology.

[55]  T. Jansson,et al.  New non-invasive method for intima-media thickness and intima-media compression measurements , 2005, IEEE Ultrasonics Symposium, 2005..

[56]  J. Levick Overview of the cardiovascular system , 1991 .

[57]  L. Gan,et al.  Longitudinal common carotid artery wall motion is associated with plaque burden in man and mouse. , 2011, Atherosclerosis.

[58]  D. Vray,et al.  Longitudinal displacement of the carotid wall and cardiovascular risk factors: associations with aging, adiposity, blood pressure and periodontal disease independent of cross-sectional distensibility and intima-media thickness. , 2012, Ultrasound in medicine & biology.

[59]  H. Ermert,et al.  A time-efficient and accurate strain estimation concept for ultrasonic elastography using iterative phase zero estimation , 1999, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[60]  G R Sutherland,et al.  Colour Doppler velocity imaging of the myocardium. , 1992, Ultrasound in medicine & biology.

[61]  Hiroshi Kanai,et al.  Basic Study on Detection of Outer Boundary of Arterial Wall Using Its Longitudinal Motion , 2007 .

[62]  J. Hassab,et al.  Analysis of discrete implementation of generalized cross correlator , 1981 .

[63]  D. Thelen,et al.  Measurement of tendon strain during muscle twitch contractions using ultrasound elastography , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[64]  J M Bland,et al.  Statistical methods for assessing agreement between two methods of clinical measurement , 1986 .

[65]  Ryuichi Shinomura,et al.  Assessment of regional myocardial strain by a novel automated tracking system from digital image files. , 2004, Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography.

[66]  K. Lindström,et al.  Calculation of pulse-wave velocity using cross correlation--effects of reflexes in the arterial tree. , 1991, Ultrasound in medicine & biology.

[67]  D. Vray,et al.  PSF dedicated to estimation of displacement vectors for tissue elasticity imaging with ultrasound , 2007, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[68]  A. Perretti,et al.  Diagnostic ultrasound imaging. , 1990, Rays.

[69]  L. Boxt McDonald's blood flow in arteries , 1991, CardioVascular and Interventional Radiology.

[70]  P Pignoli,et al.  Intimal plus medial thickness of the arterial wall: a direct measurement with ultrasound imaging. , 1986, Circulation.

[71]  J Bercoff,et al.  Ultrafast compound doppler imaging: providing full blood flow characterization , 2011, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[72]  J. Jensen,et al.  Calculation of pressure fields from arbitrarily shaped, apodized, and excited ultrasound transducers , 1992, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[73]  J. Ophir,et al.  Elastography: A Quantitative Method for Imaging the Elasticity of Biological Tissues , 1991, Ultrasonic imaging.

[74]  P. Tortoli,et al.  Methods for measurements of the longitudinal movement and the shear-induced longitudinal elastic modulus of the arterial wall , 2009, 2009 IEEE International Ultrasonics Symposium.

[75]  Tim Idzenga,et al.  An angular compounding technique using displacement projection for noninvasive ultrasound strain imaging of vessel cross-sections. , 2010, Ultrasound in medicine & biology.

[76]  Lai-Man Po,et al.  A novel four-step search algorithm for fast block motion estimation , 1996, IEEE Trans. Circuits Syst. Video Technol..

[77]  M. Fink,et al.  Ultrafast compound imaging for 2-D motion vector estimation: application to transient elastography , 2002, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[78]  Hervé Liebgott,et al.  An alternative method to classical beamforming for transverse oscillation images: Application to elastography , 2013, 2013 IEEE 10th International Symposium on Biomedical Imaging.

[79]  Sofia Brorsson,et al.  Ultrasound evaluation in combination with finger extension force measurements of the forearm musculus extensor digitorum communis in healthy subjects , 2008, BMC Medical Imaging.

[80]  Tomas Jansson,et al.  A new non‐invasive ultrasonic method for simultaneous measurements of longitudinal and radial arterial wall movements: first in vivo trial , 2003, Clinical physiology and functional imaging.

[81]  M. Insana,et al.  Elasticity Imaging , 2005 .

[82]  Magnus Cinthio,et al.  Longitudinal displacement and intramural shear strain of the porcine carotid artery undergo profound changes in response to catecholamines. , 2012, American journal of physiology. Heart and circulatory physiology.

[83]  Herve Liebgott,et al.  2-D arterial wall motion imaging using ultrafast ultrasound and transverse oscillations , 2015, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[84]  J. D’hooge,et al.  Ultrasound speckle tracking strain estimation of in vivo carotid artery plaque with in vitro sonomicrometry validation. , 2015, Ultrasound in medicine & biology.

