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Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities
BACKGROUND: Consumers of epidemiology may prefer to have one measure of risk arising from analysis of a 2-by-2 table. However, reporting a single measure of association, such as one odds ratio (OR) and 95% confidence interval, from a continuous exposure variable that was dichotomized withholds much...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2902492/ https://www.ncbi.nlm.nih.gov/pubmed/20573189 http://dx.doi.org/10.1186/1471-2288-10-59 |
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author | Heavner, Karyn K Phillips, Carl V Burstyn, Igor Hare, Warren |
author_facet | Heavner, Karyn K Phillips, Carl V Burstyn, Igor Hare, Warren |
author_sort | Heavner, Karyn K |
collection | PubMed |
description | BACKGROUND: Consumers of epidemiology may prefer to have one measure of risk arising from analysis of a 2-by-2 table. However, reporting a single measure of association, such as one odds ratio (OR) and 95% confidence interval, from a continuous exposure variable that was dichotomized withholds much potentially useful information. Results of this type of analysis are often reported for one such dichotomization, as if no other cutoffs were investigated or even possible. METHODS: This analysis demonstrates the effect of using different theory and data driven cutoffs on the relationship between body mass index and high cholesterol using National Health and Nutrition Examination Survey data. The recommended analytic approach, presentation of a graph of ORs for a range of cutoffs, is the focus of most of the results and discussion. RESULTS: These cutoff variations resulted in ORs between 1.1 and 1.9. This allows investigators to select a result that either strongly supports or provides negligible support for an association; a choice that is invisible to readers. The OR curve presents readers with more information about the exposure disease relationship than a single OR and 95% confidence interval. CONCLUSION: As well as offering results for additional cutoffs that may be of interest to readers, the OR curve provides an indication of whether the study focuses on a reasonable representation of the data or outlier results. It offers more information about trends in the association as the cutoff changes and the implications of random fluctuations than a single OR and 95% confidence interval. |
format | Text |
id | pubmed-2902492 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-29024922010-07-13 Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities Heavner, Karyn K Phillips, Carl V Burstyn, Igor Hare, Warren BMC Med Res Methodol Research Article BACKGROUND: Consumers of epidemiology may prefer to have one measure of risk arising from analysis of a 2-by-2 table. However, reporting a single measure of association, such as one odds ratio (OR) and 95% confidence interval, from a continuous exposure variable that was dichotomized withholds much potentially useful information. Results of this type of analysis are often reported for one such dichotomization, as if no other cutoffs were investigated or even possible. METHODS: This analysis demonstrates the effect of using different theory and data driven cutoffs on the relationship between body mass index and high cholesterol using National Health and Nutrition Examination Survey data. The recommended analytic approach, presentation of a graph of ORs for a range of cutoffs, is the focus of most of the results and discussion. RESULTS: These cutoff variations resulted in ORs between 1.1 and 1.9. This allows investigators to select a result that either strongly supports or provides negligible support for an association; a choice that is invisible to readers. The OR curve presents readers with more information about the exposure disease relationship than a single OR and 95% confidence interval. CONCLUSION: As well as offering results for additional cutoffs that may be of interest to readers, the OR curve provides an indication of whether the study focuses on a reasonable representation of the data or outlier results. It offers more information about trends in the association as the cutoff changes and the implications of random fluctuations than a single OR and 95% confidence interval. BioMed Central 2010-06-23 /pmc/articles/PMC2902492/ /pubmed/20573189 http://dx.doi.org/10.1186/1471-2288-10-59 Text en Copyright ©2010 Heavner et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Heavner, Karyn K Phillips, Carl V Burstyn, Igor Hare, Warren Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
title | Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
title_full | Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
title_fullStr | Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
title_full_unstemmed | Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
title_short | Dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
title_sort | dichotomization: 2 × 2 (×2 × 2 × 2...) categories: infinite possibilities |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2902492/ https://www.ncbi.nlm.nih.gov/pubmed/20573189 http://dx.doi.org/10.1186/1471-2288-10-59 |
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