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Cost-Effectiveness of Using the Coronary Artery Calcium Score in Guiding Therapeutic Decisions in Primary Prevention in the Brazilian Population

Abstract

Background:

The use of the coronary artery calcium score to aid cardiovascular risk stratification may be a more cost-effective tool than the conventional strategy.

Objectives:

Evaluation of the cost-effectiveness of the use of the calcium score in therapeutic guidance for primary cardiovascular prevention.

Methods:

A microsimulation model to assess the clinical and economic consequences of atherosclerotic cardiovascular disease, comparing the prevention strategy using the calcium score and the conventional strategy.

Results:

The results obtained demonstrated a better cost-effectiveness of the therapeutic strategy guided by the calcium score, by reducing incremental costs and increasing quality-adjusted life years (QALY), which corresponds, in number, to improving the quality of life of the individual.

Conclusions:

The use of the coronary artery calcium score proved to be more cost-effective than the conventional strategy, both in terms of cost and QALY, in most of the scenarios studied.

Keywords:
Cost-Benefit Analysis; Primary Prevention; Cardiac Imaging Techniques; Coronary Artery Calcium

Resumo

Fundamento:

O emprego do escore de cálcio no auxílio da estratificação de risco cardiovascular pode ser ferramenta com melhor custo-efetividade em comparação à estratégia convencional.

Objetivos:

Avaliação da custo-efetividade do emprego do escore de cálcio na orientação terapêutica para a prevenção primária cardiovascular.

Métodos:

Modelo de microssimulação para avaliar as consequências clínicas e econômicas da doença cardiovascular aterosclerótica, comparando-se a estratégia de prevenção pelo uso do escore de cálcio e a estratégia convencional.

Resultados:

Resultados obtidos demonstram melhor custo-efetividade da estratégia terapêutica guiada pelo escore de cálcio, por meio da redução do custo incremental, e aumento nos anos de vida ajustados por qualidade (QALY), que corresponde, em número, ao benefício incorporado à qualidade de vida do indivíduo.

Conclusões:

O emprego do escore de cálcio mostrou-se mais custo-efetivo que a estratégia convencional tanto em custo como em QALY, na maioria dos cenários estudados.

Palavras-chave:
Análise Custo-Benefício; Prevenção Primária; Técnicas de Imagem Cardíaca; Cálcio Coronariano

Thanks to new ways of classifying the risk of cardiovascular events in primary prevention, which are recommended by the guidelines of the main cardiology societies in the world, there is a significant increase in the population eligible for the use of statins.11 Pencina MJ, Navar-Boggan AM, D’Agostino RB Sr, Williams K, Neely B, Sniderman AD, et al. Application of New Cholesterol Guidelines to a Population-Based Sample. N Engl J Med. 2014;370(15):1422-31. doi: 10.1056/NEJMoa1315665.
https://doi.org/10.1056/NEJMoa1315665...
,22 Stone NJ, Robinson JG, Lichtenstein AH, Merz CNB, Blum CB, Eckel RH, et al. 2013 ACC/AHA Guideline on the Treatment of Blood Cholesterol to Reduce Atherosclerotic Cardiovascular Risk in Adults: A Report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. J Am Coll Cardiol. 2014;63(25 Pt B):2889-934. doi: 10.1016/j.jacc.2013.11.002.
https://doi.org/10.1016/j.jacc.2013.11.0...
As an example of these changes, the 2018 dyslipidemia management and 2019 cardiovascular prevention guidelines of the American Heart Association (AHA) and American College of Cardiology (ACC) suggest the use of a cardiovascular risk score (Pooled Cohort Equations, ASCVD) to estimate the risk of cardiovascular events related to atherosclerosis over a period of ten years.33 Arnett DK, Blumenthal RS, Albert MA, Buroker AB, Goldberger ZD, Hahn EJ, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2019;74(10):e177-232. doi: 10.1016/j.jacc.2019.03.010.
https://doi.org/10.1016/j.jacc.2019.03.0...
,44 Grundy SM, Stone NJ, Bailey AL, Beam C, Birtcher KK, Blumenthal RS, et al. 2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Circulation. 2019;139(25):e1082-143. doi: 10.1161/CIR.0000000000000625.
https://doi.org/10.1161/CIR.000000000000...
This score classifies the individual, according to modifiable and non-modifiable variables, as being at high risk (>20% of events in ten years); moderate risk (7.5–20% of events in ten years); borderline (5–7.5% of events in ten years) and low risk (<5% of events in ten years).33 Arnett DK, Blumenthal RS, Albert MA, Buroker AB, Goldberger ZD, Hahn EJ, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2019;74(10):e177-232. doi: 10.1016/j.jacc.2019.03.010.
https://doi.org/10.1016/j.jacc.2019.03.0...
,44 Grundy SM, Stone NJ, Bailey AL, Beam C, Birtcher KK, Blumenthal RS, et al. 2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Circulation. 2019;139(25):e1082-143. doi: 10.1161/CIR.0000000000000625.
https://doi.org/10.1161/CIR.000000000000...

