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Association between mixed exposure of phthalates and cognitive function among the U.S. elderly from NHANES 2011–2014: Three statistical models
Studies on the relationship between phthalate exposure and cognition in adults are sparse and inconsistent. These studies only assessed their association of single phthalates for one-time and the tools for assessing cognitive function were different. We aimed to examine the association between mixed...
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Published in: | The Science of the total environment 2022-07, Vol.828, p.154362-154362, Article 154362 |
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description | Studies on the relationship between phthalate exposure and cognition in adults are sparse and inconsistent. These studies only assessed their association of single phthalates for one-time and the tools for assessing cognitive function were different.
We aimed to examine the association between mixed phthalates and cognition in the U.S elderly using three statistical models.
The generalized linear (GLM), weighted quantile sum (WQS), and Bayesian kernel machine regression (BKMR) models were used to evaluate the associations between mixed phthalates and the standardized z-scores of four cognitive tests [Immediate Recall test (IRT), Delayed Recall test (DRT), Animal Fluency test (AFT), and Digit Symbol Substitution test (DSST)] in participants aged over 60 years from NHANES 2011–2014.
835 individuals were included and the median raw scores of IRT, DRT, AFT, and DSST were 19 (IQR: 16–23), 6 (IQR: 5–8), 16 (IQR: 13–20), 46 (IQR: 35–59). In adjusted GLM, negative associations were observed between MECPP, MnBP, MCOP, MCPP, and the IRT z-scores; MCPP, MBzP, and the DRT z-scores. Positive relationships were found between MCOP, MCPP, and the AFT z-scores; MCPP and the DSST z-scores. The WQS index was associated with the IRT z-scores (β(95%CI): −0.069(−0.118, −0.020)), where MCPP weighted the highest. In the BKMR, negative overall trends between the mixture and the IRT, DRT z-scores were observed when the mixture was at 40th to 65th percentile, 65th percentile or above it, respectively, where MnBP and MBzP drove the main effect of the mixture.
This study is an academic exploration of the association between phthalates exposure and cognitive function, suggesting that exposure to phthalates might be associated with bad performance in IRT and DRT in the U.S. elderly.
[Display omitted]
•The mixed exposure to phthalates on cognitive function was assessed.•Three methods and four tests were interpreted jointly to yield a conclusion.•Phthalates mixture may be a risk factor for low cognitive function. |
doi_str_mv | 10.1016/j.scitotenv.2022.154362 |
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We aimed to examine the association between mixed phthalates and cognition in the U.S elderly using three statistical models.
The generalized linear (GLM), weighted quantile sum (WQS), and Bayesian kernel machine regression (BKMR) models were used to evaluate the associations between mixed phthalates and the standardized z-scores of four cognitive tests [Immediate Recall test (IRT), Delayed Recall test (DRT), Animal Fluency test (AFT), and Digit Symbol Substitution test (DSST)] in participants aged over 60 years from NHANES 2011–2014.
835 individuals were included and the median raw scores of IRT, DRT, AFT, and DSST were 19 (IQR: 16–23), 6 (IQR: 5–8), 16 (IQR: 13–20), 46 (IQR: 35–59). In adjusted GLM, negative associations were observed between MECPP, MnBP, MCOP, MCPP, and the IRT z-scores; MCPP, MBzP, and the DRT z-scores. Positive relationships were found between MCOP, MCPP, and the AFT z-scores; MCPP and the DSST z-scores. The WQS index was associated with the IRT z-scores (β(95%CI): −0.069(−0.118, −0.020)), where MCPP weighted the highest. In the BKMR, negative overall trends between the mixture and the IRT, DRT z-scores were observed when the mixture was at 40th to 65th percentile, 65th percentile or above it, respectively, where MnBP and MBzP drove the main effect of the mixture.
This study is an academic exploration of the association between phthalates exposure and cognitive function, suggesting that exposure to phthalates might be associated with bad performance in IRT and DRT in the U.S. elderly.
