Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances

Exposure to perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS) has been associated with the occurrence of thyroid disease in some epidemiologic studies. We hypothesized that in a specific epidemiologic study based on the National Health and Nutrition Examination Survey, the associati...

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Main Authors: Michael W. Dzierlenga, Bruce C. Allen, Harvey J. Clewell, III, Matthew P. Longnecker
Format: Article
Language:English
Published: Elsevier 2020-08-01
Series:Environment International
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S0160412019349694
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spelling doaj-eeae693691e646e1a9882186d1d960ab2020-11-25T03:11:35ZengElsevierEnvironment International0160-41202020-08-01141105784Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substancesMichael W. Dzierlenga0Bruce C. Allen1Harvey J. Clewell, III2Matthew P. Longnecker3Ramboll, Raleigh, NC, USA; Corresponding author at: 3214 Charles B. Root Wynd, Suite 130, Raleigh, NC 27612, USA.Independent Consultant, Chapel Hill, NC, USARamboll, Raleigh, NC, USARamboll, Raleigh, NC, USAExposure to perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS) has been associated with the occurrence of thyroid disease in some epidemiologic studies. We hypothesized that in a specific epidemiologic study based on the National Health and Nutrition Examination Survey, the association of clinical thyroid disease with serum concentration of PFOA and PFOS was due to reverse causality. Thyroid hormone affects glomerular filtration, which in turn affects excretion of PFOA and PFOS. We evaluated this by linking a model of thyroid disease status over the lifetime to a physiologically based pharmacokinetic model of PFOA and PFOS. Using Monte Carlo methods, we simulated the target study population and analyzed the data using multivariable logistic regression. The target and simulated populations were similar with respect to age, estimated glomerular filtration rate, serum concentrations of PFOA and PFOS, and prevalence of clinical thyroid disease. The analysis showed little or no evidence of bias from the hypothesized mechanism. The largest bias was for the fourth quartile of PFOA in females, with an odds ratio of 0.93 (95% CI, 0.90, 0.97). The reported odds ratio of clinical thyroid disease for this group was 1.63 (1.07, 2.47), and if it were corrected for the bias would have been 1.74 (1.14, 2.65). Our results suggest that little of the reported association in the target study was due to reverse causality.http://www.sciencedirect.com/science/article/pii/S0160412019349694PBPK modelingPharmacokineticsPerfluoroalkyl substancesClinical thyroid diseaseReverse causality
collection DOAJ
language English
format Article
sources DOAJ
author Michael W. Dzierlenga
Bruce C. Allen
Harvey J. Clewell, III
Matthew P. Longnecker
spellingShingle Michael W. Dzierlenga
Bruce C. Allen
Harvey J. Clewell, III
Matthew P. Longnecker
Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
Environment International
PBPK modeling
Pharmacokinetics
Perfluoroalkyl substances
Clinical thyroid disease
Reverse causality
author_facet Michael W. Dzierlenga
Bruce C. Allen
Harvey J. Clewell, III
Matthew P. Longnecker
author_sort Michael W. Dzierlenga
title Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
title_short Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
title_full Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
title_fullStr Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
title_full_unstemmed Pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
title_sort pharmacokinetic bias analysis of an association between clinical thyroid disease and two perfluoroalkyl substances
publisher Elsevier
series Environment International
issn 0160-4120
publishDate 2020-08-01
description Exposure to perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS) has been associated with the occurrence of thyroid disease in some epidemiologic studies. We hypothesized that in a specific epidemiologic study based on the National Health and Nutrition Examination Survey, the association of clinical thyroid disease with serum concentration of PFOA and PFOS was due to reverse causality. Thyroid hormone affects glomerular filtration, which in turn affects excretion of PFOA and PFOS. We evaluated this by linking a model of thyroid disease status over the lifetime to a physiologically based pharmacokinetic model of PFOA and PFOS. Using Monte Carlo methods, we simulated the target study population and analyzed the data using multivariable logistic regression. The target and simulated populations were similar with respect to age, estimated glomerular filtration rate, serum concentrations of PFOA and PFOS, and prevalence of clinical thyroid disease. The analysis showed little or no evidence of bias from the hypothesized mechanism. The largest bias was for the fourth quartile of PFOA in females, with an odds ratio of 0.93 (95% CI, 0.90, 0.97). The reported odds ratio of clinical thyroid disease for this group was 1.63 (1.07, 2.47), and if it were corrected for the bias would have been 1.74 (1.14, 2.65). Our results suggest that little of the reported association in the target study was due to reverse causality.
topic PBPK modeling
Pharmacokinetics
Perfluoroalkyl substances
Clinical thyroid disease
Reverse causality
url http://www.sciencedirect.com/science/article/pii/S0160412019349694
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