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Menu I, Borst G, Cachia A. Latent Network Analysis of Executive Functions Across Development. J Cogn 2024; 7:31. [PMID: 38617749 PMCID: PMC11012023 DOI: 10.5334/joc.355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 03/06/2024] [Indexed: 04/16/2024] Open
Abstract
Executive functions (EFs) are crucial for academic achievement, physical health, and mental well-being. Previous studies using structural equation models revealed EFs' developmental organization, evolving from one factor in childhood to three factors in adults: inhibition, cognitive flexibility, and updating. Recent network model studies confirmed this differentiation from childhood to adulthood. Reanalyzing previously published data from 1019 children (aged 7.8 to 15.3; 50.4% female; 59.1% White, 15.0% Latinx, 14.3% Bi-racial, 6.7% African American, 4.2% Asian American, 0.6% Other), this study compared three analytical methods to explore EF development: structural equation model, network model, and the novel latent variable network model. All approaches supported fine-grained EF-specific trajectories and differentiation throughout development, with inhibition being central in childhood and updating in early adolescence.
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Affiliation(s)
- Iris Menu
- Department of Child & Adolescent Psychiatry, NYU Langone Health, New York, NY 10016, US
- Université Paris Cité, LaPsyDE, CNRS, F-75005, Paris, FR
| | - Grégoire Borst
- Université Paris Cité, LaPsyDE, CNRS, F-75005, Paris, FR
- Institut Universitaire de France, Paris, FR
| | - Arnaud Cachia
- Université Paris Cité, LaPsyDE, CNRS, F-75005, Paris, FR
- Université Paris Cité, Imaging biomarkers for brain development and disorders, UMR INSERM 1266, GHU Paris Psychiatrie & Neurosciences, F-75005 Paris, FR
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2
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Willems YE, deSteiguer A, Tanksley PT, Vinnik L, Fraemke D, Okbay A, Richter D, Wagner GG, Hertwig R, Koellinger P, Tucker-Drob EM, Harden KP, Raffington L. Self-control is associated with health-relevant disparities in buccal DNA-methylation measures of biological aging in older adults. Clin Epigenetics 2024; 16:22. [PMID: 38331797 PMCID: PMC10854186 DOI: 10.1186/s13148-024-01637-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 01/29/2024] [Indexed: 02/10/2024] Open
Abstract
Self-control is a personality dimension that is associated with better physical health and a longer lifespan. Here, we examined (1) whether self-control is associated with buccal and saliva DNA-methylation (DNAm) measures of biological aging quantified in children, adolescents, and adults, and (2) whether biological aging measured in buccal DNAm is associated with self-reported health. Following preregistered analyses, we computed two DNAm measures of advanced biological age (principal-component PhenoAge and GrimAge Acceleration) and a DNAm measure of pace of aging (DunedinPACE) in buccal samples from the German Socioeconomic Panel Study (SOEP-G[ene], n = 1058, age range 0-72, Mage = 42.65) and saliva samples from the Texas Twin Project (TTP, n = 1327, age range 8-20, Mage = 13.50). We found that lower self-control was associated with advanced biological age in older adults (PhenoAge Acceleration β = - .34, [- .51, - .17], p < .001; GrimAge Acceleration β = - .34, [- .49, - .19], p < .001), but not young adults, adolescents or children. These associations remained statistically robust even after correcting for possible confounders such as socioeconomic contexts, BMI, or genetic correlates of low self-control. Moreover, a faster pace of aging and advanced biological age measured in buccal DNAm were associated with self-reported disease (PhenoAge Acceleration: β = .13 [.06, .19], p < .001; GrimAge Acceleration: β = .19 [.12, .26], p < .001; DunedinPACE: β = .09 [.02, .17], p = .01). However, effect sizes were weaker than observations in blood, suggesting that customization of DNAm aging measures to buccal and saliva tissues may be necessary. Our findings are consistent with the hypothesis that self-control is associated with health via pathways that accelerate biological aging in older adults.
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Affiliation(s)
- Y E Willems
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Lentzeallee 94, 14195, Berlin, Germany
| | - A deSteiguer
- Population Research Center, The University of Texas, Austin, USA
| | - P T Tanksley
- Population Research Center, The University of Texas, Austin, USA
| | - L Vinnik
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Lentzeallee 94, 14195, Berlin, Germany
| | - D Fraemke
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Lentzeallee 94, 14195, Berlin, Germany
| | - A Okbay
- School of Business and Economics, Economics Fellow, Tinbergen Institute, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Complex Trait Genetics, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Economics, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - D Richter
- SHARE Berlin Institute GmbH, Berlin, Germany
- Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany
| | - G G Wagner
- Max Planck Institute for Human Development, Berlin, Germany
- German Socio Economic Panel Study (SOEP), Berlin, Germany
| | - R Hertwig
- Max Planck Institute for Human Development, Berlin, Germany
| | - P Koellinger
- School of Business and Economics, Economics Fellow, Tinbergen Institute, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Complex Trait Genetics, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Economics, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - E M Tucker-Drob
- Population Research Center, The University of Texas, Austin, USA
| | - K P Harden
- Population Research Center, The University of Texas, Austin, USA
| | - Laurel Raffington
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Lentzeallee 94, 14195, Berlin, Germany.
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deSteiguer AJ, Raffington L, Sabhlok A, Tanksley P, Tucker-Drob EM, Harden KP. Stability of DNA-Methylation Profiles of Biological Aging in Children and Adolescents. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.30.564766. [PMID: 37961459 PMCID: PMC10635005 DOI: 10.1101/2023.10.30.564766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Background and Objectives Methylation profile scores (MPSs) index biological aging and aging-related disease in adults and are cross-sectionally associated with social determinants of health in childhood. MPSs thus provide an opportunity to trace how aging-related biology responds to environmental changes in early life. Information regarding the stability of MPSs in early life is currently lacking. Method We use longitudinal data from children and adolescents ages 8-18 (N = 428, M age = 12.15 years) from the Texas Twin Project. Participants contributed two waves of salivary DNA-methylation data (mean lag = 3.94 years), which were used to construct four MPSs reflecting multi-system physiological decline and mortality risk (PhenoAgeAccel and GrimAgeAccel), pace of biological aging (DunedinPACE), and cognitive function (Epigenetic-g). Furthermore, we exploit variation among participants in whether they were exposed to the COVID-19 pandemic during the course of study participation, in order to test how a historical period characterized by environmental disruption might affect children's aging-related MPSs. Results All MPSs showed moderate longitudinal stability (test-retest rs = 0.42, 0.44, 0.46, 0.51 for PhenoAgeAccel, GrimAgeAccel, and Epigenetic-g, and DunedinPACE, respectively). No differences in the stability of MPSs were apparent between those whose second assessment took place after the onset of the COVID-19 pandemic vs. those for whom both assessments took place prior to the pandemic. Conclusions Aging-related DNA-methylation patterns are less stable in childhood than has been previously observed in adulthood. Further developmental research on the methylome is necessary to understand which environmental perturbations in childhood impact trajectories of biological aging and when children are most sensitive to those impacts.
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Affiliation(s)
- Abby J. deSteiguer
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Laurel Raffington
- Max Planck Research Group Biosocial – Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin, Germany
| | - Aditi Sabhlok
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Peter Tanksley
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
| | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
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Raffington L, Schneper L, Mallard T, Fisher J, Vinnik L, Hollis-Hansen K, Notterman DA, Tucker-Drob EM, Mitchell C, Harden KP. Salivary Epigenetic Measures of Body Mass Index and Social Determinants of Health Across Childhood and Adolescence. JAMA Pediatr 2023; 177:1047-1054. [PMID: 37669030 PMCID: PMC10481322 DOI: 10.1001/jamapediatrics.2023.3017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 05/07/2023] [Indexed: 09/06/2023]
Abstract
Importance Children who are socioeconomically disadvantaged are at increased risk for high body mass index (BMI) and multiple diseases in adulthood. The developmental origins of health and disease hypothesis proposes that early life conditions affect later-life health in a manner that is only partially modifiable by later-life experiences. Objective To examine whether epigenetic measures of BMI developed in adults are valid biomarkers of childhood BMI and if they are sensitive to early life social determinants of health. Design, Setting, and Participants This population-based study of over 3200 children and adolescents aged 8 to 18 years included data from 2 demographically diverse US pediatric cohort studies that combine longitudinal and twin study designs. Analyses were conducted from 2021 to 2022. Exposures Socioeconomic status, marginalized groups. Main Outcome and Measure Salivary epigenetic BMI, BMI. Analyses were conducted to validate the use of saliva epigenetic BMI as a potential biomarker of child BMI and to examine associations between epigenetic BMI and social determinants of health. Results Salivary epigenetic BMI was calculated from 2 cohorts: (1) 1183 individuals aged 8 to 18 years (609 female [51%]; mean age, 13.4 years) from the Texas Twin Project and (2) 2020 children (1011 female [50%]) measured at 9 years of age and 15 years of age from the Future of Families and Child Well-Being Study. Salivary epigenetic BMI was associated with children's BMI (r = 0.36; 95% CI, 0.31-0.40 to r = 0.50; 95% CI, 0.42-0.59). Longitudinal analysis found that epigenetic BMI was highly stable across adolescence but remained both a leading and lagging indicator of BMI change. Twin analyses showed that epigenetic BMI captured differences in BMI between monozygotic twins. Moreover, children from more disadvantaged socioeconomic status (b = -0.13 to -0.15 across samples) and marginalized racial and ethnic groups (b = 0.08-0.34 across samples) had higher epigenetic BMI, even when controlling for concurrent BMI, pubertal development, and tobacco exposure. Socioeconomic status at birth relative to concurrent socioeconomic status best predicted epigenetic BMI in childhood and adolescence (b = -0.15; 95% CI, -0.20 to -0.09). Conclusion and Relevance This study demonstrated that epigenetic measures of BMI calculated from pediatric saliva samples were valid biomarkers of childhood BMI and may be associated with early-life social inequalities. The findings are in line with the hypothesis that early-life conditions are especially important factors in epigenetic regulation of later-life health. Research showing that health later in life is linked to early-life conditions has important implications for the development of early-life interventions that could significantly extend healthy life span.
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Affiliation(s)
- Laurel Raffington
- Max Planck Research Group Biosocial – Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin, Germany
- Population Research Center, The University of Texas at Austin, Austin
| | - Lisa Schneper
- Department of Molecular Biology, Princeton University, Princeton, New Jersey
| | - Travis Mallard
- Population Research Center, The University of Texas at Austin, Austin
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Jonah Fisher
- Survey Research Center, University of Michigan, Ann Arbor
| | - Liza Vinnik
- Population Research Center, The University of Texas at Austin, Austin
| | | | - Daniel A. Notterman
- Department of Molecular Biology, Princeton University, Princeton, New Jersey
| | | | - Colter Mitchell
- Survey Research Center, University of Michigan, Ann Arbor
- Population Studies Center, University of Michigan, Ann Arbor
| | - K. Paige Harden
- Population Research Center, The University of Texas at Austin, Austin
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5
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Willems YE, deSteiguer A, Tanksley PT, Vinnik L, Främke D, Okbay A, Richter D, Wagner GG, Hertwig R, Koellinger P, Tucker-Drob EM, Harden KP, Raffington L. Self-control is associated with health-relevant disparities in buccal DNA-methylation measures of biological aging in older adults. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.08.30.23294816. [PMID: 37693450 PMCID: PMC10491374 DOI: 10.1101/2023.08.30.23294816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
Self-control is a personality dimension that is associated with better physical health and a longer lifespan. Here we examined (1) whether self-control is associated with buccal and saliva DNA-methylation (DNAm) measures of biological aging quantified in children, adolescents, and adults, and (2) whether biological aging measured in buccal DNAm is associated with self-reported health. Following preregistered analyses, we computed two DNAm measures of advanced biological age (PhenoAge and GrimAge Acceleration) and a DNAm measure of pace of aging (DunedinPACE) in buccal samples from the German Socioeconomic Panel Study (SOEP-G[ene], n = 1058, age range 0-72, Mage = 42.65) and saliva samples from the Texas Twin Project (TTP, n = 1327, age range 8-20, Mage = 13.50). We found that lower self-control was associated with advanced biological age in older adults (β =-.34), but not young adults, adolescents or children. This association was not accounted for by statistical correction for socioeconomic contexts, BMI, or genetic correlates of low self-control. Moreover, a faster pace of aging and advanced biological age measured in buccal DNAm were associated with worse self-reported health (β =.13 to β = .19). But, effect sizes were weaker than observations in blood, thus customization of DNAm aging measures to buccal and saliva tissues may be necessary. Our findings are consistent with the hypothesis that self-control is associated with health via pathways that accelerate biological aging in older adults.