[Display omitted]
•The mixed exposure to phthalates on cognitive function was assessed.•Three methods and four tests were interpreted jointly to yield a conclusion.•Phthalates mixture may be a risk factor for low cognitive function.</description><identifier>ISSN: 0048-9697</identifier><identifier>EISSN: 1879-1026</identifier><identifier>DOI: 10.1016/j.scitotenv.2022.154362</identifier><identifier>PMID: 35259385</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Aged ; Animals ; Association ; Bayes Theorem ; BKMR ; Cognition ; Cognitive function ; Environmental Exposure ; Environmental Pollutants - toxicity ; Humans ; Mixed exposure ; Models, Statistical ; Nutrition Surveys ; Phthalates ; Phthalic Acids ; WQS</subject><ispartof>The Science of the total environment, 2022-07, Vol.828, p.154362-154362, Article 154362</ispartof><rights>2022</rights><rights>Copyright © 2022. Published by Elsevier B.V.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c371t-64d9dbd4a9dea98c6b3faee446b76e1a27ddb166722e7b497883f778ce7d46103</citedby><cites>FETCH-LOGICAL-c371t-64d9dbd4a9dea98c6b3faee446b76e1a27ddb166722e7b497883f778ce7d46103</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,777,781,27905,27906</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35259385$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Weng, Xueqiong</creatorcontrib><creatorcontrib>Tan, Yuxuan</creatorcontrib><creatorcontrib>Fei, Qiaoyuan</creatorcontrib><creatorcontrib>Yao, Huojie</creatorcontrib><creatorcontrib>Fu, Yingyin</creatorcontrib><creatorcontrib>Wu, Xiaomei</creatorcontrib><creatorcontrib>Zeng, Huixian</creatorcontrib><creatorcontrib>Yang, Zhiyu</creatorcontrib><creatorcontrib>Zeng, Zurui</creatorcontrib><creatorcontrib>Liang, Huanzhu</creatorcontrib><creatorcontrib>Wu, Yingying</creatorcontrib><creatorcontrib>Wen, Lin</creatorcontrib><creatorcontrib>Jing, Chunxia</creatorcontrib><title>Association between mixed exposure of phthalates and cognitive function among the U.S. elderly from NHANES 2011–2014: Three statistical models</title><title>The Science of the total environment</title><addtitle>Sci Total Environ</addtitle><description>Studies on the relationship between phthalate exposure and cognition in adults are sparse and inconsistent. These studies only assessed their association of single phthalates for one-time and the tools for assessing cognitive function were different.
We aimed to examine the association between mixed phthalates and cognition in the U.S elderly using three statistical models.
The generalized linear (GLM), weighted quantile sum (WQS), and Bayesian kernel machine regression (BKMR) models were used to evaluate the associations between mixed phthalates and the standardized z-scores of four cognitive tests [Immediate Recall test (IRT), Delayed Recall test (DRT), Animal Fluency test (AFT), and Digit Symbol Substitution test (DSST)] in participants aged over 60 years from NHANES 2011–2014.
835 individuals were included and the median raw scores of IRT, DRT, AFT, and DSST were 19 (IQR: 16–23), 6 (IQR: 5–8), 16 (IQR: 13–20), 46 (IQR: 35–59). In adjusted GLM, negative associations were observed between MECPP, MnBP, MCOP, MCPP, and the IRT z-scores; MCPP, MBzP, and the DRT z-scores. Positive relationships were found between MCOP, MCPP, and the AFT z-scores; MCPP and the DSST z-scores. The WQS index was associated with the IRT z-scores (β(95%CI): −0.069(−0.118, −0.020)), where MCPP weighted the highest. In the BKMR, negative overall trends between the mixture and the IRT, DRT z-scores were observed when the mixture was at 40th to 65th percentile, 65th percentile or above it, respectively, where MnBP and MBzP drove the main effect of the mixture.
This study is an academic exploration of the association between phthalates exposure and cognitive function, suggesting that exposure to phthalates might be associated with bad performance in IRT and DRT in the U.S. elderly.
