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Metabolomic characteristics of arsenic-associated diabetes in a prospective cohort in Chihuahua, Mexico
Chronic exposure to inorganic arsenic (iAs) has been linked to an increased risk of diabetes, yet the specific disease phenotype and underlying mechanisms are poorly understood. In the present study we set out to identify iAs exposure-associated metabolites with altered abundance in nondiabetic and...
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Published in: | Toxicological sciences 2015-04, Vol.144 (2), p.338-346 |
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creator | Martin, Elizabeth González-Horta, Carmen Rager, Julia Bailey, Kathryn A Sánchez-Ramírez, Blanca Ballinas-Casarrubias, Lourdes Ishida, María C Gutiérrez-Torres, Daniela S Hernández Cerón, Roberto Viniegra Morales, Damián Baeza Terrazas, Francisco A Saunders, R Jesse Drobná, Zuzana Mendez, Michelle A Buse, John B Loomis, Dana Jia, Wei García-Vargas, Gonzalo G Del Razo, Luz M Stýblo, Miroslav Fry, Rebecca |
description | Chronic exposure to inorganic arsenic (iAs) has been linked to an increased risk of diabetes, yet the specific disease phenotype and underlying mechanisms are poorly understood. In the present study we set out to identify iAs exposure-associated metabolites with altered abundance in nondiabetic and diabetic individuals in an effort to understand the relationship between exposure, metabolomic response, and disease status. A nested study design was used to profile metabolomic shifts in urine and plasma collected from 90 diabetic and 86 nondiabetic individuals matched for varying iAs concentrations in drinking water, body mass index, age, and sex. Diabetes diagnosis was based on measures of fasting plasma glucose and 2-h blood glucose. Multivariable models were used to identify metabolites with altered abundance associated with iAs exposure among diabetic and nondiabetic individuals. A total of 132 metabolites were identified to shift in urine or plasma in response to iAs exposure characterized by the sum of iAs metabolites in urine (U-tAs). Although many metabolites were altered in both diabetic and nondiabetic 35 subjects, diabetic individuals displayed a unique response to iAs exposure with 59 altered metabolites including those that play a role in tricarboxylic acid cycle and amino acid metabolism. Taken together, these data highlight the broad impact of iAs exposure on the human metabolome, and demonstrate some specificity of the metabolomic response between diabetic and nondiabetic individuals. These data may provide novel insights into the mechanisms and phenotype of diabetes associated with iAs exposure. |
doi_str_mv | 10.1093/toxsci/kfu318 |
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In the present study we set out to identify iAs exposure-associated metabolites with altered abundance in nondiabetic and diabetic individuals in an effort to understand the relationship between exposure, metabolomic response, and disease status. A nested study design was used to profile metabolomic shifts in urine and plasma collected from 90 diabetic and 86 nondiabetic individuals matched for varying iAs concentrations in drinking water, body mass index, age, and sex. Diabetes diagnosis was based on measures of fasting plasma glucose and 2-h blood glucose. Multivariable models were used to identify metabolites with altered abundance associated with iAs exposure among diabetic and nondiabetic individuals. A total of 132 metabolites were identified to shift in urine or plasma in response to iAs exposure characterized by the sum of iAs metabolites in urine (U-tAs). Although many metabolites were altered in both diabetic and nondiabetic 35 subjects, diabetic individuals displayed a unique response to iAs exposure with 59 altered metabolites including those that play a role in tricarboxylic acid cycle and amino acid metabolism. Taken together, these data highlight the broad impact of iAs exposure on the human metabolome, and demonstrate some specificity of the metabolomic response between diabetic and nondiabetic individuals. These data may provide novel insights into the mechanisms and phenotype of diabetes associated with iAs exposure.