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Review| Volume 44, ISSUE 5, P505-513, November 2012

Limited Economic Evidence of Carotid Artery Stenosis Diagnosis and Treatment: A Systematic Review

  • Author Footnotes
    a Both authors contributed equally to the paper (split first authorship).
    A.U. Shenoy
    Footnotes
    a Both authors contributed equally to the paper (split first authorship).
    Affiliations
    Helmholtz Zentrum München (GmbH), Institute of Health Economics and Health Care Management, Ingolstädter Landstraße 1, 85764 Neuherberg, Germany
    Search for articles by this author
  • Author Footnotes
    a Both authors contributed equally to the paper (split first authorship).
    M. Aljutaili
    Footnotes
    a Both authors contributed equally to the paper (split first authorship).
    Affiliations
    Helmholtz Zentrum München (GmbH), Institute of Health Economics and Health Care Management, Ingolstädter Landstraße 1, 85764 Neuherberg, Germany
    Search for articles by this author
  • B. Stollenwerk
    Correspondence
    Corresponding author. Tel.: +49 89 3187 4161; fax: +49 89 3187 3375.
    Affiliations
    Helmholtz Zentrum München (GmbH), Institute of Health Economics and Health Care Management, Ingolstädter Landstraße 1, 85764 Neuherberg, Germany
    Search for articles by this author
  • Author Footnotes
    a Both authors contributed equally to the paper (split first authorship).
Open ArchivePublished:September 19, 2012DOI:https://doi.org/10.1016/j.ejvs.2012.08.010

      Abstract

      The objective of this article is to assess the availability and validity of economic evaluations of carotid artery stenosis (CS) diagnosis and treatment.

      Design

      Systematic review of economic evaluations of the diagnosis and treatment of CS.

      Methods

      Systematic review of full economic evaluations published in Medline and Google Scholar up until 28 February 2012. Based on economic checklists (Evers and Philips), the identified studies were classified as high, medium, or low quality.

      Results

      Twenty-three evaluations were identified. The study quality ranged from 26% to 84% of all achievable points (Evers). Seven studies were of high, eight of medium and eight of low quality. No comparison was made between carotid angioplasty and stenting (CAS) and best medical treatment (BMT). For subjects with severe stenosis, comparisons of carotid endarterectomy (CEA) and BMT were also missing. Three of five studies dealing with pre-operative imaging found that duplex Doppler ultrasound (US) was cost-effective compared with carotid angiogram (AG).

      Conclusions

      There is a huge lack of high-quality studies and of studies that confirm published results. Also, for a given study quality, the most cost-effective treatment strategy is still unknown in some cases (‘CAS’ vs. ‘BMT’, ‘US combined with magnetic resonance angiography supplemented with AG’ vs. ‘US combined with computer tomography angiography’).

