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Review Article| Volume 46, ISSUE 9, P2145-2163, September 2020

Vascular Shear Wave Elastography in Atherosclerotic Arteries: A Systematic Review

  • Judith T. Pruijssen
    Correspondence
    Address correspondence to: Judith T. Pruijssen, Medical Ultrasound Imaging Centre (MUSIC), Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Geert Grooteplein Zuid 10, 6525 GA Nijmegen, Nijmegen, The Netherlands.
    Affiliations
    Medical Ultrasound Imaging Centre (MUSIC), Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
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  • Chris L. de Korte
    Affiliations
    Medical Ultrasound Imaging Centre (MUSIC), Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands

    Physics of Fluid Group, MESA+ Institute for Nanotechnology, and MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, Enschede, The Netherlands
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  • Iona Voss
    Affiliations
    Medical Ultrasound Imaging Centre (MUSIC), Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
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  • Hendrik H.G. Hansen
    Affiliations
    Medical Ultrasound Imaging Centre (MUSIC), Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, The Netherlands
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Open AccessPublished:June 30, 2020DOI:https://doi.org/10.1016/j.ultrasmedbio.2020.05.013

      Abstract

      Ischemic stroke is a leading cause of death and disability worldwide, so adequate prevention strategies are crucial. However, current stroke risk stratification is based on epidemiologic studies and is still suboptimal for individual patients. The aim of this systematic review was to provide a literature overview on the feasibility and diagnostic value of vascular shear wave elastography (SWE) using ultrasound (US) in (mimicked) human and non-human arteries affected by different stages of atherosclerotic diseases or diseases related to atherosclerosis. An online search was conducted on Pubmed, Embase, Web of Science and IEEE databases to identify studies using US SWE for the assessment of vascular elasticity. A quality assessment was performed using Quality Assessment of Diagnostic Accuracy Studies 2 (QUADAS-2) checklist, and relevant data were extracted. A total of 19 studies were included: 10 with human patients and 9 with non-human subjects (i.e., [excised] animal arteries and polyvinyl alcohol phantoms). All studies revealed the feasibility of using US SWE to assess individually stiffness of the arterial wall and plaques. Quantitative elasticity values were highly variable between studies. However, within studies, SWE could detect statistically significant elasticity differences in patient/subject characteristics and could distinguish different plaque types with good reproducibility. US SWE, with its unique ability to assess the elasticity of the vessel wall and plaque throughout the cardiac cycle, might be a good candidate to improve stroke risk stratification. However, more clinical studies have to be performed to assess this technique's exact clinical value.

      Key Words

      Introduction

      Worldwide, 13.7 million people experience a stroke each year; it is the second leading cause of death and disability (
      Global Burden of Disease Study (GBDS) Collaborators
      Global, regional, and national burden of stroke, 1990–2016: A systematic analysis for the Global Burden of Disease Study 2016.
      ). Approximately 80% of all strokes are ischemic (
      Global Burden of Disease Study (GBDS) Collaborators
      Global, regional, and national burden of stroke, 1990–2016: A systematic analysis for the Global Burden of Disease Study 2016.
      ), and 10%–20% of ischemic strokes are caused by carotid artery atherosclerosis (
      • Flaherty M.L.
      • Kissela B.
      • Khoury J.C.
      • Alwell K.
      • Moomaw C.J.
      • Woo D.
      • Khatri P.
      • Ferioli S.
      • Adeoye O.
      • Broderick J.P.
      • Kleindorfer D.
      Carotid artery stenosis as a cause of stroke.
      ). To reduce the (recurrent) ischemic stroke risk, a carotid endarterectomy (CEA) is performed, based mainly on age, comorbidity, presence of neurologic symptoms, and detection of a stenosis of the ipsilateral carotid artery >70% by duplex ultrasound or computed tomography angiography (CTA) (
      • Chaturvedi S.
      • Bruno A.
      • Feasby T.
      • Holloway R.
      • Benavente O.
      • Cohen S.N.
      • Cote R.
      • Hess D.
      • Saver J.
      • Spence J.D.
      • Stern B.
      • Wilterdink J.
      Therapeutics and Technology Assessment Subcommittee of the American Academy of Neurology
      Carotid endarterectomy—An evidence-based review: Report of the Therapeutics and Technology Assessment Subcommittee of the American Academy of Neurology.
      ). However, this selection based on degree of stenosis is not perfect because, for stenoses >70%, on average only one stroke is prevented for each six patients undergoing a CEA (
      • Chaturvedi S.
      • Bruno A.
      • Feasby T.
      • Holloway R.
      • Benavente O.
      • Cohen S.N.
      • Cote R.
      • Hess D.
      • Saver J.
      • Spence J.D.
      • Stern B.
      • Wilterdink J.
      Therapeutics and Technology Assessment Subcommittee of the American Academy of Neurology
      Carotid endarterectomy—An evidence-based review: Report of the Therapeutics and Technology Assessment Subcommittee of the American Academy of Neurology.
      ). This is considerable because it is a rather risky procedure given its peri-operative risk of stroke or death of 3%–8% (
      • Chaturvedi S.
      • Bruno A.
      • Feasby T.
      • Holloway R.
      • Benavente O.
      • Cohen S.N.
      • Cote R.
      • Hess D.
      • Saver J.
      • Spence J.D.
      • Stern B.
      • Wilterdink J.
      Therapeutics and Technology Assessment Subcommittee of the American Academy of Neurology
      Carotid endarterectomy—An evidence-based review: Report of the Therapeutics and Technology Assessment Subcommittee of the American Academy of Neurology.
      ).
      To improve risk stratification, research interest has shifted from degree of stenosis to plaque stability and vulnerability because of increased evidence that non-stenotic, unstable atherosclerotic plaques are more vulnerable to embolization, regardless of degree of stenosis (
      • Freilinger T.M.
      • Schindler A.
      • Schmidt C.
      • Grimm J.
      • Cyran C.
      • Schwarz F.
      • Bamberg F.
      • Linn J.
      • Reiser M.
      • Yuan C.
      • Nikolaou K.
      • Dichgans M.
      • Saam T.
      Prevalence of nonstenosing, complicated atherosclerotic plaques in cryptogenic stroke.
      ). Additionally, many patients with a high degree of stenosis seem to have a low risk of plaque rupture (
      • Horie N.
      • Morikawa M.
      • Ishizaka S.
      • Takeshita T.
      • So G.
      • Hayashi K.
      • Suyama K.
      • Nagata I.
      Assessment of carotid plaque stability based on the dynamic enhancement pattern in plaque components with multidetector CT angiography.
      ). On the basis of pathologic features, plaques are classified as vulnerable or stable, and are likely and unlikely to rupture, respectively. Vulnerable plaques are defined by a large lipid-rich core separated from the lumen by a thin fibrous cap infiltrated with active inflammation, so called thin-cap fibroatheromas. Stable plaques are typically composed of a fibrous core and thick fibrous cap (
      • Spagnoli L.G.
      • Mauriello A.
      • Sangiorgi G.
      • Fratoni S.
      • Bonanno E.
      • Schwartz R.S.
      • Piepgras D.G.
      • Pistolese R.
      • Ippoliti A.
      • Holmes Jr, D.R.
      Extracranial thrombotically active carotid plaque as a risk factor for ischemic stroke.
      ;
      • Fisher M.
      • Paganini-Hill A.
      • Martin A.
      • Cosgrove M.
      • Toole J.F.
      • Barnett H.J.
      • Norris J.
      Carotid plaque pathology: Thrombosis, ulceration, and stroke pathogenesis.
      ).
      To implement pathologic features in the risk stratification before surgery, image-based studies have focused on their non-invasive assessment. Currently, magnetic resonance imaging (MRI) is the gold standard in the assessment of carotid plaque vulnerability because of its high sensitivity in detecting histologic features associated with vulnerability, but it is hindered by time constraints, contraindications and costs (
      • Brinjikji W.
      • Rabinstein A.A.
      • Lanzino G.
      • Murad M.H.
      • Williamson E.E.
      • DeMarco J.K.
      • Huston III, J.
      Ultrasound characteristics of symptomatic carotid plaques: A systematic review and meta-analysis.
      ), and has a limited resolution of 0.7 mm (isotropic) in vivo using dedicated coils (
      • Coolen B.F.
      • Poot D.H.
      • Liem M.I.
      • Smits L.P.
      • Gao S.
      • Kotek G.
      • Klein S.
      • Nederveen A.J.
      Three-dimensional quantitative T1 and T2 mapping of the carotid artery: Sequence design and in vivo feasibility.
      ). This resolution limits the determination of individual plaque components, especially in case of a mild (<50%) carotid artery stenosis, the rupture of which is also considered to cause a substantial proportion of strokes (
      • Coutinho J.M.
      • Derkatch S.
      • Potvin A.R.J.
      • Tomlinson G.
      • Kiehl T.R.
      • Silver F.L.
      • Mandell D.M.
      Nonstenotic carotid plaque on CT angiography in patients with cryptogenic stroke.
      ). In contrast, ultrasound is a cost-effective technique to assess stenosis degree, plaque morphology and plaque characteristics that is already widely incorporated in stroke risk assessment (
      • Brinjikji W.
      • Rabinstein A.A.
      • Lanzino G.
      • Murad M.H.
      • Williamson E.E.
      • DeMarco J.K.
      • Huston III, J.
      Ultrasound characteristics of symptomatic carotid plaques: A systematic review and meta-analysis.
      ), and has at least a two times better resolution than MRI. Additional parameters have also been studied using ultrasound, and symptomatic ischemic strokes were associated with an increased carotid intima–media thickness (IMT), plaque neovascularity, ulceration, echolucency (gray-scale median [GSM]), and intraplaque motion (
      • Brinjikji W.
      • Rabinstein A.A.
      • Lanzino G.
      • Murad M.H.
      • Williamson E.E.
      • DeMarco J.K.
      • Huston III, J.
      Ultrasound characteristics of symptomatic carotid plaques: A systematic review and meta-analysis.
      ). Although these parameters are based on the pathologic features described above, ultrasound techniques capable of directly assessing mechanical plaque properties are still missing in daily clinical practice.
      Ultrasound elastography is an emerging technique that directly quantifies plaque mechanics, that is, tissue stiffness, and is therefore a potential candidate tool in the assessment of plaque vulnerability. Elastography includes both strain imaging and shear wave elastography (SWE) (
      • Bamber J.
      • Cosgrove D.
      • Dietrich C.F.
      • Fromageau J.
      • Bojunga J.
      • Calliada F.
      • Cantisani V.
      • Correas J.M.
      • D'Onofrio M.
      • Drakonaki E.E.
      • Fink M.
      • Friedrich-Rust M.
      • Gilja O.H.
      • Havre R.F.
      • Jenssen C.
      • Klauser A.S.
      • Ohlinger R.
      • Saftoiu A.
      • Schaefer F.
      • Sporea I.
      • Piscaglia F.
      EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography: Part 1. Basic principles and technology.
      ;
      • Hansen H.H.
      • de Borst G.J.
      • Bots M.L.
      • Moll F.L.
      • Pasterkamp G.
      • de Korte C.L.
      Validation of noninvasive in vivo compound ultrasound strain imaging using histologic plaque vulnerability features.
      ). In SWE an acoustic radiation force push pulse, the so-called acoustic radiation force impulse (ARFI) push pulse, is used to induce a shear wave (
      • Sarvazyan A.P.
      • Rudenko O.V.
      • Swanson S.D.
      • Fowlkes J.B.
      • Emelianov S.Y.
      Shear wave elasticity imaging: A new ultrasonic technology of medical diagnostics.
      ). This shear wave propagates perpendicular to the push pulse and can be imaged while it propagates through the tissue using ultrafast plane wave acquisitions. The velocity by which it propagates is directly related to the tissues’ elasticity expressed by the Young's modulus (YM) (
      • Bamber J.
      • Cosgrove D.
      • Dietrich C.F.
      • Fromageau J.
      • Bojunga J.
      • Calliada F.
      • Cantisani V.
      • Correas J.M.
      • D'Onofrio M.
      • Drakonaki E.E.
      • Fink M.
      • Friedrich-Rust M.
      • Gilja O.H.
      • Havre R.F.
      • Jenssen C.
      • Klauser A.S.
      • Ohlinger R.
      • Saftoiu A.
      • Schaefer F.
      • Sporea I.
      • Piscaglia F.
      EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography: Part 1. Basic principles and technology.
      ). The stiffer the tissue, the higher is the YM, and the higher is the shear wave velocity (SWV). Because YM is significantly lower for fatty tissue than for fibrotic tissue (
      • Chai C.K.
      • Akyildiz A.C.
      • Speelman L.
      • Gijsen F.J.H.
      • Oomens C.W.J.
      • van Sambeek M.R.H.M.
      • van der Lugt A.
      • Baaijens F.P.T.
      Local axial compressive mechanical properties of human carotid atherosclerotic plaques—Characterisation by indentation test and inverse finite element analysis.
      ), SWE is a potential candidate tool to improve vulnerable plaque detection and, therefore, to improve stroke risk stratification.
      For large linearly elastic tissues, every frequency component of the shear wave propagates at the same speed. Because of this independence of frequency, the velocity of the shear wave front can be tracked as a whole, providing the group SWV (
      • Graff K.F.
      Wave motion in elastic solids.
      ). This so-called group velocity analysis is performed in all current commercial SWE devices, Therefore, we are referring to the group SWV when we refer to SWV in this article. In heterogeneous, thin and anisotropic material such as arteries, the assumptions made by the clinical scanners are not entirely valid. The frequency components of the induced waves propagate with (slightly) different velocities, a phenomenon called dispersion. To account for dispersion, so-called phase velocity analysis can be performed; that is, velocity is assessed per frequency (
      • Graff K.F.
      Wave motion in elastic solids.
      ). Models describing dispersion can then be fitted to these phase velocities to obtain an estimate of the YM (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ;
      • Bernal M.
      • Nenadic I.
      • Urban M.W.
      • Greenleaf J.F.
      Material property estimation for tubes and arteries using ultrasound radiation force and analysis of propagating modes.
      ).
      The aim of this systematic review was to provide an overview of the available literature on the feasibility and diagnostic value of using vascular SWE in (mimicked) human and non-human arteries affected by different stages of atherosclerotic diseases or diseases related to atherosclerosis.