[Display omitted]
•The mixed exposure to phthalates on cognitive function was assessed.•Three methods and four tests were interpreted jointly to yield a conclusion.•Phthalates mixture may be a risk factor for low cognitive function.</description><subject>Aged</subject><subject>Animals</subject><subject>Association</subject><subject>Bayes Theorem</subject><subject>BKMR</subject><subject>Cognition</subject><subject>Cognitive function</subject><subject>Environmental Exposure</subject><subject>Environmental Pollutants - toxicity</subject><subject>Humans</subject><subject>Mixed exposure</subject><subject>Models, Statistical</subject><subject>Nutrition Surveys</subject><subject>Phthalates</subject><subject>Phthalic Acids</subject><subject>WQS</subject><issn>0048-9697</issn><issn>1879-1026</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNqFkcFu1DAURS0EokPhF8BLNgm249gOu1FVKFJVFm3XlmO_dDxK7MF2hnbHJyDxh3wJGaZ0y9vczbnv6r2L0DtKakqo-LCts_UlFgj7mhHGatryRrBnaEWV7CpKmHiOVoRwVXWikyfoVc5bsoxU9CU6aVrWdo1qV-jnOudovSk-BtxD-Q4Q8OTvwWG438U8J8BxwLtN2ZjRFMjYBIdtvAu--D3gYQ72r9dMMdzhsgF8W1_XGEYHaXzAQ4oTvrpYX51fY0Yo_f3j1yL8I77ZJACcy5Kci7dmxFN0MObX6MVgxgxvHvUU3X46vzm7qC6_fv5ytr6sbCNpqQR3nesdN50D0ykr-mYwAJyLXgqghknneiqEZAxkzzupVDNIqSxIxwUlzSl6f9y7S_HbDLnoyWcL42gCxDlrJhrZKtoIvqDyiNoUc04w6F3yk0kPmhJ9qENv9VMd-lCHPtaxON8-hsz9BO7J9-__C7A-AsvlsPeQDosgWHA-gS3aRf_fkD97xaIo</recordid><startdate>20220701</startdate><enddate>20220701</enddate><creator>Weng, Xueqiong</creator><creator>Tan, Yuxuan</creator><creator>Fei, Qiaoyuan</creator><creator>Yao, Huojie</creator><creator>Fu, Yingyin</creator><creator>Wu, Xiaomei</creator><creator>Zeng, Huixian</creator><creator>Yang, Zhiyu</creator><creator>Zeng, Zurui</creator><creator>Liang, Huanzhu</creator><creator>Wu, Yingying</creator><creator>Wen, Lin</creator><creator>Jing, Chunxia</creator><general>Elsevier B.V</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>20220701</creationdate><title>Association between mixed exposure of phthalates and cognitive function among the U.S. elderly from NHANES 2011–2014: Three statistical models</title><author>Weng, Xueqiong ; Tan, Yuxuan ; Fei, Qiaoyuan ; Yao, Huojie ; Fu, Yingyin ; Wu, Xiaomei ; Zeng, Huixian ; Yang, Zhiyu ; Zeng, Zurui ; Liang, Huanzhu ; Wu, Yingying ; Wen, Lin ; Jing, Chunxia</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c371t-64d9dbd4a9dea98c6b3faee446b76e1a27ddb166722e7b497883f778ce7d46103</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Aged</topic><topic>Animals</topic><topic>Association</topic><topic>Bayes Theorem</topic><topic>BKMR</topic><topic>Cognition</topic><topic>Cognitive function</topic><topic>Environmental Exposure</topic><topic>Environmental Pollutants - toxicity</topic><topic>Humans</topic><topic>Mixed exposure</topic><topic>Models, Statistical</topic><topic>Nutrition Surveys</topic><topic>Phthalates</topic><topic>Phthalic Acids</topic><topic>WQS</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Weng, Xueqiong</creatorcontrib><creatorcontrib>Tan, Yuxuan</creatorcontrib><creatorcontrib>Fei, Qiaoyuan</creatorcontrib><creatorcontrib>Yao, Huojie</creatorcontrib><creatorcontrib>Fu, Yingyin</creatorcontrib><creatorcontrib>Wu, Xiaomei</creatorcontrib><creatorcontrib>Zeng, Huixian</creatorcontrib><creatorcontrib>Yang, Zhiyu</creatorcontrib><creatorcontrib>Zeng, Zurui</creatorcontrib><creatorcontrib>Liang, Huanzhu</creatorcontrib><creatorcontrib>Wu, Yingying</creatorcontrib><creatorcontrib>Wen, Lin</creatorcontrib><creatorcontrib>Jing, Chunxia</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>The