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Affiliation(s)
- Y E Willems
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin
| | - A deSteiguer
- Population Research Center, The University of Texas, Austin
| | - P T Tanksley
- Population Research Center, The University of Texas, Austin
| | - L Vinnik
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin
| | - D Främke
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin
| | - A Okbay
- School of Business and Economics, Economics Fellow, Tinbergen Institute, Amsterdam
- Amsterdam Neuroscience, Complex Trait Genetics, Vrije Universiteit Amsterdam, Amsterdam
- Department of Economics, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam
| | - D Richter
- Department of Education and Psychology, Freie Universität Berlin
- SHARE Berlin, Berlin
| | - G G Wagner
- Max Planck Institute for Human Development, Berlin
- German Socio Economic Panel Study (SOEP), Berlin
| | - R Hertwig
- Max Planck Institute for Human Development, Berlin
| | - P Koellinger
- School of Business and Economics, Economics Fellow, Tinbergen Institute, Amsterdam
- Amsterdam Neuroscience, Complex Trait Genetics, Vrije Universiteit Amsterdam, Amsterdam
- Department of Economics, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam
| | | | - K P Harden
- Population Research Center, The University of Texas, Austin
| | - L Raffington
- Max Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin
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Patterson MW, Pivnick L, Mann FD, Grotzinger AD, Monahan KC, Steinberg LD, Oosterhoff B, Tackett JL, Tucker-Drob EM, Harden KP. A Mixed-Methods Approach to Refining and Measuring the Construct of Positive Risk-Taking in Adolescence. JOURNAL OF RESEARCH ON ADOLESCENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR RESEARCH ON ADOLESCENCE 2023; 33:680-700. [PMID: 36358015 PMCID: PMC10464509 DOI: 10.1111/jora.12807] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Adolescence is a peak period for risk-taking, but research has largely overlooked positive manifestations of adolescent risk-taking due to ambiguity regarding operationalization and measurement of positive risk-taking. We address this limitation using a mixed-methods approach. We elicited free responses from contemporary college students (N = 74, Mage = 20.1 years) describing a time they took a risk. Qualitative analysis informed the construction of a self-report positive risk-taking scale, which was administered to a population-based sample of adolescents (N = 1,249, Mage = 16 years) for quantitative validation and examination of associations with normative and impulsive personality. Sensation seeking predicted negative and positive risk-taking, whereas extraversion and openness were predominantly related to positive risk-taking. Results provide promising evidence for a valid measure of adolescents' engagement in positive risks.
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Affiliation(s)
- Megan W. Patterson
- Department of Psychiatry, University of Colorado, Denver – Anschutz Medical Campus
| | - Lilla Pivnick
- Tennesee Department of Education
- Center for Education Policy Research, Harvard University
| | - Frank D. Mann
- Department of Family, Population, and Preventative Medicine, Stony Brook University
| | | | | | | | | | | | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin
- Population Research Center, University of Texas at Austin
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin
- Population Research Center, University of Texas at Austin
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7
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Raffington L, Tanksley PT, Sabhlok A, Vinnik L, Mallard T, King LS, Goosby B, Harden KP, Tucker-Drob EM. Socially Stratified Epigenetic Profiles Are Associated With Cognitive Functioning in Children and Adolescents. Psychol Sci 2023; 34:170-185. [PMID: 36459657 PMCID: PMC10068508 DOI: 10.1177/09567976221122760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 08/09/2022] [Indexed: 12/04/2022] Open
Abstract
Children's cognitive functioning and educational performance are socially stratified. Social inequality, including classism and racism, may operate partly via epigenetic mechanisms that modulate neurocognitive development. Following preregistered analyses of data from 1,183 participants, ages 8 to 19 years, from the Texas Twin Project, we found that children growing up in more socioeconomically disadvantaged families and neighborhoods and children from marginalized racial/ethnic groups exhibit DNA methylation profiles that, in previous studies of adults, were indicative of higher chronic inflammation, lower cognitive functioning, and a faster pace of biological aging. Furthermore, children's salivary DNA methylation profiles were associated with their performance on in-laboratory tests of cognitive and academic skills, including processing speed, general executive function, perceptual reasoning, verbal comprehension, reading, and math. Given that the DNA methylation measures that we examined were originally developed in adults, our results suggest that children show molecular signatures that reflect the early life social determinants of lifelong disparities in health and cognition.
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Affiliation(s)
- Laurel Raffington
- Department of Psychology, The
University of Texas at Austin
- Population Research Center, The
University of Texas at Austin
- Max Planck Research Group Biosocial –
Biology, Social Disparities, and Development; Max Planck Institute for Human
Development, Berlin, Germany
| | - Peter T. Tanksley
- Department of Psychology, The
University of Texas at Austin
- Population Research Center, The
University of Texas at Austin
| | - Aditi Sabhlok
- Department of Psychology, The
University of Texas at Austin
| | - Liza Vinnik
- Department of Psychology, The
University of Texas at Austin
| | - Travis Mallard
- Department of Psychology, The
University of Texas at Austin
| | - Lucy S. King
- Department of Psychology, The
University of Texas at Austin
- Department of Psychiatry and Behavioral
Sciences, Tulane University School of Medicine
| | - Bridget Goosby
- Population Research Center, The
University of Texas at Austin
- Department of Sociology, The University
of Texas at Austin
| | - K. Paige Harden
- Department of Psychology, The
University of Texas at Austin
- Population Research Center, The
University of Texas at Austin
| | - Elliot M. Tucker-Drob
- Department of Psychology, The
University of Texas at Austin
- Population Research Center, The
University of Texas at Austin
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8
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Raffington L, Schneper L, Mallard T, Fisher J, Vinnik L, Hollis-Hansen K, Notterman DA, Tucker-Drob EM, Mitchell C, Harden KP. Measuring the long arm of childhood in real-time: Epigenetic predictors of BMI and social determinants of health across childhood and adolescence. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.20.524709. [PMID: 36712110 PMCID: PMC9882281 DOI: 10.1101/2023.01.20.524709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Children who are socioeconomically disadvantaged are at increased risk for high body mass index (BMI) and multiple diseases in adulthood. The developmental origins of health and disease hypothesis proposes that early life conditions affect later-life health in a manner that is only partially modifiable by later-life experiences. Epigenetic mechanisms may regulate the influence of early life conditions on later life health. Recent epigenetic studies of adult blood samples have identified DNA-methylation sites associated with higher BMI and worse health (epigenetic-BMI). Here, we used longitudinal and twin study designs to examine whether epigenetic predictors of BMI developed in adults are valid biomarkers of child BMI and are sensitive to early life social determinants of health. Salivary epigenetic-BMI was calculated from two samples: (1) N=1,183 8-to-19-year-olds (609 female, mean age=13.4) from the Texas Twin Project (TTP), and (2) N=2,020 children (1,011 female) measured at 9 and 15 years from the Future of Families and Child Well-Being Study (FFCWS). We found that salivary epigenetic-BMI is robustly associated with children's BMI (r=0.36 to r=0.50). Longitudinal analysis suggested that epigenetic-BMI is highly stable across adolescence, but remains both a leading and lagging indicator of BMI change. Twin analyses showed that epigenetic-BMI captures differences in BMI between monozygotic twins. Moreover, children from more disadvantaged socioeconomic status (SES) and marginalized race/ethnic groups had higher epigenetic-BMI, even when controlling for concurrent BMI, pubertal development, and tobacco exposure. SES at birth relative to concurrent SES best predicted epigenetic-BMI in childhood and adolescence. We show for the first time that epigenetic predictors of BMI calculated from pediatric saliva samples are valid biomarkers of childhood BMI that are sensitive to social inequalities. Our findings are in line with the hypothesis that early life conditions are especially important factors in epigenetic regulation of later life health. Research showing that health later in life is linked to early life conditions have important implications for the development of early-life interventions that could significantly extend healthy life span.
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Affiliation(s)
- Laurel Raffington
- Max Planck Institute for Human Development, Max Planck Research Group Biosocial – Biology, Social Disparities, and Development, Lentzeallee 94, 14195 Berlin, Germany
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
| | - Lisa Schneper
- Department of Molecular Biology, Princeton University, Princeton, NJ
| | - Travis Mallard
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Jonah Fisher
- Survey Research Center, University of Michigan, Ann Arbor, MI
| | - Liza Vinnik
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
| | | | | | | | - Colter Mitchell
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Population Studies Center, University of Michigan, Ann Arbor, MI
| | - Kathryn P. Harden
- Population Research Center, The University of Texas at Austin, Austin, TX, USA
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9
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Shields AN, Malanchini M, Vinnik L, Tucker-Drob EM, Harden KP, Tackett JL. Genetic variance in conscientiousness relates to youth psychopathology beyond executive functions. JOURNAL OF PSYCHOPATHOLOGY AND CLINICAL SCIENCE 2022; 131:830-846. [PMID: 36326625 PMCID: PMC10782840 DOI: 10.1037/abn0000781] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Because deficits in self-regulation (SR) are core features of many diverse psychological disorders, SR may constitute one of many dimensions that underlie shared variance across diagnostic boundaries (e.g., the p factor, a dimension reflecting shared variance across multiple psychological disorders). SR definitions encompass constructs mapping onto different theoretical traditions and different measurement approaches, however. Two SR operationalizations, executive functioning and conscientiousness, are often used interchangeably despite their low empirical associations-a "jingle" fallacy that pervades much of the research on SR-psychopathology relationships. In a population-based sample of 1,219 twins and multiples from the Texas Twin Project (Mage = 10.60, SDage = 1.76), with a comprehensive battery of measures, we aimed to clarify how these often-muddled aspects of SR relate to individual differences in psychopathology, and whether links between them are accounted for by overlapping genetic and environmental factors. The p factor and an Attention Problems-specific factor were associated with lower executive functioning and conscientiousness. Executive functioning shared a small amount of genetic variance with p above and beyond conscientiousness, whereas conscientiousness shared substantial genetic variance with p independently of genetic variance accounted for by executive functioning. Conversely, the Attention Problems-specific factor was strongly genetically associated with executive functioning independently of genetic variance accounted for by conscientiousness. Results support the notion that SR and psychopathology, broadly conceived, may exist on overlapping spectra, but this overlap varies across conceptualizations of SR and the level of specificity at which psychopathology is assessed. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
| | - Margherita Malanchini
- Department of Psychology, Queen Mary University of London
- Texas Population Research Center, University of Texas at Austin
| | - Liza Vinnik
- Department of Psychology, University of Texas at Austin
| | - Elliot M. Tucker-Drob
- Texas Population Research Center, University of Texas at Austin
- Department of Psychology, University of Texas at Austin
| | - K. Paige Harden
- Texas Population Research Center, University of Texas at Austin
- Department of Psychology, University of Texas at Austin
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10
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Vogt RL, Zheng A, Briley DA, Malanchini M, Harden KP, Tucker-Drob EM. Genetic and Environmental Factors of Non-Ability-Based Confidence. SOCIAL PSYCHOLOGICAL AND PERSONALITY SCIENCE 2022; 13:734-746. [PMID: 39006758 PMCID: PMC11244733 DOI: 10.1177/19485506211036610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/16/2024]
Abstract
Non-ability-based confidence is confidence in one's ability that is not calibrated to actual ability. Here, we examine what psychological factors are associated with possessing more or less confidence relative to one's ability and to what extent genetic and environmental processes contribute to these links. Using data from the Texas Twin Project (N = 1,588 participants, aged 7-15 years), we apply a latent variable residual approach to calculate non-ability-based confidence as self-rated confidence net of ability on standardized cognitive tests. Non-ability-based confidence was modestly heritable (9%-28%) and strongly positively correlated with the need for cognition, mastery goal orientation, grit, openness, and emotional stability. These correlations were partly mediated by genetic factors (57% of the association on average). This widespread pattern of associations between non-ability-based confidence and several other measures of thinking, feeling, and acting suggest that non-ability-based confidence can be conceptualized as a personality attribute.
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Affiliation(s)
| | - Anqing Zheng
- University of Illinois at Urbana–Champaign, IL, USA
| | | | | | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
- Population Research Center, University of Texas at Austin, Austin, TX, USA
| | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
- Population Research Center, University of Texas at Austin, Austin, TX, USA
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11
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Sabhlok A, Malanchini M, Engelhardt LE, Madole J, Tucker-Drob EM, Paige Harden K. The relationship between executive function, processing speed, and attention-deficit hyperactivity disorder in middle childhood. Dev Sci 2022; 25:e13168. [PMID: 34403545 PMCID: PMC8847244 DOI: 10.1111/desc.13168] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Revised: 07/09/2021] [Accepted: 08/06/2021] [Indexed: 11/27/2022]
Abstract
Attention-Deficit Hyperactivity Disorder (ADHD) is a heterogeneous disorder that is highly impairing. Early, accurate diagnosis maximizes long-term positive outcomes for youth with ADHD. Tests of executive functioning (EF) are potential tools for screening and differential diagnosis of ADHD subtypes. However, previous research has been inconsistent regarding the specificity and magnitude of EF deficits across ADHD subtypes. Here, we advance knowledge of the EF-ADHD relationship by using: (1) dimensional latent factor models of ADHD that captures the heterogeneity of expression, and (2) a comprehensive, reliable battery of EF tasks and modeling relationships with a general factor of EF ability. We tested 1548 children and adolescents (ages 7-15 years) from the Texas Twin Project, a population-based cohort with a diverse socioeconomic and ethnic composition. We show that EF deficits were specific to the inattention domain of ADHD. Moreover, we found that the association between EF task performance and inattention was stable across sociodemographic groups. Our results demonstrate that failures of executive control are selectively manifested as covert inattentive symptoms, such as trouble with organization, forgetfulness, and distractedness, rather than overt symptoms, such as inappropriate talkativeness and interruption. Future research, utilizing a bifactor characterization of ADHD in clinical samples, is needed to further refine understanding of the nature of cognitive deficits in ADHD across the full range of symptom variation.