      Methods

      Search strategy and study selection

      To retrieve all available studies on the vascular application of SWE in atherosclerotic diseases, an online literature search was performed in Pubmed, Web of Science, Cochrane library, Embase and IEEE databases on March 25, 2020. This search was based on three key words: Shear wave elastography, Ultrasound, and Atherosclerosis. As an example, the entry terms for the PubMed search, combined by “AND,” are listed in Table 1. The same synonyms were used in the remaining databases. Two authors independently reviewed all titles and abstracts for eligibility. Subsequently, the same authors retrieved full texts of potentially relevant articles for further evaluation. Additionally, they conducted a manual selection of potentially eligible studies from the reference lists of included studies. Inclusion was based on the following criteria: (i) English language, (ii) in vivo, ex vivo or in vitro phantom studies involving or mimicking arteries with atherosclerotic disease or diseases related to atherosclerosis using ultrasound SWE, and (iii) assessment of YM or SWV. Exclusion was based on the following criteria: (i) editorials, (ii) reviews, (iii) letters to the editor, (iv) case reports on fewer than five patients, (v) articles on mathematical optimization of SWE, (vi) articles not using SWE to assess elasticity, and (vii) in case of in vivo studies, no informed consent from each study participant and protocol approval by an ethics committee or institutional review board (human studies) or institutional animal care and use committee (animal studies) mentioned. When the two reviewers did not agree, a third reviewer was consulted to decide on inclusion or exclusion.
      Table 1Entry term searches
      Key wordMeSH termFree text entry term
      Ultrasound“ultrasonography”echograph*[tiab] OR ultrasound[tiab] OR sonograph*[tiab] OR verasonic*[tiab] OR supersonic*[tiab]
      Atherosclerosis“atherosclerosis” OR “plaque, atherosclerotic”plaque*[tiab] OR fatty streak*[tiab] OR atheroscleros*[tiab] OR arterioscleros*[tiab]
      Shear wave elastography“elasticity imaging techniques”shear wave*[tiab] OR shear wave elastograph*[tiab] OR shear modul*[tiab] OR elastic modul*[tiab] OR shear imaging[tiab]

      Data extraction and quality assessment

      After inclusion, one author systematically extracted relevant data regarding each publication, pre-defined as (i) year of publication, (ii) country of research, (iii) number of included patients, (iv) subject characteristics (i.e., for humans, age and sex; for animals, imaged artery; for phantoms, percentage of polyvinyl alcohol [PVA] and number of freeze–thaw cycles), (v) imaging characteristics (i.e., type of ultrasound system and probe, imaging and push frequency, push duration, push location and scan direction), (vi) reference standard, (vii) use of electrocardiogram (ECG) gating, (viii) values of SWV/YM/shear modulus and (ix) most important results (e.g., correlations of YM and plaque characteristics or accuracy). Quality assessment of human studies was performed by one author using the Quality Assessment of Diagnostic Accuracy Studies 2 (QUADAS-2) checklist (
      • Whiting P.F.
      • Rutjes A.W.
      • Westwood M.E.
      • Mallett S.
      • Deeks J.J.
      • Reitsma J.B.
      • Leeflang M.M.
      • Sterne J.A.
      • Bossuyt P.M.
      QUADAS-2: A revised tool for the quality assessment of diagnostic accuracy studies.
      ), a standardized and validated tool used to assess quality and risk of bias of diagnostic accuracy studies. Because non-human studies do not match criteria of a standardized checklist, qualitative assessment of these studies was not performed. Conference abstracts and proceedings were individually analyzed, and additional items that are not discussed in the included full articles are stated in the Results because they are not peer-reviewed and do not contain all methodological information.

      Results

      Study characteristics

      A flowchart of data selection is provided in Appendix A (online only, see Supplementary Data). With the initial database search and reference evaluation, 838 individual studies were identified. 45 published articles were selected based on title and abstract and further screened on full-text reading. 26 articles were excluded for reasons stated in Appendix A (online only, see Supplementary Data). Eventually, 19 published articles were included for qualitative assessment and data extraction. These studies were divided according to the subjects involved: human subjects or non-human subjects (i.e., [excised] animal arteries or phantoms). Extracted data for human and non-human studies are listed in Tables 2 and 3, respectively. Eighteen conference abstracts and seven proceedings were selected based on title and abstract. After screening for publication of these studies, respectively 11 and 2 conference abstracts and proceedings were included and further analyzed. Extracted data for these studies are listed in Appendix B (online only, see Supplementary Data). A meta-analysis was not conducted because of the heterogeneity of study type, types of patients included, methods and reported results.
      Table 2Characteristics of human studies included
      ReferenceCountryNo. of patientsAge (y)
      Reported as ± SD or, if not reported, as interquartile range.
      ♂ (%)Scanner; probe; frequency; push duration; push location; directionECG triggerComparison
      Boldface indicates the intended reference standard.
      Mean SWV/YM
      Reported as ± SD or, if not reported, as interquartile range.
      ,
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      Most important findings
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      Sweden20 + stress echocardiography + plaques; 27 plaques68 ± 816 (80)General Electric Logiq E9, L9 MHz probe; 4.1- or 5.0-MHz push; 400 µs; left- and right-side ROI; longitudinal + transversalNoMRI (AHA classification)Plaque: Group velocity (L/T): V(n = 8): 4.0 ± 1.1/3.3 ± 0.7 m/s (YM: 50 ± 4/34 ± 2 kPa)

      VI (n = 8): 5.8 ± 0.6/7.3 ± 2.5 m/s (YM: 105 ± 1/166 ± 20 kPa)

      Phase velocity (400–500 Hz) (L/T): V: 4.1 ± 1.9/4.3 ± 1.4 m/s (YM: 52 ± 11/58 ± 6);

      VI: 7.0 ± 1.4/5.2 ± 2.1 m/s (YM: 153 ± 6/84 ± 14 kPa)
      Vulnerable plaques (AHA-VI) higher group and phase velocity (400–500 Hz) than other plaque types

      Group and phase velocity (400–500 Hz) correlated with Intraplaque components: LRNC content, fibrous cap structure, IPH

      Phase velocity (300–400 Hz) → negative correlation with IPH volume

      Findings differed between longitudinal and transverse plane imaging
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      France29 essential HT;

      27 NT controls
      49 ± 12

      50 ± 12
      14 (48)

      15 (56)
      Aixplorer (Supersonic), L8 MHz probe, FR 8 kHz; 3 × 100 µs; 3 depths 5 mm apart in center ROI including anterior and posterior wall; longitudinalYesNormotensive controls

      Arterial tonometry (PWV)
      Wall (anterior/posterior):

      HT: 5.9 ± 0.9/6.8 ± 1.4 m/s (YM: 108.6 ± 2.5/144.3 ± 6.1 kPa
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )

      NT: 5.2 ± 1.0/7.4 ± 2.4 m/s (YM: 84.4 ± 3.1/170.9 ± 18.0 kPa
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      aSWV (positively) associated with age and BP, pSWV not

      aSWV increased with BP throughout cardiac cycle, no difference in NT and HT with similar BP

      SWV had good agreement with PWV (Spearman correlation r = 0.56–0.66)

      pSWV higher inter-acquisition variability than SWV (20.5% vs. 8.3%, resp.)
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      Italy43 scheduled CEAsNRNRToshiba Aplio 500, L14-5 MHz probe; NR; NR; longitudinalNoHistology

