Pharmacokinetic bias analysis of the epidemiological associations between serum polybrominated diphenyl ether (BDE-47) and timing of menarche
Associations between serum levels of polybrominated diphenyl ether (PBDE) and timing of pubertal development in adolescent girls (e.g., menarche) have been reported in both a cross-sectional and in a longitudinal study. The associations may be biased by growth dilution and pharmacokinetic changes du...
Gespeichert in:
Veröffentlicht in: | Environmental research 2016-10, Vol.150, p.541-548 |
---|---|
Hauptverfasser: | , , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 548 |
---|---|
container_issue | |
container_start_page | 541 |
container_title | Environmental research |
container_volume | 150 |
creator | Song, Gina Peeples, Cody R. Yoon, Miyoung Wu, Huali Verner, Marc-André Andersen, Melvin E. Clewell, Harvey J. Longnecker, Matthew P. |
description | Associations between serum levels of polybrominated diphenyl ether (PBDE) and timing of pubertal development in adolescent girls (e.g., menarche) have been reported in both a cross-sectional and in a longitudinal study. The associations may be biased by growth dilution and pharmacokinetic changes during pubertal development.
To use a physiologically-based pharmacokinetic (PBPK) model to assess how much of the epidemiologic association between PBDE and altered timing of menarche might be attributable to growth dilution and pubertal maturation.
We developed a PBPK model of BDE-47, a major congener of PBDE, to perform Monte Carlo (MC) simulation of plasma BDE-47 levels in a hypothetical target population aged 2 to 22 years old. The model used realistic distributions of physiological parameters including timing of growth spurts and menarche. The simulated data were analyzed as if they had come from an epidemiologic study. We compared the results based on the simulated population to those reported.
The population characteristics, including age and body mass index (BMI) were similar between the simulated and reported groups. In the cross-sectional study design, the association between proportion of subjects with menarche before age 12 years and BDE-47 serum concentration was inverse in our simulated population, whereas the reported association was positive. In the longitudinal study design, simulated data were not suggestive of an association, whereas a delay in pubertal onset with higher concentrations of BDE-47 was observed in the epidemiologic study.
Results of our simulation suggest that in the previous cross-sectional study there was a small negative bias due to pharmacokinetics in the reported relationship between BDE-47 and age at menarche. However, in the longitudinal study there was little evidence of bias. Our study showed how PBPK modeling can be used to quantify the potential bias in epidemiological studies and also suggested that further studies on the optimal approach to modeling exposure are warranted to better understand and quantify the potential bias in the epidemiological associations with BDE-47 due to pharmacokinetics.
•A PBPK model was developed to simulate plasma BDE-47 in humans.•PBPK modeling was used to quantify the potential bias in epidemiological studies due to PK.•Our approach can be applicable for evaluating other chemicals and health end points associations. |
doi_str_mv | 10.1016/j.envres.2016.07.004 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1815364811</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0013935116302869</els_id><sourcerecordid>1815364811</sourcerecordid><originalsourceid>FETCH-LOGICAL-c362t-dcb84f12c6a6c14d6fcfcc05168fa50c21f015aa2ee7c5d49b03e8637e2db6c23</originalsourceid><addsrcrecordid>eNp9kU9v1DAQxS0EotvCN0DIx3JIsPPHSS5ItLSAVAkOcLac8aQ7S2IH21u0H4LvjFdbOHIaPek38zTvMfZKilIKqd7uSnQPAWNZZVWKrhSiecI2UgyqEENbP2UbIWRdDHUrz9h5jLssZVuL5-ys6ppqEKrbsN9ftyYsBvwPcpgI-EgmcuPMfIgUuZ942iLHlSwu5Gd_T2BmbmL0QCaRd5GPmH4hOh4x7Be--vkwBr-QMwktt7Ru0R1mjvlO4JdXH26KpnuTHSxPlKn7o8eCzgTY4gv2bDJzxJeP84J9v735dv2puPvy8fP1-7sCalWlwsLYN5OsQBkFsrFqgglAtFL1k2kFVHISsjWmQuygtc0wihp7VXdY2VFBVV-wy9PdNfife4xJLxQB59k49PuoZZ-DUk0vZUabEwrBxxhw0mugxYSDlkIfi9A7fSpCH4vQotO5iLz2-tFhPy5o_y39TT4D704A5j8fCIOOQOgALQWEpK2n_zv8AZf7nto</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1815364811</pqid></control><display><type>article</type><title>Pharmacokinetic bias analysis of the epidemiological associations between serum polybrominated diphenyl ether (BDE-47) and timing of menarche</title><source>MEDLINE</source><source>Elsevier ScienceDirect Journals</source><creator>Song, Gina ; Peeples, Cody R. ; Yoon, Miyoung ; Wu, Huali ; Verner, Marc-André ; Andersen, Melvin E. ; Clewell, Harvey J. ; Longnecker, Matthew P.</creator><creatorcontrib>Song, Gina ; Peeples, Cody R. ; Yoon, Miyoung ; Wu, Huali ; Verner, Marc-André ; Andersen, Melvin E. ; Clewell, Harvey J. ; Longnecker, Matthew P.</creatorcontrib><description>Associations between serum levels of polybrominated diphenyl ether (PBDE) and timing of pubertal development in adolescent girls (e.g., menarche) have been reported in both a cross-sectional and in a longitudinal study. The associations may be biased by growth dilution and pharmacokinetic changes during pubertal development.
