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Rader L, Wager TD, Friedman NP. Chronic pain is specifically associated with updating working memory: a longitudinal twin study. Pain 2024:00006396-990000000-00675. [PMID: 39106461 DOI: 10.1097/j.pain.0000000000003347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 06/18/2024] [Indexed: 08/09/2024]
Abstract
ABSTRACT Worse executive function (EF) is associated with chronic pain and could mechanistically contribute to pain chronification. It is unclear whether there is overall impairment in EFs or whether there are impairments in specific cognitive domains. Furthermore, the possible genetic risk underlying these associations has not been tested. Participants were from the Colorado Longitudinal Twin study; 786 same-sex twins completed a battery of EF tasks at ages 23 and/or 28 and 634 of these twins self-reported chronic pain at mean age = 28.1; prevalence = 27.76% using the Brief Pain History Questionnaire. The EF tasks were used to define a Common EF factor and 2 factors specific to updating working memory and shifting mental set. We estimated the phenotypic and genetic associations of stable EF variance across ages 23 and 28, as well as EF variance unique to age 28, with pain. With respect to stable EF variance, pain phenotypically correlated with the Updating-specific factor (r = -0.21, P = 0.008) but did not significantly correlate with the Common EF factor (r = -0.06, P = 0.350) nor with the Shifting-specific factor (r = -0.03, P = 0.709). There were no significant phenotypic correlations between pain and EF variance unique to age 28. A twin model indicated that pain and Updating-specific variance share genetic risk (rA = -0.46, P = 0.005) but not environmental risk (rE = 0.05, P = 0.844). Updating working memory shares a phenotypic and genetic relationship with pain in young adults. Impairments in gating or monitoring pain signals may play a mechanistic role in pain development.
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Affiliation(s)
- Lydia Rader
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States
| | - Tor D Wager
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, United States
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States
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2
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Rader L, Reineberg AE, Petre B, Wager TD, Friedman NP. Familial effects account for association between chronic pain and past month smoking. Eur J Pain 2024; 28:1144-1155. [PMID: 38318651 PMCID: PMC11269048 DOI: 10.1002/ejp.2247] [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] [Received: 06/19/2023] [Revised: 01/19/2024] [Accepted: 01/21/2024] [Indexed: 02/07/2024]
Abstract
BACKGROUND Smoking is associated with chronic pain, but it is not established whether smoking causes pain or if the link is due to familial effects. One proposed mechanism is that smoking strengthens maladaptive cortico-striatal connectivity, which contributes to pain chronification. We leveraged a twin design to assess direct effects of smoking on pain controlling for familial confounds, and whether cortico-striatal connectivity mediates this association. METHODS In a population-based sample of 692 twins (age = 28.83 years), we assessed past-month smoking frequency (n = 132 used in the past month), presence and severity of a current pain episode (n = 179 yes), and resting-state functional connectivity of the nucleus accumbens and medial prefrontal cortex (NAc-mPFC). RESULTS Smoking was significantly associated with pain, but the association was not significantly mediated by NAc-mPFC connectivity. In a co-twin control model, smoking predicted which families had more pain but could not distinguish pain between family members. Pain risk was 43% due to additive genetic (A) and 57% due to non-shared environmental (E) influences. Past-month smoking frequency was 71% genetic and 29% non-shared environmental. Smoking and pain significantly correlated phenotypically (r = 0.21, p = 0.001) and genetically (rg = 0.51, p < 0.001), but not environmentally (re = -0.18, p = 0.339). CONCLUSIONS Pain and smoking are associated; however, the association appears to reflect shared familial risk factors, such as genetic risk, rather than being causal in nature. The connectivity strength of the reward pathway was not related to concurrent pain and smoking in this sample. SIGNIFICANCE Smoking does not appear to directly cause chronic pain; rather, there may be shared biopsychosocial risk factors, including genetic influences, that explain their association. These findings can be integrated into future research to identify shared biological pathways of both chronic pain and smoking behaviours as a way to conceptualize pain chronification.
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Affiliation(s)
- L Rader
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - A E Reineberg
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - B Petre
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire, USA
| | - T D Wager
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire, USA
| | - N P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
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3
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Matherne CE, Qi B, Rhee SH, Stallings MC, Corley RP, Hewitt JK, Munn-Chernoff MA. Shared Genetic Influences Between Loss-of-Control Eating and Body Mass Index in Adolescent Twins. Int J Eat Disord 2024. [PMID: 38940253 DOI: 10.1002/eat.24245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 06/10/2024] [Accepted: 06/10/2024] [Indexed: 06/29/2024]
Abstract
OBJECTIVE Pediatric loss-of-control (LOC) eating is associated with high BMI and predicts binge-eating disorder and obesity onset with age. Research on the etiology of this common comorbidity has not explored the potential for shared genetic risk. This study examined genetic and environmental influences on LOC eating and its shared influence with BMI. METHOD Participants were 499 monozygotic and 398 same-sex dizygotic twins (age = 17.38 years ± 0.67, BMIz = 0.03 ± 1.03, 54% female) from the Colorado Center for Antisocial Drug Dependence Study. LOC eating was assessed dichotomously. Self-reported height and weight were converted to BMIz. Univariate and bivariate twin models estimated genetic and environmental influences on LOC eating and BMIz. RESULTS More girls (21%) than boys (9%, p < 0.001) reported LOC eating. The phenotypic correlation with BMIz was 0.03 in girls and 0.18 in boys. Due to the nonsignificant phenotypic correlation in girls, bivariate twin models were fit in boys only. Across all models, the best-fitting model included genetic and unique environmental effects. Genetic factors accounted for 0.51 (95% CI: 0.23, 0.73) of the variance of LOC eating in girls and 0.54 (0.18, 0.90) in boys. The genetic correlation between LOC eating and BMIz in boys was 0.45 (0.15, 0.75). DISCUSSION Findings indicate moderate heritability of LOC eating in adolescence, while emphasizing the role of unique environmental factors. In boys, LOC eating and BMIz share a proportion of their genetic influences.
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Affiliation(s)
- Camden E Matherne
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Baiyu Qi
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - Michael C Stallings
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, Colorado, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, Colorado, USA
| | - Melissa A Munn-Chernoff
- Department of Community, Family, and Addiction Sciences, Texas Tech University, Lubbock, Texas, USA
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4
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Arnatkeviciute A, Lemire M, Morrison C, Mooney M, Ryabinin P, Roslin NM, Nikolas M, Coxon J, Tiego J, Hawi Z, Fornito A, Henrik W, Martinot JL, Martinot MLP, Artiges E, Garavan H, Nigg J, Friedman NP, Burton C, Schachar R, Crosbie J, Bellgrove MA. Trans-ancestry meta-analysis of genome wide association studies of inhibitory control. Mol Psychiatry 2023; 28:4175-4184. [PMID: 37500827 PMCID: PMC10827666 DOI: 10.1038/s41380-023-02187-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 07/01/2023] [Accepted: 07/10/2023] [Indexed: 07/29/2023]
Abstract
Deficits in effective executive function, including inhibitory control are associated with risk for a number of psychiatric disorders and significantly impact everyday functioning. These complex traits have been proposed to serve as endophenotypes, however, their genetic architecture is not yet well understood. To identify the common genetic variation associated with inhibitory control in the general population we performed the first trans-ancestry genome wide association study (GWAS) combining data across 8 sites and four ancestries (N = 14,877) using cognitive traits derived from the stop-signal task, namely - go reaction time (GoRT), go reaction time variability (GoRT SD) and stop signal reaction time (SSRT). Although we did not identify genome wide significant associations for any of the three traits, GoRT SD and SSRT demonstrated significant and similar SNP heritability of 8.2%, indicative of an influence of genetic factors. Power analyses demonstrated that the number of common causal variants contributing to the heritability of these phenotypes is relatively high and larger sample sizes are necessary to robustly identify associations. In Europeans, the polygenic risk for ADHD was significantly associated with GoRT SD and the polygenic risk for schizophrenia was associated with GoRT, while in East Asians polygenic risk for schizophrenia was associated with SSRT. These results support the potential of executive function measures as endophenotypes of neuropsychiatric disorders. Together these findings provide the first evidence indicating the influence of common genetic variation in the genetic architecture of inhibitory control quantified using objective behavioural traits derived from the stop-signal task.
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Affiliation(s)
- Aurina Arnatkeviciute
- The Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Mathieu Lemire
- Department of Psychiatry, The Hospital for Sick Children, Toronto, ON, Canada
| | - Claire Morrison
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioural Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Michael Mooney
- Department of Medical Informatics & Clinical Epidemiology, Oregon Health & Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Peter Ryabinin
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Nicole M Roslin
- Department of Psychiatry, The Hospital for Sick Children, Toronto, ON, Canada
| | - Molly Nikolas
- Department of Psychological and Brain Sciences, University of Iowa, Iowa City, IA, 52242, USA
| | - James Coxon
- The Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Jeggan Tiego
- The Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Ziarih Hawi
- The Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Alex Fornito
- The Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Walter Henrik
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 "Developmental trajectories & psychiatry" Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 "Developmental trajectories & psychiatry" Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
- AP-HP, Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 "Developmental trajectories & psychiatry" Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
- Etablissement Public de Santé (EPS) Barthélemy Durand, 91700, Sainte-Geneviève-des-Bois, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405, Burlington, VT, USA
| | - Joel Nigg
- Division of Psychology, Department of Psychiatry, Oregon Health & Science University, Portland, OR, USA
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioural Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Christie Burton
- Department of Psychiatry, The Hospital for Sick Children, Toronto, ON, Canada
| | - Russell Schachar
- Department of Psychiatry, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jennifer Crosbie
- Department of Psychiatry, The Hospital for Sick Children, Toronto, ON, Canada
| | - Mark A Bellgrove
- The Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Melbourne, VIC, Australia.
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Ross JM, Karoly HC, Zellers SM, Ellingson JM, Corley RP, Iacono WG, Hewitt JK, McGue M, Vrieze S, Hopfer CJ. Evaluating substance use outcomes of recreational cannabis legalization using a unique co-twin control design. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2023; 49:630-639. [PMID: 37262386 PMCID: PMC10689567 DOI: 10.1080/00952990.2022.2163177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 11/28/2022] [Accepted: 12/17/2022] [Indexed: 06/03/2023]
Abstract
Background: As more states pass recreational cannabis legalization (RCL), we must understand how RCL affects substance use.Objectives: The current study aims to examine the effect of RCL on lifetime and past-year use of cannabis, alcohol, tobacco, and other drugs, frequency of cannabis, alcohol, and tobacco use, co-use of cannabis with alcohol and tobacco, and consequences from cannabis and alcohol use.Methods: We used a unique, co-twin control design of twin pairs who were discordant for living in a state with RCL between 2018 and 2021. The sample consisted of 3,830 adult twins (41% male), including 232 twin pairs discordant for RCL. Problems from alcohol and cannabis use were assessed via the Brief Marijuana Consequences Questionnaire and the Brief Young Adult Alcohol Consequences Questionnaire.Results: Results indicated that the twin living in an RCL state was more likely to endorse past-year cannabis use (OR = 1.56, p = .009), greater number of cannabis use days in the past 6 months (β = 0.47, p = .019), but not more negative consequences from cannabis use (β = 0.21, p = .456) compared to their co-twin in a non-RCL state. There were no differences within-twin pairs in frequency of alcohol use (β=-0.05, p = .601), but the RCL twin reported fewer negative consequences from alcohol use (β=-0.29, p = .016) compared to their co-twin in a non-RCL state. We did not observe any other differences within-twin pairs on other outcomes.Conclusion: These results suggest that living in an RCL state is associated with greater cannabis frequency but not more negative consequences from cannabis use than living in a non-RCL state.