However, it is possible to note that this classification unites a heterogeneous cardiovascular risk population, since a portion of individuals who are candidates for statin use do not show symptoms or signs of overt atherosclerotic disease. Consequently, many individuals eligible for pharmacological therapy could marginally benefit from this therapy in the long term, since the accumulated benefit of the treatment is directly proportional to the baseline risk.22 Stone NJ, Robinson JG, Lichtenstein AH, Merz CNB, Blum CB, Eckel RH, et al. 2013 ACC/AHA Guideline on the Treatment of Blood Cholesterol to Reduce Atherosclerotic Cardiovascular Risk in Adults: A Report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. J Am Coll Cardiol. 2014;63(25 Pt B):2889-934. doi: 10.1016/j.jacc.2013.11.002.
https://doi.org/10.1016/j.jacc.2013.11.0...
,55 Nasir K, Bittencourt MS, Blaha MJ, Blankstein R, Agatson AS, Rivera JJ, et al. Implications of Coronary Artery Calcium Testing Among Statin Candidates According to American College of Cardiology/American Heart Association Cholesterol Management Guidelines: MESA (Multi-Ethnic Study of Atherosclerosis). J Am Coll Cardiol. 2015;66(15):1657-68. doi: 10.1016/j.jacc.2015.07.066.
https://doi.org/10.1016/j.jacc.2015.07.0...

In this scenario, the coronary artery calcium score (CAC), performed by means of computed tomography to quantify the atherosclerotic burden of individuals, may be useful to reclassify the intermediate patient to low or high risk of events, avoiding or eventually even intensifying the need for lipid-lowering therapy in this population.33 Arnett DK, Blumenthal RS, Albert MA, Buroker AB, Goldberger ZD, Hahn EJ, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2019;74(10):e177-232. doi: 10.1016/j.jacc.2019.03.010.
https://doi.org/10.1016/j.jacc.2019.03.0...
,44 Grundy SM, Stone NJ, Bailey AL, Beam C, Birtcher KK, Blumenthal RS, et al. 2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Circulation. 2019;139(25):e1082-143. doi: 10.1161/CIR.0000000000000625.
https://doi.org/10.1161/CIR.000000000000...
,66 Erbel R, Möhlenkamp S, Moebus S, Schmermund A, Lehmann N, Stang A, et al. Coronary Risk Stratification, Discrimination, and Reclassification Improvement Based on Quantification of Subclinical Coronary Atherosclerosis: The Heinz Nixdorf Recall Study. J Am Coll Cardiol. 2010;56(17):1397-406. doi: 10.1016/j.jacc.2010.06.030.
https://doi.org/10.1016/j.jacc.2010.06.0...
,77 Detrano R, Guerci AD, Carr JJ, Bild DE, Burke G, Folsom AR, et al. Coronary Calcium as a Predictor of Coronary Events in Four Racial or Ethnic Groups. N Engl J Med. 2008;358(13):1336-45. doi: 10.1056/NEJMoa072100.
https://doi.org/10.1056/NEJMoa072100...