      Keywords

      • This study identifies research gaps in economic evidence in the context of carotid artery stenosis diagnosis and treatment. Settings in which the most cost-effective treatment strategy is still unknown were identified. We recommend filling these gaps in economic evidence. In the long run, this may lead to the more efficient use of available resources.
      Carotid artery stenosis (CS) is an important cause of stroke; 20% of all ischaemic strokes are caused by severe carotid stenosis.
      • Safian R.D.
      Treatment strategies for carotid stenosis in patients at increased risk for surgery.
      There are several methods for the detection and treatment of CS. These include carotid endarterectomy (CEA), carotid angioplasty and stenting (CAS) and multiple imaging technologies.
      Although new and costly methods for the detection and treatment of CS are being developed, it is unclear whether the additional costs are justified in terms of both effectiveness and cost-effectiveness.
      • Otero H.J.
      • Rybicki F.J.
      • Greenberg D.
      • Neumann P.J.
      Twenty years of cost-effectiveness analysis in medical imaging: are we improving?.
      • Drummond M.F.
      • Sculpher M.J.
      • Torrance G.W.
      • O'Brien B.J.
      • Stoddart G.L.
      Methods for the economic evaluation of health care programmes.
      In particular, the development of imaging strategies has led to a huge cost increase in the past two decades.
      • Otero H.J.
      • Rybicki F.J.
      • Greenberg D.
      • Neumann P.J.
      Twenty years of cost-effectiveness analysis in medical imaging: are we improving?.
      Nowadays, economic evaluations are frequently conducted to assess the economic impact of health interventions. A full economic evaluation is defined as an analysis that, first, compares at least two alternative strategies and, second, considers both costs and consequences.
      • Drummond M.F.
      • Sculpher M.J.
      • Torrance G.W.
      • O'Brien B.J.
      • Stoddart G.L.
      Methods for the economic evaluation of health care programmes.
      The main types of full economic evaluations are cost-effectiveness, cost–utility and cost–benefit analysis. Furthermore, there is cost-minimisation analysis, based on the precondition that the considered treatment strategies do not differ with respect to the health outcome.
      • Drummond M.F.
      • Jefferson T.O.
      Guidelines for authors and peer reviewers of economic submissions to the BMJ. The BMJ Economic Evaluation Working Party.
      Furthermore, economic evaluations are performed from a particular perspective, most commonly the societal perspective. Economic evaluations are often divided into model-based evaluations and original data analyses (ODAs). ODAs require fewer assumptions but are restricted to the follow-up period. However, models usually combine information from multiple sources.
      Several checklists exist to assess the quality of economic analyses.
      • Drummond M.F.
      • Jefferson T.O.
      Guidelines for authors and peer reviewers of economic submissions to the BMJ. The BMJ Economic Evaluation Working Party.
      • Philips Z.
      • Ginnelly L.
      • Sculpher M.
      • Claxton K.
      • Golder S.
      • Riemsma R.
      • et al.
      Review of guidelines for good practice in decision-analytic modelling in health technology assessment.
      • Philips Z.
      • Bojke L.
      • Sculpher M.
      • Claxton K.
      • Golder S.
      Good practice guidelines for decision-analytic modelling in health technology assessment: a review and consolidation of quality assessment.
      • Becker C.
      • Langer A.
      • Leidl R.
      The quality of three decision-analytic diabetes models: a systematic health economic assessment.
      These assess, for example, whether the model structure is suitable, whether data sources are appropriate and whether the uncertainty of the results has been considered appropriately.
      A simple way of assessing parameter uncertainty is deterministic sensitivity analysis (DSA). In DSA, results are re-calculated based on explicitly specified parameters. To assess the overall effect of parameter uncertainty, probabilistic sensitivity analysis (PSA) has been developed. In PSA, all uncertain parameters are sampled simultaneously from distributions that are supposed to represent the true parameter uncertainty. This results in a probability distribution of the model outcomes.
      Recent developments in health economic evaluation include displaying results as cost-effectiveness acceptability curves, because confidence intervals for incremental cost-effectiveness ratios are often not suitable.
      • Briggs A.H.
      • Claxton K.
      • Sculpher M.
      Decision modelling for health economic evaluation.
      Furthermore, there has been research in quality-of-life estimation, such as developing more robust value sets and the validation of existing ones.
      • Leidl R.
      • Reitmeir P.
      A value set for the EQ-5D based on experienced health states: development and testing for the German population.
      • Leidl R.
      • Reitmeir P.
      • Konig H.H.
      • Stark R.
      The performance of a value set for the EQ-5D based on experienced health states in patients with inflammatory bowel disease.
      • Hunger M.
      • Sabariego C.
      • Stollenwerk B.
      • Cieza A.
      • Leidl R.
      Validity, reliability and responsiveness of the EQ–5D in German stroke patients undergoing rehabilitation.
      Common instruments to measure quality of life are the ‘EuroQol – 5 Dimensions’ (EQ–5D), the Health Utilities Index (HUI) and the 36-item short-form health survey (SF-36).
      • Rabin R.
      • de Charro F.
      EQ–5D: a measure of health status from the EuroQol Group.
      • Horsman J.
      • Furlong W.
      • Feeny D.
      • Torrance G.
      The Health Utilities Index (HUI): concepts, measurement properties and applications.
      • Ware Jr., J.E.
      • Sherbourne C.D.
      The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection.
      There is also growing use of Bayesian methods
      • Briggs A.H.
      • Claxton K.
      • Sculpher M.
      Decision modelling for health economic evaluation.
      research into how to choose appropriate distributions for PSA,
      • Stollenwerk B.
      • Stock S.
      • Siebert U.
      • Lauterbach K.W.
      • Holle R.
      Uncertainty assessment of input parameters for economic evaluation: Gauss's error propagation, an alternative to established methods.
      as well as applications of the ANCOVA approach to assess the impact of single-model parameters.
      • Briggs A.H.
      • Claxton K.
      • Sculpher M.
      Decision modelling for health economic evaluation.
      • Zindel S.
      • Stock S.
      • Muller D.
      • Stollenwerk B.
      A Multi-perspective cost-effectiveness analysis comparing rivaroxaban with enoxaparin sodium for thromboprophylaxis after total hip and knee replacement in the German healthcare setting.
      The objectives of this study are, first, to identify the economic evidence (i.e., the availability and validity of economic evaluations) for interventions in the prevention, diagnosis and treatment of CS. Second, we aim to identify settings where economic evidence is lacking in making a decision about which strategy should be performed when considering both cost and consequences.

      Materials and Methods

      We performed a systematic review on the health economic evidence of CS prevention, diagnosis and treatment. Only full economic evaluations were considered. We restricted our search to the search engines PubMed and Google Scholar, as these search engines cover a wide range of literature relevant to the scientific audience. Based on the search terms ‘carotid artery stenosis’, ‘carotid angioplasty’, ‘duplex ultrasound’, etc., a search algorithm was built (for the full research strategy, see Appendix). In addition, we screened the references of the identified relevant articles. Two investigators (AS and MJ) examined the titles and abstracts of the potentially eligible articles. Once the articles were chosen, the inclusion of the articles was discussed in cases of differences of opinion (MJ, AS and BS). In cases of queries, discussions were carried out among the reviewers (AS, MJ and BS). The systematic review was performed on February 28, 2012 (last update). A detailed report of the methodological assessment is available from the authors on request.
      Only original papers were included; comments on papers, systematic reviews, meta-analysis and protocols were excluded. Furthermore, the articles had to be abstracted in English.
      We classified the studies into cost-minimisation analyses, cost-effectiveness analyses, cost–utility analyses and cost–benefit analyses.
      • Drummond M.F.
      • Jefferson T.O.
      Guidelines for authors and peer reviewers of economic submissions to the BMJ. The BMJ Economic Evaluation Working Party.
      Articles that did not explicitly state the perspective were classified according to the reported costs. All included studies were assessed according to Evers' checklist;
      • Evers S.
      • Goossens M.
      • de Vet H.
      • van Tulder M.
      • Ament A.
      Criteria list for assessment of methodological quality of economic evaluations: consensus on health economic criteria.
      all modelling studies were also assessed according to Philips' checklist.
      • Philips Z.
      • Bojke L.
      • Sculpher M.
      • Claxton K.
      • Golder S.
      Good practice guidelines for decision-analytic modelling in health technology assessment: a review and consolidation of quality assessment.
      All papers were furthermore classified as high, medium or low quality, depending on their quality rating and on the clinical evidence. To be rated of high quality, the clinical evidence of the main health effect needed to be based on at least one randomised controlled trial (RCT) or on a meta-analysis of RCTs of sufficient quality. Furthermore, at least 50% of all Evers' and 50% of all Philips' criteria needed to be fulfilled, and finally, the health outcome needed to be rated as appropriate. If the health outcome used or the clinical evidence was rated as inappropriate, or if less than 40% of all Evers' or all Philips' criteria were fulfilled, studies were rated as low quality. All studies that met the minimum requirements, but did not meet all the criteria to be rated as high, were classified as medium quality.
      To interpret the overall strength of the health economic evidence, we used the following scheme. Strong evidence required two or more studies of high quality, moderately strong evidence required two or more studies of medium or high quality and limited evidence required at least one study of medium or high quality. Finally, insufficient evidence represents the situation in which there are no studies available, when all available studies have low quality or when the available studies of the highest quality provide contradictory conclusions. To judge whether studies provide contradictory conclusions, we considered the conclusions drawn within the study.