Science of the total environment</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Weng, Xueqiong</au><au>Tan, Yuxuan</au><au>Fei, Qiaoyuan</au><au>Yao, Huojie</au><au>Fu, Yingyin</au><au>Wu, Xiaomei</au><au>Zeng, Huixian</au><au>Yang, Zhiyu</au><au>Zeng, Zurui</au><au>Liang, Huanzhu</au><au>Wu, Yingying</au><au>Wen, Lin</au><au>Jing, Chunxia</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Association between mixed exposure of phthalates and cognitive function among the U.S. elderly from NHANES 2011–2014: Three statistical models</atitle><jtitle>The Science of the total environment</jtitle><addtitle>Sci Total Environ</addtitle><date>2022-07-01</date><risdate>2022</risdate><volume>828</volume><spage>154362</spage><epage>154362</epage><pages>154362-154362</pages><artnum>154362</artnum><issn>0048-9697</issn><eissn>1879-1026</eissn><abstract>Studies on the relationship between phthalate exposure and cognition in adults are sparse and inconsistent. These studies only assessed their association of single phthalates for one-time and the tools for assessing cognitive function were different.
We aimed to examine the association between mixed phthalates and cognition in the U.S elderly using three statistical models.
The generalized linear (GLM), weighted quantile sum (WQS), and Bayesian kernel machine regression (BKMR) models were used to evaluate the associations between mixed phthalates and the standardized z-scores of four cognitive tests [Immediate Recall test (IRT), Delayed Recall test (DRT), Animal Fluency test (AFT), and Digit Symbol Substitution test (DSST)] in participants aged over 60 years from NHANES 2011–2014.
835 individuals were included and the median raw scores of IRT, DRT, AFT, and DSST were 19 (IQR: 16–23), 6 (IQR: 5–8), 16 (IQR: 13–20), 46 (IQR: 35–59). In adjusted GLM, negative associations were observed between MECPP, MnBP, MCOP, MCPP, and the IRT z-scores; MCPP, MBzP, and the DRT z-scores. Positive relationships were found between MCOP, MCPP, and the AFT z-scores; MCPP and the DSST z-scores. The WQS index was associated with the IRT z-scores (β(95%CI): −0.069(−0.118, −0.020)), where MCPP weighted the highest. In the BKMR, negative overall trends between the mixture and the IRT, DRT z-scores were observed when the mixture was at 40th to 65th percentile, 65th percentile or above it, respectively, where MnBP and MBzP drove the main effect of the mixture.
This study is an academic exploration of the association between phthalates exposure and cognitive function, suggesting that exposure to phthalates might be associated with bad performance in IRT and DRT in the U.S. elderly.
[Display omitted]
•The mixed exposure to phthalates on cognitive function was assessed.•Three methods and four tests were interpreted jointly to yield a conclusion.•Phthalates mixture may be a risk factor for low cognitive function.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>35259385</pmid><doi>10.1016/j.scitotenv.2022.154362</doi><tpages>1</tpages></addata></record> |
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subjects | Aged Animals Association Bayes Theorem BKMR Cognition Cognitive function Environmental Exposure Environmental Pollutants - toxicity Humans Mixed exposure Models, Statistical Nutrition Surveys Phthalates Phthalic Acids WQS |
title | Association between mixed exposure of phthalates and cognitive function among the U.S. elderly from NHANES 2011–2014: Three statistical models |
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