      CTA
      NR
      Value not reported but YMs for soft, mixed, and hard plaques were 11–25, 26–65 and 65 kPa, respectively.
      (vulnerable
      Defined as having one or more vulnerable features: fibrous cap <200 μm, lipid core, intraplaque hemorrhage, inflammatory infiltrate, or intraplaque neovascularization.
      n = 31, stable n = 12)
      SWE high sensitivity (87.1%), but lower specificity than CTA (66.7% vs. 100%)

      AUC (SWE) = 76.9%, AUC (CTA) = 93.5%

      SWE had high agreement with CTA (81.4%, Cohen's κ = 0.58)
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      China142 strokes + plaques66 [57–62]76 (54)Aixplorer (Supersonic), L15-4 MHz probe; NR; NR; longitudinalNoEchogenicity

      Homocysteine level

      Neurologic symptoms
      Plaque: Hypo-echoic (n = 78): 2.09 [1.69–2.41] m/s (YM: 113.6 [8.9–18.1] kPa
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )

      Hyper-echoic (n = 51): 4.29 [3.98–4.57] m/s (YM: 57.4 [49.4–65.2] kPa
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      SWV lower in hypo- than hyper-echoic plaques

      (Lower) mean SWV was related to symptomatic
      Defined as having caused focal neurologic symptoms relating to the ipsilateral brain hemisphere within the past 6-mo period.
      ischemic stroke

      SWV differences in echogenicity not related to plaque depth

      Serum homocysteine levels negatively correlated with minimal SWV
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      Turkey34 Behcets disease;

      28 controls
      40 ± 10

      36 ± 8
      18 (53)

      15 (54)
      Toshiba Aplio 500, L14-7 MHz probe; NR; NR; longitudinal

      No
      Although images were not ECG-triggered, SWV was measured in end diastole.
      Healthy controlsWall (right/left): Behcets disease: 3.72 ± 0.94/3.57 ± 0.72 m/s (YM: 34.2 ± 2.8/39.8 ± 0.8 kPa
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.


      Controls: 2.42 ± 0.49/2.56 ± 0.49 m/s (YM: 18.3 ± 0.75/20.4 ± 0.7 kPa
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      Mean SWV higher in right and left CCA in patients than controls

      SWV did not correlate with cIMT
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      China61+ plaques;

      271 plaques
      In case of multiple plaques, the highest-risk plaque, based on the total plaque risk score (based on stenosis percentage, echogenicity, texture grade and surface characteristics) was identified as the patient's representative plaque.
      66 ± 845 (74)Aixplorer (Supersonic), L10‐2 MHz probe; NR; NR; longitudinalNoEchogenicity (GSM)

      Neurologic symptoms
      Plaque: GSM: 1 (n = 13): 70.74; 2 (n = 35): 78.83; 3 (n = 195): 129.80; 4 (n = 21): 118.75; 5 (n = 7): 169.43 kPa

      Symptomatic (n = 31)
      Defined as having caused focal neurologic symptoms relating to the ipsilateral brain hemisphere within the past 6-mo period.
      : 81.13 ± 20.12 kPa

      Asymptomatic (n = 30): 115.78 ± 26.66 kPa
      SWV correlated with GSM (lower SWV in lower GSM)

      Mean YM lower in symptomatic than asymptomatic patients

      YM + SR best to predict symptomatic plaques AUC (YM) = 0.87, AUC (YM + SR) = 0.93, AUC (GSM) = 0.76

      Perfect reproducibility YM with SWE (interframe CV = 16%)
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      China199 + plaques;

      277 plaques
      66 ± 11105 (53)Aixplorer (Supersonic), L10-2 MHz probe; NR; NR; longitudinalNoEchogenicity

      Cardiovascular risk factors (HT, hyperlipidemia)
      Plaque (proximal/distal shoulder/peak middle): Hypo-echoic (n = 137): 15.7 ± 8.2/17.4 ± 8.7/11.3 ± 7.5 kPa

      Hyper-echoic (n = 140): 51.8 ± 16.3/50.8 ± 19.3/56.6 ± 17.0 kPa
      YM lower in hypo- than hyper-echoic plaques

      YM values differ with plaque site

      YM lower in all plaques in case of HT + hyperlipidemia/hyperlipidemia alone, YM also lower in hypo-echoic plaques in case of HT

      Excellent reproducibility YM with SWE (ICC = 0.92–0.95)
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      China175 <7 days after AIS;

      168 controls
      65 ± 10

      65 ± 8
      99 (57)Aixplorer (Supersonic), L15-4-MHz probe; NR; NR; longitudinalNoControls;

      Age, SBP, PWV, LDL-cholesterol
      Wall: AIS: 83.9 ± 31.2 kPa

      Controls: 61.9 ± 20.6 kPa
      Mean, maximal, and SD YM higher in AIS patients than controls (minimal equal)

      Age, systolic BP, PWV and low LDL-cholesterol positively correlated to YM

      Optimal YM cutoff values detected

      AIS mean, maximal, minimal and SD = 55.4, 65.4, 57.5 and 3.2 kPa

      AUC PWV, mean YM and max YM = 0.55 ± 0.03, 0.59 ± 0.03 and 0.60 ± 0.03

      High intra- and intergroup reproducibility (r = 0.755 and r = 0.88)
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      UK25 symptomatic CVE + scheduled CEA (<7 days)76 ± 916 (64)Aixplorer (Supersonic), L15-4 MHz probe; NR; NR; longitudinalNoHistology

      Echogenicity (GSM)
      Plaque: Unstable (n = 9)
      Based on the American Heart Association histologic classification (Lovett et al. 2004).
      : 50.0±19.6 kPa;

      Stable (n = 16): 79.1±33.8 kPa
      Mean YM lower in unstable than stable plaques

      YM lower for plaques with histologic features related to instability
      Defined as hemorrhage/thrombus, fibrous tissue, large lipid core, foam cells.


      YM not correlated with GSM
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      UK81 + clinical carotid US;

      54 plaques
      76 ± 1151 (63)Aixplorer (Supersonic), L15-4 MHz probe; NR; NR; longitudinalNoEchogenicity (GSM)

      Stenosis percentage

      Neurologic symptoms
      Wall: 42 [37–48] kPa;

      Plaque: Symptomatic
      Defined as having caused focal neurologic symptoms relating to the ipsilateral brain hemisphere within the past 6-mo period.
      (n = 27): 62 ± 6 kPa1;

      Asymptomatic (n = 20): 88 ± 9 kPa
      SD not reported, so calculated from 95% confidence interval.
      ;

      GSM: 1 (n = 7): 20; 2 (n = 14): 35; 3 (n = 21): 42; 4 (n = 12): 63 kPa
      YM correlated with GSM in plaques (lower YM in lower GSM)

      YM lower in symptomatic than asymptomatic plaques

      YM lower at higher degree of stenosis

      YM not significantly related to age in plaque or vessel wall

      YM + SR best to predict symptomatic plaques (AUC YM = 0.69, YM + SR = 0.78, GSM = 0.69)

      Good reproducibility YM with SWE (CV = 22% [vessel wall] and 19% [plaque])
      SWV = shear wave velocity; YM = Young's modulus; ROI = region of interest; MRI = magnetic resonance imaging;AHA = American Heart Association; LRNC = lipid-rich necrotic core; IPH = intraplaque hemorrhage; HT = hypertension; NT = normotension; FR = frame rate; PWV = pulse wave velocity; NR = not reported; aSWV = anterior shear wave velocity; BP = blood pressure; pSWV = posterior shear wave velocity; CEA = carotid endarterectomy; CTA = computed tomography angiography; AUC = area under the curve; CCA = common carotid artery; cIMT = carotid intima–media thickness; GSM = gray-scale median; SR = stenosis rate; CV = coefficient of variance; ICC = intraclass correlation coefficient; AIS = acute ischemic stroke; SD = standard deviation; LDL = low-density lipoprotein; CVE = cerebrovascular event; US = ultrasound.
      low asterisk Reported as ± SD or, if not reported, as interquartile range.
      Boldface indicates the intended reference standard.
      Calculated as YM=3ρc2, where ρ = tissue density in kg/m3 and c = SWV in m/s.
      § Value not reported but YMs for soft, mixed, and hard plaques were 11–25, 26–65 and 65 kPa, respectively.
      Defined as having one or more vulnerable features: fibrous cap <200 μm, lipid core, intraplaque hemorrhage, inflammatory infiltrate, or intraplaque neovascularization.
      Defined as having caused focal neurologic symptoms relating to the ipsilateral brain hemisphere within the past 6-mo period.
      # Although images were not ECG-triggered, SWV was measured in end diastole.
      low asterisklow asterisk In case of multiple plaques, the highest-risk plaque, based on the total plaque risk score (based on stenosis percentage, echogenicity, texture grade and surface characteristics) was identified as the patient's representative plaque.
      †† Based on the American Heart Association histologic classification (
      • Lovett J.K.
      • Gallagher P.J.
      • Hands L.J.
      • Walton J.
      • Rothwell P.M.
      Histological correlates of carotid plaque surface morphology on lumen contrast imaging.
      ).
      ‡‡ Defined as hemorrhage/thrombus, fibrous tissue, large lipid core, foam cells.
      §§ SD not reported, so calculated from 95% confidence interval.
      Table 3Characteristics of non-human studies included
      ReferenceCountryStudy type, No. of patientsScanner; probe type; frequency; push duration; push location; scan directionECG triggerComparisonMean SWV/YMMost important findings
      • Marlevi D.
      • Maksuti E.
      • Urban M.W.
      • Winter R.
      • Larsson M.
      Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
      SwedenEx vivo: 1 aorta (pig) + PVA plaque (24, 10% PVA, 2 × –5 × F/T) + agar surroundingVerasonics V1, L7-4 probe 4.09-MHz push, FR = 11.7 kHz; 196 µs; 7 locations in anterior wall, posterior wall and plaque; longitudinaln/aCylindrical phantomPlaque: 0.9–8.6 m/s (YM: 2.5–230.8 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      ), dependent on speed metric + image specification
      Frequency bandwidth ≥1 kHz highest ability to differentiate plaque stiffness

      Phase velocity → YM underestimation in low frequency; accurate values >1 kHz, but high-speed deviation

      Group velocity → YM underestimation, but highest ability to differentiate plaque stiffness + lowest speed deviation

      SWVs invariant to push location, but differences in SNR + particle velocity

      Longitudinal better ability to differentiate plaques than transverse
      • Shih C.
      • Qian X.
      • Ma T.
      • Han Z.
      • Huang C.
      • Zhou Q.
      • Shung K.K.
      Quantitative assessment of thin-layer tissue viscoelastic properties using ultrasonic micro-elastography with Lamb wave model.
      TaiwanEx vivo: 1 abdominal aorta (rabbit) with plaque (lipid-rich diet + FeCl3 injury)Dual-frequency IVUS, FR = 20 kHz; 200–1000 µs; NR; longitudinaln/an.a.Wall: 3.45 ± 0.45 m/s (YM: 37.13 ± 0.63 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )