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Affiliation(s)
- Aditi Sabhlok
- Department of Psychology, The University of Texas at Austin
| | - Margherita Malanchini
- Population Research Center, The University of Texas at Austin,Department of Biological and Experimental Psychology, Queen Mary University of London
| | | | - James Madole
- Department of Psychology, The University of Texas at Austin
| | - Elliot M. Tucker-Drob
- Department of Psychology, The University of Texas at Austin,Population Research Center, The University of Texas at Austin
| | - Kathryn Paige Harden
- Department of Psychology, The University of Texas at Austin,Population Research Center, The University of Texas at Austin
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12
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Weak and uneven associations of home, neighborhood, and school environments with stress hormone output across multiple timescales. Mol Psychiatry 2021; 26:4823-4838. [PMID: 32366955 PMCID: PMC9030635 DOI: 10.1038/s41380-020-0747-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Revised: 04/14/2020] [Accepted: 04/20/2020] [Indexed: 01/15/2023]
Abstract
The progression of lifelong trajectories of socioeconomic inequalities in health and mortality begins in childhood. Dysregulation in cortisol, a stress hormone that is the primary output of the hypothalamus-pituitary-adrenal (HPA) axis, has been hypothesized to be a mechanism for how early environmental adversity compromises health. However, despite the popularity of cortisol as a biomarker for stress and adversity, little is known about whether cortisol output differs in children being raised in socioeconomically disadvantaged environments. Here, we show that there are few differences between advantaged and disadvantaged children in their cortisol output. In 8-14-year-old children from the population-based Texas Twin Project, we measured cortisol output at three different timescales: (a) diurnal fluctuation in salivary cortisol (n = 400), (b) salivary cortisol reactivity and recovery after exposure to the Trier Social Stress Test (n = 444), and (c) cortisol concentration in hair (n = 1210). These measures converged on two moderately correlated, yet distinguishable, dimensions of HPA function. We tested differences in cortisol output across nine aspects of social disadvantage at the home (e.g., family socioeconomic status), school (e.g., average levels of academic achievement), and neighborhood (e.g., concentrated poverty). Children living in neighborhoods with higher concentrated poverty had higher diurnal cortisol output, as measured in saliva; otherwise, child cortisol output was unrelated to any other aspect of social disadvantage. Overall, we find limited support for alteration in HPA axis functioning as a general mechanism for the health consequences of socioeconomic inequality in childhood.
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13
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Raffington L, Belsky DW, Kothari M, Malanchini M, Tucker-Drob EM, Harden KP. Socioeconomic Disadvantage and the Pace of Biological Aging in Children. Pediatrics 2021; 147:e2020024406. [PMID: 34001641 PMCID: PMC8785753 DOI: 10.1542/peds.2020-024406] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/27/2021] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Children who grow up in socioeconomic disadvantage face increased burden of disease and disability throughout their lives. One hypothesized mechanism for this increased burden is that early-life disadvantage accelerates biological processes of aging, increasing vulnerability to subsequent disease. To evaluate this hypothesis and the potential impact of preventive interventions, measures are needed that can quantify early acceleration of biological aging in childhood. METHODS Saliva DNA methylation and socioeconomic circumstances were measured in N = 600 children and adolescents aged 8 to 18 years (48% female) participating in the Texas Twin Project. We measured pace of biological aging using the DunedinPoAm DNA methylation algorithm, developed to quantify the pace-of-aging-related decline in system integrity. We tested if children in more disadvantaged families and neighborhoods exhibited a faster pace of aging as compared with children in more affluent contexts. RESULTS Children living in more disadvantaged families and neighborhoods exhibited a faster DunedinPoAm-measured pace of aging (r = 0.18; P = .001 for both). Latinx-identifying children exhibited a faster DunedinPoAm-measured pace of aging compared with both White- and Latinx White-identifying children, consistent with higher levels of disadvantage in this group. Children with more advanced pubertal development, higher BMI, and more tobacco exposure exhibited faster a faster DunedinPoAm-measured pace of aging. However, DunedinPoAm-measured pace of aging associations with socioeconomic disadvantage were robust to control for these factors. CONCLUSIONS Children growing up under conditions of socioeconomic disadvantage exhibit a faster pace of biological aging. DNA methylation pace of aging might be useful as a surrogate end point in evaluation of programs and policies to address the childhood social determinants of lifelong health disparities.
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Affiliation(s)
- Laurel Raffington
- Department of Psychology and
- Population Research Center, The University of Texas at Austin, Austin, Texas
| | - Daniel W Belsky
- Department of Epidemiology and
- The Robert N. Butler Columbia Aging Center, Mailman School of Public Health, Columbia University, New York, New York; and
| | - Meeraj Kothari
- The Robert N. Butler Columbia Aging Center, Mailman School of Public Health, Columbia University, New York, New York; and
| | - Margherita Malanchini
- Department of Psychology and
- Population Research Center, The University of Texas at Austin, Austin, Texas
- Department of Biological and Experimental Psychology, Queen Mary University of London, London, United Kingdom
| | - Elliot M Tucker-Drob
- Department of Psychology and
- Population Research Center, The University of Texas at Austin, Austin, Texas
- Contributed equally as co-lead authors
| | - K Paige Harden
- Department of Psychology and
- Population Research Center, The University of Texas at Austin, Austin, Texas
- Contributed equally as co-lead authors
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14
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Demange PA, Malanchini M, Mallard TT, Biroli P, Cox SR, Grotzinger AD, Tucker-Drob EM, Abdellaoui A, Arseneault L, van Bergen E, Boomsma DI, Caspi A, Corcoran DL, Domingue BW, Harris KM, Ip HF, Mitchell C, Moffitt TE, Poulton R, Prinz JA, Sugden K, Wertz J, Williams BS, de Zeeuw EL, Belsky DW, Harden KP, Nivard MG. Investigating the genetic architecture of noncognitive skills using GWAS-by-subtraction. Nat Genet 2021; 53:35-44. [PMID: 33414549 PMCID: PMC7116735 DOI: 10.1038/s41588-020-00754-2] [Citation(s) in RCA: 98] [Impact Index Per Article: 32.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Accepted: 11/19/2020] [Indexed: 01/28/2023]
Abstract
Little is known about the genetic architecture of traits affecting educational attainment other than cognitive ability. We used genomic structural equation modeling and prior genome-wide association studies (GWASs) of educational attainment (n = 1,131,881) and cognitive test performance (n = 257,841) to estimate SNP associations with educational attainment variation that is independent of cognitive ability. We identified 157 genome-wide-significant loci and a polygenic architecture accounting for 57% of genetic variance in educational attainment. Noncognitive genetics were enriched in the same brain tissues and cell types as cognitive performance, but showed different associations with gray-matter brain volumes. Noncognitive genetics were further distinguished by associations with personality traits, less risky behavior and increased risk for certain psychiatric disorders. For socioeconomic success and longevity, noncognitive and cognitive-performance genetics demonstrated associations of similar magnitude. By conducting a GWAS of a phenotype that was not directly measured, we offer a view of genetic architecture of noncognitive skills influencing educational success.
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Affiliation(s)
- Perline A. Demange
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands,Amsterdam Public Health Research Institute, Amsterdam University Medical Centers, Amsterdam, The Netherlands,Research Institute LEARN!, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Margherita Malanchini
- Department of Biological and Experimental Psychology, Queen Mary University of London, London, UK,Social, Genetic and Developmental Psychiatric Centre, Institute of Psychiatry, Psychology, & Neuroscience, King’s College London, London, UK,Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Travis T. Mallard
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Pietro Biroli
- Department of Economics, University of Zurich, Zurich, Switzerland
| | - Simon R. Cox
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | | | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, USA,Population Research Center, University of Texas at Austin, Austin, TX, USA
| | - Abdel Abdellaoui
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands,Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Louise Arseneault
- Social, Genetic and Developmental Psychiatric Centre, Institute of Psychiatry, Psychology, & Neuroscience, King’s College London, London, UK
| | - Elsje van Bergen
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands,Research Institute LEARN!, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Dorret I. Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Avshalom Caspi
- Social, Genetic and Developmental Psychiatric Centre, Institute of Psychiatry, Psychology, & Neuroscience, King’s College London, London, UK,Department of Psychology & Neuroscience, Duke University, Durham, NC, USA,Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA,Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
| | - David L. Corcoran
- Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
| | | | - Kathleen Mullan Harris
- Department of Sociologyand Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Hill F. Ip
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Colter Mitchell
- Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Terrie E. Moffitt
- Social, Genetic and Developmental Psychiatric Centre, Institute of Psychiatry, Psychology, & Neuroscience, King’s College London, London, UK,Department of Psychology & Neuroscience, Duke University, Durham, NC, USA,Department of Psychiatry and Behavioral Sciences, Duke University School of Medicine, Durham, NC, USA,Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
| | - Richie Poulton
- Department of Psychology and Dunedin Multidisciplinary Health and Development Research Unit, University of Otago, Dunedin, New Zealand
| | - Joseph A. Prinz
- Center for Genomic and Computational Biology, Duke University, Durham, NC, USA
| | - Karen Sugden
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Jasmin Wertz
- Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | | | - Eveline L. de Zeeuw
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands,Research Institute LEARN!, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Daniel W. Belsky
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, NY, USA,Robert N. Butler Columbia Aging Center, Columbia University, New York, NY, USA
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Michel G. Nivard
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
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15
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Van den Akker AL, Briley DA, Grotzinger AD, Tackett JL, Tucker-Drob EM, Harden KP. Adolescent Big Five personality and pubertal development: Pubertal hormone concentrations and self-reported pubertal status. Dev Psychol 2021; 57:60-72. [PMID: 33382326 DOI: 10.1037/dev0001135] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In early adolescence, levels of conscientiousness and agreeableness have been found to temporarily decrease, with levels of neuroticism increasing, indicating a dip in personality maturation. It is unknown whether these changes are related to the process of puberty, a major developmental milestone with numerous changes for children. Here, we first replicated the dip in personality maturity in early adolescence (N = 2640, age range 8-18, 51% girls, 65% non-Hispanic white, 21% Hispanic/Latino, 10% African American, 9% other, roughly 33% of families received means-tested public assistance) and tested associations between the Big Five personality dimensions and pubertal development and timing across late childhood and adolescence (n = 1793). Pubertal development was measured using both hormonal assays (DHEA, testosterone, and progesterone) and self-reports of secondary sex characteristics. Of hormonal measures, only higher DHEA concentrations were associated with lower conscientiousness and openness. Nonparametric moderation analyses using LOSEM indicated Complex Age × Sex interactions involving all three hormones. Self-reported pubertal development was associated with lower extraversion, conscientiousness, agreeableness, and openness. More advanced pubertal timing was also related to lower levels of extraversion, conscientiousness, and agreeableness. All associations were small. As some evidence was found for small associations between pubertal development and lower levels of conscientiousness and agreeableness, a dip in personality maturation in these personality traits may be partly due to pubertal development in early adolescence. Overall, results did not indicate that pubertal development was the primary explanation of the maturity dip in adolescent personality. Many small influences likely accumulate to explain the dip in personality maturity in early adolescence. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
- Alithe L Van den Akker
- Department of Child Development and Education, Research Priority Area Yield, University of Amsterdam
| | - Daniel A Briley
- Department of Psychology, University of Illinois at Urbana-Champaign
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16
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Abstract
While learning from mistakes is a lifelong process, the rate at which an individual makes errors on any given task decreases through late adolescence. Previous fMRI adult work indicates that several control brain networks are reliably active when participants make errors across multiple tasks. Less is known about the consistency and localization of error processing in the child brain because previous research has used single tasks. The current analysis pooled data across three studies to examine error-related task activation (two tasks per study, three tasks in total) for a group of 232 children aged 8-17 years. We found that, consistent with the adult literature, the majority of applied cingulo-opercular brain regions, including medial superior frontal cortex, dorsal anterior cingulate, and bilateral anterior insula, showed consistent error processing engagement in children across multiple tasks. Error-related activity in many of these cingulo-opercular regions correlated with task performance. However, unlike in the adult literature, we found a lack of error-related activation across tasks in dorsolateral frontal areas, and we also did not find any task-consistent relations with age in these regions. Our findings suggest that the task-general error processing signal in the developing brain is fairly robust and similar to adults, with the exception of lateral frontal cortex.