To use a physiologically-based pharmacokinetic (PBPK) model to assess how much of the epidemiologic association between PBDE and altered timing of menarche might be attributable to growth dilution and pubertal maturation.
We developed a PBPK model of BDE-47, a major congener of PBDE, to perform Monte Carlo (MC) simulation of plasma BDE-47 levels in a hypothetical target population aged 2 to 22 years old. The model used realistic distributions of physiological parameters including timing of growth spurts and menarche. The simulated data were analyzed as if they had come from an epidemiologic study. We compared the results based on the simulated population to those reported.
The population characteristics, including age and body mass index (BMI) were similar between the simulated and reported groups. In the cross-sectional study design, the association between proportion of subjects with menarche before age 12 years and BDE-47 serum concentration was inverse in our simulated population, whereas the reported association was positive. In the longitudinal study design, simulated data were not suggestive of an association, whereas a delay in pubertal onset with higher concentrations of BDE-47 was observed in the epidemiologic study.
Results of our simulation suggest that in the previous cross-sectional study there was a small negative bias due to pharmacokinetics in the reported relationship between BDE-47 and age at menarche. However, in the longitudinal study there was little evidence of bias. Our study showed how PBPK modeling can be used to quantify the potential bias in epidemiological studies and also suggested that further studies on the optimal approach to modeling exposure are warranted to better understand and quantify the potential bias in the epidemiological associations with BDE-47 due to pharmacokinetics.
•A PBPK model was developed to simulate plasma BDE-47 in humans.•PBPK modeling was used to quantify the potential bias in epidemiological studies due to PK.•Our approach can be applicable for evaluating other chemicals and health end points associations.</description><identifier>ISSN: 0013-9351</identifier><identifier>EISSN: 1096-0953</identifier><identifier>DOI: 10.1016/j.envres.2016.07.004</identifier><identifier>PMID: 27429067</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>Adolescent ; Adult ; BDE-47 ; Child ; Child Development ; Child, Preschool ; Environmental exposure ; Environmental Pollutants - blood ; Flame Retardants ; Halogenated Diphenyl Ethers - blood ; Humans ; Menarche ; Models, Biological ; Monte Carlo Method ; PBDE ; PBPK ; Young Adult</subject><ispartof>Environmental research, 2016-10, Vol.150, p.541-548</ispartof><rights>2016 Elsevier Inc.</rights><rights>Copyright © 2016 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c362t-dcb84f12c6a6c14d6fcfcc05168fa50c21f015aa2ee7c5d49b03e8637e2db6c23</citedby><cites>FETCH-LOGICAL-c362t-dcb84f12c6a6c14d6fcfcc05168fa50c21f015aa2ee7c5d49b03e8637e2db6c23</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0013935116302869$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65534</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27429067$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Song, Gina</creatorcontrib><creatorcontrib>Peeples, Cody R.</creatorcontrib><creatorcontrib>Yoon, Miyoung</creatorcontrib><creatorcontrib>Wu, Huali</creatorcontrib><creatorcontrib>Verner, Marc-André</creatorcontrib><creatorcontrib>Andersen, Melvin E.</creatorcontrib><creatorcontrib>Clewell, Harvey J.</creatorcontrib><creatorcontrib>Longnecker, Matthew P.</creatorcontrib><title>Pharmacokinetic bias analysis of the epidemiological associations between serum polybrominated diphenyl ether (BDE-47) and timing of menarche</title><title>Environmental research</title><addtitle>Environ Res</addtitle><description>Associations between serum levels of polybrominated diphenyl ether (PBDE) and timing of pubertal development in adolescent girls (e.g., menarche) have been reported in both a cross-sectional and in a longitudinal study. The associations may be biased by growth dilution and pharmacokinetic changes during pubertal development.
To use a physiologically-based pharmacokinetic (PBPK) model to assess how much of the epidemiologic association between PBDE and altered timing of menarche might be attributable to growth dilution and pubertal maturation.
