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Marceau K, Loviska AM, Horvath G, Knopik VS. Interactions Between Genetic, Prenatal Substance Use, Puberty, and Parenting are Less Important for Understanding Adolescents' Internalizing, Externalizing, and Substance Use than Developmental Cascades in Multifactorial Models. Behav Genet 2024; 54:181-195. [PMID: 37840057 DOI: 10.1007/s10519-023-10164-9] [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: 01/24/2023] [Accepted: 10/03/2023] [Indexed: 10/17/2023]
Abstract
This study tested interactions among puberty-related genetic risk, prenatal substance use, harsh discipline, and pubertal timing for the severity and directionality (i.e., differentiation) of externalizing and internalizing problems and adolescent substance use. This is a companion paper to Marceau et al. (2021) which examined the same influences in developmental cascade models. Data were from the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort (n = 4504 White boys, n = 4287 White girls assessed from the prenatal period through 18.5 years). We hypothesized generally that later predictors would strengthen the influence of puberty-related genetic risk, prenatal substance use exposure, and pubertal risk on psychopathology and substance use (two-way interactions), and that later predictors would strengthen the interactions of earlier influences on psychopathology and substance use (three-way interactions). Interactions were sparse. Although all fourteen interactions showed that later influences can exacerbate or trigger the effects of earlier ones, they often were not in the expected direction. The most robust moderator was parental discipline, and differing and synergistic effects of biological and socially-relevant aspects of puberty were found. In all, the influences examined here operate more robustly in developmental cascades than in interaction with each other for the development of psychopathology and transitions to substance use.
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Affiliation(s)
- Kristine Marceau
- Purdue University, 225 Hanley Hall, 1202 Mitch Daniels Blvd, West Lafayette, IN, 47907, USA.
| | - Amy M Loviska
- Purdue University, 225 Hanley Hall, 1202 Mitch Daniels Blvd, West Lafayette, IN, 47907, USA
| | - Gregor Horvath
- Department of Biostatistics, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, 48109, USA
| | - Valerie S Knopik
- Purdue University, 225 Hanley Hall, 1202 Mitch Daniels Blvd, West Lafayette, IN, 47907, USA
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Gjerde LC, Eilertsen EM, McAdams TA, Cheesman R, Moffitt TE, Caspi A, Eley TC, Røysamb E, Rosenström TH, Ystrom E. The p factor of psychopathology and personality in middle childhood: genetic and gestational risk factors. Psychol Med 2023; 53:4275-4285. [PMID: 36762420 PMCID: PMC10317823 DOI: 10.1017/s0033291723000077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 12/10/2022] [Accepted: 01/09/2023] [Indexed: 02/11/2023]
Abstract
BACKGROUND A joint, hierarchical structure of psychopathology and personality has been reported in adults but should also be investigated at earlier ages, as psychopathology often develops before adulthood. Here, we investigate the joint factor structure of psychopathology and personality in eight-year-old children, estimate factor heritability and explore external validity through associations with established developmental risk factors. METHODS Phenotypic and biometric exploratory factor analyses with bifactor rotation on genetically informative data from the Norwegian Mother, Father, and Child Cohort (MoBa) study. The analytic sub-sample comprised 10 739 children (49% girls). Mothers reported their children's symptoms of depression (Short Moods and Feelings Questionnaire), anxiety (Screen for Anxiety Related Disorders), attention-deficit/hyperactivity disorder inattention and hyperactivity, oppositional-defiant disorder, conduct disorder (Parent/Teacher Rating Scale for Disruptive Behavior Disorders), and Big Five personality (short Hierarchical Personality Inventory for Children). Developmental risk factors (early gestational age and being small for gestational age) were collected from the Medical Birth Registry. RESULTS Goodness-of-fit indices favored a p factor model with three residual latent factors interpreted as negative affectivity, positive affectivity, and antagonism, whereas psychometric indices favored a one-factor model. ADE solutions fitted best, and regression analyses indicated a negative association between gestational age and the p factor, for both the one- and four-factor solutions. CONCLUSION Correlations between normative and pathological traits in middle childhood mostly reflect one heritable and psychometrically interpretable p factor, although optimal fit to data required less interpretable residual latent factors. The association between the p factor and low gestational age warrants further study of early developmental mechanisms.