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17
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Harden KP, Engelhardt LE, Mann FD, Patterson MW, Grotzinger AD, Savicki SL, Thibodeaux ML, Freis SM, Tackett JL, Church JA, Tucker-Drob EM. Genetic Associations Between Executive Functions and a General Factor of Psychopathology. J Am Acad Child Adolesc Psychiatry 2020; 59:749-758. [PMID: 31102652 PMCID: PMC6986791 DOI: 10.1016/j.jaac.2019.05.006] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Revised: 05/03/2019] [Accepted: 05/10/2019] [Indexed: 12/17/2022]
Abstract
OBJECTIVE Symptoms of psychopathology covary across diagnostic boundaries, and a family history of elevated symptoms for a single psychiatric disorder places an individual at heightened risk for a broad range of other psychiatric disorders. Both twin-based and genome-wide molecular methods indicate a strong genetic basis for the familial aggregation of psychiatric disease. This has led researchers to prioritize the search for highly heritable childhood risk factors for transdiagnostic psychopathology. Cognitive abilities that involve the selective control and regulation of attention, known as executive functions (EFs), are a promising set of risk factors. METHOD In a population-based sample of child and adolescent twins (n = 1,913, mean age = 13.1 years), we examined genetic overlap between both EFs and general intelligence (g) and a transdiagnostic dimension of vulnerability to psychopathology, comprising symptoms of anxiety, depression, neuroticism, aggression, conduct disorder, oppositional defiant disorder, hyperactivity, and inattention. Psychopathology symptoms in children were rated by children and their parents. RESULTS Latent factors representing general EF and g were highly heritable (h2 = 86%-92%), and genetic influences on both sets of cognitive abilities were robustly correlated with transdiagnostic genetic influences on psychopathology symptoms (genetic r values ranged from -0.20 to -0.38). CONCLUSION General EF and g robustly index genetic risk for transdiagnostic symptoms of psychopathology in childhood. Delineating the developmental and neurobiological mechanisms underlying observed associations between cognitive abilities and psychopathology remains a priority for ongoing research.
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18
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Hartung J, Engelhardt LE, Thibodeaux ML, Harden KP, Tucker-Drob EM. Developmental transformations in the structure of executive functions. J Exp Child Psychol 2020; 189:104681. [PMID: 31648081 PMCID: PMC6851482 DOI: 10.1016/j.jecp.2019.104681] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Revised: 08/04/2019] [Accepted: 08/05/2019] [Indexed: 12/21/2022]
Abstract
Comparisons of results from studies of executive function (EF) in early childhood to those of EF in middle and late childhood suggest that individual differences in EFs may differentiate from a unitary factor in early childhood to an increasingly multidimensional structure in middle childhood and adolescence. We tested whether associations among EFs strengthened from middle childhood to adolescence using cross-sectional data from a population-based sample of 1019 children aged 7-15 years (M = 10.79 years). Participants completed a comprehensive EF battery consisting of 15 measures tapping working memory, updating, switching, and inhibition domains. Moderated factor analysis, local structural equation modeling, and network modeling were applied to assess age-related differences in the factor structure of EF. Results from all three approaches indicated that working memory and updating maintained uniformly high patterns of covariation across the age range, whereas inhibition became increasingly differentiated from the other three domains beginning around 10 years of age. However, consistent with past research, inhibition tasks were only weakly intercorrelated. Age-related differences in the organization of switching abilities were mixed.
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Affiliation(s)
- Johanna Hartung
- Institute of Psychology and Education, Department of Psychology, Ulm University, 89081 Ulm, Germany.
| | - Laura E Engelhardt
- Department of Psychology, University of Texas at Austin, Austin, TX 78712, USA
| | - Megan L Thibodeaux
- Department of Psychology, University of Texas at Austin, Austin, TX 78712, USA
| | - K Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX 78712, USA; Population Research Center, University of Texas at Austin, Austin, TX 78712, USA
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX 78712, USA; Population Research Center, University of Texas at Austin, Austin, TX 78712, USA
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19
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Wood AC, Vainik U, Engelhardt LE, Briley DA, Grotzinger AD, Church JA, Harden KP, Tucker-Drob EM. Genetic overlap between executive functions and BMI in childhood. Am J Clin Nutr 2019; 110:814-822. [PMID: 31216571 PMCID: PMC6766443 DOI: 10.1093/ajcn/nqz109] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Accepted: 05/08/2019] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Executive functions (EFs) comprise a group of cognitive processes that selectively control and regulate attention. Inverse relations have been reported between EFs and BMI. However, the mechanisms underlying this association are not well understood. OBJECTIVES We aimed to decompose the inverse relation between EFs and BMI into genetic and environmental components. METHODS We employed a cross-sectional analysis of data from 869 twins aged 7-15 y from the Texas Twin Project, who completed a neuropsychological test battery measuring 4 EFs (switching, inhibitory control, working memory, and updating); academic achievement (reading and mathematics); and general cognitive abilities (general intelligence/intelligence quotient; crystallized and fluid intelligence; and processing speed). Participants also had their height and weight measured. RESULTS After controlling for age, sex, and race/ethnicity, BMI was inversely associated with a general EF factor representing the capacity to control and regulate goal-oriented behaviors (r = -0.125; P = 0.01; Q = 0.04). This inverse BMI-EF association was due to a significant overlap in genetic factors contributing to each phenotype (genetic correlation, rA, = -0.15; P < 0.001). Shared genetic influences accounted for 80% of the phenotypic association. CONCLUSIONS Children with higher general EF have lower BMIs, and this association is primarily attributable to shared genetic influences on both phenotypes. The results emphasize that higher weight associates not only with physical sequelae, but also with important cognitive attributes. This work adds to a growing body of research suggesting there are sets of genetic variants common across physical health and cognitive functioning.
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Affiliation(s)
- Alexis C Wood
- Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX, USA,Address correspondence to ACW (e-mail: )
| | - Uku Vainik
- Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada,Institute of Psychology, University of Tartu, Tartu, Estonia
| | - Laura E Engelhardt
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Daniel A Briley
- Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, USA
| | | | - Jessica A Church
- Department of Psychology, University of Texas at Austin, Austin, TX, USA,Imaging Research Center, University of Texas at Austin, Austin, TX, USA
| | - K Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, USA,Population Research Center, University of Texas at Austin, Austin, TX, USA
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, USA,Population Research Center, University of Texas at Austin, Austin, TX, USA
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20
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Mõttus R, Briley DA, Zheng A, Mann FD, Engelhardt LE, Tackett JL, Harden KP, Tucker-Drob EM. Kids becoming less alike: A behavioral genetic analysis of developmental increases in personality variance from childhood to adolescence. J Pers Soc Psychol 2019; 117:635-658. [PMID: 30920282 PMCID: PMC6687565 DOI: 10.1037/pspp0000194] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Recent work in personality development has indicated that the magnitude of individual differences in personality increases over child development. Do such patterns reflect the differentiation of individuals by genotype, an increasing influence of environmental factors, or some (interactive) combination of the two? Using a population-based sample of over 2,500 twins and multiples from the Texas Twin Project, we estimated age trends in the variances in self- and parent-reported measures of the Big Five personality traits between Ages 8 and 18 years. We then estimated age trends in the genetic and environmental components of variance in each measure. Individual differences in personality increased in magnitude from childhood through mid-adolescence. This pattern emerged using both children's self-reports and ratings provided by their parents, and was primarily attributable to increases in the magnitude of genetic influences. Most of the increasing genetic variance appeared nonadditive, pointing to the possibility that developmental processes tend to make genetically similar individuals disproportionately more alike in their personality traits over time. These findings could reflect increasing or accumulating effects of trait-by-trait interactions; person-by-environment transactions, whereby genetically similar people are disproportionally likely to experience similar environments; the activation of dominant genes across developmental transitions (e.g., puberty); or some combination of these three processes, among other factors. Theories of personality development will need to accommodate these descriptive findings, and longitudinal, genetically informed designs are needed to test some of the specific hypotheses springing from this study. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Affiliation(s)
- René Mõttus
- University of Edinburgh and University of Tartu
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21
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Madole JW, Rhemtulla M, Grotzinger AD, Tucker-Drob EM, Harden PK. Testing Cold and Hot Cognitive Control as Moderators of a Network of Comorbid Psychopathology Symptoms in Adolescence. Clin Psychol Sci 2019; 7:701-718. [PMID: 32309042 PMCID: PMC7164772 DOI: 10.1177/2167702619842466] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Comorbidity is pervasive across psychopathological symptoms, diagnoses, and domains. Network analysis is a method for investigating symptom-level associations that underlie comorbidity, particularly through bridge symptoms connecting diagnostic syndromes. We applied network analyses of comorbidity to data from a population-based sample of adolescents (n = 849). We implemented a method for assessing nonparametric moderation of psychopathology networks to evaluate differences in network structure across levels of intelligence and emotional control. Symptoms generally clustered by clinical diagnoses, but specific between-cluster bridge connections emerged. Internalizing symptoms demonstrated unique connections with aggression symptoms of interpersonal irritability, whereas externalizing symptoms showed more diffuse interconnections. Aggression symptoms identified as bridge nodes in the cross-sectional network were enriched for longitudinal associations with internalizing symptoms. Cross-domain connections did not significantly vary across intelligence but were weaker at lower emotional control. Our findings highlight transdiagnostic symptom relationships that may underlie co-occurrence of clinical diagnoses or higher-order factors of psychopathology.
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Affiliation(s)
- James W. Madole
- The University of Texas at Austin
- Department of Psychology, The University of Texas at Austin, SEA 3.314, 108 E Dean Keeton Street, Austin, TX 78712-1043, United States
| | - Mijke Rhemtulla
- University of California, Davis
- Department of Psychology, University of California, Davis, 135 Young Hall, One Shields Avenue, Davis, CA, 95616, United States
| | - Andrew D. Grotzinger
- The University of Texas at Austin
- Department of Psychology, The University of Texas at Austin, SEA 3.314, 108 E Dean Keeton Street, Austin, TX 78712-1043, United States
| | - Elliot M. Tucker-Drob
- The University of Texas at Austin
- Department of Psychology, The University of Texas at Austin, SEA 3.314, 108 E Dean Keeton Street, Austin, TX 78712-1043, United States
| | - Paige K. Harden
- The University of Texas at Austin
- Department of Psychology, The University of Texas at Austin, SEA 3.314, 108 E Dean Keeton Street, Austin, TX 78712-1043, United States
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22
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Zheng A, Briley DA, Malanchini M, Tackett JL, Harden KP, Tucker-Drob EM. Genetic and Environmental Influences on Achievement Goal Orientations Shift with Age. EUROPEAN JOURNAL OF PERSONALITY 2019; 33:317-336. [PMID: 34083874 PMCID: PMC8171310 DOI: 10.1002/per.2202] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Students engage in learning activities with different achievement goal orientations. Some students pursue learning for learning sake (i.e. mastery goal orientation), some are driven by gaining favorable judgement of their performance (i.e. performance approach goal orientation), and others focus on avoiding negative judgement (i.e. performance avoidance goal orientation). These goal orientations are linked with academic achievement, and troublingly, students report decreasing levels of goal orientations across the school years. However, little is known concerning the mechanisms that drive this decline. In a large (N = 891 twin pairs) cross-sectional genetically informative sample (age = 8 to 22 years), we found that older students reported lower goal orientations. Then, we identified shifts in the magnitude of genetic and environmental variance in each goal orientation. For example, variance in mastery goal orientation was primarily associated with environmental factors during the elementary school years. As students entered high school, genetic influences increased, replacing shared environmental influences. Finally, we situated these findings in the larger nomological network by testing associations with psychological constructs (e.g. personality and cognitive ability) and contextual variables (e.g. parents, schools, and peers). The development of academic motivation is complex with many interconnecting factors that appear to shift with age.