      Plaque: 0.38 ± 0.19 m/s (YM: 0.45 ± 0.11 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      IVUS SWE can distinguish regions of different stiffness

      SWE acoustic output in vitro: max Ispta = 412.9 mW/cm2 (within-safety limits in FDA guideline: <720 [
      Guidance for Industry and FDA staff [electronic resource]
      Interactive review for medical device submissions, 510(k)s, original PMAs, PMA supplements, original BLAs, and BLA supplements.
      ])

      YM differences ≥4.8 kPa can be distinguished
      In vitro: 2 phantoms (gelatin 3% rod, 7% wall + vice versa)n/an.a.3% Gelatin: ca. 0.6 m/s (YM: 1.1 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )

      7% Gelatin: ca. 1.4 m/s (YM: 6.1 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      • Guo Y.
      • Wang Y.
      • Chang E.J.
      • Lee W.N.
      Multidirectional estimation of arterial stiffness using vascular guided wave imaging with geometry correction.
      ChinaEx vivo: 1 abdominal aorta (pig), no plaque, pressurizedVerasonics, L7-4 probe, Vantage 256, 5 MHz push, FR 8 kHz; 100 µs; anterior wall; longitudinaln/an.a.Wall: Longitudinal 50 kPa; circular 150 kPaSWE is able to quantify stiffness in many directions, but elasticity values differ with detection angles so geometry correction is needed
      In vitro: 3 homogenous phantoms (15% PVA, 5 × F/T), pressurizedn/aMechanical testingNR
      No value reported because in vitro measurements were aimed at defining the default caused by the measurement angle.
      (MT: 100 kPa)
      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      ChinaIn vivo: 1 healthy volunteerVerasonics V1, L10-5 probe, 5 MHz push, FR 14.7 kHz; 170 µs; center anterior wall; transversaln/an.a.Wall: Clockwise 1.9 m/s (YM: 11.3 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )

      Counterclockwise 1.4 m/s (YM: 6.1 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      Cross-sectional elasticity assessment with SWE is feasible

      Phase velocity → good agreement with MT

      Group velocity → inaccurate elasticity values compared with MT

      A directional filter can effectively filter out reflected waves
      Ex vivo: 1 abdominal aorta (pig), no plaquen/an.a.Wall: 2.6 m/s (YM: 21.1 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      In vitro: 1 homogenous phantom (10% PVA, 3 × F/T)NoMechanical testingWall: phase velocity: 90 kPa (MT: 89.1 ± 3.6) kPa), group velocity: 2.8 m/s (YM: 24.5 kPa
      Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      )
      • Widman E.
      • Maksuti E.
      • Amador C.
      • Urban M.W.
      • Caidahl K.
      • Larsson M.
      Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
      SwedenEx vivo: 5 thoracic aortas (pig), plaque stiffened with formaldehyde; pressurizedVerasonics, L7-4 probe; 4.09 MHz push, FR up to 10 kHz; 100-700 µs; anterior wall; longitudinaln/an.a.Wall: 258±39 to 522±105 kPa (p:20-120 mmHg) 2
      Shear modulus (µ) reported, YM calculated as YM=3μ.


      Plaque: 123±15 to 291±30 kPa 2
      SWE can measure stiffness in ex vivo arteries with different stiffness

      Linear response in stiffness with respect to BP

      Frequency bandwidth ≥1.5 kHz needed for consistent YM assessment

      High PRF more important than higher image quality
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      SwedenIn vitro: 15 phantoms (2 plate, 2 solid cylinder, 11 hollow cylinder; wall: 10% PVA, 3 × –5 × F/T), no plaque, pressurizedAixplorer (Supersonic) SL15-4 probe, 5 MHz push, FR 8 kHz; 3 × 150 µs; middle phantom & anterior/posterior wall; longitudinaln/aMechanical testingWall: phase velocity: 91.8 ± 9.6; kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.


      Group velocity: 20.1 ± 0.0 kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      (MT: 91.5 ± 1.2)

      Dependent on pressure + F/T cycles
      Phase velocity → accurate stiffness values in vessel phantoms validated with MT (relative error: 8.8 ± 6.0%, absolute error: 5.6 ± 4.1 kPa)

      Group velocity → inaccurate elasticity values in vessel wall
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      SwedenIn vitro: 6 phantoms (3 soft, 3 hard plaque; wall: 10% PVA, 3 × F/T; plaques: soft: 10% PVA, 1 × F/T; hard: 10% PVA, 10 × F/T), pressurizedAixplorer (Supersonic), L15-4 probe, 6 MHz push, FR 8 kHz; 3 × 150 µs; center plaque and anterior wall; longitudinaln/aMechanical testingWall: 75.0 ± 3.6 kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      (MT: 89.1 ± 1.5)
      Shear modulus (µ) reported, YM calculated as YM=3μ.


      Plaque: soft 17.4 ± 0.9 kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      (MT: 9.9 ± 1.5)
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      ; hard: 318.6 ± 51.6 kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      (MT: 294.9 ± 10.2
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      SWE can assess elasticity is feasible in simulated cardiac cycle

      Phase velocity → good agreement in plaque and wall with MT (slight over- and underestimation in respective plaques and wall)

      Group velocity → accurate in soft, but inaccurate in hard plaques
      • Ramnarine K.V.
      • Garrard J.W.
      • Dexter K.
      • Nduwayo S.
      • Panerai R.B.
      • Robinson T.G.
      Shear wave elastography assessment of carotid plaque stiffness: In vitro reproducibility study.
      UKIn vitro: 3 phantoms (1 homogenous, 1 hard, 1 soft plaque; wall: 10% PVA, 5 × F/T; plaque: soft: 5 × F/T; hard: 10% PVA, 7 × F/T), pressurizedAixplorer (Supersonic) L15-4 probe; NR; NR; longitudinaln/aInter-observer reproducibilityWall: 35–120 kPa depending on pulse/homogeneity

      Plaque: soft: 30–130 kPa; hard: 30–260 kPa
      Quantitative elasticity assessment with SWE is feasible in vessel wall + different plaque models, even in the presence of pulsatile flow

      Good reproducibility YM with SWE (mean interframe CV 0.13–0.14 + ICC 0.83–0.84, mean interobserver CV 0.13 + ICC 0.76)
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      FranceIn vivo: 1 healthy volunteer (30 y)Aixplorer (Supersonic), L8 MHz probe, FR 8–10 kHz; 3 × 100 µs; anterior wall; longitudinalYesn.a.Wall (diastole/systole): 80 ± 10/ 130 ± 15 kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      Real-time + quantitative elasticity assessment with SWE is feasible

      SWE acoustic output in vivo: total Ispta = 630 mW/cm2 (within FDA guidelines <720 [
      Guidance for Industry and FDA staff [electronic resource]
      Interactive review for medical device submissions, 510(k)s, original PMAs, PMA supplements, original BLAs, and BLA supplements.
      ]) + no histologic changes

      Elastic properties vary during the cardiac cycle

      Frequency bandwidth >1 kHz best to assess YM in arterial application

      Shear wave propagation is very dispersive
      In vivo: 10 CCAs (sheep) (48 h after death)NoHistology→safetyWall (early/late systole): 117 ± 48/173,519 ± 77 kPa
      Shear modulus (µ) reported, YM calculated as YM=3μ.
      In vitro: 8 phantoms (4 plates, 4 tubes, 2% and 4% agar ± background), no plaque, pressurizedn/aTheoretical modelNR
      ECG = electrocardiogram, SWV = shear wave velocity, YM = Young's modulus, PVA = polyvinyl alcohol, F/T = freeze–thaw cycle, FR = frame rate, SNR = signal-to-noise ratio, IVUS = intravascular ultrasound, NR = not reported; Ispta = spatial-peak temporal-average intensity, FDA = U.S. Food and Drug administration MT = mechanical testing, BP = blood pressure, PRF = pulse repetition frequency, CV = coefficient of variance, ICC = intra-class correlation coefficient; CCA = common carotid artery.
      low asterisk Calculated as YM=3ρc2,where ρ = tissue density in kg/m3 and c = SWV in m/s.
      No value reported because in vitro measurements were aimed at defining the default caused by the measurement angle.
      Shear modulus (µ) reported, YM calculated as YM=3μ.

      Quality assessment

      An overview of the qualitative assessment of included human studies is provided in Appendix C (online only, see Supplementary Data). All studies scored an unknown or high risk of bias in at least one category. Seven studies (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      ;
      • Li Z.
      • Du L.
      • Wang F.
      • Luo X.
      Assessment of the arterial stiffness in patients with acute ischemic stroke using longitudinal elasticity modulus measurements obtained with shear wave elastography.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ;
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ) did not report whether they included patients randomly or consecutively, and one study reported they did not (
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ). In addition, most studies (
      • Li Z.
      • Du L.
      • Wang F.
      • Luo X.
      Assessment of the arterial stiffness in patients with acute ischemic stroke using longitudinal elasticity modulus measurements obtained with shear wave elastography.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ) did not report whether the index test was interpreted without knowledge of the reference standard and vice versa. Additionally, multiple studies (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ) used echogenicity as a reference standard in assessment of plaque vulnerability. However, echogenicity provides only an indication of plaque composition; it does not absolutely assess it.
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      did not mention any quantitative values measured by the index test, which complicates the assessment of whether its interpretation could have introduced bias. Finally, two studies (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ) did not include all patients in the final analysis because of complete occlusion of the internal carotid artery (ICA) and presence of both hyper- and hypo-echoic plaques on the symptomatic side.
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      also did not include all patients in the final analysis but they argued that the included subpopulation was representative of the entire population. This minimizes the chance of bias induced by patient flow. Overall, the main sources of bias related to this review could be the selection of patients and the use of echogenicity, which is not a gold standard, as a reference standard. However, in our opinion, the concerns regarding the methodology of the included studies do not limit their applicability to answering the research question of this review.