      Results

      Initially, 570 studies from PubMed and 6020 studies from Google Scholar were identified by the search algorithm (Fig. 1). Only 49 studies were assessed as a full text after removing the duplicates and screening the records. From these 49 studies, 26 studies were excluded (see Fig. 1), mainly because they were not a full economic evaluation (19 studies) or did not focus on CS (4 studies). Altogether, 23 studies were included. More than two-thirds of the studies (17 studies)
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      • Park B.
      • Mavanur A.
      • Dahn M.
      • Menzoian J.
      Clinical outcomes and cost comparison of carotid artery angioplasty with stenting versus carotid endarterectomy.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      • Young K.C.
      • Holloway R.G.
      • Burgin W.S.
      • Benesch C.G.
      A cost-effectiveness analysis of carotid artery stenting compared with endarterectomy.
      referred to the United States of America. Six studies referred to European countries, mostly the Netherlands (three studies).
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      Figure thumbnail gr1
      Figure 1Schematic representation of selection process of studies examining the cost of various interventions in carotid artery stenosis.
      Most evaluations (17 studies) were cost–utility analyses,
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      • Young K.C.
      • Holloway R.G.
      • Burgin W.S.
      • Benesch C.G.
      A cost-effectiveness analysis of carotid artery stenting compared with endarterectomy.
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      two were cost-effectiveness analyses
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      • Gurer O.
      • Yapici F.
      • Enc Y.
      • Cinar B.
      • Ketenci B.
      • Ozler A.
      Local versus general anaesthesia for carotid endarterectomy: report of 329 cases.
      and four studies were cost-minimisation analyses.
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Park B.
      • Mavanur A.
      • Dahn M.
      • Menzoian J.
      Clinical outcomes and cost comparison of carotid artery angioplasty with stenting versus carotid endarterectomy.
      With respect to the model type, 14 studies used Markov models,
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      • Young K.C.
      • Holloway R.G.
      • Burgin W.S.
      • Benesch C.G.
      A cost-effectiveness analysis of carotid artery stenting compared with endarterectomy.
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      two studies used unclassified decision-analytic models,
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      and seven studies used ODAs.
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      • Park B.
      • Mavanur A.
      • Dahn M.
      • Menzoian J.
      Clinical outcomes and cost comparison of carotid artery angioplasty with stenting versus carotid endarterectomy.
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      • Gurer O.
      • Yapici F.
      • Enc Y.
      • Cinar B.
      • Ketenci B.
      • Ozler A.
      Local versus general anaesthesia for carotid endarterectomy: report of 329 cases.
      Two of the ODAs were randomised controlled trials.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      Almost all the models (14 of 16 studies) used the lifetime time horizon.
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      • Young K.C.
      • Holloway R.G.
      • Burgin W.S.
      • Benesch C.G.
      A cost-effectiveness analysis of carotid artery stenting compared with endarterectomy.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      In the remaining models, the authors chose 10- and 20-year time horizons.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      These two models used quality-adjusted life years (QALYs) as a health outcome. The time horizon used in the ODAs varied between the hospital stay,
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Gurer O.
      • Yapici F.
      • Enc Y.
      • Cinar B.
      • Ketenci B.
      • Ozler A.
      Local versus general anaesthesia for carotid endarterectomy: report of 329 cases.
      30 days,
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Park B.
      • Mavanur A.
      • Dahn M.
      • Menzoian J.
      Clinical outcomes and cost comparison of carotid artery angioplasty with stenting versus carotid endarterectomy.
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      3 months
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      and 1 year.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      Regarding uncertainty assessment, we found 11 models that performed DSA,
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      • Patel S.G.
      • Collie D.A.
      • Wardlaw J.M.
      • Lewis S.C.
      • Wright A.R.
      • Gibson R.J.
      • et al.
      Outcome, observer reliability and patient preferences if CTA, MRA or Doppler ultrasound were used, individually or together, instead of digital subtraction angiography before carotid endarterectomy.
      four models that performed PSA
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      and three models
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      that performed structural sensitivity analysis (SSA). A total of 15 studies explicitly reported the study perspective. Of these, 11
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      • Young K.C.
      • Holloway R.G.
      • Burgin W.S.
      • Benesch C.G.
      A cost-effectiveness analysis of carotid artery stenting compared with endarterectomy.
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      studies chose the third-party payer perspective, and the remaining four
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      chose the societal perspective. The remaining studies were classified into four studies with a societal perspective
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      • Gurer O.
      • Yapici F.
      • Enc Y.
      • Cinar B.
      • Ketenci B.
      • Ozler A.
      Local versus general anaesthesia for carotid endarterectomy: report of 329 cases.
      and four studies with a third-party payer perspective.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Park B.
      • Mavanur A.
      • Dahn M.
      • Menzoian J.
      Clinical outcomes and cost comparison of carotid artery angioplasty with stenting versus carotid endarterectomy.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      The overall quality assessment yielded seven studies of high, eight of medium and eight of low quality (Table 1, Table 2, Table 3). Methodological quality according to Evers' list (all economic evaluations) ranged from 26% to 84% with an average of 61% (Table 1, Table 2, Table 3). The model quality according to Philips' list ranged from 31% to 74% of all achievable points (average 52%) (Table 4). Although structural aspects have been considered best (on average 68%), data identification and synthesis ranked second (49%) and uncertainty assessment and consistency ranked lowest (36%) (Table 4).
      Table 1Economic evaluation of carotid stenosis treatment.
      AuthorsYearCountryEvaluation typeModel typePerspectivesTime horizonTreatmentHealth outcomeCost/cost-effectiveness (main result)Major data sourceAssessment of health utilitiesMales (%)Age

      mean range (years)
      Evers' list

      score (%)
      Evidence level
      Mahoney et al.2011USACUAODA, RCTThird party payer1 yearCAS vs. CEAQoL, life expectancy, QALYICER: $6555/QALY gained for stentingSAPPHIRE trialEQ–5D (Dolan's value set), time trade-off687279High
      Young et al.2010USACUAMMThird party payerLifetimeCAS vs. CEAPOR, QALY, stroke, death, MICEA dominantGurm et al.: meta-analysis, Luebeke et al.: meta-analysis,