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Affiliation(s)
- J. Megan Ross
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Hollis C. Karoly
- Department of Psychology, Colorado State University, Fort Collins, CO, USA
| | | | - Jarrod M. Ellingson
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - William G. Iacono
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Scott Vrieze
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Christian J. Hopfer
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
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Rieselbach MM, Corley RP, Hewitt JK, Rhee SH. Anxiety-specific associations with substance use: Evidence of a protective factor in adolescence and a risk factor in adulthood. Dev Psychopathol 2023; 35:1484-1496. [PMID: 35491700 PMCID: PMC9626393 DOI: 10.1017/s0954579422000232] [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] [Indexed: 11/07/2022]
Abstract
Externalizing psychopathology is a strong risk factor for substance use, whereas the role of internalizing manifestations of distress, and anxiety in particular, in predicting substance use remains unclear. Studies have suggested that anxiety may be either a protective or risk factor for substance use. The present study aimed to clarify evidence for anxiety-specific associations with substance use, examining sex and developmental period (adolescence vs. adulthood) as potential moderators that may help explain conflicting results in the literature. In a longitudinal twin sample, cross-sectional associations of anxiety with substance use differed in adolescents and adults and in girls/women and boys/men. Controlling for externalizing psychopathology and depression, anxiety was associated with reduced substance use in adolescent girls and increased substance use in adult women. In contrast, anxiety-specific associations with substance use were not significant in boys and men. Possible explanations for these contrasting results across development and sex are discussed.
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Affiliation(s)
- Maya M. Rieselbach
- Department of Psychology and Neuroscience, University of Colorado Boulder
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - John K. Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado Boulder
- Institute for Behavioral Genetics, University of Colorado Boulder
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Paulich KN, Freis SM, Dokuru DR, Alexander JD, Vrieze SI, Corley RP, McGue M, Hewitt JK, Stallings MC. Exploring Relationships Between Internalizing Problems and Risky Sexual Behavior: A Twin Study. Behav Genet 2023; 53:331-347. [PMID: 37165251 PMCID: PMC11138211 DOI: 10.1007/s10519-023-10146-x] [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: 12/01/2022] [Accepted: 04/25/2023] [Indexed: 05/12/2023]
Abstract
Previous research links risky sexual behavior (RSB) to externalizing problems and to substance use, but little research has been conducted on relationships between internalizing problems (INT) and RSB. The current study addresses that literature gap, using both a twin sample from Colorado (N = 2567) and a second twin sample from Minnesota (N = 1131) in attempt to replicate initial results. We explored the hypothesis that the latent variable INT would be more strongly associated with the latent variable RSB for females than for males, examining relationships between INT and RSB via phenotypic confirmatory factor analysis and multivariate twin analyses. We found a small but significant phenotypic association between the latent variables. However, despite using two large twin samples, limited power restricted our ability to identify the genetic and environmental mechanisms underlying this association. Our sex differences hypothesis was not fully supported in either sample and requires further investigation. Our findings illustrate the complexity of the relationship between internalizing problems and risky sexual behavior.
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Affiliation(s)
- Katie N Paulich
- Institute for Behavioral Genetics, University of Colorado Boulder, 1480 30th St, Boulder, CO, 80303, USA.
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.
| | - Samantha M Freis
- Institute for Behavioral Genetics, University of Colorado Boulder, 1480 30th St, Boulder, CO, 80303, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Deepika R Dokuru
- Institute for Behavioral Genetics, University of Colorado Boulder, 1480 30th St, Boulder, CO, 80303, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | | | - Scott I Vrieze
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, 1480 30th St, Boulder, CO, 80303, USA
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, 1480 30th St, Boulder, CO, 80303, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, 1480 30th St, Boulder, CO, 80303, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
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Hinckley JD, Saba L, Raymond K, Bartels K, Klawitter J, Christians U, Hopfer C. An Approach to Biomarker Discovery of Cannabis Use Utilizing Proteomic, Metabolomic, and Lipidomic Analyses. Cannabis Cannabinoid Res 2022; 7:65-77. [PMID: 33998853 PMCID: PMC8864439 DOI: 10.1089/can.2020.0002] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Introduction: Relatively little is known about the molecular pathways influenced by cannabis use in humans. We used a multi-omics approach to examine protein, metabolomic, and lipid markers in plasma differentiating between cannabis users and nonusers to understand markers associated with cannabis use. Methods: Eight discordant twin pairs and four concordant twin pairs for cannabis use completed a blood draw, urine and plasma toxicology testing, and provided information about their past 30-day cannabis use and other substance use patterns. The 24 twins were all non-Hispanic whites. Sixty-six percent were female. Median age was 30 years. Fifteen participants reported that they had used cannabis in the last 30 days, including eight participants that used every day or almost every day (29-30 of 30 days). Of these 15 participants, plasma 11-nor-9-carboxy-Δ9-tetrahydrocannabinol (THC-COOH) and total tetrahydrocannabinol (THC) concentrations were detectable in 12 participants. Among the eight "heavy users" the amount of total THC (sum of THC and its metabolites) and plasma THC-COOH concentrations varied widely, with ranges of 13.1-1713 ng/mL and 2.7-284 ng/mL, respectively. A validated liquid chromatography-tandem mass spectrometry (LC-MS/MS) assay measured plasma THC-COOH, THC, and other cannabinoids and metabolites. Plasma THC-COOH was used as the primary measure. Expression levels of 1305 proteins were measured using SOMAScan assay, and 34 lipid mediators and 314 metabolites were measured with LC-MS/MS. Analyses examined associations between markers and THC-COOH levels with and without taking genetic relatedness into account. Results: Thirteen proteins, three metabolites, and two lipids were identified as associated with THC-COOH levels. Myc proto-oncogene was identified as associated with THC-COOH levels in both molecular insight and potential marker analyses. Five pathways (interleukin-6 production, T lymphocyte regulation, apoptosis, kinase signaling pathways, and nuclear factor kappa-light-chain-enhancer of activated B cells) were linked with molecules identified in these analyses. Conclusions: THC-COOH levels are associated with immune system-related pathways. This study presents a feasible approach to identify additional molecular markers associated with THC-COOH levels.
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Affiliation(s)
- Jesse D. Hinckley
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Laura Saba
- Department of Pharmaceutical Sciences, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Kristen Raymond
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Karsten Bartels
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado, USA
- Department of Anesthesiology, and University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Jost Klawitter
- Department of Anesthesiology, and University of Colorado School of Medicine, Aurora, Colorado, USA
- iC42 Clinical Research and Development, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Uwe Christians
- Department of Anesthesiology, and University of Colorado School of Medicine, Aurora, Colorado, USA
- iC42 Clinical Research and Development, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Christian Hopfer
- Division of Substance Dependence, Department of Psychiatry, University of Colorado School of Medicine, Aurora, Colorado, USA
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9
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Ross JM, Ellingson JM, Frieser MJ, Corley RC, Hopfer CJ, Stallings MC, Wadsworth SJ, Reynolds CA, Hewitt JK. The effects of cannabis use on physical health: A co-twin control study. Drug Alcohol Depend 2022; 230:109200. [PMID: 34871975 PMCID: PMC8714702 DOI: 10.1016/j.drugalcdep.2021.109200] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/29/2021] [Accepted: 11/01/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND Research on the influence of cannabis use on anthropometrics, cardiovascular and pulmonary function, and other indicators of physical health has reported mixed results. We examined whether cannabis frequency is associated with physical health outcomes phenotypically and after controlling for shared genetic and environmental factors via a longitudinal co-twin control design. METHODS We tested the phenotypic associations of adolescent, young adult, and adult cannabis frequency with adult physical health. Next, we ran multilevel models to test if significant phenotypic associations remained at the between-family and within-twin pair levels. Participants include 677 individual twins (308 twin pairs) aged 25-35. RESULTS At the phenotypic level, adolescent cannabis use was associated with less adult exercise engagement (b = - 0.846 min, p = .000). Adult cannabis use was associated with a lower resting heart rate (HR; b = - 0.170 bpm, p = .001) and more frequent appetite loss (b = 0.018, p = .000). Only between-family effects were significant for adolescent cannabis use and exercise engagement (b = - 1.147 min, p = .000) and adult cannabis use and appetite loss frequency (b = 0.041, p = .002). The total within-twin (b = - 0.184, p = .014), MZ only (b = - 0.304, p = .003), and between-family effects (b = - 0.164, p = .025) were significant between adult cannabis use and a lower resting HR, which persisted after controlling for familial confounds and other substance use. CONCLUSIONS The associations between cannabis use with exercise engagement and frequency of appetite loss are explained by familial confounding while the association between cannabis use and resting HR was not. These results do not support a causal association between cannabis use once a week and poorer physical health effects among adults aged 25-35.