      Applied ultrasound techniques

      The included studies used three different ultrasound machines with different setups. Most studies used an Aixplorer ultrasound system (Supersonic Imagine, Aix-en-Provence, France). Two human studies used a Toshiba Aplio 500 system (Toshiba Medical Systems Co, Ltd, Tokyo, Japan) and one used a General Electric Logiq E9 system (GE Healthcare, Wauwatosa, WI, USA); four non-human studies used a Verasonics system (Verasonics, Kirkland, WA, USA). In all cases a linear array probe was used. In human studies, push frequencies and imaging rates were not reported, except for an imaging frame rate of 8 kHz by
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      .
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      applied a dual-sided push pulse of 400 μs simultaneously triggered in the left- and right-hand sides of the region of interest (ROI).
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      applied three supersonic pushes of 100 μs at three depths 5 mm apart along the centerline of the ROI, including the anterior and posterior wall. Also, Marais et al. were the only ones to compensate the location of shear wave acquisitions for wall movements during the cardiac cycle using the diameter values measured by echotracking. In the remaining human studies, the clinical mode was used, without a specification of push duration and push location.
      In non-human studies, push pulse central frequency, push duration and imaging frame rates ranged from 4.09 MHz (
      • Widman E.
      • Maksuti E.
      • Amador C.
      • Urban M.W.
      • Caidahl K.
      • Larsson M.
      Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
      ;
      • Marlevi D.
      • Maksuti E.
      • Urban M.W.
      • Winter R.
      • Larsson M.
      Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
      ) to 6 MHz (
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ), from 100 μs (
      • Widman E.
      • Maksuti E.
      • Amador C.
      • Urban M.W.
      • Caidahl K.
      • Larsson M.
      Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
      ;
      • Guo Y.
      • Wang Y.
      • Chang E.J.
      • Lee W.N.
      Multidirectional estimation of arterial stiffness using vascular guided wave imaging with geometry correction.
      ) to 1000 μs (
      • Shih C.
      • Qian X.
      • Ma T.
      • Han Z.
      • Huang C.
      • Zhou Q.
      • Shung K.K.
      Quantitative assessment of thin-layer tissue viscoelastic properties using ultrasonic micro-elastography with Lamb wave model.
      ), and from 8 kHz (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ;
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Guo Y.
      • Wang Y.
      • Chang E.J.
      • Lee W.N.
      Multidirectional estimation of arterial stiffness using vascular guided wave imaging with geometry correction.
      ) to 20 kHz (
      • Shih C.
      • Qian X.
      • Ma T.
      • Han Z.
      • Huang C.
      • Zhou Q.
      • Shung K.K.
      Quantitative assessment of thin-layer tissue viscoelastic properties using ultrasonic micro-elastography with Lamb wave model.
      ), respectively. The push location varied but was mostlypositioned in the anterior wall.
      A representative example of a frequently used method of YM assessment with a commercial ultrasound system (Aixplorer Supersonic Imagine) is the method of
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      with circular ROIs, as illustrated in Figure 1. A representative example of a state-of-the-art non-commercially available implementation of group and phase velocity analysis in the longitudinal and cross-sectional imaging direction using raw ultrasound data is the method of
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      , illustrated in Figure 2.
      Fig 1
      Fig. 1Example of quantitative stiffness assessment using a commercial ultrasound system (Aixplorer SuperSonic, Aix-en-Provence, France) in a patient with a stenosis of 30%–40% at the origin of the internal carotid artery. Left: B-Mode image with the internal carotid artery (ICA) and common carotid artery (CCA). Right: Elastogram of the ICA and CCA with six 2-mm circular regions of interest in the anterior (2) and posterior (4) CCA, the anterior (1) and posterior (3) ICA, within the plaque (P1 and P2). (Reprinted with permission from
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      , published under the terms of the Creative Commons Attribution License [http://creativecommons.org/licenses/by/4.0]).
      Fig 2
      Fig. 2Example of group and phase velocity analysis in the longitudinal and cross-sectional imaging directions for one American Heart Association (AHA) type VI and one AHA type VI plaque using the raw ultrasound data of a General Electric Logiq E9 system (GE Healthcare, Wauwatosa, WI, USA). From left to right are B-mode images of the carotid artery including the plaque, shear wave elastography (SWE) acquisition, ultrafast motion images obtained from data autocorrelation (from upper left to lower right four snapshot motion images are displayed), axial velocity map (space–time domain) with time-to-peak estimated group velocity (red slope) and Fourier-generated dispersion behavior and phase velocity map (velocity–frequency domain). All examples are shown over a frequency range of 0–750 Hz. (Reprinted with permission from
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      , published under the terms of the Creative Commons Attribution License [http://creativecommons.org/licenses/by/4.0]).

      SWE in human patients

      Study characteristics

      The 10 studies on SWE in human carotid arteries (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      ;
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ;
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ;
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ) were performed with varying numbers of patients, that is, 22 (
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ) to 199 (
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ); different diseases affecting the arterial wall, that is, Behçets disease (
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      ) and hypertension (
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ); and different stages of atherosclerotic disease, that is, atherosclerotic plaques (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ), symptomatic patients with a CEA scheduled (
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      ;
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      ) or without a CEA scheduled (
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ); and different methods of comparison, that is, pulse wave velocity (PWV) (
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ) and/or healthy controls (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      ;
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ) in the arterial wall, and plaque echogenicity (GSM) (
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ), neurologic symptoms (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ), histologic features (
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      ;
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      ), American Heart Association (AHA) classification of atherosclerotic plaques as assessed with MRI (
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ), percentage stenosis (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ) and/or other cardiovascular risk factors (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ;
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ) in arterial plaques. Because not all patient groups present with atherosclerotic plaques, three studies solely investigated the carotid arterial wall (
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      ;
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ). Only one study (
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ) applied echocardiogram (ECG) gating, whereas in the other studies, usually a 10-sec cineloop was recorded and values were averaged over the middle four to five recorded shear wave frames randomly distributed throughout the cardiac cycle. Only
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      focused on SWE in the cross-sectional and longitudinal imaging views whereas others investigated SWE only in the longitudinal imaging view.

      Feasibility and value

      All studies reported the feasibility of using ultrasound (US) SWE in carotid arteries and found statistically significant differences in elasticity with patient characteristics in both the arterial wall and plaques. In the carotid arterial wall, SWV was higher throughout the entire cardiac cycle higher in patients with hypertension compared with normotensive controls. This difference disappeared when both groups were compared at similar blood pressures (
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ). Behçet's disease (
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      ) was, independent of blood pressure, associated with a higher SWV compared with controls. In addition, stiffness values positively correlated with patient characteristics (i.e., age, systolic blood pressure and low-density lipoprotein) in patients with hypertension (
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ) and ischemic stroke (
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ).
      In carotid artery plaques, stiffness values were significantly lower in plaques with markers of vulnerability, namely, in symptomatic compared with asymptomatic plaques, where symptomatic plaques were defined as having caused focal neurologic symptoms relating to ipsilateral brain hemisphere within the past 6-month period (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ); in histologically classified vulnerable plaques compared with stable plaques, where vulnerability was defined as having one or more vulnerable features (among others, fibrous cap <200 μm, lipid core and intraplaque hemorrhage) (
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      ;
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      ); in plaques classified as vulnerable with MRI compared with all other plaque types, where vulnerable plaques were defined as AHA type VI (
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ); and, except for the study of
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      , in hypo-echoic compared with hyper-echoic plaques (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ;
      • Shang J.
      • Wang W.
      • Feng J.
      • Luo G.G.
      • Dang Y.
      • Sun J.
      • Yang Y.Q.
      • Ruan L.T.
      Carotid plaque stiffness measured with supersonic shear imaging and its correlation with serum homocysteine level in ischemic stroke patients.
      ). In addition,
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      found a lower YM in plaques in patients with a higher degree of stenosis; and
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      found a lower YM in patients with cardiovascular risk factors (i.e., hyperlipidemia with or without hypertension) compared with patients without these factors.

      Quantitative stiffness values

      Absolute SWE values vary widely among studies, but within each study, quantitative SWE values significantly differ with respect to patient and plaque characteristics.

      Validation and reproducibility

      SWE results were in good agreement with results of other imaging techniques and had good to excellent reproducibility. In the carotid arterial wall, SWE velocities were in good agreement with PWV (i.e., local carotid assessed by US and global carotid-femoral assessed by tonometry with Spearman's correlation coefficients [r] of 0.56 and 0.66, respectively [
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ]) and had a good reproducibility (interframe coefficient of variation [CV] of 22% [
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ]). However, comparison between the anterior and posterior wall revealed a higher variability in the posterior wall (interframe CV = 20.5% vs. 8.3% [
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      ]).
      In carotid artery plaques, SWE was in good agreement (81.4%, Cohen's κ = 0.54) with CTA in detection of histology-based vulnerability with an equal, high, sensitivity of 87.1% but lower specificity (66.7 vs. 100%) (
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      ). Reproducibility analysis in four studies (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Zhang L.
      • Yong Q.
      • Pu T.N.
      • Lin J.
      Quantitative assessment of carotid atherosclerotic plaque: Initial clinical results using ShearWave elastography.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ) revealed good to excellent agreement for plaques located anywhere around the arterial wall circumference (i.e., interframe CV of 16%–19%) [
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ;
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ]).

      SWE in non-human patients

      Study characteristics

      Nine of the included studies (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ;
      • Ramnarine K.V.
      • Garrard J.W.
      • Dexter K.
      • Nduwayo S.
      • Panerai R.B.
      • Robinson T.G.
      Shear wave elastography assessment of carotid plaque stiffness: In vitro reproducibility study.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ,
      • Widman E.
      • Maksuti E.
      • Amador C.
      • Urban M.W.
      • Caidahl K.
      • Larsson M.
      Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
      ;
      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      ;
      • Guo Y.
      • Wang Y.
      • Chang E.J.
      • Lee W.N.
      Multidirectional estimation of arterial stiffness using vascular guided wave imaging with geometry correction.
      ;
      • Marlevi D.
      • Maksuti E.
      • Urban M.W.
      • Winter R.
      • Larsson M.
      Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
      ;
      • Shih C.
      • Qian X.
      • Ma T.
      • Han Z.
      • Huang C.
      • Zhou Q.
      • Shung K.K.
      Quantitative assessment of thin-layer tissue viscoelastic properties using ultrasonic micro-elastography with Lamb wave model.
      ) performed SWE acquisition in non-human patients (i.e., ex vivo animal studies and/or in vitro phantom studies). Notably, multiple non-human studies applied group and phase velocity analysis in contrast to human studies that, except for one, applied only group velocity. One study (
      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      ) included imaging in the cross-sectional imaging view.

      Feasibility and tolerability

      All studies reported on the feasibility of using SWE to (quantitatively) assess elasticity in a phantom vessel wall and different plaque models, even during a simulated cardiac cycle (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ;
      • Ramnarine K.V.
      • Garrard J.W.
      • Dexter K.
      • Nduwayo S.
      • Panerai R.B.
      • Robinson T.G.
      Shear wave elastography assessment of carotid plaque stiffness: In vitro reproducibility study.
      ;
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ,
      • Widman E.
      • Maksuti E.
      • Amador C.
      • Urban M.W.
      • Caidahl K.
      • Larsson M.
      Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
      ). YM differences of at least 4.8 kPa could be distinguished between different phantom samples (
      • Shih C.
      • Qian X.
      • Ma T.
      • Han Z.
      • Huang C.
      • Zhou Q.
      • Shung K.K.
      Quantitative assessment of thin-layer tissue viscoelastic properties using ultrasonic micro-elastography with Lamb wave model.
      ). Stiffness values varied strongly during the cardiac cycle (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ), whereby both a linear (
      • Widman E.
      • Maksuti E.
      • Amador C.
      • Urban M.W.
      • Caidahl K.
      • Larsson M.
      Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
      ), and non-linear (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ) increases in SWV with blood pressure have been reported.
      • Shih C.
      • Qian X.
      • Ma T.
      • Han Z.
      • Huang C.
      • Zhou Q.
      • Shung K.K.
      Quantitative assessment of thin-layer tissue viscoelastic properties using ultrasonic micro-elastography with Lamb wave model.
      and
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      evaluated the tolerability of this technique and found that the generated intensities fall within the guidelines from the Food and Drug Administration and there were no histologic changes in the arterial wall after acquisition (
      Guidance for Industry and FDA staff [electronic resource]
      Interactive review for medical device submissions, 510(k)s, original PMAs, PMA supplements, original BLAs, and BLA supplements.
      ).