Thus, it is important to evaluate the therapeutic effectiveness and cost-effectiveness of this tool in comparison to other mechanisms of risk stratification of the population, with the objective of guiding clinical practice, as well as strategically directing health efforts and resources.

Several cost-effectiveness studies have compared the use of CAC to therapy guided by risk scores or other classification methods.55 Nasir K, Bittencourt MS, Blaha MJ, Blankstein R, Agatson AS, Rivera JJ, et al. Implications of Coronary Artery Calcium Testing Among Statin Candidates According to American College of Cardiology/American Heart Association Cholesterol Management Guidelines: MESA (Multi-Ethnic Study of Atherosclerosis). J Am Coll Cardiol. 2015;66(15):1657-68. doi: 10.1016/j.jacc.2015.07.066.
https://doi.org/10.1016/j.jacc.2015.07.0...
,88 Ribeiro RA, Duncan BB, Ziegelmann PK, Stella SF, Vieira JL, Restelatto LM, et al. Cost-effectiveness of High, Moderate and Low-dose Statins in the Prevention of Vascular Events in the Brazilian Public Health System. Arq Bras Cardiol. 2015;104(1):32-44. doi: 10.5935/abc.20140173.
https://doi.org/10.5935/abc.20140173...
1111 Hong JC, Blankstein R, Shaw LJ, Padula WV, Arrieta A, Fialkow JA, et al. Implications of Coronary Artery Calcium Testing for Treatment Decisions Among Statin Candidates According to the ACC/AHA Cholesterol Management Guidelines: A Cost-Effectiveness Analysis. JACC Cardiovasc Imaging. 2017;10(8):938-52. doi: 10.1016/j.jcmg.2017.04.014.
https://doi.org/10.1016/j.jcmg.2017.04.0...
Among them, Nasir et al. studied the cost-effectiveness of using CAC and compared it with stratification guided only by the risk score for cardiovascular events. This analysis used data and expected costs in the United States and was based on population data from the Multi-Ethnic Study of Atherosclerosis (MESA), a cohort composed of 6,814 participants from different study centers in the country.1212 Bild DE, Bluemke DA, Burke GL, Detrano R, Roux AVD, Folsom AR, et al. Multi-Ethnic Study of Atherosclerosis: Objectives and Design. Am J Epidemiol. 2002;156(9):871-81. doi: 10.1093/aje/kwf113.
https://doi.org/10.1093/aje/kwf113...

Here, we used the aforementioned study as a reference, with the same population base mentioned, adapting the costs to the Brazilian reality, to determine the reproducibility of the method in Brazil.

Methods

In this analysis, the methods were replicated from the article published by Nasir et al., using a microsimulation model (TreeAge Pro version 2016 — Williamstown, MA, USA). The model simulates the clinical and economic consequences on the basis of atherosclerotic cardiovascular disease, in the context of primary prevention in patients with moderate cardiovascular risk. The strategies compared in this analysis are (Figure 1) explained below.

Figure 1
Strategies for risk stratification in intermediate-risk patients.

Strategy 1 (conventional): patients did not undergo CAC and were submitted to pharmacological therapy with moderate-intensity statin.

Strategy 2 (CAC: The CAC was determined in patients, and treatment was guided by the outcome. Subjects with CAC 1–100 underwent moderate-intensity statin treatment.

With a CAC value greater than 100, treatment with high-intensity statin was started. However, with CAC 0, drug treatment was not started.

