Exposure to Manganese in Drinking Water during Childhood and Association with Attention-Deficit Hyperactivity Disorder: A Nationwide Cohort Study
Manganese (Mn) in drinking water may increase the risk of several neurodevelopmental outcomes, including attention-deficit hyperactivity disorder (ADHD). Earlier epidemiological studies on associations between Mn exposure and ADHD-related outcomes had small sample sizes, lacked spatiotemporal exposu...
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description | Manganese (Mn) in drinking water may increase the risk of several neurodevelopmental outcomes, including attention-deficit hyperactivity disorder (ADHD). Earlier epidemiological studies on associations between Mn exposure and ADHD-related outcomes had small sample sizes, lacked spatiotemporal exposure assessment, and relied on questionnaire data (not diagnoses)-shortcomings that we address here.
Our objective was to assess the association between exposure to Mn in drinking water during childhood and later development of ADHD.
In a nationwide population-based registry study in Denmark, we followed a cohort of 643,401 children born 1992-2007 for clinical diagnoses of ADHD. In subanalyses, we classified cases into ADHD-Inattentive and ADHD-Combined subtypes based on hierarchical categorization of International Classification of Diseases (ICD)-10 codes. We obtained Mn measurements from 82,574 drinking water samples to estimate longitudinal exposure during the first 5 y of life with high spatiotemporal resolution. We modeled exposure as both peak concentration and time-weighted average. We estimated sex-specific hazard ratios (HRs) in Cox proportional hazards models adjusted for age, birth year, socioeconomic status (SES), and urbanicity.
We found that exposure to increasing levels of Mn in drinking water was associated with an increased risk of ADHD-Inattentive subtype, but not ADHD-Combined subtype. After adjusting for age, birth year, and SES, females exposed to high levels of Mn (i.e.,
) at least once during their first 5 y of life had an HR for ADHD-Inattentive subtype of 1.51 [95% confidence interval (CI): 1.18, 1.93] and males of 1.20 (95% CI: 1.01, 1.42) when compared with same-sex individuals exposed to
. When modeling exposure as a time-weighted average, sex differences were no longer present.
Mn in drinking water was associated with ADHD, specifically the ADHD-Inattentive subtype. Our results support earlier studies suggesting a need for a formal health-based drinking water guideline value for Mn. Future Mn-studies should examine ADHD subtype-specific associations and utilize direct subtype measurements rather than relying on ICD-10 codes alone. https://doi.org/10.1289/EHP6391. |
doi_str_mv | 10.1289/EHP6391 |
format | Article |
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Our objective was to assess the association between exposure to Mn in drinking water during childhood and later development of ADHD.
In a nationwide population-based registry study in Denmark, we followed a cohort of 643,401 children born 1992-2007 for clinical diagnoses of ADHD. In subanalyses, we classified cases into ADHD-Inattentive and ADHD-Combined subtypes based on hierarchical categorization of International Classification of Diseases (ICD)-10 codes. We obtained Mn measurements from 82,574 drinking water samples to estimate longitudinal exposure during the first 5 y of life with high spatiotemporal resolution. We modeled exposure as both peak concentration and time-weighted average. We estimated sex-specific hazard ratios (HRs) in Cox proportional hazards models adjusted for age, birth year, socioeconomic status (SES), and urbanicity.
We found that exposure to increasing levels of Mn in drinking water was associated with an increased risk of ADHD-Inattentive subtype, but not ADHD-Combined subtype. After adjusting for age, birth year, and SES, females exposed to high levels of Mn (i.e.,
) at least once during their first 5 y of life had an HR for ADHD-Inattentive subtype of 1.51 [95% confidence interval (CI): 1.18, 1.93] and males of 1.20 (95% CI: 1.01, 1.42) when compared with same-sex individuals exposed to
. When modeling exposure as a time-weighted average, sex differences were no longer present.