[85]  B T Cox,et al.  k-Wave: MATLAB toolbox for the simulation and reconstruction of photoacoustic wave fields. , 2010, Journal of biomedical optics.

[86]  Pieter Kruizinga,et al.  High-definition imaging of carotid artery wall dynamics. , 2014, Ultrasound in medicine & biology.

[87]  Xunchang Chen,et al.  Lateral speckle tracking using synthetic lateral phase , 2004, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[88]  Philippe Moulin,et al.  Evaluation of a Kalman-based block matching method to assess the bi-dimensional motion of the carotid artery wall in B-mode ultrasound sequences , 2013, Medical Image Anal..

[89]  Tim Idzenga,et al.  Estimating cyclic shear strain in the common carotid artery using radiofrequency ultrasound. , 2012, Ultrasound in medicine & biology.

[90]  Hiroshi Kanai,et al.  Two-Dimensional Tracking of Heart Wall for Detailed Analysis of Heart Function at High Temporal and Spatial Resolutions , 2010 .

[91]  T. Loupas,et al.  Arterial pulse wave velocity with tissue Doppler imaging. , 2002, Ultrasound in medicine & biology.

[92]  E D Lehmann,et al.  Relation between number of cardiovascular risk factors/events and noninvasive Doppler ultrasound assessments of aortic compliance. , 1998, Hypertension.

[93]  Magnus Cinthio,et al.  Effects of adrenaline on longitudinal arterial wall movements and resulting intramural shear strain: a first report , 2009, Clinical physiology and functional imaging.

[94]  N. Chubachi,et al.  Transcutaneous measurement and spectrum analysis of heart wall vibrations , 1996, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[95]  R. Keys Cubic convolution interpolation for digital image processing , 1981 .

[96]  P. N. T. Wells,et al.  A range-gated ultrasonic Doppler system , 1969, Medical and biological engineering.

[97]  Amit R. Patel,et al.  Age-related normal range of left ventricular strain and torsion using three-dimensional speckle-tracking echocardiography. , 2014, Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography.

[98]  Å. Ahlgren,et al.  Evaluation of an ultrasonic echo-tracking method for measurements of arterial wall movements in two dimensions , 2005, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[99]  M. Fink,et al.  Quantitative assessment of arterial wall biomechanical properties using shear wave imaging. , 2010, Ultrasound in medicine & biology.

[100]  Å. Ahlgren,et al.  A method for arterial diameter change measurements using ultrasonic B-mode data. , 2010, Ultrasound in medicine & biology.

[101]  N. Schiller,et al.  Descent of the base of the left ventricle: an echocardiographic index of left ventricular function. , 1989, Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography.

[102]  M. Jakubowski,et al.  Block-based motion estimation algorithms — a survey , 2013 .

[103]  Magnus Cinthio,et al.  Different patterns of longitudinal displacement of the common carotid artery wall in healthy humans are stable over a four-month period. , 2012, Ultrasound in medicine & biology.

[104]  Didier Vray,et al.  Measurement of two-dimensional movement parameters of the carotid artery wall for early detection of arteriosclerosis: a preliminary clinical study. , 2011, Ultrasound in medicine & biology.

[105]  K J Parker,et al.  Multilevel and motion model-based ultrasonic speckle tracking algorithms. , 1998, Ultrasound in medicine & biology.

[106]  E. Konofagou,et al.  Pulse wave imaging for noninvasive and quantitative measurement of arterial stiffness in vivo. , 2010, American journal of hypertension.

[107]  O. Bonnefous,et al.  Time Domain Formulation of Pulse-Doppler Ultrasound and Blood Velocity Estimation by Cross Correlation , 1986, Ultrasonic imaging.

[108]  Elodie Tiran,et al.  Multiplane wave imaging increases signal-to-noise ratio in ultrafast ultrasound imaging , 2015, Physics in medicine and biology.

[109]  Johan G Bosch,et al.  Development and validation of ultrasound speckle tracking to quantify tendon displacement. , 2010, Journal of biomechanics.

[110]  Kai-Kuang Ma,et al.  Adaptive rood pattern search for fast block-matching motion estimation , 2002, IEEE Trans. Image Process..

[111]  Manijhe Mokhtari-Dizaji,et al.  A novel non-invasive ultrasonic method to assess total axial stress of the common carotid artery wall in healthy and atherosclerotic men. , 2015, Journal of biomechanics.

[112]  Paul Suetens,et al.  Two-dimensional ultrasonic strain rate measurement of the human heart in vivo , 2001, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[113]  Piero Tortoli,et al.  Profound increase in longitudinal displacements of the porcine carotid artery wall can take place independently of wall shear stress: a continuation report. , 2015, Ultrasound in medicine & biology.