The intensity of treatment with statins, classified as low-, moderate- and high-intensity, follows the criteria contained in the guidelines of the AHA and the Brazilian Society of Cardiology (SBC).44 Grundy SM, Stone NJ, Bailey AL, Beam C, Birtcher KK, Blumenthal RS, et al. 2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Circulation. 2019;139(25):e1082-143. doi: 10.1161/CIR.0000000000000625.
https://doi.org/10.1161/CIR.000000000000...
,1313 Faludi AA, Izar MCO, Saraiva JFK, Chacra APM, Bianco HT, Afiune A Neto, et al. Atualização da Diretriz Brasileira de Dislipidemias e Prevenção da Aterosclerose – 2017. Arq Bras Cardiol. 2017;109(2 Supl 1):1-76. doi: 10.5935/abc.20170121.
https://doi.org/10.5935/abc.20170121...
The other medications for continuous use, if indicated, were not modified after the risk reclassification.

The comparative analysis of the cost-effectiveness study was based on quality-adjusted life years (QALY) as a measure of benefit. QALY is a health outcome measure, which combines the population's quantity (mortality) and quality (morbidity) of life in a numerical index, being useful to compare and analyze the comparative result between strategies 1 and 2.

The population of this analysis, as mentioned, is based on the MESA study, and the population characteristics and distribution of the calcium score according to cardiovascular risk, based on the ACC/AHA scores, are shown in Tables 1 and 2.

Table 1
Characteristics and distribution of coronary artery calcium score in the Multi-Ethnic Study of Atherosclerosis population based on cardiovascular risk categories
Table 2
Distribution of coronary artery calcium scores according to American College of Cardiology and American Heart Association guidelines

In this investigation, patients were run through the model until they had a cardiovascular event or death from other causes, and the number of years of statin use or cardiovascular event was searched for each patient. The time horizon was updated with one-year cycles. All costs and results were discounted at 3% per year.

As a limitation of our study, we emphasize that the analysis of the assumptions was not performed, since in this case, the results are extensions of studies carried out previously.

Costs

As previously mentioned, the costs were adapted to the Brazilian reality. The values are shown in Table 3, in reais (R$) and, due to the high variability, they are represented in the table in three scales: median, minimum and maximum. Thus, our analysis was conducted with a wide range of assumptions.

Table 3
Brazilian costs

It is important to note that the cost of CAC was added to the model only once, as the test is not repeated frequently. In the literature, the warrant time, that is, CAC guarantee time for individuals with CAC=0, is relatively long in addition to being individualized, taking into account several aspects such as age, sex and the presence of risk factors, including diabetes. Therefore, in case of a zero calcium score, the indication of its repetition is variable and may be indicated at intervals of three to seven years.1414 Dzaye O, Dardari ZA, Cainzos-Achirica M, Blankstein R, Agatston AS, Duebgen M, et al. Warranty Period of a Calcium Score of Zero: Comprehensive Analysis From MESA. JACC Cardiovasc Imaging. 2021;14(5):990-1002. doi: 10.1016/j.jcmg.2020.06.048.
https://doi.org/10.1016/j.jcmg.2020.06.0...

The rest of the clinical parameters, including probabilistic multiparameter sensitivity analyses, were used as described in the previous publication.

Results

When comparing the cost-effectiveness of using CAC in the cardiovascular stratification of primary prevention of individuals with moderate cardiovascular risk between strategies 1 and 2, we observed that when considering the median cost of all statins and the CAC, there was a statistically significant reduction of R$ 672.00 in accumulated costs in favor of the group in which CAC was determined (Table 4 – base case). In the same way, when the cost of the statin was reduced to the median of moderate-intensity statins, the accumulated cost difference of R$ 423.00 remained, also favorable to the performance of the CAC. In another analysis, we observed that in addition to the financial benefit, there was a greater QALY survival, which confirmed the cost-effectiveness of the method in relation to the conventional strategy based on the guidelines.

