Cognitive flexibility, the ability to smoothly adapt to changing circumstances, is a skill that is vital to higher-level executive functions such as problem-solving, planning, and reasoning. As it undergoes substantial development during adolescence, decrements in cognitive flexibility may not become apparent until this time. There is evidence that prenatal exposure to individual chemicals may adversely impact executive functions in children, but few studies have explored the association of co-exposure to multiple chemicals with cognitive flexibility specifically among adolescents. We investigated this association among a diverse group of adolescents living near a Superfund site in New Bedford, Massachusetts. Specifically, using Bayesian kernel machine regression (BKMR) and multivariable regression analyses, we investigated the association of biomarkers of prenatal exposure to organochlorines (DDE, HCB, PCBs) and metals (lead, manganese) with cognitive flexibility, measured with four subtests of the Delis-Kaplan Executive Function System. In BKMR models, we observed adverse joint associations of the chemical mixture with two of the four cognitive flexibility subtests. In covariate-adjusted linear regression models, a two-fold increase in cord blood Mn was associated with poorer performance on two of the subtests: Trail-Making (scaled score difference = -0.60; 95% CI: -1.16, -0.05 points) and Color-Word Interference (scaled score difference = -0.53; 95% CI: -1.08, 0.01 points). These adverse Mn-cognitive flexibility associations were supported by the results of the BKMR. There was little evidence of effect modification by sex and some evidence of effect modification by a measure of social disadvantage, particularly for the associations between HCB and cognitive flexibility. This study is among the first to provide evidence of an adverse association of prenatal exposure to a chemical mixture with cognitive flexibility in adolescence.
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Univ Sao Paulo, Ribeirao Preto Med Sch, Dept Neurosci & Behav Sci, Ribeirao Preto, SP, BrazilUniv Sao Paulo, Ribeirao Preto Med Sch, Dept Neurosci & Behav Sci, Ribeirao Preto, SP, Brazil
Simoes, Humberto de Oliveira
Massuda, Eduardo Tanaka
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Univ Sao Paulo, Ribeirao Preto Med Sch, Dept Ophthalmol Otorhinolaryngol & Head & Neck Sur, Ribeirao Preto, SP, BrazilUniv Sao Paulo, Ribeirao Preto Med Sch, Dept Neurosci & Behav Sci, Ribeirao Preto, SP, Brazil
Massuda, Eduardo Tanaka
Furtado, Erikson Felipe
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Univ Sao Paulo, Ribeirao Preto Med Sch, Dept Neurosci & Behav Sci, Ribeirao Preto, SP, BrazilUniv Sao Paulo, Ribeirao Preto Med Sch, Dept Neurosci & Behav Sci, Ribeirao Preto, SP, Brazil
Furtado, Erikson Felipe
Zanchetta, Sthella
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Univ Sao Paulo, Ribeirao Preto Med Sch, Dept Hlth Sci, Ribeirao Preto, SP, Brazil
Univ Sao Paulo, Hlth Sci Dept, Ribeirao Preto Med Sch, Rua Miguel Covian 120, BR-14049900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Ribeirao Preto Med Sch, Dept Neurosci & Behav Sci, Ribeirao Preto, SP, Brazil
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RTI Int, Dept Stat & Epidemiol, Res Triangle Pk, NC USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
Bann, Carla M.
Bauer, Charles R.
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Univ Miami, Miller Sch Med, Dept Pediat, Miami, FL 33136 USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
Bauer, Charles R.
Shankaran, Seetha
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Wayne State Univ, Sch Med, Dept Pediat, Detroit, MI 48201 USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
Shankaran, Seetha
Bada, Henrietta S.
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Univ Kentucky Hosp, Dept Pediat, Lexington, KY USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
Bada, Henrietta S.
Lester, Barry M.
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Brown Univ, Dept Pediat, Brown Ctr Study Children Risk, Warren Alpert Med Sch,Women & Infants Hosp Rhode, Providence, RI 02912 USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
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Brown Univ, Dept Pediat, Brown Ctr Study Children Risk, Warren Alpert Med Sch,Women & Infants Hosp Rhode, Providence, RI 02912 USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
LaGasse, Linda L.
Hammond, Jane
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RTI Int, Dept Stat & Epidemiol, Res Triangle Pk, NC USAUniv Miami, Dept Psychol, Coral Gables, FL 33146 USA
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Univ Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USAUniv Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
Loftus, Christine T.
Bush, Nicole R.
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Univ Calif San Francisco, Sch Med, Dept Psychiat & Behav Sci, San Francisco, CA USA
Univ Calif San Francisco, Sch Med, Dept Pediat, San Francisco, CA USAUniv Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
Bush, Nicole R.
Day, Drew B.
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Seattle Childrens Res Inst, Ctr Child Hlth Behav & Dev, Seattle, WA USAUniv Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
Day, Drew B.
Ni, Yu
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Univ Washington, Sch Publ Hlth, Dept Epidemiol, Seattle, WA 98195 USAUniv Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
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Univ Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
Univ Washington, Sch Publ Hlth, Dept Epidemiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Dept Pediat, Seattle, WA 98195 USAUniv Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
Karr, Catherine J.
Kannan, Kurunthachalam
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NYU, Sch Med, Dept Pediat, New York, NY 10003 USA
NYU, Sch Med, Dept Environm Med, New York, NY 10003 USAUniv Washington, Sch Publ Hlth, Dept Environm & Occupat Hlth Sci, Seattle, WA 98195 USA
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Univ New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USA
UNM Hlth Sci Ctr, New Mexico Alcohol Res Ctr, Albuquerque, NM USAUniv New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USA
Olguin, Sarah L.
Thompson, Shannon M.
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Univ New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USAUniv New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USA
Thompson, Shannon M.
Young, Jared W.
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Univ Calif San Diego, Sch Med, Dept Psychiat, 9500 Gillman Dr, La Jolla, CA 92093 USA
VA San Diego Healthcare Syst, Res Serv, San Diego, CA USAUniv New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USA
Young, Jared W.
Brigman, Jonathan L.
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Univ New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USA
UNM Hlth Sci Ctr, New Mexico Alcohol Res Ctr, Albuquerque, NM USAUniv New Mexico, Sch Med, Dept Neurosci, MSCO8 4740,1 Univ New Mexico, Albuquerque, NM 87131 USA