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  2. Keyword: Public Health Surveillance
Unconventional Anthropometric Indicators: Foundations, Applicability, and Validity as Predictors of Health Conditions
IJCS
Review Article

Unconventional Anthropometric Indicators: Foundations, Applicability, and Validity as Predictors of Health Conditions

Haroldo da Silva Ferreira et al. Antonio Fernando Silva Xavier Júnior Élison Ruan da Silva Almeida Tainá Cardoso Caminha-Uchôa … Andressa Bruna Batista de Verçoza Hitalo de Moraes Vieira

Abstract

Several anthropometric parameters have been proposed as indicators of health conditions. Some have achieved wide acceptance and applicability. Others, although grounded in solid theoretical frameworks and demonstrating good diagnostic validity, have not gained the same level of recognition. These are referred to here as “unconventional anthropometric indicators”. This article aims to provide a descriptive and conceptual synthesis of these measures, addressing their nuances and applicability. It is a narrative review that discusses the following indicators: Head-to-height index (HHI), Waist-to-Height Ratio (WHtR), Conicity Index (C-Index), Waist-to-Hip Ratio (WHR), A Body Shape Index (ABSI), Neck Circumference (NC), and Adductor Pollicis Muscle Thickness (APMT). WHtR, C-Index, WHR, and ABSI are based on the identification of abdominal fat accumulation and its association with cardiometabolic risks. However, for this purpose, waist circumference stands out due to its methodological simplicity and predictive effectiveness. NC is an indicator of subcutaneous fat, whose excess increases disease risk and is not influenced by factors that alter abdominal volume. APMT identifies muscle depletion and is comparable to other anthropometric predictors of malnutrition risk. HHI was proposed to identify individuals who experienced undernutrition early in life. Grounded in a robust theoretical foundation, it is a promising tool for advancing research on the Developmental Origins of Health and Disease (DOHaD). The indicators analyzed are valuable for monitoring cardiometabolic risk factors, each with its unique characteristics. Understanding these particularities is essential for selecting the most appropriate indicators for different contexts, thus enabling more effective interventions.

  • Anthropometry
  • Cardiometabolic Risk Factors
  • Nutrition Assessment
  • Public Health Surveillance
  • Risk Factors
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Creative Commons Attribution (CC BY) Creative Commons license
27/06/2025 DOI: 10.36660/ijcs.20240163 Views 3
ABC
Original Article

Prevalence and Factors Associated with Metabolic Syndrome among Brazilian Adult Population: National Health Survey – 2013

Elyssia Karine Nunes Mendonça Ramires et al. Risia Cristina Egito de Menezes Giovana Longo-Silva Taíse Gama dos Santos … Patrícia de Menezes Marinho Jonas Augusto Cardoso da Silveira

Abstract

Background:

In Brazil, population-based researches analyzing prevalence and factors associated with metabolic syndrome (MS), a recognized predictor of cardiovascular diseases (CVD), and an important cause of disability and death in the country are scarce.

Objective:

To evaluate prevalence of MS and its associated factors in Brazilian population.

Methods:

Secondary analysis of the 2013 National Health Survey, a cross-sectional survey with national representativeness of Brazilian adult population (n = 59,402). MS was the outcome variable, defined from harmonization of cardiology international consensus as load ≥ 3 of the following components: self-reported diabetes and hypercholesterolemia, high blood pressure and high waist circumference. Analysis were stratified by sex and prevalence ratios, with their respective 99% confidence intervals (PR [CI 99%]) calculated by simple and multiple Poisson regression models.

Results:

MS prevalence was 8.9%, being significantly higher among women compared to men; in general, this pattern was maintained in relation to exposure variables studied. Additionally, less than 25% of population did not present any MS component. In final multiple models, sociodemographic, behavioral and comorbidity variables were associated with MS, however, while low schooling (1.46 [1.23-1.74], cerebrovascular accident (1.36 [1], 00] (1.28 [1.03-1.62]) were associated among women, chronic renal failure (1.85 [2.23-2.76]) was associated exclusively among men.

Conclusion:

We identified MS high prevalence in Brazilian population; on the other hand, factors associated with this condition were different depending on sex.