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Affiliation(s)
- J. Megan Ross
- Department of Psychiatry, University of Colorado Anschutz Medical Campus
| | | | | | - Robin C. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder,Department of Psychology and Neuroscience, University of Colorado Boulder
| | | | | | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder,Department of Psychology and Neuroscience, University of Colorado Boulder
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10
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Gustavson DE, Friedman NP, Stallings MC, Reynolds CA, Coon H, Corley RP, Hewitt JK, Gordon RL. Musical instrument engagement in adolescence predicts verbal ability 4 years later: A twin and adoption study. Dev Psychol 2021; 57:1943-1957. [PMID: 34914455 PMCID: PMC8842509 DOI: 10.1037/dev0001245] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Individual differences in music traits are heritable and correlated with the development of cognitive and communication skills, but little is known about whether diverse modes of music engagement (e.g., playing instruments vs. singing) reflect similar underlying genetic/environmental influences. Moreover, the biological etiology underlying the relationship between musicality and childhood language development is poorly understood. Here we explored genetic and environmental associations between music engagement and verbal ability in the Colorado Adoption/Twin Study of Lifespan behavioral development & cognitive aging (CATSLife). Adolescents (N = 1,684) completed measures of music engagement and intelligence at approximately age 12 and/or multiple tests of verbal ability at age 16. Structural equation models revealed that instrument engagement was highly heritable (a² = .78), with moderate heritability of singing (a² = .43) and dance engagement (a² = .66). Adolescent self-reported instrument engagement (but not singing or dance engagement) was genetically correlated with age 12 verbal intelligence and still was associated with age 16 verbal ability, even when controlling for age 12 full-scale intelligence, providing evidence for a longitudinal relationship between music engagement and language beyond shared general cognitive processes. Together, these novel findings suggest that shared genetic influences in part accounts for phenotypic associations between music engagement and language, but there may also be some (weak) direct benefits of music engagement on later language abilities. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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Affiliation(s)
- Daniel E. Gustavson
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN,Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN
| | - Naomi P. Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO,Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO
| | - Michael C. Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO,Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO
| | | | - Hilary Coon
- Department of Psychiatry, University of Utah, Salt Lake City, UT
| | - Robin P. Corley
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO
| | - Reyna L. Gordon
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN,Department of Otolaryngology – Head & Neck Surgery, Vanderbilt University Medical Center, Nashville, TN,Department of Psychology, Vanderbilt University, Nashville, TN
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11
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Abtahi H, Gholamzadeh M, Shahmoradi L, Shariat M. An information-based framework for development national twin registry: Scoping review and focus group discussion. Int J Health Plann Manage 2021; 36:1423-1444. [PMID: 34519094 DOI: 10.1002/hpm.3256] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 04/26/2021] [Accepted: 05/18/2021] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Registries in various clinical domains have been established in the last decades. The specific genetic structure of twins has enabled researchers to find answers to the role of genetics and the environment in medical sciences. Thus, twin registries were developed across the world to support twin studies. Our main objective was to devise a conceptual model for developing the national twin registry to ensure the success of this registry. METHODS In this descriptive and qualitative study, the combination of literature review and focus group discussions was applied to achieve suitable models for developing a national twin registry based on lessons learned from founded registries. The qualitative synthesis and reporting results were conducted based on the COREQ checklist. RESULTS According to a systematic literature review, the characteristics and employed strategies employed by established twin registries were recognized. Moreover, based on our objectives, suitable models for registry development were defined. The source of information, the different levels of data, and the information flow were determined based on this model. CONCLUSION Suggesting a conceptual framework for twin registry development at the national level based on the experiences of other countries could contribute to a greater understanding of twin registry implementation efficiently.
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Affiliation(s)
- Hamidreza Abtahi
- Associate Professor of Pulmonary and Critical Care Department, Thoracic Research Center, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran
| | - Marsa Gholamzadeh
- Ph.D. Student in Medical Informatics, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran
| | - Leila Shahmoradi
- Associate Professor of Health Information Management, Health Information Management Department, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran
| | - Mamak Shariat
- Family Health Research Institute, Maternal-Fetal and Neonatal Research Center, Tehran University of Medical Science, Tehran, Iran
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12
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Reineberg AE, Hatoum AS, Hewitt JK, Banich MT, Friedman NP. Genetic and Environmental Influence on the Human Functional Connectome. Cereb Cortex 2021; 30:2099-2113. [PMID: 31711120 DOI: 10.1093/cercor/bhz225] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Revised: 08/09/2019] [Accepted: 08/14/2019] [Indexed: 12/19/2022] Open
Abstract
Detailed mapping of genetic and environmental influences on the functional connectome is a crucial step toward developing intermediate phenotypes between genes and clinical diagnoses or cognitive abilities. We analyzed resting-state functional magnetic resonance imaging data from two adult twin samples (Nos = 446 and 371) to quantify genetic and environmental influence on all pairwise functional connections between 264 brain regions (~35 000 functional connections). Nonshared environmental influence was high across the whole connectome. Approximately 14-22% of connections had nominally significant genetic influence in each sample, 4.6% were significant in both samples, and 1-2% had heritability estimates greater than 30%. Evidence of shared environmental influence was weak. Genetic influences on connections were distinct from genetic influences on a global summary measure of the connectome, network-based estimates of connectivity, and movement during the resting-state scan, as revealed by a novel connectome-wide bivariate genetic modeling procedure. The brain's genetic organization is diverse and not as one would expect based solely on structure evident in nongenetically informative data or lower resolution data. As follow-up, we make novel classifications of functional connections and examine highly localized connections with particularly strong genetic influence. This high-resolution genetic taxonomy of brain connectivity will be useful in understanding genetic influences on brain disorders.
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Affiliation(s)
- Andrew E Reineberg
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, 80309, USA
| | - Alexander S Hatoum
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, 80309, USA.,Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309, USA
| | - Marie T Banich
- Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, 80309, USA
| | - Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, 80309, USA.,Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309, USA
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13
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Menardi A, Reineberg AE, Vallesi A, Friedman NP, Banich MT, Santarnecchi E. Heritability of brain resilience to perturbation in humans. Neuroimage 2021; 235:118013. [PMID: 33794357 PMCID: PMC8192441 DOI: 10.1016/j.neuroimage.2021.118013] [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: 12/26/2020] [Revised: 03/06/2021] [Accepted: 03/23/2021] [Indexed: 01/01/2023] Open
Abstract
Resilience is the capacity of complex systems to persist in the face of external perturbations and retain their functional properties and performance. In the present study, we investigated how individual variations in brain resilience, which might influence response to stress, aging and disease, are influenced by genetics and/or the environment, with potential implications for the implementation of resilience-boosting interventions. Resilience estimates were derived from in silico lesioning of either brain regions or functional connections constituting the connectome of healthy individuals belonging to two different large and unique datasets of twins, specifically: 463 individual twins from the Human Connectome Project and 453 individual twins from the Colorado Longitudinal Twin Study. As has been reported previously, moderate heritability was found for several topological indexes of brain efficiency and modularity. Importantly, evidence of heritability was found for resilience measures based on removal of brain connections rather than specific single regions, suggesting that genetic influences on resilience are preferentially directed toward region-to-region communication rather than local brain activity. Specifically, the strongest genetic influence was observed for moderately weak, long-range connections between a specific subset of functional brain networks: the Default Mode, Visual and Sensorimotor networks. These findings may help identify a link between brain resilience and network-level alterations observed in neurological and psychiatric diseases, as well as inform future studies investigating brain shielding interventions against physiological and pathological perturbations.
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Affiliation(s)
- Arianna Menardi
- Department of Neuroscience & Padova Neuroscience Center, University of Padova, Padova, 35131 Italy; Berenson-Allen Center for Non-invasive Brain Stimulation, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, 02215 USA
| | - Andrew E Reineberg
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, 80309 USA
| | - Antonino Vallesi
- Department of Neuroscience & Padova Neuroscience Center, University of Padova, Padova, 35131 Italy; IRCCS San Camillo Hospital, Venice, 30126 Italy
| | - Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, 80309 USA; Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309 USA
| | - Marie T Banich
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, 80309 USA; Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, 80309 USA
| | - Emiliano Santarnecchi
- Berenson-Allen Center for Non-invasive Brain Stimulation, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, 02215 USA.
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14
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Family Experiences and Parent Personality as Antecedents of Pubertal Timing in Girls and Boys. J Youth Adolesc 2021; 50:1017-1033. [PMID: 33813679 DOI: 10.1007/s10964-021-01424-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 03/15/2021] [Indexed: 10/21/2022]
Abstract
Pubertal timing may be influenced by typical variations in early family environmental events, but questions remain concerning the roles of specific parenting factors, developmental age of exposure to events, moderation by child temperament, and comparability of effects for girls and boys. This study focused on these questions utilizing longitudinal data from 733 same-sex twins (45% girls) in the U.S.; family context was measured at ages 1-3, 4-5, and 6-7 years and pubertal status was assessed annually via self-report at ages 9-15, enabling estimates of pubertal timing. Home environment at ages 4-5 years predicted pubertal timing better than home environment at other ages for both girls and boys, but parent personality was more predictive than home experiences (e.g., divorce, parental harshness, family conflict). Thus, effects of family environment must be considered within the context of parent characteristics, encouraging caution in implicating early environmental experiences as direct influences on early pubertal timing.
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15
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Winiger EA, Ellingson JM, Morrison CL, Corley RP, Pasman JA, Wall TL, Hopfer CJ, Hewitt JK. Sleep deficits and cannabis use behaviors: an analysis of shared genetics using linkage disequilibrium score regression and polygenic risk prediction. Sleep 2021; 44:zsaa188. [PMID: 32935850 PMCID: PMC7953210 DOI: 10.1093/sleep/zsaa188] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 08/27/2020] [Indexed: 12/17/2022] Open
Abstract
STUDY OBJECTIVES Estimate the genetic relationship of cannabis use with sleep deficits and an eveningness chronotype. METHODS We used linkage disequilibrium score regression (LDSC) to analyze genetic correlations between sleep deficits and cannabis use behaviors. Secondly, we generated sleep deficit polygenic risk score (PRS) and estimated their ability to predict cannabis use behaviors using linear and logistic regression. Summary statistics came from existing genome-wide association studies of European ancestry that were focused on sleep duration, insomnia, chronotype, lifetime cannabis use, and cannabis use disorder (CUD). A target sample for PRS prediction consisted of high-risk participants and participants from twin/family community-based studies (European ancestry; n = 760, male = 64%; mean age = 26.78 years). Target data consisted of self-reported sleep (sleep duration, feeling tired, and taking naps) and cannabis use behaviors (lifetime ever use, number of lifetime uses, past 180-day use, age of first use, and lifetime CUD symptoms). RESULTS Significant genetic correlation between lifetime cannabis use and an eveningness chronotype (rG = 0.24, p < 0.001), as well as between CUD and both short sleep duration (<7 h; rG = 0.23, p = 0.017) and insomnia (rG = 0.20, p = 0.020). Insomnia PRS predicted earlier age of first cannabis use (OR = 0.92, p = 0.036) and increased lifetime CUD symptom count (OR = 1.09, p = 0.012). CONCLUSION Cannabis use is genetically associated with both sleep deficits and an eveningness chronotype, suggesting that there are genes that predispose individuals to both cannabis use and sleep deficits.
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Affiliation(s)
- Evan A Winiger
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado Boulder, CO
| | - Jarrod M Ellingson
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychiatry, University of Colorado School of Medicine, Aurora, CO
| | - Claire L Morrison
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado Boulder, CO
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
| | - Joëlle A Pasman
- Behavioural Science Institute, Radboud University Nijmegen, Amsterdam, The Netherlands
| | - Tamara L Wall
- Department of Psychiatry, University of California, San Diego, CA
| | - Christian J Hopfer
- Department of Psychiatry, University of Colorado School of Medicine, Aurora, CO
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado Boulder, CO
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16
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The structure and subtypes of gambling activities: Genetic, psychiatric and behavioral etiologies of gambling frequency. Addict Behav 2021; 113:106662. [PMID: 33011493 DOI: 10.1016/j.addbeh.2020.106662] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 09/08/2020] [Accepted: 09/13/2020] [Indexed: 11/21/2022]
Abstract
The multitude of gambling activities has given rise to heterogeneous ways of analyzing these behaviors and may partially underlie the lack of replication in gambling research. The current study used complementary analyses to investigate the structure, typology and etiology of gambling behaviors in a discovery sample of 2,116 twins (54.86% female; Mage = 24.90) and a replication sample of 619 siblings (30.37% female; Mage = 28.00). Our approach was twofold. First, we used confirmatory factor analyses to investigate the structure across the frequency of eight gambling activities. Second, we used factor mixture models to identify gambling frequency subtypes. We assessed associations with gambling frequency as well as conducted genetically informed analyses to estimate the role of genetic and environmental influences. Across samples, a two-factor model fit the data best, with a Common Gambling factor influencing all activities and a separate factor for Skill Gambling. Our study identified four gambling frequency subtypes, which resembled the typology from the Pathways Model. We found distinct demographic, psychiatric, behavioral and genetic risk profiles for the different gambling factors and subtypes with robust associations observed for male sex, risk-taking, sensation seeking, alcohol dependence and problem gambling. Controlling for shared genetic and environmental influences (via co-twin control modeling), we found that sensation seeking directly increased Common Gambling frequency. In sum, we illustrated the utility of multi-dimensional statistical techniques for disentangling the structure and typology from complex multivariate gambling data.