      SPACE trial, EVA-3S trial, SAPPHIRE trial, NASCET, ECST, ACST
      Systematic review of utility values (based on EuroQoL)NS7063High
      Janssen et al.2008NLCUAMMSocietal10 yearsCAS vs. CEAMajor stroke rates, long-term survival, QALYCEA dominantECST trial, Ederle et al.: Cochrane Review, Wohley et al.: ReviewSystematic review of utility values (no unique method)NSNS53Medium
      Park et al.2006USACMODA, CTThird party payer30 daysCAS vs. CEAPerioperative mortality, MI stroke, and deathCEA dominantODANot applicable537163Low
      Kilaru et al.2003USACUAMMThird party payerLifetimeCAS vs. CEAQALY, major and minor strokeCEA dominantNASCETRating scaleNS70 (50–90)58High
      Henriksson et al.2008SECUAMMSocietalLifetimeCEA vs. BMTQALYICER: €34,557/QALY gained for CEAACSTEQ–5D, HUI 2&3, time trade-offNS7068High
      Patel et al.1999USACUAMMThird party payerLifetimeCEA vs. BMTQALY, POR of stroke or death, medical and surgical stroke riskICER: $4462/QALY gained for CEANASCETRating scaleNS66 (60–90)84High
      Cronenwett et al.1997USACUAMMSocietalLifetimeCEA vs. BMTMajor stroke, minor stroke, death, QALYICER: $8000/QALY gained for CEAACAS, NASCET, ECST, and Veterans Administrative Cooperative StudyAssumptions based on previous models666784High
      Kuntz and Kent1996USACUAMMSocietalLifetimeCEA vs. BMTQALY, morbidity, mortalityICER: $4100/QALY gained for CEANASCET, ACASAssumptions1006558Medium
      ACAS: Asymptomatic Carotid Atherosclerosis Study; ACST: Asymptomatic Carotid Surgery Trial; BMT: best medical therapy; CAS: carotid angioplasty and stents; CEA: carotid endarterectomy; CM: cost minimization; CT: controlled trial; CUA: cost–utility analysis; ECST: European Carotid Surgery Trial; EQ–5D: EuroQol – 5 Dimensions; EuroQoL: European Quality of Life Scale; EVA-3S trial: The Endarterectomy vs. Angioplasty in Patients with Symptomatic Severe Carotid Stenosis Trial; HUI: Health Utilities Index; ICER: incremental cost-effectiveness ratio; MI: myocardial infarction; MM: Markov model; NASCET: The North American Symptomatic Carotid Endarterectomy Trial; NL: Netherlands; NS: not stated; ODA: original data analysis; POR: perioperative rate; QALE: quality-adjusted life expectancy; QALY: quality-adjusted life–year; QoL: quality of life; RCT: randomized controlled trial; SAPPHIRE: Stenting and Angioplasty with Protection in Patients at High Risk for Endarterectomy Trial; SE: Sweden; SPACE: Stent-Protected Angioplasty vs. Carotid Endarterectomy Trial; USA: United States of America.
      Table 2Economic evaluation of CEA supporting procedures.
      AuthorsYearCountryEvaluation typeModel typePerspectivesTime horizonTreatmentHealth outcomeCost/cost-effectiveness

      (main result)
      Major data sourceAssessment of health utilitiesMales (%)Age

      mean range (years)
      Evers' list score (%)Evidence level
      Tholen et al.2010NLCUAMMSocietalLifetimeUS vs. MRA vs. CTAQALY, long-term events, net health benefitsICER: €71,419/QALY gained for CTANASCETPrevious models, based on EQ–5D, SF-36, QWB, etc.586279Medium
      Gomes et al.2010UKCEODA, RCTThird party payer30 daysLA vs. GAStroke, morbidity, mortality rates, MILA dominantGALANot applicable70NS58High
      Burnett et al.2005USACUADAMSocietalLifetimeUS vs. completion AG. Other intervention: US vs. nonePerioperative stroke, mortality, QoLUS dominantSystematic reviewNot applicableNSNS42Low
      Gürer et al.2003TRCEODA, obser-vational studySocietalHospital stayLA vs. GAMortality, morbidity rates, strokeLA dominantODANot applicable706526Low
      Post et al.2002NLCUAMMThird party payerLifetimeUS surveillance vs. symptom-guided surveillanceQALY, probability of stroke, minor disability, major disability, deathSymptom-guided surveillance is dominantNASCETTime trade-off706684Medium
      Patel et al.1998USACUAMMThird party payerLifetimePost-operative surveillanceQALY, stroke, DRICER: $126,950/QALY gained for noneACASRating scale1006568Medium
      Garrard et al.1997USACMODA, CTThird party payerHospital stayUS vs. AGOperative results, complicationsUS dominantODANot applicableNS68 (45–92)58Low
      Back et al.1997USACMODA, CTThird party payer3 monthsCEA pathway vs. pre-CEA pathwayMR, complication, strokeCEA pathway dominantODANot applicableNS69 (50–90)68Low
      Ballard et al.1997USACMODA, case series analysisThird party payer30 daysUS vs. AGStroke, DRUS dominantODANot applicable5374 (43–91)53Low
      Kent et al.1995USACUAMMSocietalLifetimeUS vs. MRA vs. AG vs. combination (US + MRA)Mortality, morbidityICER: $22,400/QALY gained for combination (US + MRA)NASCETAssumptions5870 (48–87)64Medium
      ACAS: Asymptomatic Carotid Atherosclerosis Study; AG: angiography; CE: cost-effectiveness; CM: cost minimization; CT: controlled trial; CTA: computer tomographic angiography; CUA: cost–utility analysis; DAM: decision-analytical model; DR: death rate; EQ–5D: EuroQol – 5 Dimensions; GA: general anaesthesia; GALA: General Anaesthesia vs. Local Anaesthesia for Carotid Surgery Trial; ICER: incremental cost-effectiveness ratio; LA: local anaesthesia; MI: myocardial infarction; MM: Markov model; MR: mortality rate; MRA: magnetic resonance angiography; NASCET: The North American Symptomatic Carotid Endarterectomy Trial; NL: Netherlands; NS: not stated; ODA: original data analysis; QALY: quality-adjusted life–year; QoL: quality of life; QWB: Quality of Well-Being; RCT: randomized controlled trial; SF-36: 36-Item Short-Form Health Survey; TR: Turkey; UK: United Kingdom; US: ultrasound; USA: United States of America.
      Table 3Economic evaluation of screening asymptomatic subjects for carotid stenosis.
      AuthorsYearCountryEvaluation typeModel typePerspectivesTime horizonTreatmentHealth outcomeCost/cost-effectiveness (main result)Major data sourceAssessment of health utilitiesMales (%)Age