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Affiliation(s)
- Line C. Gjerde
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
- Promenta Research Center, University of Oslo, Oslo, Norway
| | - Espen Moen Eilertsen
- Promenta Research Center, University of Oslo, Oslo, Norway
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Tom A. McAdams
- Promenta Research Center, University of Oslo, Oslo, Norway
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College, London, UK
| | - Rosa Cheesman
- Promenta Research Center, University of Oslo, Oslo, Norway
| | - Terrie E. Moffitt
- Promenta Research Center, University of Oslo, Oslo, Norway
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College, London, UK
- Department of Psychology and Neuroscience, Duke University, Durham, USA
| | - Avshalom Caspi
- Promenta Research Center, University of Oslo, Oslo, Norway
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College, London, UK
- Department of Psychology and Neuroscience, Duke University, Durham, USA
| | - Thalia C. Eley
- Promenta Research Center, University of Oslo, Oslo, Norway
- Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College, London, UK
| | - Espen Røysamb
- Promenta Research Center, University of Oslo, Oslo, Norway
- Department of Child Development, Norwegian Institute of Public Health, Oslo, Norway
| | - Tom H. Rosenström
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Eivind Ystrom
- Department of Mental Disorders, Norwegian Institute of Public Health, Oslo, Norway
- Promenta Research Center, University of Oslo, Oslo, Norway
- School of Pharmacy, University of Oslo, Oslo, Norway
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Anaya B, Neiderhiser JM, Pérez-Edgar K, Leve LD, Ganiban JM, Reiss D, Natsuaki MN, Shaw DS. Developmental trajectories of behavioral inhibition from infancy to age seven: The role of genetic and environmental risk for psychopathology. Child Dev 2023; 94:e231-e245. [PMID: 37017208 PMCID: PMC10332342 DOI: 10.1111/cdev.13924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/06/2023]
Abstract
The present study leveraged data from a longitudinal adoption study of 361 families recruited between 2003 and 2010 in the United States. We investigated how psychopathology symptoms in birth parents (BP; Mage = 24.1 years; 50.5-62.9% completed high school) and adoptive parents (AP; Mage = 37.8 years; 80.9% completed college; 94% mother-father couples) influenced children's behavioral inhibition (BI) trajectories. We used latent growth models of observed BI at 18 and 27 months, and 4.5 and 7 years in a sample of adopted children (Female = 42%, White = 57%, Black = 11%, Multi-racial = 21%, Latinx = 9%). BI generally decreased over time, yet there was substantial variability in these trajectories. Neither BP nor AP psychopathology symptoms independently predicted systematic differences in BI trajectories. Instead, we found that AP internalizing symptoms moderated the effects of BP psychopathology on trajectories of BI, indicating a gene by environment interaction.
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Affiliation(s)
| | | | | | | | | | - David Reiss
- Yale Child Study Center, Yale University School of Medicine, New Haven, CT, USA
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Poore HE, Watts AL, Friedman HP, Waldman ID. A broad internalizing dimension accounts for the genetic associations between personality and individual internalizing disorders. JOURNAL OF PSYCHOPATHOLOGY AND CLINICAL SCIENCE 2022; 131:857-867. [PMID: 36326627 PMCID: PMC9639848 DOI: 10.1037/abn0000782] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Much research has demonstrated that psychopathology can be described in terms of broad dimensions, representing liability for multiple psychiatric disorders. Broad spectra of psychopathology (e.g., internalizing and externalizing) are increasingly used as targets for research investigating the development, etiology, and course of psychopathology because they account for patterns of relatedness among disorders that were once presumed distinct. Thus, these spectra represent alluring targets due to their comprehensive and parsimonious nature. Nevertheless, little research has established the role of individual disorders over and above broad dimensions in the study of psychopathology. In the current study, we investigate whether there are unique etiological associations between individual internalizing disorders and personality traits after accounting for their etiological associations with a broad internalizing dimension. We used a community sample of twins (Npairs = 448) ages 4 to 19 to examine the etiological associations between internalizing psychopathology and Big Five personality dimensions. In terms of genetic covariation, a broad internalizing dimension was positively associated with neuroticism and negatively associated with extraversion, agreeableness, and conscientiousness. Moreover, internalizing accounted for most of the genetic variance shared between individual internalizing disorders and personality traits. Nevertheless, there were unique genetic associations between the following pairs of personality traits and disorders: neuroticism and social anxiety, extraversion and social anxiety, agreeableness and depression, and conscientiousness and compulsions. There was little evidence of environmental influences shared between internalizing and personality. In sum, a broad internalizing dimension adequately accounted for almost all of the etiologic covariation between internalizing disorders and personality, with several interesting exceptions. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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Affiliation(s)