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17
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Rhee SH, Woodward K, Corley RP, du Pont A, Friedman NP, Hewitt JK, Hink LK, Robinson J, Zahn-Waxler C. The association between toddlerhood empathy deficits and antisocial personality disorder symptoms and psychopathy in adulthood. Dev Psychopathol 2021; 33:173-183. [PMID: 32115005 PMCID: PMC7483195 DOI: 10.1017/s0954579419001676] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The present study examined empathy deficits in toddlerhood (age 14 to 36 months) as predictors of antisocial personality disorder (ASPD) symptoms and psychopathy measured by the Levenson Self-Report Psychopathy scale (Levenson, Kiehl, & Fitzpatrick, 1995) in adulthood (age 23 years) in 956 individuals from the Colorado Longitudinal Twin Study. Consistent with the hypothesis that antisocial behavior is associated with "active" rather than "passive" empathy deficits, early disregard for others, not lack of concern for others, predicted later ASPD symptoms. Early disregard for others was also significantly associated with factor 1 of the Levenson Self-Report Psychopathy Scale, which includes items assessing interpersonal and affective deficits, but not with factor 2, which includes items assessing impulsivity and poor behavioral control. The association between early disregard for others and psychopathy factor 2 was near zero after controlling for the shared variance between psychopathy factors 1 and 2. These results suggest that there is a propensity toward adulthood ASPD symptoms and psychopathy factor 1 that can be assessed early in development, which may help identify individuals most at risk for stable antisocial outcomes.
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Affiliation(s)
- Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - Kerri Woodward
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - Alta du Pont
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - Laura K Hink
- Department of Psychology and Neuroscience, University of Colorado-Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado-Boulder, Boulder, CO, USA
| | - JoAnn Robinson
- Department of Human Development and Family Studies, University of Connecticut, Storrs, CT, USA
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18
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Huibregtse BM, Hatoum AS, Corley RP, Rhea SA, Hewitt JK, Stallings MC. Etiological Overlap Between Sex Under the Influence and Number of Lifetime Sexual Partners. Behav Genet 2021; 51:12-29. [PMID: 33118127 PMCID: PMC8092413 DOI: 10.1007/s10519-020-10019-7] [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: 04/13/2020] [Accepted: 09/17/2020] [Indexed: 10/23/2022]
Abstract
Drug and alcohol use is associated with risky sexual behavior (RSB). It is unclear whether this association is due to correlated liabilities (e.g., third variables influencing both traits), or whether use of drugs and alcohol during sexual decision making increases RSB. This study addresses this question by fitting a series of biometrical models using over 800 twin pairs assessed in early adulthood (m = 25.21 years). Measures included an index of sex under the influence (e.g., frequency that drugs or alcohol affect sexual decision making), number of lifetime sexual partners, and a general measure of substance use. Analyses suggest the covariance among these measures is explained by both genetic and environmental correlated liabilities. The overlap was not specific to sex under the influence, but was shared with a measure of general substance use. Models testing necessary but not sufficient parameters for direction of causation suggest that sex under the influence is unlikely to cause an increase in RSB; more evidence for reverse causation was found.
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Affiliation(s)
- Brooke M Huibregtse
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA.
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.
| | - Alexander S Hatoum
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Sally Ann Rhea
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
| | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
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19
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Morrison CL, Rhee SH, Smolker HR, Corley RP, Hewitt JK, Friedman NP. Genetic and Environmental Influences on Stressful Life Events and their Associations with Executive Functions in Young Adulthood: A Longitudinal Twin Analysis. Behav Genet 2020; 51:30-44. [PMID: 32959091 DOI: 10.1007/s10519-020-10017-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Accepted: 09/14/2020] [Indexed: 10/23/2022]
Abstract
Although stress is frequently considered an environmental factor, dependent stressful life events (SLEs)--stressors that result from one's actions or behaviors--may in fact be evoked by a genetic liability. It has been suggested that dependent SLEs may be partially caused by poor executive function (EFs), higher-level cognitive abilities that enable individuals to implement goal-directed behavior. We investigated the possibility of genetic and environmental overlap between SLEs and EFs in a longitudinal twin study. We found high genetic stability in the number of dependent SLEs from age 23 to age 29, suggesting that the number of dependent stressors show persistence across time due to their genetic etiology. In addition, there was a nominally significant negative genetic correlation between a Common EF latent factor and dependent SLEs at age 23. The genetic stability of dependent SLEs and association with Common EF provides insight into how some behaviors may lead to persistent stress.
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Affiliation(s)
- Claire L Morrison
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA. .,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA.
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - Harry R Smolker
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
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20
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Abstract
Although prior theory suggests that rumination contributes to cognitive impairments associated with depression, recent work suggests that rumination is associated with higher levels of intelligence. The present study examined the relations between two ruminative subtypes (brooding and reflective pondering) and multiple measures and types of intelligence (verbal and performance) after controlling for rumination's overlapping variance with depression. Participants were 751 individuals from the Colorado Longitudinal Twin Study who completed the Ruminative Response Scale; the Center for Epidemiological Studies-Depression Scale and a fully structured clinical interview as measures of depression; and verbal and performance intelligence tasks at age 16 and the Raven's Advanced Progressive Matrices at age 23. Reflective pondering was positively associated with all measures of intelligence, whereas brooding was not associated with intelligence. Our findings indicate that any negative associations between rumination and intelligence are attributable to shared variance with depression, and that examination of rumination as a multifaceted construct may provide new insights into the relations between rumination and cognition.
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21
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Winiger EA, Huggett SB, Hatoum AS, Friedman NP, Drake CL, Wright KP, Hewitt JK. Onset of regular cannabis use and young adult insomnia: an analysis of shared genetic liability. Sleep 2020; 43:zsz293. [PMID: 31855253 PMCID: PMC7368342 DOI: 10.1093/sleep/zsz293] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Revised: 11/22/2019] [Indexed: 01/13/2023] Open
Abstract
STUDY OBJECTIVES Estimate the genetic and environmental influences on the relationship between onset of regular cannabis use and young adult insomnia. METHODS In a population-based twin cohort of 1882 twins (56% female, mean age = 22.99, SD = 2.97) we explored the genetic/environmental etiology of the relationship between onset of regular cannabis use and insomnia-related outcomes via multivariate twin models. RESULTS Controlling for sex, current depression symptoms, and prior diagnosis of an anxiety or depression disorder, adult twins who reported early onset for regular cannabis use (age 17 or younger) were more likely to have insomnia (β = 0.07, p = 0.024) and insomnia with short sleep on weekdays (β = 0.08, p = 0.003) as young adults. We found significant genetic contributions for the onset of regular cannabis use (a2 = 76%, p < 0.001), insomnia (a2 = 44%, p < 0.001), and insomnia with short sleep on weekdays (a2 = 37%, p < 0.001). We found significant genetic correlations between onset of regular use and both insomnia (rA = 0.20, p = 0.047) and insomnia with short sleep on weekdays (rA = 0.25, p = 0.008) but no significant environmental associations between these traits. CONCLUSIONS We found common genetic liabilities for early onset of regular cannabis use and insomnia, implying pleiotropic influences of genes on both traits.
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Affiliation(s)
- Evan A Winiger
- Institute for Behavioral Genetics, University of Colorado - Boulder, Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado - Boulder, Boulder, CO
| | - Spencer B Huggett
- Institute for Behavioral Genetics, University of Colorado - Boulder, Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado - Boulder, Boulder, CO
| | - Alexander S Hatoum
- Institute for Behavioral Genetics, University of Colorado - Boulder, Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado - Boulder, Boulder, CO
| | - Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado - Boulder, Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado - Boulder, Boulder, CO
| | | | - Kenneth P Wright
- Department of Integrative Physiology, University of Colorado - Boulder, Boulder, CO
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado - Boulder, Boulder, CO
- Department of Psychology and Neuroscience, University of Colorado - Boulder, Boulder, CO
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22
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Adolescent Externalizing Psychopathology and Its Prospective Relationship to Marijuana Use Development from Age 14 to 30: Replication Across Independent Longitudinal Twin Samples. Behav Genet 2020; 50:139-151. [PMID: 32036544 DOI: 10.1007/s10519-020-09994-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Accepted: 01/31/2020] [Indexed: 10/25/2022]
Abstract
Externalizing psychopathology in early adolescence is a highly heritable risk factor for drug use, yet how it relates to marijuana use development is not well-characterized. We evaluate this issue in independent twin samples from Colorado (N = 2608) and Minnesota (N = 3630), assessed from adolescence to early adulthood. We used a biometric latent growth model of marijuana use frequency with data from up to five waves of assessment from ages 14 to 30, to examine change in marijuana use and its relationship with a factor model of adolescent externalizing psychopathology. The factor structure of adolescent externalizing psychopathology was similar across samples, as was the association between that common factor and early marijuana use (Minnesota r = 0.67 [0.60, 0.75]; Colorado r = 0.69 [0.59, 0.78]), and increase in use (Minnesota r = 0.18 [0.10, 0.26]; Colorado r = 0.20 [0.07, 0.34]). Early use was moderately heritable in both samples (Minnesota h2 = 0.57 [0.37, 0.79]; Colorado h2 = 0.42 [0.14, 0.73]). Increase in use was highly heritable in Minnesota (h2 = 0.82 [0.72, 0.88]), less so in Colorado (h2 = 0.22 [0.01, 0.66]), and shared environmental effects were larger in Colorado (c2 = 0.55 [0.14, 0.83]) than Minnesota (c2 = 0 [0, 0.06]). We found moderate genetic correlations between externalizing psychopathology and early use in both samples. Finally, additional analyses in the Minnesota sample indicated that marijuana use decreased during the late 20s. This decline is strongly heritable (h2 = 0.73 [0.49, 0.91]) and moderately negatively correlated with adolescent externalizing psychopathology (r = - 0.41 [- 0.54, - 0.28]). Adolescent externalizing psychopathology is genetically correlated with change in late adolescent marijuana use (late teens, early 20s), as well as maintenance of use in early adulthood (late 20 s) even after controlling for the effects of early use.