      mean range (years)
      Evers' list score (%)Evidence level
      Lee et al.1997USACUAMMThird party payerLifetimeScreening using USQALYICER: $120,000/QALY gained for USACASTime trade-off1006563Medium
      Yin and Carpenter1998USACUAMMThird party payerLifetimeScreening using USQALY, stroke, MR, death, strokeICER: $39,495/QALY gained for AGACAS, NASCETPrevious modelsNS6058Medium
      Derdeyn and Powers1996USACUADAMThird party payer20 yearsOne screen vs. annual screenQALY, stroke, deathICER: $35,130/QALY gained for one screenNASCET, ACAS, Extracranial to Intracranial Bypass TrialTime trade-off1006032Low
      Bluth et al.2000USACUAMMThird party payerLifetimePower Doppler imaging vs. duplex DopplerQALYICER: $47,000/QALY gained for power Doppler imagingACASTime trade-off1006542Low
      ACAS: Asymptomatic Carotid Atherosclerosis Study; AG: angiography; CUA: cost–utility analysis; DAM: decision-analytical model; ICER: incremental cost-effectiveness ratio; MM: Markov model; MR: mortality rate; NASCET: The North American Symptomatic Carotid Endarterectomy Trial; NS: not stated; QALY: quality-adjusted life–year; US: ultrasound; USA: United States of America.
      Table 4Quality assessment for the models with a Philips' list.
      AuthorsYearStructural aspect (%)Data (%)Uncertainty and consistency (%)No. of applicable questions out of 58Total Philips' list score (%)
      Young et al.20108670425470
      Tholen et al.20106865755469
      Henriksson et al.20088275585474
      Janssen et al.20085045335444
      Burnett et al.20055525255437
      Kilaru et al.20036455255452
      Post et al.20025050335446
      Bluth et al.2000555335531
      Patel et al.19997740505457
      Patel et al.19988350175556
      Yin and Carpenter19986857335556
      Lee et al.19977750425459
      Cronenwett et al.19976450425454
      Kuntz and Kent19965940335446
      Derdeyn and Powers19965020255433
      Kent et al.19956825175441
      Max.86757574
      Min.5051731
      Mean68493652

      Economic evaluation of carotid stenosis treatment

      Concerning the economic evaluation of carotid stenosis treatment, nine studies were identified
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Kilaru S.
      • Korn P.
      • Kasirajan K.
      • Lee T.Y.
      • Beavers F.P.
      • Lyon R.T.
      • et al.
      Is carotid angioplasty and stenting more cost-effective than carotid endarterectomy?.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Mahoney E.M.
      • Greenberg D.
      • Lavelle T.A.
      • Natarajan A.
      • Berezin R.
      • Ishak K.J.
      • et al.
      Costs and cost-effectiveness of carotid stenting versus endarterectomy for patients at increased surgical risk: results from the SAPPHIRE trial.
      • Park B.
      • Mavanur A.
      • Dahn M.
      • Menzoian J.
      Clinical outcomes and cost comparison of carotid artery angioplasty with stenting versus carotid endarterectomy.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Young K.C.
      • Holloway R.G.
      • Burgin W.S.
      • Benesch C.G.
      A cost-effectiveness analysis of carotid artery stenting compared with endarterectomy.
      • Janssen M.P.
      • de Borst G.J.
      • Mali W.P.
      • Kappelle L.J.
      • Moll F.L.
      • Ackerstaff R.G.
      • et al.
      Carotid stenting versus carotid endarterectomy: evidence basis and cost implications.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      (Table 1, Table 5). Besides the available treatment options (CEA, CAS and best medical treatment (BMT)), the studies also differed with respect to the target population (symptomatic vs. asymptomatic patients, moderate vs. severe stenosis, high risk groups). Strong evidence was found only for two settings: first, symptomatic patients with severe stenosis treated with CEA vs. CAS and, second, asymptomatic patients with moderate stenosis treated with CEA vs. BMT. For the remaining comparisons, either only one high-quality study was available or economic evaluations were not available at all (Table 5). When comparing CEA vs. CAS in ‘asymptomatic patients with severe stenosis’ and in ‘symptomatic patients with moderate stenosis,’ we considered differences in the target population (high risk vs. average risk) when classifying the results, as they yielded different conclusions.
      Table 5Health economic evaluation of the treatment of carotid artery stenosis based on subgroup analysis.
      Carotid endarterectomy vs. carotid angioplasty with stentingCarotid endarterectomy vs. best medical treatmentCarotid angioplasty with stenting vs. best medical treatment
      AsymptomaticSymptomaticAsymptomaticSymptomaticAsymptomaticSymptomatic
      Moderate stenosis (50%–69%)Park et al., 2006