| | - Ashley L. Watts
- Department of Psychological Sciences, University of Missouri
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Marceau K, Yu L, Knopik VS, Ganiban JM, Neiderhiser JM. Intergenerational transmission of psychopathology: An examination of symptom severity and directionality. Dev Psychopathol 2022; 34:1-14. [PMID: 36097811 PMCID: PMC10008754 DOI: 10.1017/s0954579422000852] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The present study examined the intergenerational transmission of internalizing and externalizing symptom severity, which indexes comorbidity, and symptom directionality, which indicates differentiation toward externalizing versus internalizing problems. Data are from 854 male and female, same-sex adult twin pairs born between 1926 and 1971 (32-60 years old, M = 44.9 years, SD = 4.9 years) from the Twin and Offspring Study in Sweden and their adolescent offspring (11-22 years old, M = 15.7 years, SD = 2.4 years, 52% female). Children-of-twins models revealed additive (9%) and dominant (45%) genetic and nonshared environmental (47%) influences on twins' symptom severity, and additive genetic (39%) and nonshared environmental (61%) influences on twins' symptom directionality. Both comorbid problems and preponderance of symptoms of a particular - internalizing versus externalizing - spectrum were correlated across parent and child generations, although associations were modest especially for directionality (i.e., transmission of specific symptom type). By interpreting findings alongside a recent study of adolescent twins, we demonstrate that the intergenerational transmission of symptom severity and symptom directionality are both unlikely to be attributable to genetic transmission, are both likely to be influenced by direct phenotypic transmission and/or nonpassive rGE, and the intergenerational transmission of symptom severity is also likely to be influenced by passive rGE.
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Affiliation(s)
- Kristine Marceau
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN, USA
| | - Li Yu
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN, USA
| | - Valerie S Knopik
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN, USA
| | - Jody M Ganiban
- Department of Psychological and Brain Sciences, George Washington University, Washington, DC, USA
| | - Jenae M Neiderhiser
- Department of Psychology, The Pennsylvania State University, University Park, PA, USA
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Speyer LG, Neaves S, Hall HA, Hemani G, Lombardo MV, Murray AL, Auyeung B, Luciano M. Polygenic risks for joint developmental trajectories of internalizing and externalizing problems: findings from the ALSPAC cohort. J Child Psychol Psychiatry 2022; 63:948-956. [PMID: 34856637 DOI: 10.1111/jcpp.13549] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/22/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND Joint developmental trajectories of internalizing and externalizing problems show considerable heterogeneity; however, this can be parsed into a small number of meaningful subgroups. Doing so offered insights into risk factors that lead to different patterns of internalizing/externalizing trajectories. However, despite both domains of problems showing strong heritability, no study has yet considered genetic risks as predictors of joint internalizing/externalizing problem trajectories. METHODS Using parallel process latent class growth analysis, we estimated joint developmental trajectories of internalizing and externalizing difficulties assessed across ages 4 to 16 using the Strengths and Difficulties Questionnaire. Multinomial logistic regression was used to evaluate a range of demographic, perinatal, maternal mental health, and child and maternal polygenic predictors of group membership. Participants included 11,049 children taking part in the Avon Longitudinal Study of Parents and Children. Polygenic data were available for 7,127 children and 6,836 mothers. RESULTS A 5-class model was judged optimal: Unaffected, Moderate Externalizing Symptoms, High Externalizing Symptoms, Moderate Internalizing and Externalizing Symptoms and High Internalizing and Externalizing Symptoms. Male sex, lower maternal age, maternal mental health problems, maternal smoking during pregnancy, higher child polygenic risk scores for ADHD and lower polygenic scores for IQ distinguished affected classes from the unaffected class. CONCLUSIONS While affected classes could be relatively well separated from the unaffected class, phenotypic and polygenic predictors were limited in their ability to distinguish between different affected classes. Results thus add to existing evidence that internalizing and externalizing problems have mostly shared risk factors.