Mn in drinking water was associated with ADHD, specifically the ADHD-Inattentive subtype. Our results support earlier studies suggesting a need for a formal health-based drinking water guideline value for Mn. Future Mn-studies should examine ADHD subtype-specific associations and utilize direct subtype measurements rather than relying on ICD-10 codes alone. https://doi.org/10.1289/EHP6391.</description><identifier>ISSN: 0091-6765</identifier><identifier>EISSN: 1552-9924</identifier><identifier>DOI: 10.1289/EHP6391</identifier><identifier>PMID: 32955354</identifier><language>eng</language><publisher>United States: National Institute of Environmental Health Sciences</publisher><subject>Analysis ; Attention Deficit Disorder with Hyperactivity - epidemiology ; Attention deficit hyperactivity disorder ; Biomarkers ; Child ; Child development ; Childhood ; Children ; Cohort analysis ; Cohort Studies ; Confidence intervals ; Dietary Exposure - statistics & numerical data ; Drinking water ; Drinking Water - chemistry ; Epidemiology ; Exposure ; Female ; Gender aspects ; Groundwater ; Humans ; Hyperactivity ; Male ; Manganese ; Manganese - analysis ; Medical research ; Neurodevelopmental disorders ; Neurotoxicity ; Personal identification numbers ; Population ; Population studies ; Proportional Hazards Models ; Risk Factors ; Sex ; Sex differences ; Socioeconomics ; Statistical models ; Time series ; Water analysis ; Water Pollution, Chemical - statistics & numerical data ; Water quality ; Water sampling ; Water shortages ; Water supply</subject><ispartof>Environmental health perspectives, 2020-09, Vol.128 (9), p.97004</ispartof><rights>COPYRIGHT 2020 National Institute of Environmental Health Sciences</rights><rights>Reproduced from Environmental Health Perspectives. This article is published under https://ehp.niehs.nih.gov/about-ehp/copyright-permissions (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c601t-baeec475dbd12a036eeae20fe3c3bc61458236764a9dc0f64a5e64fbb6a5ed6c3</citedby><cites>FETCH-LOGICAL-c601t-baeec475dbd12a036eeae20fe3c3bc61458236764a9dc0f64a5e64fbb6a5ed6c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC7505135/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC7505135/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/32955354$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Schullehner, Jörg</creatorcontrib><creatorcontrib>Thygesen, Malene</creatorcontrib><creatorcontrib>Kristiansen, Søren Munch</creatorcontrib><creatorcontrib>Hansen, Birgitte</creatorcontrib><creatorcontrib>Pedersen, Carsten Bøcker</creatorcontrib><creatorcontrib>Dalsgaard, Søren</creatorcontrib><title>Exposure to Manganese in Drinking Water during Childhood and Association with Attention-Deficit Hyperactivity Disorder: A Nationwide Cohort Study</title><title>Environmental health perspectives</title><addtitle>Environ Health Perspect</addtitle><description>Manganese (Mn) in drinking water may increase the risk of several neurodevelopmental outcomes, including attention-deficit hyperactivity disorder (ADHD). Earlier epidemiological studies on associations between Mn exposure and ADHD-related outcomes had small sample sizes, lacked spatiotemporal exposure assessment, and relied on questionnaire data (not diagnoses)-shortcomings that we address here.
Our objective was to assess the association between exposure to Mn in drinking water during childhood and later development of ADHD.
In a nationwide population-based registry study in Denmark, we followed a cohort of 643,401 children born 1992-2007 for clinical diagnoses of ADHD. In subanalyses, we classified cases into ADHD-Inattentive and ADHD-Combined subtypes based on hierarchical categorization of International Classification of Diseases (ICD)-10 codes. We obtained Mn measurements from 82,574 drinking water samples to estimate longitudinal exposure during the first 5 y of life with high spatiotemporal resolution. We modeled exposure as both peak concentration and time-weighted average. We estimated sex-specific hazard ratios (HRs) in Cox proportional hazards models adjusted for age, birth year, socioeconomic status (SES), and urbanicity.