We developed a PBPK model of BDE-47, a major congener of PBDE, to perform Monte Carlo (MC) simulation of plasma BDE-47 levels in a hypothetical target population aged 2 to 22 years old. The model used realistic distributions of physiological parameters including timing of growth spurts and menarche. The simulated data were analyzed as if they had come from an epidemiologic study. We compared the results based on the simulated population to those reported.
The population characteristics, including age and body mass index (BMI) were similar between the simulated and reported groups. In the cross-sectional study design, the association between proportion of subjects with menarche before age 12 years and BDE-47 serum concentration was inverse in our simulated population, whereas the reported association was positive. In the longitudinal study design, simulated data were not suggestive of an association, whereas a delay in pubertal onset with higher concentrations of BDE-47 was observed in the epidemiologic study.
Results of our simulation suggest that in the previous cross-sectional study there was a small negative bias due to pharmacokinetics in the reported relationship between BDE-47 and age at menarche. However, in the longitudinal study there was little evidence of bias. Our study showed how PBPK modeling can be used to quantify the potential bias in epidemiological studies and also suggested that further studies on the optimal approach to modeling exposure are warranted to better understand and quantify the potential bias in the epidemiological associations with BDE-47 due to pharmacokinetics.
•A PBPK model was developed to simulate plasma BDE-47 in humans.•PBPK modeling was used to quantify the potential bias in epidemiological studies due to PK.•Our approach can be applicable for evaluating other chemicals and health end points associations.</description><subject>Adolescent</subject><subject>Adult</subject><subject>BDE-47</subject><subject>Child</subject><subject>Child Development</subject><subject>Child, Preschool</subject><subject>Environmental exposure</subject><subject>Environmental Pollutants - blood</subject><subject>Flame Retardants</subject><subject>Halogenated Diphenyl Ethers - blood</subject><subject>Humans</subject><subject>Menarche</subject><subject>Models, Biological</subject><subject>Monte Carlo Method</subject><subject>PBDE</subject><subject>PBPK</subject><subject>Young Adult</subject><issn>0013-9351</issn><issn>1096-0953</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kU9v1DAQxS0EotvCN0DIx3JIsPPHSS5ItLSAVAkOcLac8aQ7S2IH21u0H4LvjFdbOHIaPek38zTvMfZKilIKqd7uSnQPAWNZZVWKrhSiecI2UgyqEENbP2UbIWRdDHUrz9h5jLssZVuL5-ys6ppqEKrbsN9ftyYsBvwPcpgI-EgmcuPMfIgUuZ942iLHlSwu5Gd_T2BmbmL0QCaRd5GPmH4hOh4x7Be--vkwBr-QMwktt7Ru0R1mjvlO4JdXH26KpnuTHSxPlKn7o8eCzgTY4gv2bDJzxJeP84J9v735dv2puPvy8fP1-7sCalWlwsLYN5OsQBkFsrFqgglAtFL1k2kFVHISsjWmQuygtc0wihp7VXdY2VFBVV-wy9PdNfife4xJLxQB59k49PuoZZ-DUk0vZUabEwrBxxhw0mugxYSDlkIfi9A7fSpCH4vQotO5iLz2-tFhPy5o_y39TT4D704A5j8fCIOOQOgALQWEpK2n_zv8AZf7nto</recordid><startdate>201610</startdate><enddate>201610</enddate><creator>Song, Gina</creator><creator>Peeples, Cody R.</creator><creator>Yoon, Miyoung</creator><creator>Wu, Huali</creator><creator>Verner, Marc-André</creator><creator>Andersen, Melvin E.</creator><creator>Clewell, Harvey J.</creator><creator>Longnecker, Matthew P.</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>201610</creationdate><title>Pharmacokinetic bias analysis of the epidemiological associations between serum polybrominated diphenyl ether (BDE-47) and timing of menarche</title><author>Song, Gina ; Peeples, Cody R. ; Yoon, Miyoung ; Wu, Huali ; Verner, Marc-André ; Andersen, Melvin E. ; Clewell, Harvey J. ; Longnecker, Matthew P.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c362t-dcb84f12c6a6c14d6fcfcc05168fa50c21f015aa2ee7c5d49b03e8637e2db6c23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Adolescent</topic><topic>Adult</topic><topic>BDE-47</topic><topic>Child</topic><topic>Child Development</topic><topic>Child, Preschool</topic><topic>Environmental exposure</topic><topic>Environmental Pollutants - blood</topic><topic>Flame Retardants</topic><topic>Halogenated Diphenyl Ethers - blood</topic><topic>Humans</topic><topic>Menarche</topic><topic>Models, Biological</topic><topic>Monte Carlo Method</topic><topic>PBDE</topic><topic>PBPK</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Song, Gina</creatorcontrib><creatorcontrib>Peeples, Cody R.</creatorcontrib><creatorcontrib>Yoon, Miyoung</creatorcontrib><creatorcontrib>Wu, Huali</creatorcontrib><creatorcontrib>Verner, Marc-André</creatorcontrib><creatorcontrib>Andersen, Melvin E.</creatorcontrib><creatorcontrib>Clewell, Harvey J.