      Quantitative stiffness values

      As in human studies, quantitative SWE values vary widely among non-human studies. Additionally, values between studies are incomparable because the studies used different setups and analysis methods.

      Validation and reproducibility

      Stiffness values assessed by SWE were more accurate using phase velocity analysis than group velocity analysis. Phase velocity-based YM values were in good agreement with those obtained by mechanical tensile testing (
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ;
      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      ;
      • Guo Y.
      • Wang Y.
      • Chang E.J.
      • Lee W.N.
      Multidirectional estimation of arterial stiffness using vascular guided wave imaging with geometry correction.
      ;
      • Marlevi D.
      • Maksuti E.
      • Urban M.W.
      • Winter R.
      • Larsson M.
      Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
      ) (relative and absolute errors of 8.8 ± 6.0% and 5.6 ± 4.1 kPa, respectively [
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ]). In cases in which group velocity analysis was applied, stiffness values were underestimated (
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ;
      • Maksuti E.
      • Widman E.
      • Larsson D.
      • Urban M.W.
      • Larsson M.
      • Bjällmark A.
      Arterial stiffness estimation by shear wave elastography: Validation in phantoms with mechanical testing.
      ;
      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      ;
      • Marlevi D.
      • Maksuti E.
      • Urban M.W.
      • Winter R.
      • Larsson M.
      Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
      ), especially in hard plaques (
      • Widman E.
      • Maksuti E.
      • Larsson D.
      • Urban M.W.
      • Bjallmark A.
      • Larsson M.
      Shear wave elastography plaque characterization with mechanical testing validation: A phantom study.
      ), although the variance of group velocity-based stiffness values was smaller (
      • Marlevi D.
      • Maksuti E.
      • Urban M.W.
      • Winter R.
      • Larsson M.
      Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
      ).
      Group velocity-based SWE had good reproducibility for YM values (mean inter-frame CV and intra-class correlation coefficient [ICC] of 13–14% and 0.83–0.84 and mean inter-observer CV and ICC of 0.13 and 0.76, respectively [
      • Ramnarine K.V.
      • Garrard J.W.
      • Dexter K.
      • Nduwayo S.
      • Panerai R.B.
      • Robinson T.G.
      Shear wave elastography assessment of carotid plaque stiffness: In vitro reproducibility study.
      ]).

      Cross-sectional SWE

      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      investigated cross-sectional SWE in a healthy volunteer, an abdominal swine aorta and a PVA phantom, all without plaques. This study found that use of cross-sectional SWE was feasible and in good agreement with mechanical testing in the phantom when phase velocity analysis was applied.
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      additionally found that cross-sectional SWE is able to differentiate vulnerable from stable plaques as defined by the AHA classification and that SWV correlated with intraplaque components associated with plaque vulnerability (i.e., lipid-rich necrotic core content, fibrous cap/necrotic core volume ratio and intraplaque hemorrhage volume). Both differentiability and correlations differed between group and phase velocity analysis settings and between longitudinal and cross-sectional SWE.

      Additions from abstracts/proceedings

      Abstracts and proceedings mainly endorse the results stated above but additionally reported that:
      • Tracking of cross-sectional shear wave propagation is less accurate because the shear wave propagation does not remain aligned with the ultrasound image lines.
      • The shear wave exhibited more dispersive behavior in the cross-sectional view than in the longitudinal view, possibly because of the curved cross-sectional geometry.
      • Imaging is limited in highly calcified plaques because of acoustic shadowing.
      • SWV and mean and median longitudinal-to-transverse SWV ratio are higher in the case of longer statin therapy (≥5 vs. <5 y).
      • SWV is similar in plaques with and without intraplaque neovascularization.

      Discussion

      To assess the feasibility and diagnostic value of using SWE in (mimicked) atherosclerotic arteries, a heterogeneous collection of studies including human and non-human patients was included in this systematic review. All studies reported on the feasibility of using this technique to assess elasticity in the carotid arterial wall and plaques separately. Absolute SWE values varied widely among studies, but within each study, statistically significant differences in elasticity with patient characteristics were found. US SWE could assess plaque vulnerability based on histology, symptoms, echogenicity and AHA classification of plaque type. Quantitative elasticity measurements were in good agreement with CTA and PWV in human studies and, in cases in which phase velocity analysis was applied, with mechanical testing in non-human studies. Good to excellent reproducibility was also reported. A preliminary study on cross-sectional SWE reported its feasibility.
      To our knowledge, only one systematic review was previously published on vascular SWE using US that reported results similar to the results in this review. This review by
      • Mahmood B.
      • Ewertsen C.
      • Carlsen J.
      • Nielsen M.B.
      Ultrasound vascular elastography as a tool for assessing atherosclerotic plaques - A systematic literature review.
      evaluated the applicability of US elastography to assessment of carotid artery plaque vulnerability. Mainly studies using strain were included; only three articles used SWE in carotid arteries. They concluded that elastography was feasible and vulnerable plaques mostly had higher strain values. This corresponds to the lower quantitative stiffness values in vulnerable plaques found in this review.

      SWE in human studies

      Feasibility and value

      Higher stiffness values in the carotid arterial wall with hypertension are expected because
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      reported that SWV increases with higher pressures. However, the higher stiffness values found in the carotid arterial wall in cases of Behçet's disease and in the presence of cardiovascular risk factors other than hypertension, compared with healthy controls, may point to the potential of SWE in assessment of vascular health. However, multiple factors influence arterial elasticity that have to be considered when evaluating individuals:
      • Personal factors: Age, genetics, blood pressure, heart rate and different diseases (e.g., diabetes mellitus type 2, cardiovascular and renal disease, pre-eclampsia [
        • Benetos A.
        • Waeber B.
        • Izzo J.
        • Mitchell G.
        • Resnick L.
        • Asmar R.
        • Safar M.
        Influence of age, risk factors, and cardiovascular and renal disease on arterial stiffness: Clinical applications.
        ;
        • Patel A.K.
        • Suri H.S.
        • Singh J.
        • Kumar D.
        • Shafique S.
        • Nicolaides A.
        • Jain S.K.
        • Saba L.
        • Gupta A.
        • Laird J.R.
        • Giannopoulos A.
        • Suri J.S.
        A review on atherosclerotic biology, wall stiffness, physics of elasticity, and its ultrasound-based measurement.
        ] and inflammatory diseases such as rheumatoid arthritis [
        • Mozos I.
        • Malainer C.
        • Horbańczuk J.
        • Gug C.
        • Stoian D.
        • Luca C.T.
        • Atanasov A.G.
        Inflammatory markers for arterial stiffness in cardiovascular diseases.
        ]).
      • Lifestyle factors: Exercise, diet (
        • Sacre Julian W.
        • Jennings Garry L.R.
        • Kingwell Bronwyn A.
        Exercise and dietary influences on arterial stiffness in cardiometabolic disease.
        ) and smoking (
        • Patel A.K.
        • Suri H.S.
        • Singh J.
        • Kumar D.
        • Shafique S.
        • Nicolaides A.
        • Jain S.K.
        • Saba L.
        • Gupta A.
        • Laird J.R.
        • Giannopoulos A.
        • Suri J.S.
        A review on atherosclerotic biology, wall stiffness, physics of elasticity, and its ultrasound-based measurement.
        ).
      • Extrinsic factors: Medical treatment (e.g., lipid-lowering or antihypertensive medication) [
        • Janić M.
        • Lunder M.
        • Sabovič M.
        Arterial stiffness and cardiovascular therapy.
        ], acquisition characteristics (i.e., spatial and temporal filtering, neck position, pressure applied with the US probe) [
        • Bamber J.
        • Cosgrove D.
        • Dietrich C.F.
        • Fromageau J.
        • Bojunga J.
        • Calliada F.
        • Cantisani V.
        • Correas J.M.
        • D'Onofrio M.
        • Drakonaki E.E.
        • Fink M.
        • Friedrich-Rust M.
        • Gilja O.H.
        • Havre R.F.
        • Jenssen C.
        • Klauser A.S.
        • Ohlinger R.
        • Saftoiu A.
        • Schaefer F.
        • Sporea I.
        • Piscaglia F.
        EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography: Part 1. Basic principles and technology.
        ] and timing during the cardiac cycle (e.g., arterial diameter changes resulting from pressure differences within the cardiac cycle) [
        • Couade M.
        • Pernot M.
        • Prada C.
        • Messas E.
        • Emmerich J.
        • Bruneval P.
        • Criton A.
        • Fink M.
        • Tanter M.
        Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
        ].
      Changes in arterial stiffness are caused by alterations in structural and functional components of the artery. These alterations often also cause a change in IMT, which in itself is one of the key biomarkers of cardiovascular disease (
      • Yuan L.J.
      • Xue D.
      • Duan Y.Y.
      • Cao T.S.
      • Yang H.G.
      • Zhou N.
      Carotid arterial intima–media thickness and arterial stiffness in pre-eclampsia: Analysis with a radiofrequency ultrasound technique.
      ).
      The lower elasticity values found in hypo-echoic plaques compared with hyper-echoic plaques might suggest that SWE can identify plaque vulnerability because several studies found a relation between echogenicity and plaque vulnerability: (i) histopathology studies reported more vulnerability features (i.e., more lipid, less calcification and increased macrophage density) in hypo-echoic than hyper-echoic plaques (
      • Gronholdt M.L.
      • Nordestgaard B.G.
      • Bentzon J.
      • Wiebe B.M.
      • Zhou J.
      • Falk E.
      • Sillesen H.
      Macrophages are associated with lipid-rich carotid artery plaques, echolucency on B-mode imaging, and elevated plasma lipid levels.
      ), and (ii) US studies reported a higher prevalence of future ipsilateral stroke in hypo-echoic than hyper-echoic plaques over all stenosis severities (stenoses of 0–99% and >50% are associated with relative risks of 2.31 and 1.62, respectively [
      • Gupta A.
      • Kesavabhotla K.
      • Baradaran H.
      • Kamel H.
      • Pandya A.
      • Giambrone A.E.
      • Wright D.
      • Pain K.J.
      • Mtui E.E.
      • Suri J.S.
      • Sanelli P.C.
      • Mushlin A.I.
      Plaque echolucency and stroke risk in asymptomatic carotid stenosis: A systematic review and meta-analysis.
      ], respectively, and an odds ratio of 3.99 [
      • Brinjikji W.
      • Rabinstein A.A.
      • Lanzino G.
      • Murad M.H.
      • Williamson E.E.
      • DeMarco J.K.
      • Huston III, J.
      Ultrasound characteristics of symptomatic carotid plaques: A systematic review and meta-analysis.
      ]).
      SWE, however, may be superior to echogenicity in identifying vulnerable plaques. Echogenicity provides an indication of plaque composition but does not absolutely assess it, and a poor reproducibility has been described (
      • Kanber B.
      • Hartshorne T.C.
      • Horsfield M.A.
      • Naylor A.R.
      • Robinson T.G.
      • Ramnarine K.V.
      Dynamic variations in the ultrasound greyscale median of carotid artery plaques.
      ). Care should thus be taken to correlate echogenicity with plaque vulnerability. The fact that
      • Garrard J.W.
      • Ummur P.
      • Nduwayo S.
      • Kanber B.
      • Hartshorne T.C.
      • West K.P.
      • Moore D.
      • Robinson T.G.
      • Ramnarine K.V.
      Shear wave elastography may be superior to greyscale median for the identification of carotid plaque vulnerability: A comparison with histology.
      used echogenicity to define vulnerability may therefore be the reason that only they did not find a correlation between elasticity and GSM. The small number of patients (n = 25) and the significantly higher proportion of severe stenosis in patients with unstable plaques (89% vs. 44%) could have influenced the results. Nevertheless, because YM values were lower in histologic vulnerable plaques, SWE may be superior to echogenicity in assessing plaque vulnerability. This technique's potential in vulnerability assessment is confirmed by the high sensitivity of SWE in detection of histologic vulnerable plaques reported by
      • Di Leo N.
      • Venturini L.
      • de Soccio V.
      • Forte V.
      • Lucchetti P.
      • Cerone G.
      • Alagna G.
      • Caratozzolo M.
      • Messineo D.
      • Di Gioia C.
      • Di Marzo L.
      • Fresilli D.
      • De Vito C.
      • Pugliese G.
      • Cantisani V.
      • D'Ambrosio F.
      Multiparametric ultrasound evaluation with CEUS and shear wave elastography for carotid plaque risk stratification.
      .
      The validity of SWE is also emphasized by conference abstracts that reported lower mean and median longitudinal-to-transverse SWV ratios and, therefore, higher stiffness of plaques to be associated with prolonged statin therapy. This is expected because stroke incidence decreases with statin therapy.
      Eventually, the correlation between elasticity and symptomatology is the most important measure because a CEA would be beneficial in patients with (previous or future) neurologic symptoms. Therefore, the reported relationship between symptomatology and lower stiffness values assessed by SWE, further emphasizes this technique's potential in improving personalized stroke risk stratification.