We found that exposure to increasing levels of Mn in drinking water was associated with an increased risk of ADHD-Inattentive subtype, but not ADHD-Combined subtype. After adjusting for age, birth year, and SES, females exposed to high levels of Mn (i.e.,
) at least once during their first 5 y of life had an HR for ADHD-Inattentive subtype of 1.51 [95% confidence interval (CI): 1.18, 1.93] and males of 1.20 (95% CI: 1.01, 1.42) when compared with same-sex individuals exposed to
. When modeling exposure as a time-weighted average, sex differences were no longer present.
Mn in drinking water was associated with ADHD, specifically the ADHD-Inattentive subtype. Our results support earlier studies suggesting a need for a formal health-based drinking water guideline value for Mn. Future Mn-studies should examine ADHD subtype-specific associations and utilize direct subtype measurements rather than relying on ICD-10 codes alone. https://doi.org/10.1289/EHP6391.</description><subject>Analysis</subject><subject>Attention Deficit Disorder with Hyperactivity - epidemiology</subject><subject>Attention deficit hyperactivity disorder</subject><subject>Biomarkers</subject><subject>Child</subject><subject>Child development</subject><subject>Childhood</subject><subject>Children</subject><subject>Cohort analysis</subject><subject>Cohort Studies</subject><subject>Confidence intervals</subject><subject>Dietary Exposure - statistics & numerical data</subject><subject>Drinking water</subject><subject>Drinking Water - chemistry</subject><subject>Epidemiology</subject><subject>Exposure</subject><subject>Female</subject><subject>Gender aspects</subject><subject>Groundwater</subject><subject>Humans</subject><subject>Hyperactivity</subject><subject>Male</subject><subject>Manganese</subject><subject>Manganese - analysis</subject><subject>Medical research</subject><subject>Neurodevelopmental disorders</subject><subject>Neurotoxicity</subject><subject>Personal identification numbers</subject><subject>Population</subject><subject>Population studies</subject><subject>Proportional Hazards Models</subject><subject>Risk Factors</subject><subject>Sex</subject><subject>Sex differences</subject><subject>Socioeconomics</subject><subject>Statistical models</subject><subject>Time series</subject><subject>Water analysis</subject><subject>Water Pollution, Chemical - statistics & numerical data</subject><subject>Water quality</subject><subject>Water sampling</subject><subject>Water shortages</subject><subject>Water 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to Manganese in Drinking Water during Childhood and Association with Attention-Deficit Hyperactivity Disorder: A Nationwide Cohort Study</title><author>Schullehner, Jörg ; Thygesen, Malene ; Kristiansen, Søren Munch ; Hansen, Birgitte ; Pedersen, Carsten Bøcker ; Dalsgaard, Søren</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c601t-baeec475dbd12a036eeae20fe3c3bc61458236764a9dc0f64a5e64fbb6a5ed6c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Analysis</topic><topic>Attention Deficit Disorder with Hyperactivity - epidemiology</topic><topic>Attention deficit hyperactivity disorder</topic><topic>Biomarkers</topic><topic>Child</topic><topic>Child development</topic><topic>Childhood</topic><topic>Children</topic><topic>Cohort analysis</topic><topic>Cohort Studies</topic><topic>Confidence intervals</topic><topic>Dietary Exposure - statistics & numerical data</topic><topic>Drinking water</topic><topic>Drinking Water - chemistry</topic><topic>Epidemiology</topic><topic>Exposure</topic><topic>Female</topic><topic>Gender aspects</topic><topic>Groundwater</topic><topic>Humans</topic><topic>Hyperactivity</topic><topic>Male</topic><topic>Manganese</topic><topic>Manganese - analysis</topic><topic>Medical research</topic><topic>Neurodevelopmental disorders</topic><topic>Neurotoxicity</topic><topic>Personal identification numbers</topic><topic>Population</topic><topic>Population studies</topic><topic>Proportional Hazards Models</topic><topic>Risk Factors</topic><topic>Sex</topic><topic>Sex differences</topic><topic>Socioeconomics</topic><topic>Statistical models</topic><topic>Time series</topic><topic>Water analysis</topic><topic>Water Pollution, Chemical - statistics & numerical data</topic><topic>Water