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Ross JM, Ellingson JM, Rhee SH, Hewitt JK, Corley RP, Lessem JM, Friedman NP. Investigating the causal effect of cannabis use on cognitive function with a quasi-experimental co-twin design. Drug Alcohol Depend 2020; 206:107712. [PMID: 31753729 PMCID: PMC7179798 DOI: 10.1016/j.drugalcdep.2019.107712] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 09/28/2019] [Accepted: 10/08/2019] [Indexed: 11/23/2022]
Abstract
BACKGROUND It is unclear whether cannabis use causes cognitive decline; several studies show an association between cannabis use and cognitive decline, but quasi-experimental twin studies have found little support for a causal effect. Here, we evaluate the association of cannabis use with general cognitive ability and executive functions (EFs) while controlling for genetic and shared environmental confounds in a longitudinal twin study. METHODS We first examined the phenotypic associations between cannabis initiation, frequency, and use disorder with cognitive abilities, while also controlling for pre-use general cognitive ability and other substance involvement. We tested the concurrent association between the cannabis use variables and cognitive abilities in late adolescence and young adulthood and the longitudinal association between cannabis use variables during adolescence and young adulthood cognitive abilities. Next, we used multilevel models to test whether these relations reflect between- and/or within-twin pair associations. RESULTS Phenotypically, cannabis use was related to poorer cognitive functioning, although most associations were negligible after accounting for other substance use. Nevertheless, there were few significant within-family twin-specific associations, except that age 17 cannabis frequency was associated with worse age 23 Common EF and general cognitive ability. CONCLUSIONS We found little support for a potential causal effect of cannabis use on cognition, consistent with previous twin studies. Results suggest that cannabis use may not cause decline in cognitive ability among a normative sample of cannabis users.
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Affiliation(s)
- J Megan Ross
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, United States.
| | - Jarrod M Ellingson
- Department of Psychology and Neuroscience, University of Colorado Boulder, United States; Department of Psychiatry, University of Colorado School of Medicine, United States
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, United States; Department of Psychology and Neuroscience, University of Colorado Boulder, United States
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, United States; Department of Psychology and Neuroscience, University of Colorado Boulder, United States
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, United States
| | - Jeffrey M Lessem
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, United States
| | - Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, United States; Department of Psychology and Neuroscience, University of Colorado Boulder, United States
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Wadsworth SJ, Corley RP, Munoz E, Trubenstein BP, Knaap E, DeFries JC, Plomin R, Reynolds CA. CATSLife: A Study of Lifespan Behavioral Development and Cognitive Functioning. Twin Res Hum Genet 2019; 22:695-706. [PMID: 31547893 PMCID: PMC7487141 DOI: 10.1017/thg.2019.49] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
The purpose of this update is to provide the most current information about both the Colorado Adoption Project (CAP) and the Longitudinal Twin Study (LTS) and to introduce the Colorado Adoption/Twin Study of Lifespan behavioral development and cognitive aging (CATSLife), a product of their merger and a unique study of lifespan behavioral development and cognitive aging. The primary objective of CATSLife is to assess the unique saliency of early childhood genetic and environmental factors to adult cognitive maintenance and change, as well as proximal influences and innovations that emerge across development. CATSLife is currently assessing up to 1600 individuals on the cusp of middle age, targeting those between 30 and 40 years of age. The ongoing CATSLife data collection is described as well as the longitudinal data available from the earlier CAP and LTS assessments. We illustrate CATSLife via current projects and publications, highlighting the measurement of genetic, biochemical, social, sociodemographic and environmental indices, including geospatial features, and their impact on cognitive maintenance in middle adulthood. CATSLife provides an unparalleled opportunity to assess prospectively the etiologies of cognitive change and test the saliency of early childhood versus proximal influences on the genesis of cognitive decline.
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Affiliation(s)
- Sally J. Wadsworth
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO USA
| | - Elizabeth Munoz
- Department of Psychology, University of California, Riverside, Riverside, CA USA
| | - B. Paige Trubenstein
- Department of Psychology, University of California, Riverside, Riverside, CA USA
| | - Elijah Knaap
- Center for Geospatial Sciences, University of California Riverside, Riverside, CA USA
| | - John C. DeFries
- Institute for Behavioral Genetics, University of Colorado at Boulder, Boulder, CO USA
| | - Robert Plomin
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Chandra A. Reynolds
- Department of Psychology, University of California, Riverside, Riverside, CA USA
- Center for Geospatial Sciences, University of California Riverside, Riverside, CA USA
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Gustavson DE, Panizzon MS, Franz CE, Reynolds CA, Corley RP, Hewitt JK, Lyons MJ, Kremen WS, Friedman NP. Integrating verbal fluency with executive functions: Evidence from twin studies in adolescence and middle age. J Exp Psychol Gen 2019; 148:2104-2119. [PMID: 30896200 PMCID: PMC6754807 DOI: 10.1037/xge0000589] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The relationship of verbal fluency to executive functions (EFs) remains somewhat unclear. Verbal fluency is sometimes considered an EF ability, but is not often included in the same models as other well-studied EFs (inhibition, shifting, and working memory updating). We examined the associations between verbal fluency and EFs at 2 ages with the unity/diversity model, which includes common and domain-specific EF factors. Participants were 813 adolescent twins from the Colorado Longitudinal Twin Sample (mean age 17 years) and 1,290 middle-aged twins from the Vietnam Era Twin Study of Aging (mean age 56 years) who completed multiple measures of EFs, verbal fluency, vocabulary, and nonverbal cognitive ability. Results revealed that, in both samples, a General Fluency factor (i.e., comprising both phonemic and semantic fluency measures) was associated with the Common EF factor, but also with variance unique to working memory updating, working memory span, and set-shifting. In adolescents, semantic fluency also had unique associations with shifting beyond its shared variance with phonemic fluency and Common EF. After accounting for EFs and other cognitive abilities, there were unique genetic and environmental influences on the General Fluency and Semantic-Specific latent factors. These results suggest that verbal fluency ability may best be viewed as an amalgamation of general EF variance (i.e., Common EF ability), variance shared with other EFs (e.g., Updating-Specific ability), and multiple sources of unique genetic/environmental variance (i.e., General Fluency and Semantic-Specific abilities). These associations between verbal fluency and EFs generalize to populations that differ in age by approximately 40 years. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Abstract
The Colorado Twin Registry (CTR) is a population-based registry formed from birth and school records including twins born between 1968 and the present. Two previous reports on the CTR [Rhea et al., (2006). Twin Research and Human Genetics, 9, 941-949; Rhea et al., (2013).Twin Research and Human Genetics, 16, 351-357] covered developments in the CTR through 2012. This report briefly summarizes previously presented material on ascertainment and recruitment and the relationships between samples and studies, discusses developments since 2012 for four previously described twin samples, describes two new samples and their complementary studies and expands on two subjects briefly mentioned in the last report: a history of genotyping efforts involving CTR samples, and a survey of collaborations and consortia in which CTR twins have been included. The CTR remains an active resource for both ongoing, longitudinal research and the recruitment of new twin samples for newly identified research opportunities.
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du Pont A, Rhee SH, Corley RP, Hewitt JK, Friedman NP. Are rumination and neuroticism genetically or environmentally distinct risk factors for psychopathology? JOURNAL OF ABNORMAL PSYCHOLOGY 2019; 128:385-396. [PMID: 30985175 PMCID: PMC7261418 DOI: 10.1037/abn0000430] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Neuroticism, a dispositional trait of heightened negative emotionality, is a vulnerability factor for psychopathology. Given neuroticism's strong association with rumination, a repetitive thought pattern that intensifies and prolongs emotions, some question whether these constructs capture the same or unique information about vulnerability for psychopathology. The present study examined whether neuroticism is genetically and environmentally distinct from two clinically relevant ruminative subtypes-anger and depressive rumination-and whether genetic and environmental influences specific to rumination versus shared with neuroticism overlap with internalizing and externalizing psychopathology. These analyses were conducted on 439 same-sex twin pairs in the Colorado Longitudinal Twin study. Rumination and neuroticism latent variables were created from multiple rumination questionnaires administered at age 23 and shortened Eysenck Personality Questionnaires administered at ages 17 and 21, respectively. Lifetime psychopathology symptoms, assessed by two structured clinical interviews, were used to create ordinal composite variables. Multivariate Cholesky decompositions indicated that neuroticism, anger rumination, and depressive rumination have common genetic and nonshared environmental influences but are differentiated by nonshared environmental influences specific to each ruminative subtype. Genetic influences common to rumination and neuroticism explained considerable variance in internalizing psychopathology, suggesting possible genetic mediation or common genetic causes. Genetic and environmental influences on externalizing psychopathology did not substantially overlap with those on neuroticism and rumination. These findings suggest that rumination and neuroticism share most genetic influences yet are influenced by distinct environmental influences. Furthermore, our results indicate that a comprehensive understanding of transdiagnostic risk factors must include an examination of both genetic and environmental influences. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Affiliation(s)
- Alta du Pont
- Institute for Behavioral Genetics, University of Colorado Boulder
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado Boulder
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Naomi P. Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder
- Department of Psychology and Neuroscience, University of Colorado Boulder
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Huggett SB, Winiger EA, Corley RP, Hewitt JK, Stallings MC. Alcohol use, psychiatric disorders and gambling behaviors: A multi-sample study testing causal relationships via the co-twin control design. Addict Behav 2019; 93:173-179. [PMID: 30716592 DOI: 10.1016/j.addbeh.2019.01.024] [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: 10/09/2018] [Revised: 01/19/2019] [Accepted: 01/20/2019] [Indexed: 12/20/2022]
Abstract
Human laboratory studies and twin research investigating relationships between alcohol use/pathology and gambling generally have yielded contradictory results, sometimes suggesting causal relationships and common genetic risk factors. 2860 individuals (mean age: 25.60, s.d = 3.21, 50.62% female) from separate clinical (n = 636) and community based (twin) samples (n = 2224) were used to assess associations between past year alcohol use and frequency of past year gambling behaviors (gambling frequency). After adjustment for demographic and psychiatric covariates, individual-level analyses detected that increased alcohol use was associated with more frequent gambling behaviors in twin and clinical samples. Co-twin control models were then used to test potential causal (direct) relationships between alcohol use and gambling frequency. Controlling for all covariates and shared genetic/environmental factors, we found increased alcohol use directly predicted more frequent gambling behaviors (consistent with causality). Our study also suggests shared genetic and/or environmental risk factors contribute to the association between increased alcohol use and frequent gambling behavior, a finding that may be more pronounced in males. The present study helps bridge the gap between twin research and human laboratory studies on gambling and alcohol use and corroborates findings across community and clinical samples. Overall, our findings support both common risk factors between alcohol use and gambling as well as a direct relationship between alcohol use and gambling frequency. Recognizing these dual processes could prove useful for gambling-related prevention/intervention programs.
