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Excretion of Di-2-ethylhexyl phthalate (DEHP) metabolites in urine is related to body mass index because of higher energy intake in the overweight and obese
A higher body mass index (BMI) has been positively associated with the rate of excretion of di-2-ethylhexyl phthalate (DEHP) metabolites in urine in data from the National Health and Nutrition Examination Survey (NHANES), suggesting an association between DEHP exposure and BMI. The association, howe...
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Published in: | Environment international 2018-04, Vol.113, p.91-99 |
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container_title | Environment international |
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description | A higher body mass index (BMI) has been positively associated with the rate of excretion of di-2-ethylhexyl phthalate (DEHP) metabolites in urine in data from the National Health and Nutrition Examination Survey (NHANES), suggesting an association between DEHP exposure and BMI. The association, however, may be due to the association between body mass maintenance and higher energy intake, with higher energy intake being accompanied by a higher intake of DEHP. To examine this hypothesis, we ran a Monte Carlo simulation with a DEHP physiologically-based pharmacokinetic (PBPK) model for adult humans. A realistic exposure sub-model was used, which included the relation of body weight to energy intake and of energy intake to DEHP intake. The model simulation output, when compared with urinary metabolite data from NHANES, supported good model validity. The distribution of BMI in the simulated population closely resembled that in the NHANES population. This indicated that the simulated subjects and DEHP exposure model were closely aligned with the NHANES population of interest. In the simulated population, the ordinary least squares regression coefficient for log(BMI) as a function of log(DEHP nmol/min) was 0.048 (SE 0.001), as compared with the reported value of 0.019 (SE 0.005). In other words, given our model structure, the higher energy intake in the overweight and obese, and the concomitant higher DEHP exposure, describes the reported relationship between BMI and DEHP.
•Intake of di-2-ethylhexyl phthalate has been associated with higher body mass index.•People with higher body mass index have a higher energy intake.•Higher energy intake is associated with higher intake of DEHP.•We simulated these relationships using a pharmacokinetic model of NHANES subjects.•Higher energy intake in the overweight and obese describes the BMI-DEHP association. |
doi_str_mv | 10.1016/j.envint.2018.01.023 |
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•Intake of di-2-ethylhexyl phthalate has been associated with higher body mass index.•People with higher body mass index have a higher energy intake.•Higher energy intake is associated with higher intake of DEHP.•We simulated these relationships using a pharmacokinetic model of NHANES subjects.•Higher energy intake in the overweight and obese describes the BMI-DEHP association.</description><identifier>ISSN: 0160-4120</identifier><identifier>EISSN: 1873-6750</identifier><identifier>DOI: 10.1016/j.envint.2018.01.023</identifier><identifier>PMID: 29421411</identifier><language>eng</language><publisher>Netherlands: Elsevier Ltd</publisher><subject>Adult ; Body Mass Index ; Body Weight - physiology ; Computer Simulation ; Diethylhexyl phthalate ; Diethylhexyl Phthalate - pharmacokinetics ; Diethylhexyl Phthalate - urine ; Energy Intake - physiology ; Environmental Exposure ; Humans ; Monte Carlo Method ; Nutrition Surveys ; Obesity - metabolism ; Obesity - urine ; Obesogens ; Overweight - metabolism ; Overweight - urine ; PBPK ; Quantitative bias analysis</subject><ispartof>Environment international, 2018-04, Vol.113, p.91-99</ispartof><rights>2018 Elsevier Ltd</rights><rights>Copyright © 2018 Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c362t-614c81639985c202ac62d53dbd654047d3500f3168f448eb757469735c44c8663</citedby><cites>FETCH-LOGICAL-c362t-614c81639985c202ac62d53dbd654047d3500f3168f448eb757469735c44c8663</cites><orcidid>0000-0002-3653-3488</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29421411$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Campbell, Jerry L.</creatorcontrib><creatorcontrib>Yoon, Miyoung</creatorcontrib><creatorcontrib>Ward, Peyton L.</creatorcontrib><creatorcontrib>Fromme, Hermann</creatorcontrib><creatorcontrib>Kessler, Winfried</creatorcontrib><creatorcontrib>Phillips, Martin B.</creatorcontrib><creatorcontrib>Anderson, Warwick A.</creatorcontrib><creatorcontrib>Clewell, Harvey J.</creatorcontrib><creatorcontrib>Longnecker, Matthew P.</creatorcontrib><title>Excretion of Di-2-ethylhexyl phthalate (DEHP) metabolites in urine is related to body mass index because of higher energy intake in the overweight and obese</title><title>Environment international</title><addtitle>Environ Int</addtitle><description>A higher body mass index (BMI) has been positively associated with the rate of excretion of di-2-ethylhexyl phthalate (DEHP) metabolites in urine in data from the National Health and Nutrition Examination Survey (NHANES), suggesting an association between DEHP exposure and BMI. The association, however, may be due to the association between body mass maintenance and higher energy intake, with higher energy intake being accompanied by a higher intake of DEHP. To examine this hypothesis, we ran a Monte Carlo simulation with a DEHP physiologically-based pharmacokinetic (PBPK) model for adult humans. A realistic exposure sub-model was used, which included the relation of body weight to energy intake and of energy intake to DEHP intake. The model simulation output, when compared with urinary metabolite data from NHANES, supported good model validity. The distribution of BMI in the simulated population closely resembled that in the NHANES population. This indicated that the simulated subjects and DEHP exposure model were closely aligned with the NHANES population of interest. In the simulated population, the ordinary least squares regression coefficient for log(BMI) as a function of log(DEHP nmol/min) was 0.048 (SE 0.001), as compared with the reported value of 0.019 (SE 0.005). In other words, given our model structure, the higher energy intake in the overweight and obese, and the concomitant higher DEHP exposure, describes the reported relationship between BMI and DEHP.