quality</topic><topic>Water sampling</topic><topic>Water shortages</topic><topic>Water 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Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Schullehner, Jörg</au><au>Thygesen, Malene</au><au>Kristiansen, Søren Munch</au><au>Hansen, Birgitte</au><au>Pedersen, Carsten Bøcker</au><au>Dalsgaard, Søren</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Exposure to Manganese in Drinking Water during Childhood and Association with Attention-Deficit Hyperactivity Disorder: A Nationwide Cohort Study</atitle><jtitle>Environmental health perspectives</jtitle><addtitle>Environ Health Perspect</addtitle><date>2020-09-01</date><risdate>2020</risdate><volume>128</volume><issue>9</issue><spage>97004</spage><pages>97004-</pages><issn>0091-6765</issn><eissn>1552-9924</eissn><abstract>Manganese (Mn) in drinking water may increase the risk of several neurodevelopmental outcomes, including attention-deficit hyperactivity disorder (ADHD). Earlier epidemiological studies on associations between Mn exposure and ADHD-related outcomes had small sample sizes, lacked spatiotemporal exposure assessment, and relied on questionnaire data (not diagnoses)-shortcomings that we address here.
Our objective was to assess the association between exposure to Mn in drinking water during childhood and later development of ADHD.
In a nationwide population-based registry study in Denmark, we followed a cohort of 643,401 children born 1992-2007 for clinical diagnoses of ADHD. In subanalyses, we classified cases into ADHD-Inattentive and ADHD-Combined subtypes based on hierarchical categorization of International Classification of Diseases (ICD)-10 codes. We obtained Mn measurements from 82,574 drinking water samples to estimate longitudinal exposure during the first 5 y of life with high spatiotemporal resolution. We modeled exposure as both peak concentration and time-weighted average. We estimated sex-specific hazard ratios (HRs) in Cox proportional hazards models adjusted for age, birth year, socioeconomic status (SES), and urbanicity.
We found that exposure to increasing levels of Mn in drinking water was associated with an increased risk of ADHD-Inattentive subtype, but not ADHD-Combined subtype. After adjusting for age, birth year, and SES, females exposed to high levels of Mn (i.e.,
) at least once during their first 5 y of life had an HR for ADHD-Inattentive subtype of 1.51 [95% confidence interval (CI): 1.18, 1.93] and males of 1.20 (95% CI: 1.01, 1.42) when compared with same-sex individuals exposed to
. When modeling exposure as a time-weighted average, sex differences were no longer present.
Mn in drinking water was associated with ADHD, specifically the ADHD-Inattentive subtype. Our results support earlier studies suggesting a need for a formal health-based drinking water guideline value for Mn. Future Mn-studies should examine ADHD subtype-specific associations and utilize direct subtype measurements rather than relying on ICD-10 codes alone. https://doi.org/10.1289/EHP6391.</abstract><cop>United States</cop><pub>National Institute of Environmental Health Sciences</pub><pmid>32955354</pmid><doi>10.1289/EHP6391</doi><oa>free_for_read</oa></addata></record> |
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subjects | Analysis Attention Deficit Disorder with Hyperactivity - epidemiology Attention deficit hyperactivity disorder Biomarkers Child Child development Childhood Children Cohort analysis Cohort Studies Confidence intervals Dietary Exposure - statistics & numerical data Drinking water Drinking Water - chemistry Epidemiology Exposure Female Gender aspects Groundwater Humans Hyperactivity Male Manganese Manganese - analysis Medical research Neurodevelopmental disorders Neurotoxicity Personal identification numbers Population Population studies Proportional Hazards Models Risk Factors Sex Sex differences Socioeconomics Statistical models Time series Water analysis Water Pollution, Chemical - statistics & numerical data Water quality Water sampling Water shortages Water supply |
title | Exposure to Manganese in Drinking Water during Childhood and Association with Attention-Deficit Hyperactivity Disorder: A Nationwide Cohort Study |
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