Table 4
Parameters for the microsimulation model that compared strategies for statin therapy in individuals at intermediate risk for an ASCVD event

Considering the multiple variables presented, 10,000 Monte Carlo simulations were also performed to illustrate the probabilistic sensitivity analysis of the multiple parameters included in the model (Figure 2). The graph in question analyzed the use of the conventional strategy, that is, the non-use of CAC in stratification, through an incremental gain of QALY on the X axis and the incremental cost ($ — in local currency of reais) on the Y axis. Each point on the graph represents a cross between the 10,000 possible simulations. Therefore, it is possible to infer that using the conventional strategy of stratification in these individuals, more than 95% of the combinations were associated with an incremental gain in cost without an incremental gain in QALY; that is, they were favorable to the use of CAC. Thus, there was a financial benefit when comparing the conventional strategy to the strategy that used CAC. However, when analyzing QALY, there was a greater dispersion of the simulations, which did not show a clear difference between the strategies used in the sensitivity analysis, despite a slight tendency to favor the group that involved CAC.

Figure 2
Monte Carlo simulations with 10,000 multivariate analyses.

Discussion

Therefore, based on the results of this analysis, adjusted for Brazilian costs, we have data that are favorable to the use of strategy 2, that is, the use of CAC to support cardiovascular stratification and statin indication, with better cost-effectiveness. compared to strategy 1 (conservative).

When comparing the cost-effectiveness of using the CAC as a tool to aid in risk stratification in patients undergoing primary prevention and moderate risk of cardiovascular events, we understand its real benefits and its applicability in clinical practice. The factors that support this analysis are: 1) the reduction of the incremental cost of each strategy; and 2) the increase in QALY, which corresponds, in number, to the benefit incorporated into the individual's quality of life.

The results obtained in this study are in agreement with the literature, even after adjusting the costs to the Brazilian reality. Thus, stratifying individuals at moderate risk for cardiovascular events with CAC and on the basis of the results obtained, deciding whether or not to use a statin proves to be advantageous compared to the conservative strategy.

Thus, the number of individuals eligible for drug treatment is limited and consequently the possibility of adverse drug-related effects. At the same time, treatment of the individual is initiated with real benefit from its use, and therefore, cardiovascular events associated with atherosclerosis can be prevented. Therefore, the cost-effectiveness of the strategy that includes the use of CAC in the stratification of these individuals is evident, as an extremely important tool when implemented on a large scale.

  • Sources of Funding
    There were no external funding sources for this study.
  • Study Association
    This study is not associated with any thesis or dissertation work.
  • Ethics approval and consent to participate
    This article does not contain any studies with human participants or animals performed by any of the authors.

