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Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve
BACKGROUND: Previous evaluations of the shape of the benzene–leukemia exposure–response curve (ERC) were based on a single set or on small sets of human occupational studies. Integrating evidence from all available studies that are of sufficient quality combined with flexible meta-regression models...
Autores principales: | , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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National Institute of Environmental Health Sciences
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2854730/ https://www.ncbi.nlm.nih.gov/pubmed/20064779 http://dx.doi.org/10.1289/ehp.0901127 |
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author | Vlaanderen, Jelle Portengen, Lützen Rothman, Nathaniel Lan, Qing Kromhout, Hans Vermeulen, Roel |
author_facet | Vlaanderen, Jelle Portengen, Lützen Rothman, Nathaniel Lan, Qing Kromhout, Hans Vermeulen, Roel |
author_sort | Vlaanderen, Jelle |
collection | PubMed |
description | BACKGROUND: Previous evaluations of the shape of the benzene–leukemia exposure–response curve (ERC) were based on a single set or on small sets of human occupational studies. Integrating evidence from all available studies that are of sufficient quality combined with flexible meta-regression models is likely to provide better insight into the functional relation between benzene exposure and risk of leukemia. OBJECTIVES: We used natural splines in a flexible meta-regression method to assess the shape of the benzene–leukemia ERC. METHODS: We fitted meta-regression models to 30 aggregated risk estimates extracted from nine human observational studies and performed sensitivity analyses to assess the impact of a priori assessed study characteristics on the predicted ERC. RESULTS: The natural spline showed a supralinear shape at cumulative exposures less than 100 ppm-years, although this model fitted the data only marginally better than a linear model (p = 0.06). Stratification based on study design and jackknifing indicated that the cohort studies had a considerable impact on the shape of the ERC at high exposure levels (> 100 ppm-years) but that predicted risks for the low exposure range (< 50 ppm-years) were robust. CONCLUSIONS: Although limited by the small number of studies and the large heterogeneity between studies, the inclusion of all studies of sufficient quality combined with a flexible meta-regression method provides the most comprehensive evaluation of the benzene–leukemia ERC to date. The natural spline based on all data indicates a significantly increased risk of leukemia [relative risk (RR) = 1.14; 95% confidence interval (CI), 1.04–1.26] at an exposure level as low as 10 ppm-years. |
format | Text |
id | pubmed-2854730 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | National Institute of Environmental Health Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-28547302010-04-26 Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve Vlaanderen, Jelle Portengen, Lützen Rothman, Nathaniel Lan, Qing Kromhout, Hans Vermeulen, Roel Environ Health Perspect Research BACKGROUND: Previous evaluations of the shape of the benzene–leukemia exposure–response curve (ERC) were based on a single set or on small sets of human occupational studies. Integrating evidence from all available studies that are of sufficient quality combined with flexible meta-regression models is likely to provide better insight into the functional relation between benzene exposure and risk of leukemia. OBJECTIVES: We used natural splines in a flexible meta-regression method to assess the shape of the benzene–leukemia ERC. METHODS: We fitted meta-regression models to 30 aggregated risk estimates extracted from nine human observational studies and performed sensitivity analyses to assess the impact of a priori assessed study characteristics on the predicted ERC. RESULTS: The natural spline showed a supralinear shape at cumulative exposures less than 100 ppm-years, although this model fitted the data only marginally better than a linear model (p = 0.06). Stratification based on study design and jackknifing indicated that the cohort studies had a considerable impact on the shape of the ERC at high exposure levels (> 100 ppm-years) but that predicted risks for the low exposure range (< 50 ppm-years) were robust. CONCLUSIONS: Although limited by the small number of studies and the large heterogeneity between studies, the inclusion of all studies of sufficient quality combined with a flexible meta-regression method provides the most comprehensive evaluation of the benzene–leukemia ERC to date. The natural spline based on all data indicates a significantly increased risk of leukemia [relative risk (RR) = 1.14; 95% confidence interval (CI), 1.04–1.26] at an exposure level as low as 10 ppm-years. National Institute of Environmental Health Sciences 2010-04 2009-11-18 /pmc/articles/PMC2854730/ /pubmed/20064779 http://dx.doi.org/10.1289/ehp.0901127 Text en http://creativecommons.org/publicdomain/mark/1.0/ Publication of EHP lies in the public domain and is therefore without copyright. All text from EHP may be reprinted freely. Use of materials published in EHP should be acknowledged (for example, ?Reproduced with permission from Environmental Health Perspectives?); pertinent reference information should be provided for the article from which the material was reproduced. Articles from EHP, especially the News section, may contain photographs or illustrations copyrighted by other commercial organizations or individuals that may not be used without obtaining prior approval from the holder of the copyright. |
spellingShingle | Research Vlaanderen, Jelle Portengen, Lützen Rothman, Nathaniel Lan, Qing Kromhout, Hans Vermeulen, Roel Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve |
title | Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve |
title_full | Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve |
title_fullStr | Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve |
title_full_unstemmed | Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve |
title_short | Flexible Meta-Regression to Assess the Shape of the Benzene–Leukemia Exposure–Response Curve |
title_sort | flexible meta-regression to assess the shape of the benzene–leukemia exposure–response curve |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2854730/ https://www.ncbi.nlm.nih.gov/pubmed/20064779 http://dx.doi.org/10.1289/ehp.0901127 |
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