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29
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Woodward KE, Corley RP, Friedman NP, Hatoum AS, Hewitt JK, Huibregtse BM, Stallings MC, Rhee SH. Childhood language development and later alcohol use behaviors. Drug Alcohol Depend 2019; 198:95-99. [PMID: 30889525 PMCID: PMC6467720 DOI: 10.1016/j.drugalcdep.2019.01.040] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Revised: 01/28/2019] [Accepted: 01/29/2019] [Indexed: 10/27/2022]
Abstract
BACKGROUND Studies have shown a correlation between language abilities and alcohol use; however, results are inconsistent. A recent study using a discordant twin design showed an association between early child language development and later alcohol use behaviors; i.e., the twin with more advanced language abilities was more likely to try alcohol earlier in adolescence (Latvala et al., 2014). The authors suggested that this could result from better socialization of individuals with greater language abilities, which could lead to more opportunities for alcohol experimentation. The findings by Latvala et al. raise interesting questions, but the study has limitations, and replication is needed. METHOD We aimed to replicate and build upon these results utilizing 488 same sex twin pairs from the Colorado Longitudinal Twin Study, a longitudinal sample with quantitative measures of language abilities starting when the twins were 14 months old. RESULTS We found no significant correlations between a latent measure of child language abilities or measures of general cognitive ability at ages 14, 20, and 24 months and a latent alcohol use variable at ages 17 and 22 years. CONCLUSION Our results did not replicate the association between early language ability and later alcohol use reported by Latvala et al. Possible reasons for differing results across samples, including varying cultural norms as well as differences in educational attainment, peer influences, and novelty seeking, were discussed.
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Affiliation(s)
- Kerri E. Woodward
- Department of Psychology and Neuroscience, University of Colorado, Muenzinger D244, 345 UCB, Boulder, Colorado 80309,Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
| | - Naomi P. Friedman
- Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
| | - Alexander S. Hatoum
- Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
| | - John K. Hewitt
- Department of Psychology and Neuroscience, University of Colorado, Muenzinger D244, 345 UCB, Boulder, Colorado 80309,Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
| | - Brooke M. Huibregtse
- Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303,Institute of Behavioral Science, University of Colorado, 483 UCB, Boulder, Colorado 80309
| | - Michael C. Stallings
- Department of Psychology and Neuroscience, University of Colorado, Muenzinger D244, 345 UCB, Boulder, Colorado 80309,Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado, Muenzinger D244, 345 UCB, Boulder, Colorado 80309,Institute for Behavioral Genetics, University of Colorado, 1480 30th Street, Boulder, Colorado 80303
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30
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Reynolds CA, Smolen A, Corley RP, Munoz E, Friedman NP, Rhee SH, Stallings MC, DeFries JC, Wadsworth SJ. APOE effects on cognition from childhood to adolescence. Neurobiol Aging 2019; 84:239.e1-239.e8. [PMID: 31126628 DOI: 10.1016/j.neurobiolaging.2019.04.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 04/13/2019] [Accepted: 04/14/2019] [Indexed: 01/10/2023]
Abstract
The ε4 allele of APOE is a well-established genetic risk factor for cognitive aging and dementia, but its influence on early life cognition is unknown. Consequently, we assessed associations of APOE genotypes with cognitive performance during 7, 12, and 16 year-assessments in our ongoing Colorado Adoption/Twin Study of Lifespan behavioral development (CATSLife). In general, APOE ε4 was associated with lower Verbal, Performance, and Full Scale IQ scores during childhood and adolescence (e.g., Full Scale IQ was lower by 1.91 points per ε4 allele, d = -0.13), with larger effects in females (e.g., average Full Scale IQ scores were 3.41 points lower in females per each ε4 allele vs. 0.33 points lower in males). Thus, these results suggest that deleterious effects of the APOE ε4 allele are manifested before adulthood, especially in females, and support both early origin theories and differential life-course vulnerabilities for later cognitive impairment.
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Affiliation(s)
- Chandra A Reynolds
- Department of Psychology, University of California, Riverside, Riverside, CA, USA.
| | - Andrew Smolen
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Elizabeth Munoz
- Department of Psychology, University of California, Riverside, Riverside, CA, USA
| | - Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Michael C Stallings
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - John C DeFries
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Sally J Wadsworth
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
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31
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Gustavson DE, Franz CE, Kremen WS, Carver CS, Corley RP, Hewitt JK, Friedman NP. Common Genetic Influences on Impulsivity Facets are Related to Goal Management, Psychopathology, and Personality. JOURNAL OF RESEARCH IN PERSONALITY 2019; 79:161-175. [PMID: 31736516 PMCID: PMC6857631 DOI: 10.1016/j.jrp.2019.03.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
In this study, we characterized the genetic/environmental commonality and heterogeneity of impulsivity facets and tested the hypothesis that goal-management is central to their common variance. 764 young-adult twins completed the UPPS-P Impulsive Behavior Scale and measures of goal management, personality, and psychopathology. We found common genetic influences across all impulsivity facets except sensation seeking. These impulsivity genetic influences explained 40.0% of variance in goal-management ability. Other results supported three hypotheses concerning heterogeneity: that sensation seeking is independent of other facets, that urgency is more related to psychopathology than lack of premeditation, and that lack of perseverance is more similar to urgency than lack of premeditation. Thus, impulsivity facets show considerable heterogeneity in addition to common variation related to goal-management abilities.
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Affiliation(s)
- Daniel E Gustavson
- Department of Psychiatry, Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla CA, USA
| | - Carol E Franz
- Department of Psychiatry, Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla CA, USA
| | - William S Kremen
- Department of Psychiatry, Center for Behavior Genetics of Aging, University of California, San Diego, La Jolla CA, USA
- Veterans Affairs San Diego Healthcare System, La Jolla CA, USA
| | | | - Robin P Corley
- Institute for Behavior Genetics, University of Colorado Boulder, Boulder CO, USA
| | - John K Hewitt
- Institute for Behavior Genetics, University of Colorado Boulder, Boulder CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder CO, USA
| | - Naomi P Friedman
- Institute for Behavior Genetics, University of Colorado Boulder, Boulder CO, USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder CO, USA
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32
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Matherne CE, Munn-Chernoff MA, Thornton LM, Rhee SH, Lin S, Corley RP, Stallings MC, Hewitt JK. Perceived family functioning among adolescents with and without loss of control eating. Eat Behav 2019; 33:18-22. [PMID: 30785025 PMCID: PMC6535362 DOI: 10.1016/j.eatbeh.2019.02.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2017] [Revised: 02/05/2019] [Indexed: 10/27/2022]
Abstract
Youth with loss of control eating (LOC) have poorer social relationships than youth without LOC. However, perceived family functioning among youth reporting LOC is relatively unexplored. We examined perceived family functioning among 990 twins (age = 17.47 ± 0.71 years, 53% female) from the Colorado Center for Antisocial Drug Dependence with (n = 158) and without (n = 832) LOC. LOC was assessed with one binary item. Associations between family functioning and LOC were examined using general linear models that accounted for dependence in twin data. Girls with greater family conflict had higher odds of endorsing LOC (p = .02), but not after accounting for depressive symptoms (p = .26). Further analysis indicated that depressive symptoms mediated the association between LOC and family conflict (p = .04). This finding is consistent with an interpersonal model, which proposes that interpersonal difficulties lead to negative emotional states, which promotes LOC as a method of coping with negative affect. Family cohesion and expressiveness were not associated with LOC in girls, and none of the family functioning variables were associated with LOC in boys (ps > .05). Future studies are needed to clarify these relations and to determine any relevant treatment indications.
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Affiliation(s)
| | | | - Laura M. Thornton
- Department of Psychiatry, University of North Carolina at Chapel Hill
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado Boulder,Institute for Behavioral Genetics, University of Colorado Boulder
| | - Stacy Lin
- Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Michael C. Stallings
- Department of Psychology and Neuroscience, University of Colorado Boulder,Institute for Behavioral Genetics, University of Colorado Boulder
| | - John K. Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder,Institute for Behavioral Genetics, University of Colorado Boulder
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33
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Friedman NP, Rhee SH, Ross JM, Corley RP, Hewitt JK. Genetic and environmental relations of executive functions to antisocial personality disorder symptoms and psychopathy. Int J Psychophysiol 2018; 163:67-78. [PMID: 30576766 DOI: 10.1016/j.ijpsycho.2018.12.007] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Revised: 12/13/2018] [Accepted: 12/13/2018] [Indexed: 11/28/2022]
Abstract
Meta-analytic findings suggest that antisocial behavior, broadly defined, may relate to a Common Executive Function (EF) factor that captures covariance across response inhibition, working memory updating, and mental set shifting tasks. However, it is unclear whether this common factor, which is isomorphic with individual differences in response inhibition, accounts for all of the EF variance in antisocial behavior and psychopathy, or if they also relate to updating- and shifting-specific abilities. Moreover, findings that antisocial behavior and lower cognitive ability are particularly associated with the psychopathy dimension reflecting impulsivity and irresponsibility, compared to the dimension reflecting affective-interpersonal functioning, raise the possibility that EF relates to the variance shared between the impulsive-irresponsible psychopathy dimension and antisocial personality disorder. We examined these questions in a young adult twin sample (N = 765) with measures of multiple EF latent variables, Levenson Self-Report Psychopathy (LSRP) Primary (affective-interpersonal) and Secondary (impulsive-irresponsible) scales, and antisocial personality disorder symptoms (ASPDsx). Phenotypically, higher ASPDsx and LSRP Secondary psychopathy, but not LSRP Primary psychopathy, were associated with lower Common EF. Moreover, both psychopathy dimensions were negatively correlated with Updating-Specific ability, which was unrelated to ASPDsx. Results from twin models indicated that the association between LSRP Secondary psychopathy and ASPDsx was due to both genetic and nonshared environmental influences; however, Common EF's association with ASPDsx was primarily genetic, whereas its association with LSRP Secondary psychopathy had a significant environmental component. Thus, the interrelations among these constructs may reflect heterogeneous etiological pathways.