Referências

  • 1
    Pencina MJ, Navar-Boggan AM, D’Agostino RB Sr, Williams K, Neely B, Sniderman AD, et al. Application of New Cholesterol Guidelines to a Population-Based Sample. N Engl J Med. 2014;370(15):1422-31. doi: 10.1056/NEJMoa1315665.
    » https://doi.org/10.1056/NEJMoa1315665
  • 2
    Stone NJ, Robinson JG, Lichtenstein AH, Merz CNB, Blum CB, Eckel RH, et al. 2013 ACC/AHA Guideline on the Treatment of Blood Cholesterol to Reduce Atherosclerotic Cardiovascular Risk in Adults: A Report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines. J Am Coll Cardiol. 2014;63(25 Pt B):2889-934. doi: 10.1016/j.jacc.2013.11.002.
    » https://doi.org/10.1016/j.jacc.2013.11.002
  • 3
    Arnett DK, Blumenthal RS, Albert MA, Buroker AB, Goldberger ZD, Hahn EJ, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. J Am Coll Cardiol. 2019;74(10):e177-232. doi: 10.1016/j.jacc.2019.03.010.
    » https://doi.org/10.1016/j.jacc.2019.03.010
  • 4
    Grundy SM, Stone NJ, Bailey AL, Beam C, Birtcher KK, Blumenthal RS, et al. 2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Circulation. 2019;139(25):e1082-143. doi: 10.1161/CIR.0000000000000625.
    » https://doi.org/10.1161/CIR.0000000000000625
  • 5
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    » https://doi.org/10.1016/j.jacc.2015.07.066
  • 6
    Erbel R, Möhlenkamp S, Moebus S, Schmermund A, Lehmann N, Stang A, et al. Coronary Risk Stratification, Discrimination, and Reclassification Improvement Based on Quantification of Subclinical Coronary Atherosclerosis: The Heinz Nixdorf Recall Study. J Am Coll Cardiol. 2010;56(17):1397-406. doi: 10.1016/j.jacc.2010.06.030.
    » https://doi.org/10.1016/j.jacc.2010.06.030
  • 7
    Detrano R, Guerci AD, Carr JJ, Bild DE, Burke G, Folsom AR, et al. Coronary Calcium as a Predictor of Coronary Events in Four Racial or Ethnic Groups. N Engl J Med. 2008;358(13):1336-45. doi: 10.1056/NEJMoa072100.
    » https://doi.org/10.1056/NEJMoa072100
  • 8
    Ribeiro RA, Duncan BB, Ziegelmann PK, Stella SF, Vieira JL, Restelatto LM, et al. Cost-effectiveness of High, Moderate and Low-dose Statins in the Prevention of Vascular Events in the Brazilian Public Health System. Arq Bras Cardiol. 2015;104(1):32-44. doi: 10.5935/abc.20140173.
    » https://doi.org/10.5935/abc.20140173
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    van Kempen BJ, Ferket BS, Steyerberg EW, Max W, Hunink MGM, Fleischmann KE. Comparing the Cost-effectiveness of Four Novel Risk Markers for Screening Asymptomatic Individuals to Prevent Cardiovascular Disease (CVD) in the US Population. Int J Cardiol. 2016;203:422-31. doi: 10.1016/j.ijcard.2015.10.171.
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    van Kempen BJ, Spronk S, Koller MT, Elias-Smale SE, Fleischmann KE, Ikram MA, et al. Comparative Effectiveness and Cost-effectiveness of Computed Tomography Screening for Coronary Artery Calcium in Asymptomatic Individuals. J Am Coll Cardiol. 2011;58(16):1690-701. doi: 10.1016/j.jacc.2011.05.056.
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  • 11
    Hong JC, Blankstein R, Shaw LJ, Padula WV, Arrieta A, Fialkow JA, et al. Implications of Coronary Artery Calcium Testing for Treatment Decisions Among Statin Candidates According to the ACC/AHA Cholesterol Management Guidelines: A Cost-Effectiveness Analysis. JACC Cardiovasc Imaging. 2017;10(8):938-52. doi: 10.1016/j.jcmg.2017.04.014.
    » https://doi.org/10.1016/j.jcmg.2017.04.014
  • 12
    Bild DE, Bluemke DA, Burke GL, Detrano R, Roux AVD, Folsom AR, et al. Multi-Ethnic Study of Atherosclerosis: Objectives and Design. Am J Epidemiol. 2002;156(9):871-81. doi: 10.1093/aje/kwf113.
    » https://doi.org/10.1093/aje/kwf113
  • 13
    Faludi AA, Izar MCO, Saraiva JFK, Chacra APM, Bianco HT, Afiune A Neto, et al. Atualização da Diretriz Brasileira de Dislipidemias e Prevenção da Aterosclerose – 2017. Arq Bras Cardiol. 2017;109(2 Supl 1):1-76. doi: 10.5935/abc.20170121.
    » https://doi.org/10.5935/abc.20170121
  • 14
    Dzaye O, Dardari ZA, Cainzos-Achirica M, Blankstein R, Agatston AS, Duebgen M, et al. Warranty Period of a Calcium Score of Zero: Comprehensive Analysis From MESA. JACC Cardiovasc Imaging. 2021;14(5):990-1002. doi: 10.1016/j.jcmg.2020.06.048.
    » https://doi.org/10.1016/j.jcmg.2020.06.048

Publication Dates

  • Publication in this collection
    10 June 2022
  • Date of issue
    2022

History

  • Received
    27 Apr 2021
  • Reviewed
    09 July 2021
  • Accepted
    01 Sept 2021
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