      Quantitative stiffness values

      Although differences in stiffness values with plaque vulnerability within each study were statistically significant, the high variability between studies needs to be reduced in the future to establish cutoff values to distinguish vulnerable from non-vulnerable plaques. The heterogeneity between studies can be caused by multiple study characteristics. First, by the use of different US machines as acquisition and post-processing properties differ with the machine.
      • Alis D.
      • Durmaz E.S.M.
      • Civcik C.
      • Tutuncu M.
      • Saip S.
      • Kocer N.
      • Islak C.
      • Kizilkilic O.
      Assessment of the common carotid artery wall stiffness by shear wave elastography in Behcet's disease.
      reported considerably lower stiffness values in the arterial wall than the other studies. They used a Toshiba Aplio 500 machine that does not have a specific carotid artery mode. Therefore, push location, assumed propagation trajectory, push moment during cardiac cycle and amount of spatial and temporal smoothing were unclear. The remaining human studies used an Aixplorer (Supersonic Imagine) machine. This system induces multiple pushes along the beam axis, resulting in an amplified shear wave strength and a planar shear wave propagation front (
      • Bamber J.
      • Cosgrove D.
      • Dietrich C.F.
      • Fromageau J.
      • Bojunga J.
      • Calliada F.
      • Cantisani V.
      • Correas J.M.
      • D'Onofrio M.
      • Drakonaki E.E.
      • Fink M.
      • Friedrich-Rust M.
      • Gilja O.H.
      • Havre R.F.
      • Jenssen C.
      • Klauser A.S.
      • Ohlinger R.
      • Saftoiu A.
      • Schaefer F.
      • Sporea I.
      • Piscaglia F.
      EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography: Part 1. Basic principles and technology.
      ). It is optimized for bulk tissues (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ) and most valid in the liver. However, vessel stiffness measurements may be inaccurate with this machine because stiffness is more difficult to assess in vessels because they are small, subject to pulsatile motion, anisotropic and of heterogenous composition (
      • Ramnarine K.V.
      • Garrard J.W.
      • Dexter K.
      • Nduwayo S.
      • Panerai R.B.
      • Robinson T.G.
      Shear wave elastography assessment of carotid plaque stiffness: In vitro reproducibility study.
      ).
      Second, the method of YM calculation may be responsible. The YM is calculated as YM = 3ρc2, where ρ = tissue density (in kg/m3), and c is the SWV (in m/s) (
      • Bamber J.
      • Cosgrove D.
      • Dietrich C.F.
      • Fromageau J.
      • Bojunga J.
      • Calliada F.
      • Cantisani V.
      • Correas J.M.
      • D'Onofrio M.
      • Drakonaki E.E.
      • Fink M.
      • Friedrich-Rust M.
      • Gilja O.H.
      • Havre R.F.
      • Jenssen C.
      • Klauser A.S.
      • Ohlinger R.
      • Saftoiu A.
      • Schaefer F.
      • Sporea I.
      • Piscaglia F.
      EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography: Part 1. Basic principles and technology.
      ). However, this formula is accurate only for incompressible, infinitely large, isotropic and locally homogeneous material—all characteristics that do not apply to real arteries. In addition, calculations are performed with an average soft tissue density, whereas the density is known to vary. Some ultrasound machines enable the acquisition of raw data that allows use of different post-processing techniques to correct for some of these errors, while most applied scanners display only the calculated values that cannot be corrected retrospectively.
      Third, different areas and locations of analysis were used. The area of analysis in the clinical scanners ranged from multiple ROIs of 1–2 mm to a manually drawn area around the vascular wall or entire plaque. This, in a different manner, accounts for regional stiffness variances.
      Fourth, it is important to consider temporal differences in quantitative values, because SWE values have been reported to vary between the diastolic (80 ± 10 kPa) and systolic (130 ± 15 kPa) phases (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ). Only one human study applied ECG gating to correct for these differences; all other studies averaged the SWE values over different frames during the cardiac cycle, complicating their comparison. SWE with a high temporal resolution and ECG gating are needed to improve the comparability between studies.
      The high variability in quantitative values between studies impedes the identification of cutoff values for physiologic or pathologic stiffness in the arterial wall and plaques. Further research with standardized methodology and improved data analysis might overcome this problem.

      Validation and reproducibility

      SWE is thought to be more reliable than traditional ultrasound and PWV in assessing elasticity, which is in accordance with the good to excellent reproducibility of SWE described in this review. SWE is less operator and experience dependent than traditional ultrasound examination (
      • Lou Z.
      • Yang J.
      • Tang L.
      • Jin Y.
      • Zhang J.
      • Liu C.
      • Li Q.
      Shear wave elastography imaging for the features of symptomatic carotid plaques: A feasibility study.
      ). Furthermore, SWE would be more reliable than the frequently used global PWV (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ). SWE assesses elasticity directly, locally and at a user-defined moment during the cardiac cycle, whereas global PWV assesses elasticity averaged over a long arterial distance (typically the aorta), which is in itself already difficult to assess.
      Interesting findings by
      • Marais L.
      • Pernot M.
      • Khettab H.
      • Tanter M.
      • Messas E.
      • Zidi M.
      • Laurent S.
      • Boutouyrie P.
      Arterial stiffness assessment by shear wave elastography and ultrafast pulse wave imaging: Comparison with reference techniques in normotensives and hypertensives.
      were the higher stiffness values and, even more striking, the higher variance in the posterior than in the anterior arterial wall. These are important findings because plaques can be located over the entire wall circumference. The higher variance in the posterior compared with the anterior wall can be caused by a lower signal quality because of the larger distance from the transducer. The larger distance induces more attenuation and presumably more reflections and reverberations originating from the overlying soft tissue (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ). Another possible cause is the anatomic location of both walls: the anterior wall is located directly below the jugular vein, but well separated from the other surrounding tissues, allowing it to move freely; the posterior wall is directly attached to the muscle layer beneath it, possibly affecting movement and elasticity to a greater extent. Also, neck position, and therefore stretch on the carotid artery, might be a confounding factor (
      • Bamber J.
      • Cosgrove D.
      • Dietrich C.F.
      • Fromageau J.
      • Bojunga J.
      • Calliada F.
      • Cantisani V.
      • Correas J.M.
      • D'Onofrio M.
      • Drakonaki E.E.
      • Fink M.
      • Friedrich-Rust M.
      • Gilja O.H.
      • Havre R.F.
      • Jenssen C.
      • Klauser A.S.
      • Ohlinger R.
      • Saftoiu A.
      • Schaefer F.
      • Sporea I.
      • Piscaglia F.
      EFSUMB guidelines and recommendations on the clinical use of ultrasound elastography: Part 1. Basic principles and technology.
      ). Improved instrumentation and acquisition parameters (e.g., push depth, resolution and increasing the energy efficiency of the transducer elements) may overcome these limitations.
      Although it has been reported that SWE provides a resolution of approximately 0.30 mm2 (
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ), to date, in vivo SWE studies have not performed a regional analysis of plaques but report instead average shear wave estimates for ROIs encompassing the whole plaque (1–2 cm2). Although average values seemed to correlate with plaque components assessed by MRI (
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ), plaque components might be better distinguished with regional analyses, especially in plaques with mixed compositions.

      Studies in non-human patients

      Feasibility and tolerability

      Non-human studies evaluated the tolerability of SWE, but more research is needed to make a definite assessment. The main concern in SWE application is the possibility of plaque rupture caused by the induced push, although
      • Doherty J.R.
      • Dumont D.M.
      • Trahey G.E.
      • Palmeri M.L.
      Acoustic radiation force impulse imaging of vulnerable plaques: A finite element method parametric analysis.
      found that stress induced by the ARFI push pulse was three orders of magnitude lower than stress induced by the blood pressure. Additional studies in human plaques are required to definitely assess the influence of SWE on plaque rupture.

