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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...

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Autores principales: Vlaanderen, Jelle, Portengen, Lützen, Rothman, Nathaniel, Lan, Qing, Kromhout, Hans, Vermeulen, Roel
Formato: Texto
Lenguaje:English
Publicado: National Institute of Environmental Health Sciences 2010
Materias:
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.
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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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