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Affiliation(s)
- Anqing Zheng
- Department of Psychology, University of Illinois at Urbana-Champaign
| | - Daniel A Briley
- Department of Psychology, University of Illinois at Urbana-Champaign
| | | | | | - K Paige Harden
- Population Research Center, University of Texas at Austin
- Department of Psychology, University of Texas at Austin
| | - Elliot M Tucker-Drob
- Population Research Center, University of Texas at Austin
- Department of Psychology, University of Texas at Austin
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Grotzinger AD, Cheung AK, Patterson MW, Harden KP, Tucker-Drob EM. Genetic and Environmental Links between : General Factors of Psychopathology and Cognitive Ability in Early Childhood. Clin Psychol Sci 2019; 7:430-444. [PMID: 31440427 PMCID: PMC6706081 DOI: 10.1177/2167702618820018] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
In adults, psychiatric disorders are highly comorbid, and are negatively associated with cognitive abilities. Individual cognitive measures have been linked with domains of child psychopathology, but the specificity of these associations and the extent to which they reflect shared genetic influences are unknown. This study examines the relation between general factors of cognitive ability (g) and psychopathology (p) in early development using two genetically-informative samples: the Texas "Tiny" Twin project (TXtT; N = 626 individuals, age range = 0.16 - 6.31 years) and the Early Childhood Longitudinal Study-Birth Cohort (ECLS-B; N ≈ 1,300 individual twins, age range = 3.7 - 7.1 years). The total p-g correlation (-.21 in ECLS-B; -.34 in TXtT) was primarily attributable to genetic and shared environmental factors. The early age range of participants indicates that the p-g association is a reflection of overlapping genetic and shared environmental factors that operate in the first years of life.
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Affiliation(s)
- Andrew D. Grotzinger
- Department of Psychology, The University of Texas at Austin, 108 E Dean Keeton, Stop A8000, Austin, TX 78712-0187
| | - Amanda K. Cheung
- Department of Psychology, The University of Texas at Austin, 108 E Dean Keeton, Stop A8000, Austin, TX 78712-0187
| | - Megan W. Patterson
- Department of Psychology, The University of Texas at Austin, 108 E Dean Keeton, Stop A8000, Austin, TX 78712-0187
| | - K. Paige Harden
- Department of Psychology, The University of Texas at Austin, 108 E Dean Keeton, Stop A8000, Austin, TX 78712-0187
- Population Research Center, University of Texas at Austin, Austin, TX
| | - Elliot M. Tucker-Drob
- Department of Psychology, The University of Texas at Austin, 108 E Dean Keeton, Stop A8000, Austin, TX 78712-0187
- Population Research Center, University of Texas at Austin, Austin, TX
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Mann FD, Tackett JL, Tucker-Drob EM, Harden KP. Callous-Unemotional Traits Moderate Genetic and Environmental Influences on Rule-Breaking and Aggression: Evidence for Gene × Trait Interaction. Clin Psychol Sci 2019; 6:123-133. [PMID: 30701129 DOI: 10.1177/2167702617730889] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Previous behavioral genetic research in children has found that conduct problems in the presence of high CU traits are more heritable than conduct problems in the presence of low CU traits -- a gene × trait interaction. The current study replicates and extends this finding using a sample of adolescent twins from the Texas Twin Project, who were assessed for rule-breaking and aggression. We find evidence that genetic influences on CU traits contribute to genetic liability for both rule-breaking and aggressive behavior. CU traits moderate genetic influences on aggressive behavior, such that the heritability of aggression is higher among youth with high levels of CU traits. However, we do not find evidence that CU traits moderate genetic influences on rule-breaking behavior. The continuum of callous-unemotionality and the aggression versus rule-breaking distinction continues to be meaningful and intersecting methods for characterizing heterogeneity in the etiology of antisocial behavior.
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Affiliation(s)
- Frank D Mann
- Department of Psychology, University of Texas at Austin
| | | | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin.,Population Research Center, University of Texas at Austin
| | - K Paige Harden
- Department of Psychology, University of Texas at Austin.,Population Research Center, University of Texas at Austin
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25
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Malanchini M, Engelhardt LE, Grotzinger AD, Harden KP, Tucker-Drob EM. "Same but different": Associations between multiple aspects of self-regulation, cognition, and academic abilities. J Pers Soc Psychol 2018; 117:1164-1188. [PMID: 30550329 DOI: 10.1037/pspp0000224] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Self-regulation describes the ability to control both behaviors and internal states against a backdrop of conflicting or distracting situations, drives, or impulses. In the cognitive psychology tradition, individual differences in self-regulation are commonly measured with performance-based tests of executive functioning, whereas in the personality psychology tradition, individual differences in self-regulation are typically assessed with report-based measures of impulse control, sustained motivation, and perseverance. The goal of this project was (a) to comprehensively examine the structure of associations between multiple self-regulatory constructs stemming from the cognitive and personality psychology traditions; (b) to estimate how these constructs, individually and collectively, related to mathematics and reading ability beyond psychometric measures of processing speed and fluid intelligence; and (c) to estimate the extent to which genetic and environmental factors mediated the observed associations. Data were available for 1,019 child participants from the Texas Twin Project (M age = 10.79, range = 7.8-15.5). Results highlighted the differentiation among cognitive and personality aspects of self-regulation, both at observed and genetic levels. After accounting for processing speed and fluid intelligence, EF remained a significant predictor of reading and mathematics ability. Educationally relevant measures of personality-particularly an openness factor representing curiosity and intellectual self-concept-incrementally contributed to individual differences in reading ability. Collectively, measures of cognition, self-regulation, and other educationally relevant aspects of personality accounted for the entirety of genetic variance in mathematics and reading ability. The current findings point to the important independent role that each construct plays in academic settings. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Engelhardt LE, Harden KP, Tucker-Drob EM, Church JA. The neural architecture of executive functions is established by middle childhood. Neuroimage 2018; 185:479-489. [PMID: 30312810 DOI: 10.1016/j.neuroimage.2018.10.024] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 09/05/2018] [Accepted: 10/08/2018] [Indexed: 01/14/2023] Open
Abstract
Executive functions (EFs) are regulatory cognitive processes that support goal-directed thoughts and behaviors and that involve two primary networks of functional brain activity in adulthood: the fronto-parietal and cingulo-opercular networks. The current study assessed whether the same networks identified in adulthood underlie child EFs. Using task-based fMRI data from a diverse sample of N = 117 children and early adolescents (M age = 10.17 years), we assessed the extent to which neural activity was shared across switching, updating, and inhibition domains, and whether these patterns were qualitatively consistent with adult EF-related activity. Brain regions that were consistently engaged across switching, updating, and inhibition tasks closely corresponded to the cingulo-opercular and fronto-parietal networks identified in studies of adults. Isolating brain activity during more demanding task periods highlighted contributions of the dorsal anterior cingulate and anterior insular regions of the cingulo-opercular network. Results were independent of age and time-on-task effects. These results indicate that the two core brain networks that support EFs are in place by middle childhood, in agreement with resting-state findings of adultlike brain network organization. Improvement in EFs from middle childhood to adulthood, therefore, are likely due to quantitative changes in activity within these networks, rather than qualitative changes in the organization of the networks themselves. Improved knowledge of how the brain's functional organization supports EF in childhood has critical implications for understanding the maturation of cognitive abilities.
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Affiliation(s)
- Laura E Engelhardt
- Department of Psychology, The University of Texas at Austin, United States.
| | - K Paige Harden
- Department of Psychology, The University of Texas at Austin, United States; Population Research Center, The University of Texas at Austin, United States
| | - Elliot M Tucker-Drob
- Department of Psychology, The University of Texas at Austin, United States; Population Research Center, The University of Texas at Austin, United States
| | - Jessica A Church
- Department of Psychology, The University of Texas at Austin, United States; Imaging Research Center, The University of Texas at Austin, United States
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Patterson MW, Mann FD, Grotzinger AD, Tackett JL, Tucker-Drob EM, Harden KP. Genetic and environmental influences on internalizing psychopathology across age and pubertal development. Dev Psychol 2018; 54:1928-1939. [PMID: 30234342 DOI: 10.1037/dev0000578] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Symptoms of anxiety and depression are commonly comorbid and partially share a genetic etiology. Mean levels of anxiety and depression increase over the transition to adolescence, particularly in girls, suggesting a possible role of pubertal development in the activation of underlying genetic risks. The current study examined how genetic and environmental influences on anxiety and depression differed by chronological age and pubertal status. We analyzed composite scores from child self-reports and parent informant-reports of internalizing symptomology in a racially and socioeconomically diverse sample of 1,913 individual twins from 1,006 pairs (ages 8-20 years) from the Texas Twin Project. Biometric models tested age and pubertal status as moderators of genetic and environmental influences shared between and specific to anxiety and depression to determine whether etiology of internalizing symptomology differs across development as a function of age or puberty. Genetic influences did not increase as a function of age or puberty, but instead shared environmental effects decreased with age. In an exploratory model that considered the moderators simultaneously, developmental differences in etiology were reflected in genetic and environmental effects unique to depression. Results suggest that genetic variance in internalizing problems is relatively constant during adolescence, with environmental influences more varied across development. (PsycINFO Database Record
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Affiliation(s)
| | - Frank D Mann
- Department of Psychology, University of Minnesota
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Engelhardt LE, Church JA, Paige Harden K, Tucker-Drob EM. Accounting for the shared environment in cognitive abilities and academic achievement with measured socioecological contexts. Dev Sci 2018; 22:e12699. [PMID: 30113118 DOI: 10.1111/desc.12699] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 05/19/2018] [Indexed: 12/21/2022]
Abstract
Behavioral and molecular genetic research has established that child cognitive ability and academic performance are substantially heritable, but genetic variation does not account for all of the stratification of cognitive and academic outcomes across families. Which specific contexts and experiences contribute to these shared environmental influences on cognitive ability and academic achievement? Using an ethnically and socioeconomically diverse sample of N = 1728 twins ages 7-20 from the Texas Twin Project, we identified specific measured family, school, and neighborhood socioecological contexts that statistically accounted for latent shared environmental variance in cognitive abilities and academic skills. Composite measures of parent socioeconomic status (SES), school demographic composition, and neighborhood SES accounted for moderate proportions of variation in IQ and achievement. Total variance explained by the multilevel contexts ranged from 15% to 22%. The influence of family SES on IQ and achievement overlapped substantially with the influence of school and neighborhood predictors. Together with race, the measured socioecological contexts explained 100% of shared environmental influences on IQ and approximately 79% of shared environmental influences on both verbal comprehension and reading ability. In contrast, nontrivial proportions of shared environmental variation in math performance were left unexplained. We highlight the potential utility of constructing "polyenvironmental risk scores" in an effort to better predict developmental outcomes and to quantify children's and adolescents' interrelated networks of experiences. A video abstract of this article can be viewed at: https://youtu.be/77E_DctFsr0.
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Affiliation(s)
| | | | - K Paige Harden
- Department of Psychology, University of Texas at Austin, Texas.,Population Research Center, University of Texas at Austin, Texas
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin, Texas.,Population Research Center, University of Texas at Austin, Texas
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29
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Ayoub M, Briley DA, Grotzinger A, Patterson MW, Engelhardt LE, Tackett JL, Harden KP, Tucker-Drob EM. Genetic and Environmental Associations Between Child Personality and Parenting. SOCIAL PSYCHOLOGICAL AND PERSONALITY SCIENCE 2018; 10:711-721. [PMID: 31807233 DOI: 10.1177/1948550618784890] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Parenting is often conceptualized in terms of its effects on offspring. However, children may also play an active role in influencing the parenting they receive. Simple correlations between parenting and child outcomes may be due to parent-to-child causation, child-to-parent causation, or some combination of the two. We use a multi-rater, genetically informative, large sample (n = 1411 twin sets) to gain traction on this issue as it relates to parental warmth and stress in the context of child Big Five personality. Considerable variance in parental warmth (27%) and stress (45%) was attributable to child genetic influences on parenting. Incorporating child Big Five personality into the model explained roughly half of this variance. This result is consistent with the hypothesis that parents mold their parenting in response to their child's personality. Residual heritability of parenting is likely due to child characteristics beyond the Big Five.
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Affiliation(s)
- Mona Ayoub
- Department of Psychology, University of Illinois at Urbana-Champaign
| | - Daniel A Briley
- Department of Psychology, University of Illinois at Urbana-Champaign
| | | | | | | | | | - K Paige Harden
- Department of Psychology, University of Texas at Austin.,Population Research Center, University of Texas at Austin
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin.,Population Research Center, University of Texas at Austin
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30
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Grotzinger AD, Briley DA, Engelhardt LE, Mann FD, Patterson MW, Tackett JL, Tucker-Drob EM, Harden KP. Genetic and environmental influences on pubertal hormones in human hair across development. Psychoneuroendocrinology 2018; 90:76-84. [PMID: 29454168 PMCID: PMC5864552 DOI: 10.1016/j.psyneuen.2018.02.005] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2017] [Revised: 02/07/2018] [Accepted: 02/09/2018] [Indexed: 11/23/2022]
Abstract
Puberty is a complex biopsychosocial process that can affect an array of psychiatric and medical disorders emerging in adolescence. Although the pubertal process is driven by neuroendocrine changes, few quantitative genetic studies have directly measured puberty-relevant hormones. Hair samples can now be assayed for accumulation of hormones over several months. In contrast to more conventional salivary measures, hair measures are not confounded by diurnal variation or hormonal reactivity. In an ethnically and socioeconomically diverse sample of 1286 child and adolescent twins and multiples from 672 unique families, we estimated genetic and environmental influences on hair concentrations of testosterone, DHEA, and progesterone across the period of 8-18 years of age. On average, male DHEA and testosterone were highly heritable, whereas female DHEA, progesterone, and puberty were largely influenced by environmental components. We identified sex-specific developmental windows of maximal heritability in each hormone. Peak heritability for DHEA occurred at approximately 10 years of age for males and females. Peak heritability for testosterone occurred at age 12.5 and 15.2 years for males and females, respectively. Peak heritability for male progesterone occurred at 11.2 years, while the heritability of female progesterone remained uniformly low. The identification of specific developmental windows when genetic signals for hormones are maximized has critical implications for well-informed models of hormone-behavior associations in childhood and adolescence.