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Affiliation(s)
- Lydia Gabriela Speyer
- Department of Psychology, University of Edinburgh, Edinburgh, UK.,Department of Psychology, University of Cambridge, Cambridge, UK
| | - Samuel Neaves
- Bristol Medical School, University of Bristol, Bristol, UK
| | | | - Gibran Hemani
- Bristol Medical School, University of Bristol, Bristol, UK
| | - Michael Vincent Lombardo
- Laboratory for Autism and Neurodevelopmental Disorders, Center for Neuroscience and Cognitive Systems @UniTn, Istituto Italiano di Tecnologia, Rovereto, Italy.,Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | | | - Bonnie Auyeung
- Department of Psychology, University of Edinburgh, Edinburgh, UK.,Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Michelle Luciano
- Department of Psychology, University of Edinburgh, Edinburgh, UK
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Toseeb U, Oginni OA, Dale PS. Developmental Language Disorder and Psychopathology: Disentangling Shared Genetic and Environmental Influences. JOURNAL OF LEARNING DISABILITIES 2022; 55:185-199. [PMID: 34112015 PMCID: PMC8996291 DOI: 10.1177/00222194211019961] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
There is considerable variability in the extent to which young people with developmental language disorder (DLD) experience mental health difficulties. What drives these individual differences remains unclear. In the current article, data from the Twin Early Development Study were used to investigate the genetic and environmental influences on psychopathology in children and adolescents with DLD (n = 325) and those without DLD (n = 865). Trivariate models were fitted to investigate etiological influences on DLD and psychopathology, and bivariate heterogeneity and homogeneity models were fitted and compared to investigate quantitative differences in etiological influences on psychopathology between those with and without DLD. The genetic correlation between DLD and internalizing problems in childhood was significant, suggesting that their co-occurrence is due to common genetic influences. Similar, but nonsignificant effects were observed for externalizing problems. In addition, genetic influences on internalizing problems, but not externalizing problems, appeared to be higher in young people with DLD than those without DLD, suggesting that the presence of DLD may exacerbate genetic risk for internalizing problems. These findings indicate that genetic influences on internalizing problems may also confer susceptibility to DLD (or vice versa) and that DLD serves as an additional risk factor for those with a genetic predisposition for internalizing problems.
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Affiliation(s)
- Umar Toseeb
- University of York, UK
- Umar Toseeb, PhD, Department of Education,
University of York, Heslington Lane, York, YO10 5DD, UK.
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8
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Zhang W, Wang Z. Negative life events and adolescents’ externalizing problems: A moderated mediation model. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03109-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Isaksson J, Zetterqvist V, Ramklint M. Psychological and social risk factors associated with development of psychopathology, controlling for biological influence. Curr Opin Psychiatry 2021; 34:600-607. [PMID: 34535007 DOI: 10.1097/yco.0000000000000744] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
PURPOSE OF REVIEW To evaluate and summarize recent research investigating psychological, social and environmental risk factors for development of psychopathology in childhood, while controlling for biological (genetic) influences by using a matched sibling, twin or adoptee design. RECENT FINDINGS Nineteen studies were included, of which eleven were longitudinal and eight were cohort studies. Included studies used adequate designs and statistical methods, controlled for unmeasured confounders and, in many cases, for other measured risk factors. None of the studies used the framework for environmental factors presented in the International Classification of Functioning, Disability and Health (ICF). The outcome variable psychopathology was rarely assessed using a diagnostic standard. The findings were sorted in five themes based on included exposures: 'Social support, social rejection and perceived identity,' 'Early symptoms of psychopathology,' 'Antibiotic exposure,' 'Factors in the family' and 'Nature versus nurture'. SUMMARY Using twin/sibling/adoptee designs, a number of unique predictors of psychopathology were found, even when controlling for familial confounders and other specified risk factors. Future studies of psychopathology development should benefit from longitudinal, genetically sensitive designs and from use of diagnostic standards for psychopathology outcome, and should also incorporate ICF for classification of risk factors.