</creatorcontrib><creatorcontrib>Longnecker, Matthew P.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Environmental research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Song, Gina</au><au>Peeples, Cody R.</au><au>Yoon, Miyoung</au><au>Wu, Huali</au><au>Verner, Marc-André</au><au>Andersen, Melvin E.</au><au>Clewell, Harvey J.</au><au>Longnecker, Matthew P.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Pharmacokinetic bias analysis of the epidemiological associations between serum polybrominated diphenyl ether (BDE-47) and timing of menarche</atitle><jtitle>Environmental research</jtitle><addtitle>Environ Res</addtitle><date>2016-10</date><risdate>2016</risdate><volume>150</volume><spage>541</spage><epage>548</epage><pages>541-548</pages><issn>0013-9351</issn><eissn>1096-0953</eissn><abstract>Associations between serum levels of polybrominated diphenyl ether (PBDE) and timing of pubertal development in adolescent girls (e.g., menarche) have been reported in both a cross-sectional and in a longitudinal study. The associations may be biased by growth dilution and pharmacokinetic changes during pubertal development.
To use a physiologically-based pharmacokinetic (PBPK) model to assess how much of the epidemiologic association between PBDE and altered timing of menarche might be attributable to growth dilution and pubertal maturation.
We developed a PBPK model of BDE-47, a major congener of PBDE, to perform Monte Carlo (MC) simulation of plasma BDE-47 levels in a hypothetical target population aged 2 to 22 years old. The model used realistic distributions of physiological parameters including timing of growth spurts and menarche. The simulated data were analyzed as if they had come from an epidemiologic study. We compared the results based on the simulated population to those reported.
The population characteristics, including age and body mass index (BMI) were similar between the simulated and reported groups. In the cross-sectional study design, the association between proportion of subjects with menarche before age 12 years and BDE-47 serum concentration was inverse in our simulated population, whereas the reported association was positive. In the longitudinal study design, simulated data were not suggestive of an association, whereas a delay in pubertal onset with higher concentrations of BDE-47 was observed in the epidemiologic study.
Results of our simulation suggest that in the previous cross-sectional study there was a small negative bias due to pharmacokinetics in the reported relationship between BDE-47 and age at menarche. However, in the longitudinal study there was little evidence of bias. Our study showed how PBPK modeling can be used to quantify the potential bias in epidemiological studies and also suggested that further studies on the optimal approach to modeling exposure are warranted to better understand and quantify the potential bias in the epidemiological associations with BDE-47 due to pharmacokinetics.
•A PBPK model was developed to simulate plasma BDE-47 in humans.•PBPK modeling was used to quantify the potential bias in epidemiological studies due to PK.•Our approach can be applicable for evaluating other chemicals and health end points associations.</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>27429067</pmid><doi>10.1016/j.envres.2016.07.004</doi><tpages>8</tpages></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0013-9351 |
ispartof | Environmental research, 2016-10, Vol.150, p.541-548 |
issn | 0013-9351 1096-0953 |
language | eng |
recordid | cdi_proquest_miscellaneous_1815364811 |
source | MEDLINE; Elsevier ScienceDirect Journals |
subjects | Adolescent Adult BDE-47 Child Child Development Child, Preschool Environmental exposure Environmental Pollutants - blood Flame Retardants Halogenated Diphenyl Ethers - blood Humans Menarche Models, Biological Monte Carlo Method PBDE PBPK Young Adult |
title | Pharmacokinetic bias analysis of the epidemiological associations between serum polybrominated diphenyl ether (BDE-47) and timing of menarche |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-15T06%3A32%3A29IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Pharmacokinetic%20bias%20analysis%20of%20the%20epidemiological%20associations%20between%20serum%20polybrominated%20diphenyl%20ether%20(BDE-47)%20and%20timing%20of%20menarche&rft.jtitle=Environmental%20research&rft.au=Song,%20Gina&rft.date=2016-10&rft.volume=150&rft.spage=541&rft.epage=548&rft.pages=541-548&rft.issn=0013-9351&rft.eissn=1096-0953&rft_id=info:doi/10.1016/j.envres.2016.07.004&rft_dat=%3Cproquest_cross%3E1815364811%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1815364811&rft_id=info:pmid/27429067&rft_els_id=S0013935116302869&rfr_iscdi=true |