      CEA–DOM (low)
      Kuntz and Kent 1996

      CEA–CE (medium)
      Kuntz and Kent 1996

      CEA–CE (medium)
      Mahoney et al., 2011

      CAS–CE
      At high risk group.
      (high)
      Cronenwett et al., 1997

      CEA–CE
      The study result changes according to age.
      (high)
      Patel et al., 1999

      CEA–CE
      The study result changes according to age.
      (high)
      Young et al., 2010

      CEA–DOM (high)
      Henriksson et al., 2008

      CEA–CE
      The study result changes according to age.
      (high)
      Severe stenosis (70%–99%)Park et al., 2006

      CEA–DOM (low)
      Young et al., 2010

      CEA–DOM (high)
      Mahoney et al., 2011

      CAS–CE
      At high risk group.
      (high)
      Kilaru et al., 2003

      CEA–DOM (high)
      Kilaru et al., 2003

      CEA–DOM (high)
      Janssen et al., 2008

      CEA–DOM (medium)
      In brackets: study quality; BMT: best medical treatment; CE: cost-effective; CAS: carotid angioplasty with stenting; CEA: carotid endarterectomy; DOM: dominant.
      a At high risk group.
      b The study result changes according to age.
      All studies comparing CEA with BMT
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Kuntz K.M.
      • Kent K.C.
      Is carotid endarterectomy cost-effective? An analysis of symptomatic and asymptomatic patients.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      basically agreed that CEA is cost-effective for patients with moderate stenosis. However, three reported a variation in the result with respect to age.
      • Cronenwett J.L.
      • Birkmeyer J.D.
      • Nackman G.B.
      • Fillinger M.F.
      • Bech F.R.
      • Zwolak R.M.
      • et al.
      Cost-effectiveness of carotid endarterectomy in asymptomatic patients.
      • Patel S.T.
      • Haser P.B.
      • Korn P.
      • Bush Jr., H.L.
      • Deitch J.S.
      • Kent K.C.
      Is carotid endarterectomy cost-effective in symptomatic patients with moderate (50% to 69%) stenosis?.
      • Henriksson M.
      • Lundgren F.
      • Carlsson P.
      Cost-effectiveness of endarterectomy in patients with asymptomatic carotid artery stenosis.
      No study was found comparing CAS with BMT (insufficient evidence). Comparisons of CEA and BMT are lacking for patients with severe stenosis (insufficient evidence). However, there is moderate evidence comparing CEA with BMT in symptomatic patients with moderate stenosis and strong evidence comparing CEA with BMT in asymptomatic patients with moderate stenosis. In these cases, CEA is regarded as cost-effective compared with BMT.
      Although CEA was compared with both CAS and BMT, no comparisons were made between CAS and BMT (insufficient evidence). Furthermore, no comparisons were made between CEA and CAS for asymptomatic moderate stenosis patients.

      Economic evaluation of CEA supporting procedures

      CEA is the standard treatment for carotid stenosis and, like other surgeries, it is accompanied by different procedures and investigations. Ten studies are related to such procedures and investigations (Table 2). They were divided into three groups: studies comparing pre-operative investigation; studies dealing with intra-operative procedures; and studies on post-operative ultrasound surveillance.
      The standard pre-operative imaging is the carotid angiogram (AG), and there were five studies that compared potential alternatives with AG.
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      Potential comparators were ‘US’,‘AG’, ‘MRA’, ‘computed tomography angiography’ (CTA), and the combined strategies ‘US + CTA’,‘US + MRA’ and ‘US + MRA supplemented with AG’. There was no strong evidence for any of the pairwise comparisons, as the evidence in none of the studies was based on RCTs. Moderate evidence was available for the comparison of ‘MRA’ vs. ‘US’ (two studies of medium quality concluded that MRA was dominant). For the remaining comparisons, there was limited evidence, as there was one study of medium quality available for each comparison. Furthermore, several comparisons were missing (insufficient evidence).
      Four studies compared duplex Doppler US with AG.
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      Among these, three cost-minimisation analyses (low quality) from the third-party payer perspective found US to be dominant.
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Ballard J.L.
      • Deiparine M.K.
      • Bergan J.J.
      • Bunt T.J.
      • Killeen J.D.
      • Smith L.L.
      Cost-effective evaluation and treatment for carotid disease.
      • Garrard C.L.
      • Manord J.D.
      • Ballinger B.A.
      • Kateiva J.E.
      • Sternbergh 3rd, W.C.
      • Bowen J.C.
      • et al.
      Cost savings associated with the nonroutine use of carotid angiography.
      However, a study of medium quality from the societal perspective
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      conducted a comparison of four imaging strategies: ‘US’, ‘magnetic resonance angiography’ (MRA), ‘AG’, and a ‘combination of US and MRA supplemented with AG’. Their conclusion was that the combination of ‘US and MRA supplemented with AG’ is cost-effective compared with the other strategies. The results of comparisons with other strategies could not be extracted because they were not reported.
      • Kent K.C.
      • Kuntz K.M.
      • Patel M.R.
      • Kim D.
      • Klufas R.A.
      • Whittemore A.D.
      • et al.
      Perioperative imaging strategies for carotid endarterectomy. An analysis of morbidity and cost-effectiveness in symptomatic patients.
      Another study of medium quality compared a different set of strategies (US, CTA, MRA), including combined strategies.
      • Tholen A.T.
      • de Monye C.
      • Genders T.S.
      • Buskens E.
      • Dippel D.W.
      • van der Lugt A.
      • et al.
      Suspected carotid artery stenosis: cost-effectiveness of CT angiography in work-up of patients with recent TIA or minor ischemic stroke.
      They concluded that a combination of US and CTA is the dominant strategy.
      Of the studies dealing with intra-operative procedures,
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      • Gurer O.
      • Yapici F.
      • Enc Y.
      • Cinar B.
      • Ketenci B.
      • Ozler A.
      Local versus general anaesthesia for carotid endarterectomy: report of 329 cases.
      three studies compared local with general anaesthesia and agreed that local anaesthesia is cost-effective.
      • Back M.R.
      • Harward T.R.
      • Huber T.S.
      • Carlton L.M.
      • Flynn T.C.
      • Seeger J.M.
      Improving the cost-effectiveness of carotid endarterectomy.
      • Gomes M.
      • Soares M.O.
      • Dumville J.C.
      • Lewis S.C.
      • Torgerson D.J.
      • Bodenham A.R.
      • et al.
      Cost-effectiveness analysis of general anaesthesia versus local anaesthesia for carotid surgery (GALA Trial).
      • Gurer O.
      • Yapici F.
      • Enc Y.
      • Cinar B.
      • Ketenci B.
      • Ozler A.
      Local versus general anaesthesia for carotid endarterectomy: report of 329 cases.
      However, two of these studies were of low and one of medium quality, resulting in limited economic evidence. Burnett et al.
      • Burnett M.G.
      • Stein S.C.
      • Sonnad S.S.
      • Zager E.L.
      Cost-effectiveness of intraoperative imaging in carotid endarterectomy.
      compared ‘intra-operative US’, ‘completion AG’ and ‘no intra-operative imaging’. However, as this study was of low quality, these findings were rated as providing insufficient evidence.
      Finally, with respect to post-operative US surveillance, our review identified two studies dealing with post-operative surveillance.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      Patel et al. set up a model from the third-party payer perspective to check the timing of surveillance US or doing no surveillance of the patient after CEA, and they concluded that no surveillance is cost-effective.
      • Patel S.T.
      • Kuntz K.M.
      • Kent K.C.
      Is routine duplex ultrasound surveillance after carotid endarterectomy cost-effective?.
      Post et al., on the other hand, checked different surveillance strategies, and they concluded that a symptom-guided follow-up strategy is the most cost-effective.
      • Post P.N.
      • Kievit J.
      • van Baalen J.M.
      • van den Hout W.B.
      • van Bockel J.H.
      Routine duplex surveillance does not improve the outcome after carotid endarterectomy: a decision and cost-utility analysis.
      Both these studies were of medium quality, resulting in moderate evidence.