  • Adult
  • Cardiovascular Diseases, mortality
  • Epidemiology
  • Health Surveys
  • Metabolic Syndrome / epidemiology
  • Public Health Surveillance
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Creative Commons Attribution (CC BY) Creative Commons license
01/05/2018 DOI: 10.5935/abc.20180072 Views 1

How to cite this article

EndNote RIS

Electronic Document Format (Vancouver)

Ferreira HS, Xavier Júnior AFS, Almeida RS, Caminha-Uchôa TC, Verçoza ABB, Vieira HM. Unconventional Anthropometric Indicators: Foundations, Applicability, and Validity as Predictors of Health Conditions. International Journal of Cardiovascular Sciences 2025;38:e20240163.

Electronic Document Format (ABNT)

Ferreira, Haroldo da Silva; Xavier Júnior, Antonio Fernando Silva; Almeida, Élison Ruan da Silva; Caminha-Uchôa, Tainá Cardoso; Verçoza, Andressa Bruna Batista de; Vieira, Hitalo de Moraes. Unconventional Anthropometric Indicators: Foundations, Applicability, and Validity as Predictors of Health Conditions. International Journal of Cardiovascular Sciences, v. 38, e20240163, Jun. 2025.

Electronic Document Format (APA)

Ferreira, H. S., Xavier Júnior, A. F. S., Almeida, R. S., Caminha-Uchôa, T. C., Verçoza, A. B. B. , & Vieira, H. M. (2025). Unconventional Anthropometric Indicators: Foundations, Applicability, and Validity as Predictors of Health Conditions. International Journal of Cardiovascular Sciences, 38, e20240163.

Electronic Document Format (ISO)

Ferreira, Haroldo da Silva and Xavier Júnior, Antonio Fernando Silva and Almeida, Élison Ruan da Silva and Caminha-Uchôa, Tainá Cardoso and Verçoza, Andressa Bruna Batista de and Vieira, Hitalo de Moraes. Unconventional Anthropometric Indicators: Foundations, Applicability, and Validity as Predictors of Health Conditions. International Journal of Cardiovascular Sciences [online]. 2025, vol. 38, [cited 2026-10-14], e20240163. Available from: <https://journals.cardiol.br/en/article/unconventional-anthropometric-indicators-foundations-applicability-and-validity-as-predictors-of-health-conditions/>. ISSN 2359-4802

EndNote RIS

Electronic Document Format (Vancouver)

Ramires EKNM, Menezes RCE, Longo-Silva G, Santos TG, Marinho PM, Silveira JAC. Prevalence and Factors Associated with Metabolic Syndrome among Brazilian Adult Population: National Health Survey – 2013. Arquivos Brasileiros de Cardiologia 2018;110(5):455-66.

Electronic Document Format (ABNT)

Ramires, Elyssia Karine Nunes Mendonça; Menezes, Risia Cristina Egito de; Longo-Silva, Giovana; Santos, Taíse Gama dos; Marinho, Patrícia de Menezes; Silveira, Jonas Augusto Cardoso da. Prevalence and Factors Associated with Metabolic Syndrome among Brazilian Adult Population: National Health Survey – 2013. Arquivos Brasileiros de Cardiologia, v. 110, n. 5, p. 455-466, Apr. 2018.

Electronic Document Format (APA)

Ramires, E. K. N. M., Menezes, R. C. E. , Longo-Silva, G., Santos, T. G. , Marinho, P. M., & Silveira, J. A. C. (2018). Prevalence and Factors Associated with Metabolic Syndrome among Brazilian Adult Population: National Health Survey – 2013. Arquivos Brasileiros de Cardiologia, 110(5), 455-466.

Electronic Document Format (ISO)

Ramires, Elyssia Karine Nunes Mendonça and Menezes, Risia Cristina Egito de and Longo-Silva, Giovana and Santos, Taíse Gama dos and Marinho, Patrícia de Menezes and Silveira, Jonas Augusto Cardoso da. Prevalence and Factors Associated with Metabolic Syndrome among Brazilian Adult Population: National Health Survey – 2013. Arquivos Brasileiros de Cardiologia [online]. 2018, vol. 110, n. 5, [cited 2026-10-14], pp. 455-466. Available from: <https://journals.cardiol.br/en/article/prevalence-and-factors-associated-with-metabolic-syndrome-among-brazilian-adult-population-national-health-survey-2013/>. ISSN 0066-782X

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