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Affiliation(s)
- Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder, United States of America; Department of Psychology and Neuroscience, University of Colorado Boulder, United States of America.
| | - Soo Hyun Rhee
- Institute for Behavioral Genetics, University of Colorado Boulder, United States of America; Department of Psychology and Neuroscience, University of Colorado Boulder, United States of America
| | - J Megan Ross
- Institute for Behavioral Genetics, University of Colorado Boulder, United States of America
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, United States of America
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, United States of America; Department of Psychology and Neuroscience, University of Colorado Boulder, United States of America
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34
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Hatoum AS, Rhee SH, Corley RP, Hewitt JK, Friedman NP. Do executive functions explain the covariance between internalizing and externalizing behaviors? Dev Psychopathol 2018; 30:1371-1387. [PMID: 29144226 PMCID: PMC5955761 DOI: 10.1017/s0954579417001602] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
This study examined whether executive functions (EFs) might be common features of internalizing and externalizing behavior problems across development. We examined relations between three EF latent variables (a common EF factor and factors specific to updating working memory and shifting sets), constructed from nine laboratory tasks administered at age 17, to latent growth intercept (capturing stability) and slope (capturing change) factors of teacher- and parent-reported internalizing and externalizing behaviors in 885 individual twins aged 7 to 16 years. We then estimated the proportion of intercept-intercept and slope-slope correlations predicted by EF as well as the association between EFs and a common psychopathology factor (P factor) estimated from all 9 years of internalizing and externalizing measures. Common EF was negatively associated with the intercepts of teacher-rated internalizing and externalizing behavior in males, and explained 32% of their covariance; in the P factor model, common EF was associated with the P factor in males. Shifting-specific was positively associated with the externalizing slope across sex. EFs did not explain covariation between parent-rated behaviors. These results suggest that EFs are associated with stable problem behavior variation, explain small proportions of covariance, and are a risk factor that that may depend on gender.
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Affiliation(s)
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience
- Institute for Behavioral Genetics
| | | | - John K. Hewitt
- Department of Psychology and Neuroscience
- Institute for Behavioral Genetics
| | - Naomi P. Friedman
- Department of Psychology and Neuroscience
- Institute for Behavioral Genetics
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Reineberg AE, Gustavson DE, Benca C, Banich MT, Friedman NP. The Relationship Between Resting State Network Connectivity and Individual Differences in Executive Functions. Front Psychol 2018; 9:1600. [PMID: 30233455 PMCID: PMC6134071 DOI: 10.3389/fpsyg.2018.01600] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Accepted: 08/13/2018] [Indexed: 12/13/2022] Open
Abstract
The brain is organized into a number of large networks based on shared function, for example, high-level cognitive functions (frontoparietal network), attentional capabilities (dorsal and ventral attention networks), and internal mentation (default network). The correlations of these networks during resting-state fMRI scans varies across individuals and is an indicator of individual differences in ability. Prior work shows higher cognitive functioning (as measured by working memory and attention tasks) is associated with stronger negative correlations between frontoparietal/attention and default networks, suggesting that increased ability may depend upon the diverging activation of networks with contrasting function. However, these prior studies lack specificity with regard to the higher-level cognitive functions involved, particularly with regards to separable components of executive function (EF). Here we decompose EF into three factors from the unity/diversity model of EFs: Common EF, Shifting-specific EF, and Updating-specific EF, measuring each via factor scores derived from a battery of behavioral tasks completed by 250 adult participants (age 28) at the time of a resting-state scan. We found the hypothesized segregated pattern only for Shifting-specific EF. Specifically, after accounting for one’s general EF ability (Common EF), individuals better able to fluidly switch between task sets have a stronger negative correlation between the ventral attention network and the default network. We also report non-predicted novel findings in that individuals with higher Shifting-specific abilities exhibited more positive connectivity between frontoparietal and visual networks, while those individuals with higher Common EF exhibited increased connectivity between sensory and default networks. Overall, these results reveal a new degree of specificity with regard to connectivity/EF relationships.
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Affiliation(s)
- Andrew E Reineberg
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States.,Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States
| | - Daniel E Gustavson
- Department of Psychiatry, University of California, San Diego, San Diego, CA, United States
| | - Chelsie Benca
- Department of Psychology, Emory University, Atlanta, GA, United States
| | - Marie T Banich
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States.,Institute of Cognitive Science, University of Colorado Boulder, Boulder, CO, United States
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States.,Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, United States
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Smith LL, Banich MT, Friedman NP. Individual differences in mixing costs relate to general executive functioning. J Exp Psychol Learn Mem Cogn 2018; 45:606-613. [PMID: 29985039 DOI: 10.1037/xlm0000613] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The ability to enact cognitive control under changing environmental demands is commonly studied using set-shifting paradigms. While the control processes required for task set reconfiguration (switch costs) have been studied extensively, less research has focused on the control required during task repetition in blocks containing multiple tasks as compared to those containing a single task (mixing costs). We investigated how individual differences in mixing costs related to other executive functions (EFs) in a large sample (N = 749) of young adults. Individual differences in mixing costs across three different set-shifting paradigms loaded significantly onto a mixing cost latent variable. This Mixing Cost factor moderately correlated with a Common EF factor capturing variance shared across nine EF tasks designed to tap response inhibition, working memory updating, and mental set-shifting. It did not correlate with Updating-Specific and Shifting-Specific factors. Results indicate that the additional cognitive control required during mixed-task block repeat trials relies on general executive processes, as well as unique abilities distinct from both set-shifting and working memory updating. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Affiliation(s)
- Louisa L Smith
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Marie T Banich
- Institute of Cognitive Science, University of Colorado Boulder
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder
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Abstract
The present study examined the influence of maternal and child characteristics on parenting behaviors in a genetically informative study. The participants were 976 twins and their mothers from the Colorado Longitudinal Twin Study and the Twin Infant Project. Indicators of positive parenting were coded during parent-child interactions when twins were 7-36 months old. Child cognitive abilities and affection were independent correlates of positive parenting. There were significant gender differences in the magnitude of genetic and environmental influences on positive parenting, with shared environmental influences on parenting of girls and additive genetic influences on parenting of boys. Girls received significantly more positive parenting than boys. Differences in etiology of positive parenting may be explained by developmental gender differences in child cognitive abilities and affection, such that girls may have more rewarding interactions with parents, evoking more positive parenting.
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Hatoum AS, Rhee SH, Corley RP, Hewitt JK, Friedman NP. Etiology of Stability and Growth of Internalizing and Externalizing Behavior Problems Across Childhood and Adolescence. Behav Genet 2018; 48:298-314. [PMID: 29679193 DOI: 10.1007/s10519-018-9900-8] [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: 06/18/2017] [Accepted: 04/12/2018] [Indexed: 10/17/2022]
Abstract
Internalizing and externalizing behaviors are heritable, and show genetic stability during childhood and adolescence. Less work has explored how genes influence individual differences in developmental trajectories. We estimated ACE biometrical latent growth curve models for the Teacher Report Form (TRF) and parent Child Behavior Checklist (CBCL) internalizing and externalizing scales from ages 7 to 16 years in 408 twin pairs from the Colorado Longitudinal Twin Study. We found that Intercept factors were highly heritable for both internalizing and externalizing behaviors (a2 = .61-.92), with small and nonsignificant environmental influences for teacher-rated data but significant nonshared environmental influences for parent-rated data. There was some evidence of heritability of decline in internalizing behavior (Slopes for teacher and parent ratings), but the Slope genetic variance was almost entirely shared with that for the Intercept when different than zero. These results suggest that genetic effects on these developmental trajectories operate primarily on initial levels and stability, with no significant unique genetic influences for change. Finally, cross-rater analyses of the growth factor scores revealed moderate to large genetic and environmental associations between growth factors derived from parents' and teachers' ratings, particularly the Intercepts.
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Affiliation(s)
- Alexander S Hatoum
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA. .,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA.
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.,Institute for Behavioral Genetics, University of Colorado Boulder, 447 UCB, Boulder, CO, 80309, USA
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The Association Between Toddlerhood Self-Control and Later Externalizing Problems. Behav Genet 2018; 48:125-134. [PMID: 29299783 DOI: 10.1007/s10519-017-9886-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2017] [Accepted: 12/20/2017] [Indexed: 10/18/2022]
Abstract
Lower self-control is a significant correlate or predictor of a wide range of adult outcomes, and this association may be due to more general tendencies toward childhood externalizing problems. The present study examined the association between toddlerhood self-control expressed within a "don't" compliance task (at 14-36 months) and later externalizing problems (parent-reported externalizing problems from age 4 to 12 years, teacher-reported externalizing problems from age 7 to 12 years, and self-reported conduct disorder symptoms at age 17 years) in a longitudinal, genetically informative study. The slope of self-control, but not its intercept, predicted later teacher-reported, but not parent- or self-reported, externalizing problems. That is, increase in self-control during toddlerhood was associated with lower levels of later teacher-reported externalizing problems. The slope of self-control was no longer a significant predictor of teacher-reported externalizing problems after controlling for observed disregard for others, a robust predictor of externalizing problems. Thus, the hypothesis that self-control is the primary predictor of externalizing problems was not supported. Results from genetic analyses suggested that the covariance between the slope of self-control and teacher-reported externalizing problems is due to both genetic and shared environmental influences.
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The utility of twins in developmental cognitive neuroscience research: How twins strengthen the ABCD research design. Dev Cogn Neurosci 2017; 32:30-42. [PMID: 29107609 PMCID: PMC5847422 DOI: 10.1016/j.dcn.2017.09.001] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Revised: 08/31/2017] [Accepted: 09/05/2017] [Indexed: 02/01/2023] Open
Abstract
The ABCD twin study will elucidate the genetic and environmental contributions to a wide range of mental and physical health outcomes in children, including substance use, brain and behavioral development, and their interrelationship. Comparisons within and between monozygotic and dizygotic twin pairs, further powered by multiple assessments, provide information about genetic and environmental contributions to developmental associations, and enable stronger tests of causal hypotheses, than do comparisons involving unrelated children. Thus a sub-study of 800 pairs of same-sex twins was embedded within the overall Adolescent Brain and Cognitive Development (ABCD) design. The ABCD Twin Hub comprises four leading centers for twin research in Minnesota, Colorado, Virginia, and Missouri. Each site is enrolling 200 twin pairs, as well as singletons. The twins are recruited from registries of all twin births in each State during 2006-2008. Singletons at each site are recruited following the same school-based procedures as the rest of the ABCD study. This paper describes the background and rationale for the ABCD twin study, the ascertainment of twin pairs and implementation strategy at each site, and the details of the proposed analytic strategies to quantify genetic and environmental influences and test hypotheses critical to the aims of the ABCD study.
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Gustavson DE, du Pont A, Hatoum AS, Hyun Rhee S, Kremen WS, Hewitt JK, Friedman NP. Genetic and Environmental Associations Between Procrastination and Internalizing/Externalizing Psychopathology. Clin Psychol Sci 2017; 5:798-815. [PMID: 29503765 PMCID: PMC5831260 DOI: 10.1177/2167702617706084] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Recent work on procrastination has begun to unravel the genetic and environmental correlates of this problematic behavior. However, little is known about how strongly procrastination is associated with internalizing and externalizing psychopathology, and the extent to which shared genetic/environmental factors or relevant personality constructs (e.g., fear of failure, impulsivity, and neuroticism) can inform the structure of these associations. The current study examined data from 764 young adult twins who completed questionnaires assessing procrastination and personality and structured interviews regarding psychopathology symptoms. Results indicated that procrastination was positively correlated with both internalizing and externalizing latent variables, and that these correlations were driven by shared genetic influences. Moreover, the association between procrastination and internalizing was accounted for by fear of failure and neuroticism, whereas the association between procrastination and externalizing was primarily explained by impulsivity. The role of procrastination in psychopathology is discussed using a framework that highlights common and broadband-specific variance.