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Affiliation(s)
- Johan Isaksson
- Department of neuroscience, Child and adolescent psychiatry, Uppsala University, Uppsala, Sweden
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Marceau K, Horvath G, Loviska AM, Knopik VS. Developmental Cascades from Polygenic and Prenatal Substance Use to Adolescent Substance Use: Leveraging Severity and Directionality of Externalizing and Internalizing Problems to Understand Pubertal and Harsh Discipline-Related Risk. Behav Genet 2021; 51:559-579. [PMID: 34241754 PMCID: PMC8628579 DOI: 10.1007/s10519-021-10068-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 05/26/2021] [Indexed: 12/13/2022]
Abstract
The current study leveraged the Avon Longitudinal Study of Parents and Children (ALSPAC) cohort (n = 4504 White boys, n = 4287 White girls assessed from the prenatal period through 18.5 years of age) to test a developmental cascade from genetic and prenatal substance use through pubertal timing and parenting to the severity of (regardless of type) and directionality (i.e., differentiation) of externalizing and internalizing problems to adolescent substance use. Limited associations of early pubertal timing with substance use outcomes were only observable via symptom directionality, differently for girls and boys. For boys, more severe exposure to prenatal substance use influenced adolescent substance use progression via differentiation towards relatively more pure externalizing problems, but in girls the associations were largely direct. Severity and especially directionality (i.e., differentiation towards relatively more pure externalizing problems) were key intermediaries in developmental cascades from parental harsh discipline with substance use progressions for girls and boys.
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Affiliation(s)
- Kristine Marceau
- Purdue University, 225 Hanley Hall, 1202 W. State Street, West Lafayette, IN, 47906, USA.
| | | | - Amy M Loviska
- Purdue University, 225 Hanley Hall, 1202 W. State Street, West Lafayette, IN, 47906, USA
| | - Valerie S Knopik
- Purdue University, 225 Hanley Hall, 1202 W. State Street, West Lafayette, IN, 47906, USA
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Ekblad MO, Marceau K, Rolan E, Palmer RHC, Todorov A, Heath AC, Knopik VS. The Effect of Smoking during Pregnancy on Severity and Directionality of Externalizing and Internalizing Symptoms: A Genetically Informed Approach. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17217921. [PMID: 33126697 PMCID: PMC7662383 DOI: 10.3390/ijerph17217921] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 10/20/2020] [Accepted: 10/26/2020] [Indexed: 12/12/2022]
Abstract
The objective was to examine the association between maternal smoking during pregnancy (SDP) and (I) severity and (II) directionality of externalizing and internalizing symptoms in a sample of sibling pairs while rigorously controlling for familial confounds. The Missouri Mothers and Their Children Study is a family study (N = 173 families) with sibling pairs (aged 7 to 16 years) who are discordant for exposure to SDP. This sibling comparison study is designed to disentangle the effects of SDP from familial confounds. An SDP severity score was created for each child using a combination of SDP indicators (timing, duration, and amount). Principal component analysis of externalizing and internalizing behavior, assessed with the Child Behavior Checklist and Teacher Report Form, was used to create symptom severity and directionality scores. The variance in severity and directionality scores was primarily a function of differences between siblings (71% and 85%, respectively) rather than differences across families (29% and 15%, respectively). The severity score that combines externalizing and internalizing symptom severity was not associated with SDP. However, a significant within-family effect of SDP on symptom directionality (b = 0.07, p = 0.04) was observed in the sibling comparison model. The positive directionality score indicates that SDP is associated with differentiation of symptoms towards externalizing rather than internalizing symptoms after controlling for familial confounds with a sibling comparison model. This supports a potentially causal relationship between SDP and externalizing behavior.
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Affiliation(s)
- Mikael O. Ekblad
- Department of General Practice, Institute of Medicine, Turku University and Turku University Hospital, 20014 Turku, Finland
- Correspondence:
| | - Kristine Marceau
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN 47906, USA; (K.M.); (V.S.K.)
| | - Emily Rolan
- Department of Psychology, Michigan State University, East Lansing, MI 48824, USA;
| | - Rohan H. C. Palmer
- Department of Psychology, Behavioral Genetics of Addiction Laboratory, Emory University, Atlanta, GA 30322, USA;
| | - Alexandre Todorov
- Department of Psychiatry, Midwest Alcoholism Research Center, Washington University School of Medicine, Saint Louis, MO 63110, USA; (A.T.); (A.C.H.)
| | - Andrew C. Heath
- Department of Psychiatry, Midwest Alcoholism Research Center, Washington University School of Medicine, Saint Louis, MO 63110, USA; (A.T.); (A.C.H.)
| | - Valerie S. Knopik
- Department of Human Development and Family Studies, Purdue University, West Lafayette, IN 47906, USA; (K.M.); (V.S.K.)
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