      Economic evaluation of screening asymptomatic subjects for carotid stenosis

      A further group of studies evaluates screening programs for carotid stenosis (Table 3). The main health effect of the screening models was not based on RCTs, but on the sensitivity and specificity of the test. In consequence, all screening studies were classified as of medium quality. The studies by Lee et al. and Yin and Carpenter compared the following strategies: ‘screen with US, conform by AG and do CEA’, ‘screen with US and do CEA’ and ‘no screening’.
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      Lee et al. concluded that no screening is cost-effective (societal perspective) compared with the alternatives, whereas Yin and Carpenter concluded that ‘screening with US, conforming by AG and doing CEA’ is the most cost-effective strategy (third-party payer perspective).
      • Lee T.T.
      • Solomon N.A.
      • Heidenreich P.A.
      • Oehlert J.
      • Garber A.M.
      Cost-effectiveness of screening for carotid stenosis in asymptomatic persons.
      • Yin D.
      • Carpenter J.P.
      Cost-effectiveness of screening for asymptomatic carotid stenosis.
      Bluth et al. performed a multiple comparison of screening strategies, including ‘power Doppler imaging’, ‘standard duplex Doppler’, ‘MRA’ and ‘AG’. They concluded that power Doppler imaging is cost-effective.
      • Bluth E.I.
      • Sunshine J.H.
      • Lyons J.B.
      • Beam C.A.
      • Troxclair L.A.
      • Althans-Kopecky L.
      • et al.
      Power Doppler imaging: initial evaluation as a screening examination for carotid artery stenosis.
      A further screening study compared US with and without AG, in high- or low-prevalence populations and with different timings.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      In their conclusion, screening once in a high-prevalence asymptomatic group is cost-effective compared with annual screening.
      • Derdeyn C.P.
      • Powers W.J.
      Cost-effectiveness of screening for asymptomatic carotid atherosclerotic disease.
      Overall, the evaluations of screening yielded contradictory conclusions. It is unclear whether and how often screening should be carried out and which screening procedure should be used. Thus, the evidence with respect to screening for asymptomatic carotid stenosis patients was judged to be insufficient.