•Intake of di-2-ethylhexyl phthalate has been associated with higher body mass index.•People with higher body mass index have a higher energy intake.•Higher energy intake is associated with higher intake of DEHP.•We simulated these relationships using a pharmacokinetic model of NHANES subjects.•Higher energy intake in the overweight and obese describes the BMI-DEHP association.</description><subject>Adult</subject><subject>Body Mass Index</subject><subject>Body Weight - physiology</subject><subject>Computer Simulation</subject><subject>Diethylhexyl phthalate</subject><subject>Diethylhexyl Phthalate - pharmacokinetics</subject><subject>Diethylhexyl Phthalate - urine</subject><subject>Energy Intake - physiology</subject><subject>Environmental Exposure</subject><subject>Humans</subject><subject>Monte Carlo Method</subject><subject>Nutrition Surveys</subject><subject>Obesity - metabolism</subject><subject>Obesity - urine</subject><subject>Obesogens</subject><subject>Overweight - metabolism</subject><subject>Overweight - urine</subject><subject>PBPK</subject><subject>Quantitative bias analysis</subject><issn>0160-4120</issn><issn>1873-6750</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNp9kU1v1DAQhi0EotvCP0DIx3JIGH_EyV6QULu0SJXgAGfLsSeNl3wstrNs_gs_lkRbOHKawzzvOxo9hLxhkDNg6v0-x-Hoh5RzYFUOLAcunpENq0qRqbKA52SzYJBJxuGCXMa4BwAuq-IlueBbyZlkbEN-7042YPLjQMeG3vqMZ5jauWvxNHf00KbWdCYhvb7d3X99R3tMph47nzBSP9Ap-AGpjzTgSjmaRlqPbqa9iSvg8ERrtGaKuNa3_rHFQHHA8Dgv62R-4FqT2mV9xPALFyBRMzg61hjxFXnRmC7i66d5Rb5_2n27uc8evtx9vvn4kFmheMoUk7ZiSmy3VWE5cGMVd4VwtVOFBFk6UQA0gqmqkbLCuixKqbalKKxcgkqJK3J97j2E8eeEMeneR4tdZwYcp6g5AAMlCgYLKs-oDWOMARt9CL43YdYM9OpF7_XZi169aGB68bLE3j5dmOoe3b_QXxEL8OEM4PLn0WPQ0XocLDof0CbtRv__C38Af_qgeA</recordid><startdate>201804</startdate><enddate>201804</enddate><creator>Campbell, Jerry L.</creator><creator>Yoon, Miyoung</creator><creator>Ward, Peyton L.</creator><creator>Fromme, Hermann</creator><creator>Kessler, Winfried</creator><creator>Phillips, Martin B.</creator><creator>Anderson, Warwick A.</creator><creator>Clewell, Harvey J.</creator><creator>Longnecker, Matthew P.</creator><general>Elsevier Ltd</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><orcidid>https://orcid.org/0000-0002-3653-3488</orcidid></search><sort><creationdate>201804</creationdate><title>Excretion of Di-2-ethylhexyl phthalate (DEHP) metabolites in urine is related to body mass index because of higher energy intake in the overweight and obese</title><author>Campbell, Jerry L. ; Yoon, Miyoung ; Ward, Peyton L. ; Fromme, Hermann ; Kessler, Winfried ; Phillips, Martin B. ; Anderson, Warwick A. ; Clewell, Harvey J. ; Longnecker, Matthew P.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c362t-614c81639985c202ac62d53dbd654047d3500f3168f448eb757469735c44c8663</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Adult</topic><topic>Body Mass Index</topic><topic>Body Weight - physiology</topic><topic>Computer Simulation</topic><topic>Diethylhexyl phthalate</topic><topic>Diethylhexyl Phthalate - pharmacokinetics</topic><topic>Diethylhexyl Phthalate - urine</topic><topic>Energy Intake - physiology</topic><topic>Environmental Exposure</topic><topic>Humans</topic><topic>Monte Carlo Method</topic><topic>Nutrition Surveys</topic><topic>Obesity - metabolism</topic><topic>Obesity - urine</topic><topic>Obesogens</topic><topic>Overweight - metabolism</topic><topic>Overweight - urine</topic><topic>PBPK</topic><topic>Quantitative bias analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Campbell, Jerry L.</creatorcontrib><creatorcontrib>Yoon, Miyoung</creatorcontrib><creatorcontrib>Ward, Peyton L.