Odds Ratio: Review about the Meaning of an Epidemiological Measure

Detalhes bibliográficos
Autor(a) principal: Aguiar, Pedro
Data de Publicação: 2013
Outros Autores: Nunes, Baltazar
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://www.actamedicaportuguesa.com/revista/index.php/amp/article/view/4253
Resumo: Introduction: It is very important to review the meaning of the Odds Ratio as a measure of effect and association, as well as, the bias of the Odds Ratio when it is assumed as a risk ratio or a prevalence ratio in the case of frequent disease or frequent health outcome.Material and Methods: We simulated in a cohort of 200 individuals with 100 exposed and 100 non-exposed to a risk factor, a first setting of rare disease and a second setting of a more frequent disease. In both settings the risk ratios were similar. We computed the Odds Ratio and Relative Risks by the classical approach (standard method) and respectively by logistic regression and Poisson regression. After these, we introduced in the cohort a confounding variable and then we computed the Odds Ratio and Relative Risk by Mantel-Hanszel stratified analysis (standard method) and respectively by multiple logistic regression and multiple Poisson regression.We used the 95% confidence interval in parameter estimation and SPSS V20 was used in statistical analysis.Results: In the case of rare disease the Odds Ratio was very close to the Relative Risk. For more frequent disease the Odds Ratio overestimated the Relative Risk. In this situation and with a confounding variable, the relative Risk adjusted by Poisson regression was more valid then the Odds Ratio to represent a risk ratio. The confidence intervals of the Relative Risk adjusted by Poisson regression were always greater than Mantel-Hanszel confidence intervals.Conclusions: The Odds Ratio and multiple logistic regression were valid analytic procedures in several epidemiological designs such as case-control studies and exploratory prospective studies as well as exploratory cross-sectional studies. The Odds Ratio should not be interpreted as a risk ratio or a prevalence ratio in the case of a health outcome that it is not rare. The multiple Poisson regression should be considered as an alternative procedure to logistic regression, especially if we want to estimate the effect of a specific exposure to a risk factor.
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spelling Odds Ratio: Review about the Meaning of an Epidemiological MeasureOdds Ratio: Reflexão sobre a Validade de uma Medida de Referência em EpidemiologiaIntroduction: It is very important to review the meaning of the Odds Ratio as a measure of effect and association, as well as, the bias of the Odds Ratio when it is assumed as a risk ratio or a prevalence ratio in the case of frequent disease or frequent health outcome.Material and Methods: We simulated in a cohort of 200 individuals with 100 exposed and 100 non-exposed to a risk factor, a first setting of rare disease and a second setting of a more frequent disease. In both settings the risk ratios were similar. We computed the Odds Ratio and Relative Risks by the classical approach (standard method) and respectively by logistic regression and Poisson regression. After these, we introduced in the cohort a confounding variable and then we computed the Odds Ratio and Relative Risk by Mantel-Hanszel stratified analysis (standard method) and respectively by multiple logistic regression and multiple Poisson regression.We used the 95% confidence interval in parameter estimation and SPSS V20 was used in statistical analysis.Results: In the case of rare disease the Odds Ratio was very close to the Relative Risk. For more frequent disease the Odds Ratio overestimated the Relative Risk. In this situation and with a confounding variable, the relative Risk adjusted by Poisson regression was more valid then the Odds Ratio to represent a risk ratio. The confidence intervals of the Relative Risk adjusted by Poisson regression were always greater than Mantel-Hanszel confidence intervals.Conclusions: The Odds Ratio and multiple logistic regression were valid analytic procedures in several epidemiological designs such as case-control studies and exploratory prospective studies as well as exploratory cross-sectional studies. The Odds Ratio should not be interpreted as a risk ratio or a prevalence ratio in the case of a health outcome that it is not rare. The multiple Poisson regression should be considered as an alternative procedure to logistic regression, especially if we want to estimate the effect of a specific exposure to a risk factor.Introdução: É importante rever a validade do Odds Ratio como medida de associação e efeito, assim como, qual o viés introduzido pelo Odds Ratio quando este representa uma razão de riscos ou uma razão de prevalências em situação de doença mais frequente.Material e Métodos: Simulámos numa coorte de 200 indivíduos com 100 expostos e 100 não expostos a um fator de risco, um cenário de doença rara e outro de doença mais frequente, com razão de riscos igual em ambos os cenários. Determinaram-se o Odds Ratio e o Risco Relativo pelo método clássico (padrão) e respectivamente por regressão logística e regressão de Poisson. Introduziu-se de seguida uma variável de confundimento e determinaram-se o Odds Ratio e o Risco Relativo pelo