      Discussion

      We systematically reviewed the literature for economic evaluations of CS treatment, screening and prevention. Although there are many previous systematic reviews in the context of CS,
      • Abbott A.L.
      Medical (nonsurgical) intervention alone is now best for prevention of stroke associated with asymptomatic severe carotid stenosis: results of a systematic review and analysis.
      • Antonopoulos C.N.
      • Kakisis J.D.
      • Sergentanis T.N.
      • Liapis C.D.
      Eversion versus conventional carotid endarterectomy: a meta-analysis of randomised and non-randomised studies.
      • Benade M.M.
      • Warlow C.P.
      Costs and benefits of carotid endarterectomy and associated preoperative arterial imaging: a systematic review of health economic literature.
      • Holloway R.G.
      • Benesch C.G.
      • Rahilly C.R.
      • Courtright C.E.
      A systematic review of cost-effectiveness research of stroke evaluation and treatment.
      • Naylor A.R.
      • Bown M.J.
      Stroke after cardiac surgery and its association with asymptomatic carotid disease: an updated systematic review and meta-analysis.
      only three address economic evaluations.
      • Abbott A.L.
      Medical (nonsurgical) intervention alone is now best for prevention of stroke associated with asymptomatic severe carotid stenosis: results of a systematic review and analysis.
      • Benade M.M.
      • Warlow C.P.
      Costs and benefits of carotid endarterectomy and associated preoperative arterial imaging: a systematic review of health economic literature.
      • Holloway R.G.
      • Benesch C.G.
      • Rahilly C.R.
      • Courtright C.E.
      A systematic review of cost-effectiveness research of stroke evaluation and treatment.
      Within our systematic review, we identified a substantial lack of economic evidence. Strong evidence was found only for two settings, and several comparisons were not available at all. In the context of carotid stenosis treatment, the study quality and the insufficient number of studies were not the only problems; to make a treatment decision based on the published evidence, the following comparisons were missing: CEA vs. CAS in asymptomatic patients with moderate stenosis; CEA vs. BMT in symptomatic and asymptomatic patients with severe stenosis; and CEA vs. BMT in symptomatic patients with moderate stenosis.
      In the context of pre-endarterectomy investigations, none of the observed comparisons was based on RCTs. Thus, as economic analyses cannot provide a higher evidence level than the underlying clinical studies, there was no study of high quality. However, for a given evidence level, most comparisons have been studied only once. Moderate evidence was only provided when comparing MRA vs. US; for the remaining comparisons, there was only limited evidence (one study of medium quality) or insufficient evidence (no study). Overall, from the economic point of view, it is impossible to judge sufficiently which pre-endarterectomy investigations should be performed. When ignoring the evidence level of the single comparisons, one could conclude that either ‘combining US and MRA supplemented with AG’ or ‘combining US with CTA’ is preferable; however, a comparison of these two alternatives is also missing.
      In the economic evaluation of carotid intra-endarterectomy procedures, there was a high proportion of low-quality studies. Although the existing studies concluded that local anaesthesia was superior to general anaesthesia, a further high-quality study would be needed to validate the previous findings. The study comparing ‘US’ vs. ‘US plus completion AG’ should also be re-evaluated, following the requirements of Philips' and Evers' checklists more precisely.
      According to post-endarterectomy US surveillance, further studies would be desirable to validate the view that symptom-guided US surveillance or no US surveillance is the most cost-effective.
      With respect to screening, no RCTs exist that were able to demonstrate a potential health gain. However, based on prevalence data, accuracy data from diagnostic tests and the benefit observed in asymptomatic patients, models found that once-in-a-lifetime screening in a high-prevalence population is cost-effective. Given that once-in-a-lifetime screening is cost-effective, it is still unclear at what age this screening should be performed. To achieve strong evidence, it would be wise, first, to design an ‘optimal’ screening based on the given data, and then to conduct an RCT to validate the modelling results.
      One limitation of this review is that we may not have identified all the relevant studies via our search algorithm. Furthermore, many different outcome measures, such as QALYs, strokes avoided, event-free survival, etc., have been used within the economic evaluations, which complicates comparison. However, even costs per QALY are limited when comparing results, because the methodology used to derive QALYs may vary substantially. Even if there were common standards on how to calculate QALYs, further factors affect the costs per QALY ratio, such as whether unrelated medical costs are included, for which setting (country, perspective, etc.) the analysis was performed and other methodological choices.
      One problem observed within several economic evaluations was a limited methodology of estimating quality of life. As economic evaluations are often based on secondary data, authors were not entirely free in choosing the utility measurement methodology. Sometimes it could not be specified which instrument (e.g., EQ–5D, HUI or SF-36) was used. Neither could it be specified whether utilities corresponded to the time-trade-off approach, the standard gamble or the visual analogue scale. Instead, utility estimates were blended or even corresponded to an educated guess.
      A further limitation is the criteria that we set up to decide whether there is strong, moderate, limited or insufficient evidence. The requirement of at least two economic evaluations to conclude strong or moderate evidence was to guarantee reproducibility. However, others might be satisfied with only one high-quality study. Furthermore, in some cases, there might be ethical reasons for not conducting RCTs and, in consequence, strong evidence, as defined in our study, would never be achieved. The absence of strong evidence in such cases cannot be judged to be a gap in health economic evidence. One has to bear in mind that the goal of decision analysis is to make the best decision on the evidence available.
      In conclusion, in this review, we identified limited evidence on economic evaluations for CS. There is a huge lack of high-quality studies, caused by either economic evaluation methodology or low clinical evidence. Furthermore, there is a lack of studies validating the published results, as higher evidence levels require reproducibility. But also, if the evidence level of the analyses is disregarded, comparisons between alternative strategies are missing. These are comparisons between ‘CAS’ and ‘BMT’ for the treatment of CS and between ‘US combined with MRA supplemented with AG’ and ‘US combined with CTA’ for the pre-endarterectomy imaging technique. Furthermore, there is a gap in subgroup analyses, especially according to factors such as gender, age or chronic diseases such as hypertension, diabetes, ischaemic heart disease or cerebrovascular diseases. There is also missing evidence concerning countries outside the United States of America, as it is well known that the results of economic evaluations depend on the setting, including the health system and the country.
      • Drummond M.F.
      • Sculpher M.J.
      • Torrance G.W.
      • O'Brien B.J.
      • Stoddart G.L.
      Methods for the economic evaluation of health care programmes.
      We recommend filling these gaps in economic evidence. In the long run, this may lead to the more efficient use of available resources.

      Appendix.

      The detailed search algorithm, as applied for both PubMed and Google Scholar, is as follows:
      ‘carotid artery stenosis’ OR ‘carotid angioplasty’ OR ‘carotid ultrasound’ OR ‘carotid endarterectomy’ OR ‘carotid artery stenting’ OR ‘magnetic resonance angiography’ OR ‘carotid stenosis’) AND (‘cost-effectiveness’ OR ‘Markov model’ OR ‘cost–utility’ OR ‘decision-analytic’ OR ‘cost–benefit’ OR ‘cost-effective’ OR ‘costs’ OR ‘cost comparison’ OR ‘economic impact’.

      Funding

      None.

      Conflict of Interest

      None declared.

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