</creatorcontrib><creatorcontrib>Fromme, Hermann</creatorcontrib><creatorcontrib>Kessler, Winfried</creatorcontrib><creatorcontrib>Phillips, Martin B.</creatorcontrib><creatorcontrib>Anderson, Warwick A.</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>Environment international</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Campbell, Jerry L.</au><au>Yoon, Miyoung</au><au>Ward, Peyton L.</au><au>Fromme, Hermann</au><au>Kessler, Winfried</au><au>Phillips, Martin B.</au><au>Anderson, Warwick A.</au><au>Clewell, Harvey J.</au><au>Longnecker, Matthew P.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Excretion of Di-2-ethylhexyl phthalate (DEHP) metabolites in urine is related to body mass index because of higher energy intake in the overweight and obese</atitle><jtitle>Environment international</jtitle><addtitle>Environ Int</addtitle><date>2018-04</date><risdate>2018</risdate><volume>113</volume><spage>91</spage><epage>99</epage><pages>91-99</pages><issn>0160-4120</issn><eissn>1873-6750</eissn><abstract>A higher body mass index (BMI) has been positively associated with the rate of excretion of di-2-ethylhexyl phthalate (DEHP) metabolites in urine in data from the National Health and Nutrition Examination Survey (NHANES), suggesting an association between DEHP exposure and BMI. The association, however, may be due to the association between body mass maintenance and higher energy intake, with higher energy intake being accompanied by a higher intake of DEHP. To examine this hypothesis, we ran a Monte Carlo simulation with a DEHP physiologically-based pharmacokinetic (PBPK) model for adult humans. A realistic exposure sub-model was used, which included the relation of body weight to energy intake and of energy intake to DEHP intake. The model simulation output, when compared with urinary metabolite data from NHANES, supported good model validity. The distribution of BMI in the simulated population closely resembled that in the NHANES population. This indicated that the simulated subjects and DEHP exposure model were closely aligned with the NHANES population of interest. In the simulated population, the ordinary least squares regression coefficient for log(BMI) as a function of log(DEHP nmol/min) was 0.048 (SE 0.001), as compared with the reported value of 0.019 (SE 0.005). In other words, given our model structure, the higher energy intake in the overweight and obese, and the concomitant higher DEHP exposure, describes the reported relationship between BMI and DEHP.
•Intake of di-2-ethylhexyl phthalate has been associated with higher body mass index.•People with higher body mass index have a higher energy intake.•Higher energy intake is associated with higher intake of DEHP.•We simulated these relationships using a pharmacokinetic model of NHANES subjects.•Higher energy intake in the overweight and obese describes the BMI-DEHP association.</abstract><cop>Netherlands</cop><pub>Elsevier Ltd</pub><pmid>29421411</pmid><doi>10.1016/j.envint.2018.01.023</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0002-3653-3488</orcidid></addata></record> |
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subjects | Adult Body Mass Index Body Weight - physiology Computer Simulation Diethylhexyl phthalate Diethylhexyl Phthalate - pharmacokinetics Diethylhexyl Phthalate - urine Energy Intake - physiology Environmental Exposure Humans Monte Carlo Method Nutrition Surveys Obesity - metabolism Obesity - urine Obesogens Overweight - metabolism Overweight - urine PBPK Quantitative bias analysis |
title | Excretion of Di-2-ethylhexyl phthalate (DEHP) metabolites in urine is related to body mass index because of higher energy intake in the overweight and obese |
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