método de Mantel-Hanszel (análise estratificada padrão) e respectivamente por regressão logística e regressão de Poisson. As análises estatísticas foram efectuadas em SPSS V20.Resultados: Para a doença rara, o Odds Ratio aproximou-se do Risco Relativo. Quando a doença foi mais frequente, o Odds Ratio sobrestimou o Risco Relativo. Nesta situação, e com a presença de uma variável de confundimento, o Risco Relativo ajustado por regressão de Poisson permitiu obter estimativas mais válidas da razão de riscos que o Odds Ratio ajustado por regressão logística. Os intervalos de confiança do Risco Relativo estimado por regressão de Poisson foram sempre mais largos que os determinados por análise de Mantel-Hanszel.Conclusões: O Odds Ratio e a regressão logística múltipla são procedimentos válidos em estudos caso-controlo e em estudosprospetivos e transversais de natureza exploratória. O Odds Ratio não deve ser interpretado como uma razão de riscos ou razão de prevalências se o resultado de saúde não é raro. A análise de regressão múltipla de Poisson deve ser considerada como alternativa válida à regressão logística múltipla, especialmente em estudos de uma exposição específica.Ordem dos Médicos2013-10-31info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://www.actamedicaportuguesa.com/revista/index.php/amp/article/view/4253oai:ojs.www.actamedicaportuguesa.com:article/4253Acta Médica Portuguesa; Vol. 26 No. 5 (2013): September-October; 505-510Acta Médica Portuguesa; Vol. 26 N.º 5 (2013): Setembro-Outubro; 505-5101646-07580870-399Xreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPporhttps://www.actamedicaportuguesa.com/revista/index.php/amp/article/view/4253https://www.actamedicaportuguesa.com/revista/index.php/amp/article/view/4253/3768Aguiar, PedroNunes, Baltazarinfo:eu-repo/semantics/openAccess2022-12-20T11:03:30Zoai:ojs.www.actamedicaportuguesa.com:article/4253Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:18:46.362725Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Odds Ratio: Review about the Meaning of an Epidemiological Measure
Odds Ratio: Reflexão sobre a Validade de uma Medida de Referência em Epidemiologia
title Odds Ratio: Review about the Meaning of an Epidemiological Measure
spellingShingle Odds Ratio: Review about the Meaning of an Epidemiological Measure
Aguiar, Pedro
title_short Odds Ratio: Review about the Meaning of an Epidemiological Measure
title_full Odds Ratio: Review about the Meaning of an Epidemiological Measure
title_fullStr Odds Ratio: Review about the Meaning of an Epidemiological Measure
title_full_unstemmed Odds Ratio: Review about the Meaning of an Epidemiological Measure
title_sort Odds Ratio: Review about the Meaning of an Epidemiological Measure
author Aguiar, Pedro
author_facet Aguiar, Pedro
Nunes, Baltazar
author_role author
author2 Nunes, Baltazar
author2_role author
dc.contributor.author.fl_str_mv Aguiar, Pedro
Nunes, Baltazar
description Introduction: It is very important to review the meaning of the Odds Ratio as a measure of effect and association, as well as, the bias of the Odds Ratio when it is assumed as a risk ratio or a prevalence ratio in the case of frequent disease or frequent health outcome.Material and Methods: We simulated in a cohort of 200 individuals with 100 exposed and 100 non-exposed to a risk factor, a first setting of rare disease and a second setting of a more frequent disease. In both settings the risk ratios were similar. We computed the Odds Ratio and Relative Risks by the classical approach (standard method) and respectively by logistic regression and Poisson regression. After these, we introduced in the cohort a confounding variable and then we computed the Odds Ratio and Relative Risk by Mantel-Hanszel stratified analysis (standard method) and respectively by multiple logistic regression and multiple Poisson regression.We used the 95% confidence interval in parameter estimation and SPSS V20 was used in statistical analysis.Results: In the case of rare disease the Odds Ratio was very close to the Relative Risk. For more frequent disease the Odds Ratio overestimated the Relative Risk. In this situation and with a confounding variable, the relative Risk adjusted by Poisson regression was more valid then the Odds Ratio to represent a risk ratio. The confidence intervals of the Relative Risk adjusted by Poisson regression were always greater than Mantel-Hanszel confidence intervals.Conclusions: The Odds Ratio and multiple logistic regression were valid analytic procedures in several epidemiological designs such as case-control studies and exploratory prospective studies as well as exploratory cross-sectional studies. The Odds Ratio should not be interpreted as a risk ratio or a prevalence ratio in the case of a health outcome that it is not rare. The multiple Poisson regression should be considered as an alternative procedure to logistic regression, especially if we want to estimate the effect of a specific exposure to a risk factor.
publishDate 2013
dc.date.none.fl_str_mv 2013-10-31
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publisher.none.fl_str_mv Ordem dos Médicos
dc.source.none.fl_str_mv Acta Médica Portuguesa; Vol. 26 No. 5 (2013): September-October; 505-510
Acta Médica Portuguesa; Vol. 26 N.º 5 (2013): Setembro-Outubro; 505-510
1646-0758
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