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Affiliation(s)
| | - Daniel A Briley
- Department of Psychology, University of Illinois at Urbana-Champaign, Urbana, IL, USA
| | - Laura E Engelhardt
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Frank D Mann
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | - Megan W Patterson
- Department of Psychology, University of Texas at Austin, Austin, TX, USA
| | | | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, USA; Population Research Center, University of Texas at Austin, Austin, TX, USA
| | - K Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, USA; Population Research Center, University of Texas at Austin, Austin, TX, USA
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31
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Grotzinger AD, Mann FD, Patterson MW, Tackett JL, Tucker-Drob EM, Harden KP. Hair and Salivary Testosterone, Hair Cortisol, and Externalizing Behaviors in Adolescents. Psychol Sci 2018; 29:688-699. [PMID: 29443645 DOI: 10.1177/0956797617742981] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Although testosterone is associated with aggression in the popular imagination, previous research on the links between testosterone and human aggression has been inconsistent. This inconsistency might be because testosterone's effects on aggression depend on other moderators. In a large adolescent sample ( N = 984, of whom 460 provided hair samples), we examined associations between aggression and salivary testosterone, hair testosterone, and hair cortisol. Callous-unemotional traits, parental monitoring, and peer environment were examined as potential moderators of hormone-behavior associations. Salivary testosterone was not associated with aggression. Hair testosterone significantly predicted increased aggression, particularly at low levels of hair cortisol (i.e., Testosterone × Cortisol interaction). This study is the first to examine the relationship between hair hormones and externalizing behaviors and adds to the growing literature that indicates that androgenic effects on human behavior are contingent on aspects of the broader endocrine environment-in particular, levels of cortisol.
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Affiliation(s)
| | - Frank D Mann
- 1 Department of Psychology, University of Texas at Austin
| | | | | | - Elliot M Tucker-Drob
- 1 Department of Psychology, University of Texas at Austin.,3 Population Research Center, University of Texas at Austin
| | - K Paige Harden
- 1 Department of Psychology, University of Texas at Austin.,3 Population Research Center, University of Texas at Austin
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Grotzinger AD, Mann FD, Patterson MW, Herzhoff K, Tackett JL, Tucker-Drob EM, Harden KP. Twin models of environmental and genetic influences on pubertal development, salivary testosterone, and estradiol in adolescence. Clin Endocrinol (Oxf) 2018; 88:243-250. [PMID: 29161770 PMCID: PMC5771835 DOI: 10.1111/cen.13522] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2017] [Revised: 11/13/2017] [Accepted: 11/15/2017] [Indexed: 11/29/2022]
Abstract
OBJECTIVE Research on sources of variation in adolescent's gonadal hormone levels is limited. We sought to decompose individual differences in adolescent testosterone, estradiol, and pubertal status, into genetic and environmental components. DESIGN A sample of male and female adolescent twins from the greater Austin and Houston areas provided salivary samples, with a subset of participants providing longitudinal data at 2 waves. PARTICIPANTS The sample included 902 adolescent twins, 49% female, aged 13-20 years (M = 15.91) from the Texas Twin Project. Thirty-seven per cent of twin pairs were monozygotic; 30% were same-sex dizygotic (DZ) pairs; and 33% were opposite-sex DZ pairs. MEASUREMENTS Saliva samples were assayed for testosterone and estradiol using chemiluminescence immunoassays. Pubertal status was assessed using self-report. Biometric decompositions were performed using multivariate quantitative genetic models. RESULTS Genetic factors contributed substantially to variation in testosterone in males and females in the follicular phase of their menstrual cycle (h2 = 60% and 51%, respectively). Estradiol was also genetically influenced in both sexes, but was predominately influenced by nonshared environmental factors. The correlation between testosterone and estradiol was mediated by a combination of genetic and environmental influences for males and females. Genetic and environmental influences on hormonal concentrations were only weakly correlated with self-reported pubertal status, particularly for females. CONCLUSIONS Between-person variability in adolescent gonadal hormones and their interrelationship reflects both genetic and environmental processes, with both testosterone and estradiol containing sizeable heritable components.
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Affiliation(s)
| | - Frank D. Mann
- Department of Psychology, University of Texas at Austin, Austin, Texas, USA
| | - Megan W. Patterson
- Department of Psychology, University of Texas at Austin, Austin, Texas, USA
| | - Kathrin Herzhoff
- Department of Psychology, Northwestern University, Evanston, Illinois, USA
| | | | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, Texas, USA
- Population Research Center, University of Texas at Austin, Austin, Texas, USA
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, Texas, USA
- Population Research Center, University of Texas at Austin, Austin, Texas, USA
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Harden KP, Mann FD, Grotzinger AD, Patterson MW, Steinberg L, Tackett JL, Tucker-Drob EM. Developmental differences in reward sensitivity and sensation seeking in adolescence: Testing sex-specific associations with gonadal hormones and pubertal development. J Pers Soc Psychol 2017; 115:161-178. [PMID: 29094961 DOI: 10.1037/pspp0000172] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Sensation seeking has been found to increase, on average, from childhood to adolescence. Developmental scientists have hypothesized that this change could be driven by the rise of gonadal hormones at puberty, which affect reward-related processing in the brain. In a large, age-heterogeneous, population-based sample of adolescents and young adults (N = 810; ages 13-20 years), we tested for sex-specific associations between age, self-reported pubertal development, gonadal hormones (estradiol and testosterone) as measured in saliva, reward sensitivity as measured by a multivariate battery of in-laboratory tasks (including the Iowa gambling task, balloon analogue risk task, and stoplight task), and self-reported sensation seeking. Reward sensitivity was more strongly associated with sensation seeking in males than females. For both males and females, reward sensitivity was unrelated to age but was higher among those who reported more advanced pubertal development. There were significant sex differences in the effects of self-reported pubertal development on sensation seeking, with a positive association evident in males but a negative association in females. Moreover, gonadal hormones also showed diverging associations with sensation seeking-positive with testosterone but negative with estradiol. Overall, the results indicate that sensation seeking among adolescents and young adults depends on a complex constellation of developmental influences that operate via sex-specific mechanisms. (PsycINFO Database Record
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Patterson MW, Cheung AK, Mann FD, Tucker-Drob EM, Harden KP. Multivariate analysis of genetic and environmental influences on parenting in adolescence. JOURNAL OF FAMILY PSYCHOLOGY : JFP : JOURNAL OF THE DIVISION OF FAMILY PSYCHOLOGY OF THE AMERICAN PSYCHOLOGICAL ASSOCIATION (DIVISION 43) 2017; 31:532-541. [PMID: 28240920 PMCID: PMC5555806 DOI: 10.1037/fam0000298] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Adolescents whose parents are affectionate, maintain consistent rules, and are knowledgeable about their whereabouts tend to exhibit more adaptive levels of psychological functioning across multiple domains. Behavioral genetic research has documented the sensitivity of parenting to genetically influenced child characteristics and behaviors. Yet, the question of whether the correlations between parenting behaviors are driven by overlapping parent effects, overlapping child effects, or some combination of the two remains open. In a sample of N = 542 twins, ages 13.6 to 20.1 years, from the Texas Twin Project, we evaluated the extent to which adolescents' genetically influenced traits broadly affect multiple dimensions of parenting (maternal and paternal warmth and control, and parental monitoring). We found that shared environmental factors primarily accounted for the covariation among parental warmth, control, and monitoring. Child-driven genetic effects were primarily detected in parenting variance unique to fathers. These results indicate that adolescents' family-wide environmental contexts are general across multiple domains of parenting, whereas genetically influenced adolescent-driven effects are specific to particular aspects of parenting and to particular relationships. (PsycINFO Database Record
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Affiliation(s)
| | | | - Frank D Mann
- Department of Psychology, University of Texas at Austin
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35
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Tucker-Drob EM, Grotzinger A, Briley DA, Engelhardt LE, Mann FD, Patterson M, Kirschbaum C, Adam EK, Church JA, Tackett JL, Harden KP. Genetic influences on hormonal markers of chronic hypothalamic-pituitary-adrenal function in human hair. Psychol Med 2017; 47:1389-1401. [PMID: 28100283 PMCID: PMC5517361 DOI: 10.1017/s0033291716003068] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
BACKGROUND Cortisol is the primary output of the hypothalamic-pituitary-adrenal (HPA) axis and is central to the biological stress response, with wide-ranging effects on psychiatric health. Despite well-studied biological pathways of glucocorticoid function, little attention has been paid to the role of genetic variation. Conventional salivary, urinary and serum measures are strongly influenced by diurnal variation and transient reactivity. Recently developed technology can be used to measure cortisol accumulation over several months in hair, thus indexing chronic HPA function. METHOD In a socio-economically diverse sample of 1070 twins/multiples (ages 7.80-19.47 years) from the Texas Twin Project, we estimated effects of sex, age and socio-economic status (SES) on hair concentrations of cortisol and its inactive metabolite, cortisone, along with their interactions with genetic and environmental factors. This is the first genetic study of hair neuroendocrine concentrations and the largest twin study of neuroendocrine concentrations in any tissue type. RESULTS Glucocorticoid concentrations increased with age for females, but not males. Genetic factors accounted for approximately half of the variation in cortisol and cortisone. Shared environmental effects dissipated over adolescence. Higher SES was related to shallower increases in cortisol with age. SES was unrelated to cortisone, and did not significantly moderate genetic effects on either cortisol or cortisone. CONCLUSIONS Genetic factors account for sizable proportions of glucocorticoid variation across the entire age range examined, whereas shared environmental influences are modest, and only apparent at earlier ages. Chronic glucocorticoid output appears to be more consistently related to biological sex, age and genotype than to experiential factors that cluster within nuclear families.
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Affiliation(s)
- Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, USA
- Population Research Center, University of Texas at Austin, USA
| | | | - Daniel A. Briley
- Department of Psychology, University of Illinois at Urbana-Champaign, USA
| | | | - Frank D. Mann
- Department of Psychology, University of Texas at Austin, USA
| | - Megan Patterson
- Department of Psychology, University of Texas at Austin, USA
| | - Clemens Kirschbaum
- Deparment of Biological Psychology, Technische Universität Dresden, Germany
| | - Emma K. Adam
- Deparment of Human Development and Social Policy, Northwestern University, Evanston, IL USA
| | | | | | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, USA
- Population Research Center, University of Texas at Austin, USA
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Harden KP, Kretsch N, Mann FD, Herzhoff K, Tackett JL, Steinberg L, Tucker-Drob EM. Beyond dual systems: A genetically-informed, latent factor model of behavioral and self-report measures related to adolescent risk-taking. Dev Cogn Neurosci 2017; 25:221-234. [PMID: 28082127 PMCID: PMC6886471 DOI: 10.1016/j.dcn.2016.12.007] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2016] [Revised: 11/21/2016] [Accepted: 12/20/2016] [Indexed: 11/25/2022] Open
Abstract
The dual systems model posits that adolescent risk-taking results from an imbalance between a cognitive control system and an incentive processing system. Researchers interested in understanding the development of adolescent risk-taking use a diverse array of behavioral and self-report measures to index cognitive control and incentive processing. It is currently unclear whether different measures commonly interpreted as indicators of the same psychological construct do, in fact, tap the same underlying dimension of individual differences. In a diverse sample of 810 adolescent twins and triplets (M age=15.9years, SD=1.4years) from the Texas Twin Project, we investigated the factor structure of fifteen self-report and task-based measures relevant to adolescent risk-taking. These measures can be organized into four factors, which we labeled premeditation, fearlessness, cognitive dyscontrol, and reward seeking. Most behavioral measures contained large amounts of task-specific variance; however, most genetic variance in each measure was shared with other measures of the corresponding factor. Behavior genetic analyses further indicated that genetic influences on cognitive dyscontrol overlapped nearly perfectly with genetic influences on IQ (rA=-0.91). These findings underscore the limitations of using single laboratory tasks in isolation, and indicate that the study of adolescent risk taking will benefit from applying multimethod approaches.