      Validation and reproducibility

      In clinical practice, elasticity is assessed using group velocity analysis, but absolute values assessed using phase velocity analysis might be more accurate, especially for stiffer plaques, as non-human studies have reported more accurate stiffness values in the latter case. Dispersion, which is not taken into account in group velocity analysis, probably causes this difference. Dispersion is a result of tissue viscosity, which has also been reported in PVA when measured with atomic force microscopy (
      • Yang N.
      • Kar K.
      • Wong H.
      • de Bruyn J.R.
      • Hutter J.L.
      Frequency-dependent viscoelasticity measurement by atomic force microscopy.
      ), and of the confined geometry of the vessel wall that strongly affects shear wave propagation. The wavelengths of the shear waves generated are in the range of millimeters, similar to phantom or vessel thickness. Internal reflections at the medium's boundaries do, therefore, strongly affect their propagation. Exact geometry becomes less important at higher frequencies (>1000 Hz) because the shear wave wavelength becomes smaller compared with the wall thickness (
      • Couade M.
      • Pernot M.
      • Prada C.
      • Messas E.
      • Emmerich J.
      • Bruneval P.
      • Criton A.
      • Fink M.
      • Tanter M.
      Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
      ). However, with higher frequencies, there is also more attenuation. A trade-off between wavelength and attenuation must therefore be made.

      Imaging settings

      Most non-human studies were performed to evaluate new mathematical models or data processing techniques, giving rise to recommendations regarding SWE acquisitions. To accurately assess elasticity values, non-human studies emphasize that:
      • High-frequency bandwidths, that is, including frequencies greater than 1 kHz (
        • Couade M.
        • Pernot M.
        • Prada C.
        • Messas E.
        • Emmerich J.
        • Bruneval P.
        • Criton A.
        • Fink M.
        • Tanter M.
        Quantitative assessment of arterial wall biomechanical properties using shear wave imaging.
        ;
        • Marlevi D.
        • Maksuti E.
        • Urban M.W.
        • Winter R.
        • Larsson M.
        Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
        ) or 1.5 kHz (
        • Widman E.
        • Maksuti E.
        • Amador C.
        • Urban M.W.
        • Caidahl K.
        • Larsson M.
        Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
        ), need to be excited because of the dispersion phenomenon resulting from the confined geometry that occurs at lower frequencies.
      • A high pulse repetition frequency (PRF) is needed to accurately assess SWV, especially in tissues subject to high pressure or with higher stiffness. Because the shear wave travels faster in these tissues, a higher PRF is needed to acquire the same number of images of the shear wave and, therefore, to assess the SWV with the same accuracy. A high PRF is even more important than image quality (
        • Widman E.
        • Maksuti E.
        • Amador C.
        • Urban M.W.
        • Caidahl K.
        • Larsson M.
        Shear wave elastography quantifies stiffness in ex vivo porcine artery with stiffened arterial region.
        ).
      • The optimal push location needs to be chosen. Although the SWV estimation does not change with push location, different push locations are associated with changes in signal-to-noise ratio and maximum particle velocity (
        • Marlevi D.
        • Maksuti E.
        • Urban M.W.
        • Winter R.
        • Larsson M.
        Plaque characterization using shear wave elastography—Evaluation of differentiability and accuracy using a combined ex vivo and in vitro setup.
        ).
      • The geometry of the vessel is dependent on the acquisition angle (e.g., the angle with respect to the longitudinal direction of the vessel). In some cases, this view-dependent altered geometry can cause overestimation of YM, so a correction for an induced difference in geometry needs to be applied (
        • Guo Y.
        • Wang Y.
        • Chang E.J.
        • Lee W.N.
        Multidirectional estimation of arterial stiffness using vascular guided wave imaging with geometry correction.
        ).
      Non-human studies also underline the influence of pressure differences on stiffness values and, therefore, the necessity to assess stiffness at a precise time within the cardiac cycle. Arterial wall stiffness increases when arterial pressure increases. Therefore, stiffness values will vary with blood pressure and pressure differences throughout the cardiac cycle. The fact that this response between stiffness and pressure is reported to be both linear and non-linear by different studies could be explained by the elastin–collagen model. In case of low stress (blood pressure <100 mm Hg) elastin fibers will stiffen the artery with increasing pressure. In case of higher stress (blood pressure >100 mm Hg), when elastin fibers are already fully stressed, collagen fibers are recruited for the stiffening of the arteries (
      • Callaghan F.J.
      • Geddes L.A.
      • Babbs C.F.
      • Bourland J.D.
      Relationship between pulse-wave velocity and arterial elasticity.
      ). Because the two types of fibers have different mechanical properties, their elasticity does not respond identically to changes in stress.

      Cross-sectional SWE

      Combining longitudinal and cross-sectional SWE might improve the accuracy of SWE. Because of the anisotropy of vessel walls (
      • Shcherbakova D.A.
      • Papadacci C.
      • Swillens A.
      • Caenen A.
      • De Bock S.
      • Saey V.
      • Chiers K.
      • Tanter M.
      • Greenwald S.E.
      • Pernot M.
      • Segers P.
      Supersonic shear wave imaging to assess arterial nonlinear behavior and anisotropy: Proof of principle via ex vivo testing of the horse aorta.
      ), longitudinal measurements cannot completely evaluate elasticity along the arterial circumference. Additionally, not all plaques can be imaged optimally in the longitudinal direction because they may also be located on the side walls of the artery. Eccentrically located plaques have even been associated with a significantly increased incidence of ipsilateral cerebrovascular events in large clinical trials (
      • Ohara T.
      • Toyoda K.
      • Otsubo R.
      • Nagatsuka K.
      • Kubota Y.
      • Yasaka M.
      • Naritomi H.
      • Minematsu K.
      Eccentric stenosis of the carotid artery associated with ipsilateral cerebrovascular events.
      ).
      Cross-sectional SWE can overcome this limitation and has successfully been applied in the carotid arterial wall (
      • Hansen H.H.G.
      • Pernot M.
      • Chatelin S.
      • Tanter M.
      • de Korte C.L.
      Shear wave elastography for lipid content detection in transverse arterial cross-sections.
      ;
      • He Q.
      • Li G.Y.
      • Lee F.F.
      • Zhang Q.
      • Cao Y.
      • Luo J.
      Novel method for vessel cross-sectional shear wave imaging.
      ;
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ) but remains challenging. Difficulties in propagation tracking caused by fast attenuation and the failure of the particle motion resulting from shear wave propagation to remain aligned with the ultrasound image lines need to be overcome before it can be clinically implemented.

      Limitations

      This systematic review has several limitations. First, the heterogeneity of the included studies in terms of study type (i.e., in vivo, ex vivo or in vitro), disease characteristics, number of patients, applied ultrasound machines and settings, number of measurements, push location, methods of comparison, and type of reported data. This heterogeneity markedly hampers comparison between different studies. Second, only a small number of patients and a relatively small number of human studies have been published. Moreover, only one study was performed prospectively, and no follow-up studies were performed. Additionally, plaques are usually evaluated after a cardiovascular event is detected. Therefore, stiffness before the CEA is unknown, although this would probably be a more important measure for stroke risk stratification.
      Although studies in non-human patients mimic the situation in human arteries, there are multiple concerns over the applicability of these studies in humans in vivo. In contrast to PVA phantoms, real vessels are more heterogeneous with multiple layers with different elasticity (
      • Shcherbakova D.A.
      • Papadacci C.
      • Swillens A.
      • Caenen A.
      • De Bock S.
      • Saey V.
      • Chiers K.
      • Tanter M.
      • Greenwald S.E.
      • Pernot M.
      • Segers P.
      Supersonic shear wave imaging to assess arterial nonlinear behavior and anisotropy: Proof of principle via ex vivo testing of the horse aorta.
      ), are anisotropic (
      • Chai C.K.
      • Akyildiz A.C.
      • Speelman L.
      • Gijsen F.J.H.
      • Oomens C.W.J.
      • van Sambeek M.R.H.M.
      • van der Lugt A.
      • Baaijens F.P.T.
      Local axial compressive mechanical properties of human carotid atherosclerotic plaques—Characterisation by indentation test and inverse finite element analysis.
      ;
      • Shcherbakova D.A.
      • Papadacci C.
      • Swillens A.
      • Caenen A.
      • De Bock S.
      • Saey V.
      • Chiers K.
      • Tanter M.
      • Greenwald S.E.
      • Pernot M.
      • Segers P.
      Supersonic shear wave imaging to assess arterial nonlinear behavior and anisotropy: Proof of principle via ex vivo testing of the horse aorta.
      ), often contain calcifications causing shadowing, are viscoelastic and have been considered compressible and incompressible in conflicting studies (
      • Yosibash Z.
      • Manor I.
      • Gilad I.
      • Willentz U.
      Experimental evidence of the compressibility of arteries.
      ). Furthermore, most studies were performed in water, while in vivo carotid arteries are surrounded by other attenuating tissues such as muscles, fat, veins and nerves.
      Further research, ideally large, longitudinal, prospective clinical studies in patients before and after symptom occurrence in a longitudinal and circumferential direction, including histologic evaluation, is needed to better evaluate this technique's prognostic accuracy, reproducibility and quantitative value.

      Conclusions

      This systematic review focused on the feasibility of US SWE in vascular applications and its ability to contribute to plaque characterization. Ischemic strokes are widespread, highly immobilizing conditions, so risk stratification is very important. However, current clinical practice remains suboptimal. To improve this situation, this systematic review aimed to investigate the feasibility and diagnostic value of vascular US SWE in (mimicked) arteries affected by different stages of atherosclerotic disease or diseases related to atherosclerosis, to eventually develop a more personalized stroke risk stratification. All studies reported the feasibility of using SWE (quantitatively) to assess stiffness of the arterial wall and plaques and to assess plaque vulnerability based on echogenicity, symptomatology and histology with good to excellent reproducibility. These findings confirm its potential to improve stroke risk stratification. However, further technical and clinical research is needed to optimize and standardize its performance and to explore and confirm its true diagnostic value.

      Acknowledgments

      This research is funded by the Radboud Institute for Health Sciences (RIHS), which is part of the Radboud university medical center in Nijmegen, the Netherlands. Figure 1 was copied unchanged from (
      • Ramnarine K.V.
      • Garrard J.W.
      • Kanber B.
      • Nduwayo S.
      • Hartshorne T.C.
      • Robinson T.G.
      Shear wave elastography imaging of carotid plaques: Feasible, reproducible and of clinical potential.
      ) published under license to BioMed Central Ltd, distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0). Figure 2 was copied unchanged from (
      • Marlevi D.
      • Mulvagh S.L.
      • Huang R.
      • Kevin DeMarco J.
      • Ota H.
      • Huston III, J.
      • Winter R.
      • Macedo T.A.
      • Abdelmoneim S.S.
      • Larsson M.
      • Pellikka P.A.
      • Urban M.W.
      Combined spatiotemporal and frequency-dependent shear wave elastography enables detection of vulnerable carotid plaques as validated by MRI.
      ), distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/).

      Conflict of interest disclosure

      The authors declare that they have no conflict of interest.

      Appendix. Supplementary materials

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