</description><identifier>ISSN: 1096-6080</identifier><identifier>EISSN: 1096-0929</identifier><identifier>DOI: 10.1093/toxsci/kfu318</identifier><identifier>PMID: 25577196</identifier><language>eng</language><publisher>United States: Oxford University Press</publisher><subject>Adolescent ; Adult ; Aged ; Arsenic - toxicity ; Diabetes Mellitus - blood ; Diabetes Mellitus - chemically induced ; Diabetes Mellitus - epidemiology ; Diabetes Mellitus - urine ; Female ; Humans ; Male ; Metabolomic Analysis of Arsenic and Diabetes in Mexico ; Metabolomics ; Mexico ; Middle Aged ; Prospective Studies ; Risk Factors ; Young Adult</subject><ispartof>Toxicological sciences, 2015-04, Vol.144 (2), p.338-346</ispartof><rights>The Author 2015. Published by Oxford University Press on behalf of the Society of Toxicology. All rights reserved. For Permissions, please e-mail: journals.permissions@oup.com.</rights><rights>The Author 2015. Published by Oxford University Press on behalf of the Society of Toxicology. All rights reserved. For Permissions, please e-mail: journals.permissions@oup.com 2015</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c453t-d2a641211b6d16f8932144e9f2961e24dba6bea4759f82f866d71016b6b1d0433</citedby><cites>FETCH-LOGICAL-c453t-d2a641211b6d16f8932144e9f2961e24dba6bea4759f82f866d71016b6b1d0433</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25577196$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Martin, Elizabeth</creatorcontrib><creatorcontrib>González-Horta, Carmen</creatorcontrib><creatorcontrib>Rager, Julia</creatorcontrib><creatorcontrib>Bailey, Kathryn A</creatorcontrib><creatorcontrib>Sánchez-Ramírez, Blanca</creatorcontrib><creatorcontrib>Ballinas-Casarrubias, Lourdes</creatorcontrib><creatorcontrib>Ishida, María C</creatorcontrib><creatorcontrib>Gutiérrez-Torres, Daniela S</creatorcontrib><creatorcontrib>Hernández Cerón, Roberto</creatorcontrib><creatorcontrib>Viniegra Morales, Damián</creatorcontrib><creatorcontrib>Baeza Terrazas, Francisco A</creatorcontrib><creatorcontrib>Saunders, R Jesse</creatorcontrib><creatorcontrib>Drobná, Zuzana</creatorcontrib><creatorcontrib>Mendez, Michelle A</creatorcontrib><creatorcontrib>Buse, John B</creatorcontrib><creatorcontrib>Loomis, Dana</creatorcontrib><creatorcontrib>Jia, Wei</creatorcontrib><creatorcontrib>García-Vargas, Gonzalo G</creatorcontrib><creatorcontrib>Del Razo, Luz M</creatorcontrib><creatorcontrib>Stýblo, Miroslav</creatorcontrib><creatorcontrib>Fry, Rebecca</creatorcontrib><title>Metabolomic characteristics of arsenic-associated diabetes in a prospective cohort in Chihuahua, Mexico</title><title>Toxicological sciences</title><addtitle>Toxicol Sci</addtitle><description>Chronic exposure to inorganic arsenic (iAs) has been linked to an increased risk of diabetes, yet the specific disease phenotype and underlying mechanisms are poorly understood. In the present study we set out to identify iAs exposure-associated metabolites with altered abundance in nondiabetic and diabetic individuals in an effort to understand the relationship between exposure, metabolomic response, and disease status. A nested study design was used to profile metabolomic shifts in urine and plasma collected from 90 diabetic and 86 nondiabetic individuals matched for varying iAs concentrations in drinking water, body mass index, age, and sex. Diabetes diagnosis was based on measures of fasting plasma glucose and 2-h blood glucose. Multivariable models were used to identify metabolites with altered abundance associated with iAs exposure among diabetic and nondiabetic individuals. A total of 132 metabolites were identified to shift in urine or plasma in response to iAs exposure characterized by the sum of iAs metabolites in urine (U-tAs). Although many metabolites were altered in both diabetic and nondiabetic 35 subjects, diabetic individuals displayed a unique response to iAs exposure with 59 altered metabolites including those that play a role in tricarboxylic acid cycle and amino acid metabolism. Taken together, these data highlight the broad impact of iAs exposure on the human metabolome, and demonstrate some specificity of the metabolomic response between diabetic and nondiabetic individuals. These data may provide novel insights into the mechanisms and phenotype of diabetes associated with iAs exposure.