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Affiliation(s)
- K Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, United States; Population Research Center, University of Texas at Austin, Austin, TX, United States.
| | - Natalie Kretsch
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
| | - Frank D Mann
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
| | - Kathrin Herzhoff
- Department of Psychology, Northwestern University, Evanston, IL, United States
| | - Jennifer L Tackett
- Department of Psychology, Northwestern University, Evanston, IL, United States
| | - Laurence Steinberg
- Department of Psychology, Temple University, Philadelphia, PA, United States
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, United States; Population Research Center, University of Texas at Austin, Austin, TX, United States
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Personality risk for antisocial behavior: Testing the intersections between callous-unemotional traits, sensation seeking, and impulse control in adolescence. Dev Psychopathol 2017; 30:267-282. [PMID: 28555534 DOI: 10.1017/s095457941700061x] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The current project seeks to integrate literatures on personality risk for antisocial behavior (ASB) by examining how callous-unemotional traits relate to (a) the development of disinhibited traits and (b) the association between disinhibited traits and ASB. In Study 1, using a nationally representative sample of youth (N > 7,000), we examined whether conduct problems and lack of guilt assessed during ages 4-10 years predicted levels of and changes in disinhibited traits over the course of adolescence, and moderated associations between these traits and ASB. High levels of childhood conduct problems were associated with higher levels of impulsivity, sensation seeking, and ASB in early adolescence, whereas lack of guilt was associated with lower levels of sensation seeking. Neither conduct problems nor lack of guilt significantly predicted changes in impulsivity or sensation seeking, and associations among changes in sensation seeking, impulsivity, and ASB were also consistent across levels of conduct problems and lack of guilt. In Study 2, using a cross-sectional sample of adolescents (N = 970), we tested whether callous-unemotional traits moderated associations between disinhibited traits and ASB. Consistent with the results of Study 1, associations between disinhibited personality and ASB were consistent across a continuous range of callous-unemotional traits.
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Engelhardt LE, Roe MA, Juranek J, DeMaster D, Harden KP, Tucker-Drob EM, Church JA. Children's head motion during fMRI tasks is heritable and stable over time. Dev Cogn Neurosci 2017; 25:58-68. [PMID: 28223034 PMCID: PMC5478437 DOI: 10.1016/j.dcn.2017.01.011] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Revised: 11/21/2016] [Accepted: 01/30/2017] [Indexed: 11/30/2022] Open
Abstract
Head motion during fMRI scans negatively impacts data quality, and as post-acquisition techniques for addressing motion become increasingly stringent, data retention decreases. Studies conducted with adult participants suggest that movement acts as a relatively stable, heritable phenotype that serves as a marker for other genetically influenced phenotypes. Whether these patterns extend downward to childhood has critical implications for the interpretation and generalizability of fMRI data acquired from children. We examined factors affecting scanner motion in two samples: a population-based twin sample of 73 participants (ages 7–12 years) and a case-control sample of 32 non-struggling and 78 struggling readers (ages 8–11 years), 30 of whom were scanned multiple times. Age, but not ADHD symptoms, was significantly related to scanner movement. Movement also varied as a function of task type, run length, and session length. Twin pair concordance for head motion was high for monozygotic twins and moderate for dizygotic twins. Cross-session test-retest reliability was high. Together, these findings suggest that children’s head motion is a genetically influenced trait that has the potential to systematically affect individual differences in BOLD changes within and across groups. We discuss recommendations for future work and best practices for pediatric neuroimaging.
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Affiliation(s)
- Laura E Engelhardt
- Department of Psychology, The University of Texas at Austin, United States.
| | - Mary Abbe Roe
- Department of Psychology, The University of Texas at Austin, United States
| | - Jenifer Juranek
- The Children's Learning Institute, The University of Texas Health Science Center at Houston, United States
| | - Dana DeMaster
- The Children's Learning Institute, The University of Texas Health Science Center at Houston, United States
| | - K Paige Harden
- Department of Psychology, The University of Texas at Austin, United States; Population Research Center, The University of Texas at Austin, United States
| | - Elliot M Tucker-Drob
- Department of Psychology, The University of Texas at Austin, United States; Population Research Center, The University of Texas at Austin, United States
| | - Jessica A Church
- Department of Psychology, The University of Texas at Austin, United States; Imaging Research Center, The University of Texas at Austin, United States
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Mann FD, Engelhardt L, Briley DA, Grotzinger AD, Patterson MW, Tackett JL, Strathan DB, Heath A, Lynskey M, Slutske W, Martin NG, Tucker-Drob EM, Harden KP. Sensation seeking and impulsive traits as personality endophenotypes for antisocial behavior: Evidence from two independent samples. PERSONALITY AND INDIVIDUAL DIFFERENCES 2017; 105:30-39. [PMID: 28824215 PMCID: PMC5560504 DOI: 10.1016/j.paid.2016.09.018] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Sensation seeking and impulsivity are personality traits that are correlated with risk for antisocial behavior (ASB). This paper uses two independent samples of twins to (a) test the extent to which sensation seeking and impulsivity statistically mediate genetic influence on ASB, and (b) compare this to genetic influences accounted for by other personality traits. In Sample 1, delinquent behavior, as well as impulsivity, sensation seeking and Big Five personality traits, were measured in adolescent twins from the Texas Twin Project. In Sample 2, adult twins from the Australian Twin Registry responded to questionnaires that assessed individual differences in Eysenck's and Cloninger's personality dimensions, and a structured telephone interview that asked participants to retrospectively report DSM-defined symptoms of conduct disorder. Bivariate quantitative genetic models were used to identify genetic overlap between personality traits and ASB. Across both samples, novelty/sensation seeking and impulsive traits accounted for larger portions of genetic variance in ASB than other personality traits. We discuss whether sensation seeking and impulsive personality are causal endophenotypes for ASB, or merely index genetic liability for ASB.
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Affiliation(s)
- Frank D. Mann
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
| | - Laura Engelhardt
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
| | - Daniel A. Briley
- Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Andrew D. Grotzinger
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
| | - Megan W. Patterson
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
| | - Jennifer L. Tackett
- Department of Psychology, Northwestern University, Evanston, IL, United States
| | - Dixie B. Strathan
- Faculty of Arts and Business, University of the Sunshine Coast, Sippy Downs, Queensland, Australia
| | - Andrew Heath
- Psychiatry, Washington University School of Medicine, St Louis, MI, United States
| | | | - Wendy Slutske
- Department of Psychological Sciences, University of Missouri, Columbia, MO, United States
| | - Nicholas G. Martin
- Genetic Epidemiology, Molecular Epidemiology and Neurogenetics Laboratories, Queensland Institute of Medial Research, Brisbane, Queensland, Australia
| | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
- Population Research Center, University of Texas at Austin, Austin, TX, United States
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin, Austin, TX, United States
- Population Research Center, University of Texas at Austin, Austin, TX, United States
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Chartier KG, Thomas NS, Kendler KS. Interrelationship between family history of alcoholism and generational status in the prediction of alcohol dependence in US Hispanics. Psychol Med 2017; 47:137-147. [PMID: 27681653 PMCID: PMC5695542 DOI: 10.1017/s0033291716002105] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Both a family history of alcoholism and migration-related factors like US v. foreign nativity increase the risk for developing alcohol use disorders in Hispanic Americans. For this study, we integrated these two lines of research to test whether the relationship between familial alcoholism and alcohol dependence changes with successive generations in the United States. METHOD Data were from the waves 1 and 2 National Epidemiologic Survey on Alcohol and Related Conditions (NESARC). Subjects self-identified Hispanic ethnicity (N = 4122; n = 1784 first, n = 1169 second, and n = 1169 third or later generation) and reported ever consuming ⩾12 drinks in a 1-year period. A family history of alcoholism was assessed in first- and second-degree relatives. Analyses predicting the number of alcohol dependence symptoms were path models. RESULTS Alcohol dependence symptoms were associated with a stronger family history of alcoholism and later generational status. There was a significant interaction effect between familial alcoholism and generational status; the relationship of familial alcoholism with alcohol dependence symptoms increased significantly with successive generations in the United States, more strongly in women than men. Acculturation partially mediated the interaction effect between familial alcoholism and generational status on alcohol dependence, although not in the expected direction. CONCLUSIONS Familial alcoholism interacted with generational status in predicting alcohol dependence symptoms in US Hispanic drinkers. This relationship suggests that heritability for alcoholism is influenced by a higher-order environmental factor, likely characterized by a relaxing of social restrictions on drinking.
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Affiliation(s)
- Karen G. Chartier
- Virginia Commonwealth University School of Social Work, Richmond, VA
- Virginia Commonwealth University School of Medicine, Department of Psychiatry, Richmond, VA
| | | | - Kenneth S. Kendler
- Virginia Commonwealth University School of Medicine, Department of Psychiatry, Richmond, VA
- Virginia Commonwealth University, Virginia Institute for Psychiatric and Behavioral Genetics, Richmond, VA
- Virginia Commonwealth University School of Medicine, Department of Human and Molecular Genetics, Richmond, VA
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41
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Mann FD, Briley DA, Tucker-Drob EM, Harden KP. A behavioral genetic analysis of callous-unemotional traits and Big Five personality in adolescence. JOURNAL OF ABNORMAL PSYCHOLOGY 2016; 124:982-993. [PMID: 26595476 DOI: 10.1037/abn0000099] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Callous-unemotional (CU) traits, such as lacking empathy and emotional insensitivity, predict the onset, severity, and persistence of antisocial behavior. CU traits are heritable, and genetic influences on CU traits contribute to antisocial behavior. This study examines genetic overlap between CU traits and general domains of personality. We measured CU traits using the Inventory of Callous-Unemotional Traits (ICU) and Big Five personality using the Big Five Inventory in a sample of adolescent twins from the Texas Twin Project. Genetic influences on the Big Five personality dimensions could account for the entirety of genetic influences on CU traits. Item Response Theory results indicate that the Inventory of Callous and Unemotional Traits is better at detecting clinically relevant personality variation at lower extremes of personality trait continua, particularly low agreeableness and low conscientiousness. The proximate biological mechanisms that mediate genetic liabilities for CU traits remain an open question. The results of the current study suggest that understanding the development of normal personality may inform understanding of the genetic underpinnings of callous and unemotional behavior.