[114]  T. Arts,et al.  Determination of tissue motion velocity by correlation interpolation of pulsed ultrasonic echo signals. , 1990, Ultrasonic imaging.

[115]  H. W. Persson,et al.  Frequency- and phase-sensitive magnetomotive ultrasound imaging of superparamagnetic iron oxide nanoparticles , 2013, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[116]  H. Hasegawa,et al.  Simultaneous imaging of artery-wall strain and blood flow by high frame rate acquisition of RF signals , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[117]  B. Sonesson,et al.  Diameter and compliance in the human common carotid artery--variations with age and sex. , 1995, Ultrasound in medicine & biology.

[118]  S Sasayama,et al.  Non-invasive assessment of the age related changes in stiffness of major branches of the human arteries. , 1987, Cardiovascular research.

[119]  M. Fink,et al.  Time-Resolved Pulsed Elastography with Ultrafast Ultrasonic Imaging , 1999, Ultrasonic imaging.

[120]  Å. Ahlgren,et al.  Design and Fabrication of a Conceptual Arterial Ultrasound Phantom Capable of Exhibiting Longitudinal Wall Movement , 2017, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[121]  R H Selzer,et al.  Improved common carotid elasticity and intima-media thickness measurements from computer analysis of sequential ultrasound frames. , 2001, Atherosclerosis.

[122]  Tomas Jansson,et al.  Longitudinal movements and resulting shear strain of the arterial wall. , 2006, American journal of physiology. Heart and circulatory physiology.

[123]  Tomas Gustavsson,et al.  A multiscale dynamic programming procedure for boundary detection in ultrasonic artery images , 2000, IEEE Transactions on Medical Imaging.

[124]  Peter J Keir,et al.  Reduced common carotid artery longitudinal wall motion and intramural shear strain in individuals with elevated cardiovascular disease risk using speckle tracking , 2017, Clinical physiology and functional imaging.

[125]  Hsueh-Ming Hang,et al.  An efficient block-matching algorithm for motion-compensated coding , 1987, ICASSP '87. IEEE International Conference on Acoustics, Speech, and Signal Processing.

[126]  Daniel Cremers,et al.  Stereo Scene Flow for 3D Motion Analysis , 2011 .

[127]  Tal Arbel,et al.  Learning to estimate out-of-plane motion in ultrasound imagery of real tissue , 2011, Medical Image Anal..

[128]  V. Gudnason,et al.  Relations Between Aortic Stiffness and Left Ventricular Structure and Function in Older Participants in the Age, Gene/Environment Susceptibility-Reykjavik Study , 2015, Circulation. Cardiovascular imaging.

[129]  P Tortoli,et al.  An FFT-based flow profiler for high-resolution in vivo investigations. , 1997, Ultrasound in medicine & biology.

[130]  Lap-Pui Chau,et al.  Hexagon-based search pattern for fast block motion estimation , 2002, IEEE Trans. Circuits Syst. Video Technol..

[131]  J. Ophir,et al.  Methods for estimation of subsample time delays of digitized echo signals. , 1995, Ultrasonic imaging.

[132]  J. Camacho,et al.  Phase Coherence Imaging , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[133]  Hiroshi Kanai,et al.  Elasticity Imaging of Atheroma With Transcutaneous Ultrasound , 2003, Circulation.

[134]  L.N. Bohs,et al.  A novel method for angle independent ultrasonic imaging of blood flow and tissue motion , 1991, IEEE Transactions on Biomedical Engineering.

[135]  A. Dallai,et al.  ULA-OP: an advanced open platform for ultrasound research , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[136]  L. Gan,et al.  Longitudinal wall motion of the common carotid artery can be assessed by velocity vector imaging , 2011, Clinical physiology and functional imaging.

[137]  S. Daskalopoulou,et al.  Carotid Atherosclerotic Plaque Alters the Direction of Longitudinal Motion in the Artery Wall. , 2016, Ultrasound in medicine & biology.

[138]  J. Blacher,et al.  Impact of aortic stiffness on survival in end-stage renal disease. , 1999, Circulation.

[139]  Matti Weckström,et al.  Axial and radial waveforms in common carotid artery: an advanced method for studying arterial elastic properties in ultrasound imaging. , 2013, Ultrasound in medicine & biology.

[140]  C. D. de Korte,et al.  Performance evaluation of methods for two-dimensional displacement and strain estimation using ultrasound radio frequency data. , 2009, Ultrasound in medicine & biology.

[141]  D. Ley,et al.  Automatic measurements of diameter, distension and intima media thickness of the aorta in premature rabbit pups using B-mode images. , 2014, Ultrasound in medicine & biology.