</description><subject>Adolescent</subject><subject>Adult</subject><subject>Aged</subject><subject>Arsenic - toxicity</subject><subject>Diabetes Mellitus - blood</subject><subject>Diabetes Mellitus - chemically induced</subject><subject>Diabetes Mellitus - epidemiology</subject><subject>Diabetes Mellitus - urine</subject><subject>Female</subject><subject>Humans</subject><subject>Male</subject><subject>Metabolomic Analysis of Arsenic and Diabetes in Mexico</subject><subject>Metabolomics</subject><subject>Mexico</subject><subject>Middle Aged</subject><subject>Prospective Studies</subject><subject>Risk Factors</subject><subject>Young Adult</subject><issn>1096-6080</issn><issn>1096-0929</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNpVkE1LAzEQhoMotlaPXiU_wLX52uzmIkjxC1q86Dkk2Ww32m6WJC3137tla1EYmOGdmXeYB4BrjO4wEnSa_C4aN_2qNxSXJ2DcizxDgojTQ81RiUbgIsZPhDDmSJyDEcnzosCCj8FyYZPSfuXXzkDTqKBMssHF5EyEvoYqRNs6k6kYvXEq2QpWTmmbbISuhQp2wcfOmuS2Fhrf-JD2-qxxzUb1cQsXdueMvwRntVpFe3XIE_Dx9Pg-e8nmb8-vs4d5ZlhOU1YRxRkmGGteYV6XghLMmBU1ERxbwiqtuLaKFbmoS1KXnFcFRphrrnGFGKUTcD_4dhu9tpWxbQpqJbvg1ip8S6-c_N9pXSOXfisZLQjne4NsMDD9YzHY-riLkdwTlwNxORDv52_-HjxO_yKmPyKbgbg</recordid><startdate>20150401</startdate><enddate>20150401</enddate><creator>Martin, Elizabeth</creator><creator>González-Horta, Carmen</creator><creator>Rager, Julia</creator><creator>Bailey, Kathryn A</creator><creator>Sánchez-Ramírez, Blanca</creator><creator>Ballinas-Casarrubias, Lourdes</creator><creator>Ishida, María C</creator><creator>Gutiérrez-Torres, Daniela S</creator><creator>Hernández Cerón, Roberto</creator><creator>Viniegra Morales, Damián</creator><creator>Baeza Terrazas, Francisco A</creator><creator>Saunders, R Jesse</creator><creator>Drobná, Zuzana</creator><creator>Mendez, Michelle A</creator><creator>Buse, John B</creator><creator>Loomis, Dana</creator><creator>Jia, Wei</creator><creator>García-Vargas, Gonzalo G</creator><creator>Del Razo, Luz M</creator><creator>Stýblo, Miroslav</creator><creator>Fry, Rebecca</creator><general>Oxford University Press</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>5PM</scope></search><sort><creationdate>20150401</creationdate><title>Metabolomic characteristics of arsenic-associated diabetes in a prospective cohort in Chihuahua, Mexico</title><author>Martin, Elizabeth ; 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In the present study we set out to identify iAs exposure-associated metabolites with altered abundance in nondiabetic and diabetic individuals in an effort to understand the relationship between exposure, metabolomic response, and disease status. A nested study design was used to profile metabolomic shifts in urine and plasma collected from 90 diabetic and 86 nondiabetic individuals matched for varying iAs concentrations in drinking water, body mass index, age, and sex. Diabetes diagnosis was based on measures of fasting plasma glucose and 2-h blood glucose. Multivariable models were used to identify metabolites with altered abundance associated with iAs exposure among diabetic and nondiabetic individuals. A total of 132 metabolites were identified to shift in urine or plasma in response to iAs exposure characterized by the sum of iAs metabolites in urine (U-tAs). Although many metabolites were altered in both diabetic and nondiabetic 35 subjects, diabetic individuals displayed a unique response to iAs exposure with 59 altered metabolites including those that play a role in tricarboxylic acid cycle and amino acid metabolism. Taken together, these data highlight the broad impact of iAs exposure on the human metabolome, and demonstrate some specificity of the metabolomic response between diabetic and nondiabetic individuals. These data may provide novel insights into the mechanisms and phenotype of diabetes associated with iAs exposure.</abstract><cop>United States</cop><pub>Oxford University Press</pub><pmid>25577196</pmid><doi>10.1093/toxsci/kfu318</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adolescent Adult Aged Arsenic - toxicity Diabetes Mellitus - blood Diabetes Mellitus - chemically induced Diabetes Mellitus - epidemiology Diabetes Mellitus - urine Female Humans Male Metabolomic Analysis of Arsenic and Diabetes in Mexico Metabolomics Mexico Middle Aged Prospective Studies Risk Factors Young Adult |
title | Metabolomic characteristics of arsenic-associated diabetes in a prospective cohort in Chihuahua, Mexico |
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