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Affiliation(s)
- Frank D Mann
- Department of Psychology, University of Texas at Austin
| | - Daniel A Briley
- Department of Psychology and Population Research Center, University of Texas at Austin
| | - Elliot M Tucker-Drob
- Department of Psychology and Population Research Center, University of Texas at Austin
| | - K Paige Harden
- Department of Psychology and Population Research Center, University of Texas at Austin
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42
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Tucker-Drob EM, Briley DA, Engelhardt LE, Mann FD, Harden KP. Genetically-mediated associations between measures of childhood character and academic achievement. J Pers Soc Psychol 2016; 111:790-815. [PMID: 27337136 PMCID: PMC5073013 DOI: 10.1037/pspp0000098] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Researchers and the general public have become increasingly intrigued by the roles that systematic tendencies toward thinking, feeling, and behaving might play in academic achievement. Some measures of constructs belonging to this group have been well studied in genetics and psychometrics, while much less is known about measures of other such constructs. The current study focuses on 7 character traits prominently featured in influential intervention-oriented and/or socialization theories of academic achievement: grit, intellectual curiosity, intellectual self-concept, mastery orientation, educational value, intelligence mindset, and test motivation. In a population-based sample of 811 school-aged twins and triplets from the Texas Twin Project, we tested (a) how each measure relates to indices of the Big Five personality traits, (b) how the measures relate to one another, (c) the extent to which each measure is associated with genetic and environmental influences and whether such influences operate through common dimensions of individual differences, and (d) the extent to which genetic and environmental factors mediate the relations between fluid intelligence, character measures, verbal knowledge, and academic achievement. We find moderate relations among the measures that can be captured by a highly heritable common dimension representing a mixture of Openness and Conscientiousness. Moreover, genetically influenced variance in the character measures is associated with multiple measures of verbal knowledge and academic achievement, even after controlling for fluid intelligence. In contrast, environmentally influenced variance in character is largely unrelated to knowledge and achievement outcomes. We propose that character measures popularly used in education may be best conceptualized as indexing facets of personality that are of particular relevance to academic achievement. (PsycINFO Database Record
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Affiliation(s)
- Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin
- Population Research Center, University of Texas at Austin
| | - Daniel A. Briley
- Department of Psychology, University of Illinois at Urbana-Champaign
| | | | - Frank D. Mann
- Department of Psychology, University of Texas at Austin
| | - K. Paige Harden
- Department of Psychology, University of Texas at Austin
- Population Research Center, University of Texas at Austin
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43
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Engelhardt LE, Mann FD, Briley DA, Church JA, Harden KP, Tucker-Drob EM. Strong genetic overlap between executive functions and intelligence. J Exp Psychol Gen 2016; 145:1141-59. [PMID: 27359131 PMCID: PMC5001920 DOI: 10.1037/xge0000195] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Executive functions (EFs) are cognitive processes that control, monitor, and coordinate more basic cognitive processes. EFs play instrumental roles in models of complex reasoning, learning, and decision making, and individual differences in EFs have been consistently linked with individual differences in intelligence. By middle childhood, genetic factors account for a moderate proportion of the variance in intelligence, and these effects increase in magnitude through adolescence. Genetic influences on EFs are very high, even in middle childhood, but the extent to which these genetic influences overlap with those on intelligence is unclear. We examined genetic and environmental overlap between EFs and intelligence in a racially and socioeconomically diverse sample of 811 twins ages 7 to 15 years (M = 10.91, SD = 1.74) from the Texas Twin Project. A general EF factor representing variance common to inhibition, switching, working memory, and updating domains accounted for substantial proportions of variance in intelligence, primarily via a genetic pathway. General EF continued to have a strong, genetically mediated association with intelligence even after controlling for processing speed. Residual variation in general intelligence was influenced only by shared and nonshared environmental factors, and there remained no genetic variance in general intelligence that was unique of EF. Genetic variance independent of EF did remain, however, in a more specific perceptual reasoning ability. These results provide evidence that genetic influences on general intelligence are highly overlapping with those on EF. (PsycINFO Database Record
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Affiliation(s)
| | - Frank D Mann
- Department of Psychology, University of Texas at Austin
| | - Daniel A Briley
- Department of Psychology, University of Illinois at Urbana-Champaign
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44
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Mann FD, Patterson MW, Grotzinger AD, Kretsch N, Tackett JL, Tucker-Drob EM, Harden KP. Sensation seeking, peer deviance, and genetic influences on adolescent delinquency: Evidence for person-environment correlation and interaction. JOURNAL OF ABNORMAL PSYCHOLOGY 2016; 125:679-91. [PMID: 27124714 PMCID: PMC8256371 DOI: 10.1037/abn0000160] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Both sensation seeking and affiliation with deviant peer groups are risk factors for delinquency in adolescence. In this study, we use a sample of adolescent twins (n = 549), 13 to 20 years old (M age = 15.8 years), in order to test the interactive effects of peer deviance and sensation seeking on delinquency in a genetically informative design. Consistent with a socialization effect, affiliation with deviant peers was associated with higher delinquency even after controlling for selection effects using a co-twin-control comparison. At the same time, there was evidence for person-environment correlation; adolescents with genetic dispositions toward higher sensation seeking were more likely to report having deviant peer groups. Genetic influences on sensation seeking substantially overlapped with genetic influences on adolescent delinquency. Finally, the environmentally mediated effect of peer deviance on adolescent delinquency was moderated by individual differences in sensation seeking. Adolescents reporting high levels of sensation seeking were more susceptible to deviant peers, a Person × Environment interaction. These results are consistent with both selection and socialization processes in adolescent peer relationships, and they highlight the role of sensation seeking as an intermediary phenotype for genetic risk for delinquency. (PsycINFO Database Record
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Affiliation(s)
- Frank D Mann
- Department of Psychology, University of Texas at Austin
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45
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Harden KP, Patterson MW, Briley DA, Engelhardt LE, Kretsch N, Mann FD, Tackett JL, Tucker-Drob EM. Developmental changes in genetic and environmental influences on rule-breaking and aggression: age and pubertal development. J Child Psychol Psychiatry 2015; 56:1370-9. [PMID: 25902931 PMCID: PMC4618266 DOI: 10.1111/jcpp.12419] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/02/2015] [Indexed: 11/30/2022]
Abstract
BACKGROUND Antisocial behavior (ASB) can be meaningfully divided into nonaggressive rule-breaking versus aggressive dimensions, which differ in developmental course and etiology. Previous research has found that genetic influences on rule-breaking, but not aggression, increase from late childhood to mid-adolescence. This study tested the extent to which the developmental increase in genetic influence on rule-breaking was associated with pubertal development compared to chronological age. METHOD Child and adolescent twins (n = 1,031), ranging in age from 8 to 20 years (M age = 13.5 years), were recruited from public schools as part of the Texas Twin Project. Participants reported on their pubertal development using the Pubertal Development Scale and on their involvement in ASB on items from the Child Behavior Checklist. Measurement invariance of ASB subtypes across age groups (≤12 years vs. >12 years old) was tested using confirmatory factor analyses. Quantitative genetic modeling was used to test whether the genetic and environmental influences on aggression and rule-breaking were moderated by age, pubertal status, or both. RESULTS Quantitative genetic modeling indicated that genetic influences specific to rule-breaking increased as a function of pubertal development controlling for age (a gene × puberty interaction), but did not vary as a function of age controlling for pubertal status. There were no developmental differences in the genetic etiology of aggression. Family-level environmental influences common to aggression and rule-breaking decreased with age, further contributing to the differentiation between these subtypes of ASB from childhood to adolescence. CONCLUSIONS Future research should discriminate between alternative possible mechanisms underlying gene × puberty interactions on rule-breaking forms of antisocial behavior, including possible effects of pubertal hormones on gene expression.
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Affiliation(s)
- K. Paige Harden
- Department of Psychology, University of Texas at Austin, TX, USA,Population Research Center, University of Texas at Austin, TX, USA
| | | | - Daniel A. Briley
- Department of Psychology, University of Texas at Austin, TX, USA,Population Research Center, University of Texas at Austin, TX, USA
| | | | - Natalie Kretsch
- Department of Psychology, University of Texas at Austin, TX, USA
| | - Frank D. Mann
- Department of Psychology, University of Texas at Austin, TX, USA
| | | | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas at Austin, TX, USA,Population Research Center, University of Texas at Austin, TX, USA
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46
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Engelhardt LE, Briley DA, Mann FD, Harden KP, Tucker-Drob EM. Genes Unite Executive Functions in Childhood. Psychol Sci 2015; 26:1151-63. [PMID: 26246520 DOI: 10.1177/0956797615577209] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2014] [Accepted: 02/22/2015] [Indexed: 11/17/2022] Open
Abstract
Individual differences in children's executive functions (EFs) are relevant for a wide range of normal and atypical psychological outcomes across the life span, but the origins of variation in children's EFs are not well understood. We used data from a racially and socioeconomically diverse sample of 505 third- through eighth-grade twins and triplets from the Texas Twin Project to estimate genetic and environmental influences on a Common EF factor and on variance unique to four core EF domains: inhibition, switching, working memory, and updating. As has been previously demonstrated in young adults, the Common EF factor was 100% heritable, which indicates that correlations among the four EF domains are entirely attributable to shared genetic etiology. Nonshared environmental influences were evident for variance unique to individual domains. General EF may thus serve as an early life marker of genetic propensity for a range of functions and pathologies later in life.
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Affiliation(s)
| | - Daniel A Briley
- Department of Psychology Population Research Center, University of Texas at Austin
| | | | - K Paige Harden
- Department of Psychology Population Research Center, University of Texas at Austin
| | - Elliot M Tucker-Drob
- Department of Psychology Population Research Center, University of Texas at Austin
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47
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The CODATwins Project: The Cohort Description of Collaborative Project of Development of Anthropometrical Measures in Twins to Study Macro-Environmental Variation in Genetic and Environmental Effects on Anthropometric Traits. Twin Res Hum Genet 2015; 18:348-60. [PMID: 26014041 DOI: 10.1017/thg.2015.29] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
For over 100 years, the genetics of human anthropometric traits has attracted scientific interest. In particular, height and body mass index (BMI, calculated as kg/m2) have been under intensive genetic research. However, it is still largely unknown whether and how heritability estimates vary between human populations. Opportunities to address this question have increased recently because of the establishment of many new twin cohorts and the increasing accumulation of data in established twin cohorts. We started a new research project to analyze systematically (1) the variation of heritability estimates of height, BMI and their trajectories over the life course between birth cohorts, ethnicities and countries, and (2) to study the effects of birth-related factors, education and smoking on these anthropometric traits and whether these effects vary between twin cohorts. We identified 67 twin projects, including both monozygotic (MZ) and dizygotic (DZ) twins, using various sources. We asked for individual level data on height and weight including repeated measurements, birth related traits, background variables, education and smoking. By the end of 2014, 48 projects participated. Together, we have 893,458 height and weight measures (52% females) from 434,723 twin individuals, including 201,192 complete twin pairs (40% monozygotic, 40% same-sex dizygotic and 20% opposite-sex dizygotic) representing 22 countries. This project demonstrates that large-scale international twin studies are feasible and can promote the use of existing data for novel research purposes.
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48
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Cheung AK, Harden KP, Tucker-Drob EM. From specialist to generalist: Developmental transformations in the genetic structure of early child abilities. Dev Psychobiol 2015; 57:566-83. [PMID: 25975938 DOI: 10.1002/dev.21309] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2014] [Accepted: 03/11/2015] [Indexed: 11/06/2022]
Abstract
The heritability of abilities increases substantially over development, and much of heritable variation in abilities is shared with other abilities. No study, however, has formally tested the extent to which developmental increases in heritability occur on shared versus unique variation in child abilities. A transactional perspective predicts that the relative proportion of shared to total genetic variance will increase with age, whereas an endogenous perspective predicts that such proportion will be invariant with age. We tested these competing predictions using data from a sample of 292 twins providing a total of 578 cross-sectional and longitudinal observations between ages 0 and 6 years on measures of Communication, Gross Motor, Fine Motor, Problem-Solving, and Personal-Social abilities. Consistent with predictions of the transactional perspective, developmental increases in heritability were localized to variance shared across abilities.
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Affiliation(s)
- Amanda K Cheung
- Department of Psychology, University of Texas at Austin, 108 E. Dean Keeton Street A8000, Austin, TX, 78712-0187
| | - K Paige Harden
- Department of Psychology, University of Texas at Austin, 108 E. Dean Keeton Street A8000, Austin, TX, 78712-0187.,Population Research Center, University of Texas at Austin, Austin, TX
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas at Austin, 108 E. Dean Keeton Street A8000, Austin, TX, 78712-0187.,Population Research Center, University of Texas at Austin, Austin, TX
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49
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Mann FD, Kretsch N, Tackett JL, Harden KP, Tucker-Drob EM. Person × Environment Interactions on Adolescent Delinquency: Sensation Seeking, Peer Deviance and Parental Monitoring. PERSONALITY AND INDIVIDUAL DIFFERENCES 2015; 76:129-134. [PMID: 25908885 DOI: 10.1016/j.paid.2014.11.055] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Sensation seeking is a personality trait that is robustly correlated with delinquent behavior in adolescence. The current study tested specific contextual factors hypothesized to facilitate, exacerbate or attenuate this risk factor for adolescent delinquency. Individual differences in sensation seeking, peer deviance, parental monitoring and self-reported delinquent behavior were assessed in a sample of 470 adolescents. Peer deviance partially mediated the effects of sensation seeking and parental monitoring on adolescent delinquency. We also found evidence for a three-way interaction between sensation seeking, peer deviance and parental monitoring, such that the highest rates of delinquency occurred from the concurrence of high sensation seeking, high peer deviance, and low levels of parental monitoring. Results highlight the importance of considering peer- and family-level processes when evaluating personality risk and problematic adolescent behavior.
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Affiliation(s)
- Frank D Mann
- University of Texas at Austin, Department of Psychology, 108 E. Dean Keeton Stop A8000, Austin, TX 78712
| | - Natalie Kretsch
- University of Texas at Austin, Department of Psychology, 108 E. Dean Keeton Stop A8000, Austin, TX 78712
| | - Jennifer L Tackett
- University of Houston, Department of Psychology, 126 Heyne Bldg, Houston, TX 77204-5022
| | - K Paige Harden
- University of Texas at Austin, Department of Psychology and Population Research Center, 108 E. Dean Keeton Stop A8000, Austin, TX 78712
| | - Elliot M Tucker-Drob
- University of Texas at Austin, Department of Psychology and Population Research Center, 108 E. Dean Keeton Stop A8000, Austin, TX 78712
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Harden KP, Kretsch N, Tackett JL, Tucker-Drob EM. Genetic and environmental influences on testosterone in adolescents: evidence for sex differences. Dev Psychobiol 2014; 56:1278-89. [PMID: 24523135 DOI: 10.1002/dev.21207] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2013] [Accepted: 01/17/2014] [Indexed: 11/08/2022]
Abstract
The current study investigated genetic and environmental influences on salivary testosterone during adolescence, using data from 49 pairs of monozygotic twins and 68 pairs of dizygotic twins, ages 14-19 years (M = 16.0 years). Analyses tested for sex differences in genetic and environmental influences on testosterone and its relation to pubertal development. Among adolescent males, individual differences in testosterone were heritable (55%) and significantly associated with self-reported pubertal status (controlling for age) via common genetic influences. In contrast, there was minimal heritable variation in testosterone for females, and testosterone in females was not significantly associated with pubertal status after controlling for age. Rather, environmental influences shared by twins raised together accounted for nearly all of the familial similarity in female testosterone. This study adds to a small but growing body of research that investigates genetic influences on individual differences in behaviorally relevant hormones.
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Affiliation(s)
- K Paige Harden
- Department of Psychology, University of Texas, Austin, TX.
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