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Lee AJ, Hibbs C, Wright MJ, Martin NG, Keller MC, Zietsch BP. Assessing the accuracy of perceptions of intelligence based on heritable facial features. INTELLIGENCE 2017. [DOI: 10.1016/j.intell.2017.06.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Demmitt BA, Corley RP, Huibregtse BM, Keller MC, Hewitt JK, McQueen MB, Knight R, McDermott I, Krauter KS. Genetic influences on the human oral microbiome. BMC Genomics 2017; 18:659. [PMID: 28836939 PMCID: PMC5571580 DOI: 10.1186/s12864-017-4008-8] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Accepted: 08/02/2017] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND The human oral microbiome is formed early in development. Its composition is influenced by environmental factors including diet, substance use, oral health, and overall health and disease. The influence of human genes on the composition and stability of the oral microbiome is still poorly understood. We studied both environmental and genetic characteristics on the oral microbiome in a large twin sample as well as in a large cohort of unrelated individuals. We identify several significantly heritable features of the oral microbiome. The heritability persists in twins even when their cohabitation changes. The heritability of these traits correlates with the cumulative genetic contributions of over half a million single nucleotide sequence variants measured in a different population of unrelated individuals. Comparison of same-sex and opposite sex cotwins showed no significant differences. We show that two new loci on chromosomes 7 and 12 are associated with the most heritable traits. RESULTS An analysis of 752 twin pairs from the Colorado Twin Registry, shows that the beta-diversity of monozygotic twins is significantly lower than for dizygotic or unrelated individuals. This is independent of cohabitation status. Intraclass correlation coefficients of nearly all taxa examined were higher for MZ than DZ twin pairs. A comparison of individuals sampled over 2-7 years confirmed previous reports that the oral microbiome remains relatively more stable in individuals over that time than to unrelated people. Twin modeling shows that a number of microbiome phenotypes were more than 50% heritable consistent with the hypothesis that human genes influence microbial populations. To identify loci that could influence microbiome phenotypes, we carried out an unbiased GWAS analysis which identified one locus on chromosome 7 near the gene IMMPL2 that reached genome-wide significance after correcting for multiple testing. Another locus on chromosome 12 near the non-coding RNA gene INHBA-AS1 achieved genome-wide significance when analyzed using KGG4 that sums SNP significance across coding genes. DISCUSSION Using multiple methods, we have demonstrated that some aspects of the human oral microbiome are heritable and that with a relatively small sample we were able to identify two previously unidentified loci that may be involved.
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Affiliation(s)
- Brittany A. Demmitt
- Department of Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder, CO 80304 USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
| | - Robin P. Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO USA
| | - Brooke M. Huibregtse
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO USA
| | - Matthew C. Keller
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO USA
| | - John K. Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO USA
| | - Matthew B. McQueen
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
- Department of Integrative Physiology and Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
| | - Rob Knight
- UC San Diego Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA 92093 USA
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093 USA
- Department of Computer Science & Engineering, University of California, San Diego, La Jolla, CA 92093 USA
| | - Ivy McDermott
- Department of Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder, CO 80304 USA
| | - Kenneth S. Krauter
- Department of Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder, CO 80304 USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO USA
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44
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Lee AJ, Wright MJ, Martin NG, Keller MC, Zietsch BP. Facial Trustworthiness is Associated with Heritable Aspects of Face Shape. ADAPTIVE HUMAN BEHAVIOR AND PHYSIOLOGY 2017. [DOI: 10.1007/s40750-017-0073-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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45
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Higher Rates of DZ Twinning in a Twenty-First Century Birth Cohort. Behav Genet 2017; 47:581-584. [PMID: 28711985 DOI: 10.1007/s10519-017-9855-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2017] [Accepted: 06/06/2017] [Indexed: 10/19/2022]
Abstract
The Colorado Twin Registry is a population based registry initiated in 1984 with the involvement of the Colorado Department of Health, Division of Vital Statistics. Recruitment includes birth cohorts several years prior to 1984 and all subsequent years. As part of a recent evaluation of Colorado birth records for the years 2006 through 2008 we became aware of a shifting trend in the proportion of MZ and DZ twins in the Colorado population. Historically (Bulmer 1970 The biology of twinning in man, Clarendon, Oxford) we have expected a 1/3, 1/3, 1/3 ratio of MZ, same-sex DZ and opposite sex DZ twins in Caucasian populations. An excess of MZ pairs in most studies was assumed to be due to selection bias. Somewhat more recently, Hur et al.(1995 Behav Genet 25, 337-340) provided evidence that the DZ twinning rate was falling and that therefore selection bias was not the reason for higher MZ enrollment in most twin studies. They suggested that twin researchers might consider strategies to over-enroll DZ pairs to maximize statistical power. In contrast, we now find that of the 3217 twin births in Colorado from 2006 to 2008 with identified sex information the MZ rate is estimated at only 22%, and we have corroborating reports from other states of similar estimates. These were calculated applying Weinberg's rule which assumes an equal birth rate for same sex and opposite sex DZ pairs so that the proportion of MZ in a sample is the proportion of same sex (MM + FF) minus the proportion of opposite-sex (MF, FM). We explore factors, such as an increase in the proportion of non-Caucasian parents and an increase in average maternal age, which may contribute to this shift.
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Gustavson DE, Stallings MC, Corley RP, Miyake A, Hewitt JK, Friedman NP. Executive functions and substance use: Relations in late adolescence and early adulthood. JOURNAL OF ABNORMAL PSYCHOLOGY 2017; 126:257-270. [PMID: 28045282 DOI: 10.1037/abn0000250] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Poor executive functions (EFs) have been linked to substance use and abuse across multiple substances. However, it is unclear whether these associations are stronger for some EFs over others and/or some stages of substance use over others (e.g., ever using substances vs. dependence). It is also unknown whether such patterns change from adolescence to early adulthood, a transition that is characterized by changes to both EFs and substance use behaviors. In this longitudinal study of approximately 850 twins, we examined the relations between multiple EF abilities (including a common EF factor predicting 9 EF tasks) and measures of general substance use and dependence/abuse in late adolescence (mean age 17 years) and early adulthood (mean age 23 years). At the phenotypic level, common EF in adolescence was negatively related to the number of substances ever used and to last 6-month frequency of use, but not to dependence/abuse vulnerability (i.e., the number of dependence and abuse symptoms endorsed per substance that had been repeatedly used). However, in the same participants in early adulthood, common EF was only weakly related to the number of substances used, and not related to concurrent frequency of use nor dependence/abuse vulnerability. Twin analyses revealed that these associations were primarily genetic in origin, and that the genetic correlations were relatively stable over time. These results suggest that low common EF is a genetic risk factor for increased polysubstance use in late adolescence, but that non-EF factors play a larger role in the progression to substance dependence/abuse. (PsycINFO Database Record
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Affiliation(s)
| | | | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Akira Miyake
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - John K Hewitt
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Naomi P Friedman
- Institute for Behavioral Genetics, University of Colorado Boulder
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47
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Benca CE, Derringer JL, Corley RP, Young SE, Keller MC, Hewitt JK, Friedman NP. Predicting Cognitive Executive Functioning with Polygenic Risk Scores for Psychiatric Disorders. Behav Genet 2017; 47:11-24. [PMID: 27743041 PMCID: PMC5225028 DOI: 10.1007/s10519-016-9814-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2016] [Accepted: 08/26/2016] [Indexed: 12/22/2022]
Abstract
Executive functions (EFs) have been proposed as an endophenotype for psychopathology because EF deficits are associated with most psychiatric disorders. To examine this hypothesis, we derived polygenic risk scores for autism, attention-deficit/hyperactive disorder (ADHD), bipolar disorder, major depression (MDD), and schizophrenia, using genome-wide data from the Psychiatric Genomics Consortium as discovery samples. We then examined the relationships between these polygenic risk scores and three separable EF components measured with a latent variable model. We also examined the relationship between genetic risk for ADHD and MDD and their respective symptom counts and lifetime diagnoses. We found no evidence for larger effect sizes for EFs as endophenotypes for psychiatric disorders. However, larger sample sizes will be important in examining this relationship further.
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Affiliation(s)
- Chelsie E Benca
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA.
| | - Jaime L Derringer
- Department of Psychology, University of Illinois at Urbana-Champaign, Urbana-Champaign, IL, USA
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Susan E Young
- Division of Substance Dependence, Psychiatry Department, University of Colorado Denver, Denver, CO, USA
| | - Matthew C Keller
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
| | - Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO, USA
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Johnson DP, Rhee SH, Friedman NP, Corley RP, Munn-Chernoff MA, Hewitt JK, Whisman MA. A Twin Study Examining Rumination as a Transdiagnostic Correlate of Psychopathology. Clin Psychol Sci 2016; 4:971-987. [PMID: 28111610 PMCID: PMC5241110 DOI: 10.1177/2167702616638825] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
This study examined the genetic and environmental influences on rumination and its associations with several forms of psychopathology in a sample of adult twins (N = 744). Rumination was significantly associated with major depressive disorder, depressive symptoms, generalized anxiety disorder, eating pathology, and substance dependence symptoms. There were distinct patterns of etiological overlap between rumination and each form of psychopathology; rumination had considerable genetic overlap with depression, modest genetic overlap with eating pathology, and almost no genetic overlap with substance dependence. Findings further suggest considerable overlap between genetic and environmental influences on rumination and those contributing to the covariance between forms of psychopathology. Results were specific to ruminative thought and did not extend to self-reflection. These findings support the conceptualization of rumination as a transdiagnostic correlate and risk factor for psychopathology and also suggest that the biological and environmental mechanisms linking rumination to psychopathology may differ depending on the disorder.
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Affiliation(s)
- Daniel P Johnson
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Soo Hyun Rhee
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Naomi P Friedman
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | | | - John K Hewitt
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Mark A Whisman
- Department of Psychology and Neuroscience, University of Colorado Boulder
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49
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Rhee SH, Friedman NP, Corley RP, Hewitt JK, Hink LK, Johnson DP, Smith Watts AK, Young SE, Robinson J, Waldman ID, Zahn-Waxler C. An examination of the developmental propensity model of conduct problems. JOURNAL OF ABNORMAL PSYCHOLOGY 2016; 125:550-64. [PMID: 26653135 PMCID: PMC4850109 DOI: 10.1037/abn0000128] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The present study tested specific hypotheses advanced by the developmental propensity model of the etiology of conduct problems in the Colorado Longitudinal Twin Study, a prospective, longitudinal, genetically informative sample. High negative emotionality, low behavioral inhibition, low concern and high disregard for others, and low cognitive ability assessed during toddlerhood (age 14 to 36 months) were examined as predictors of conduct problems in later childhood and adolescence (age 4 to 17 years). Each hypothesized antisocial propensity dimension predicted conduct problems, but some predictions may be context specific or due to method covariance. The most robust predictors were observed disregard for others (i.e., responding to others' distress with active, negative responses such as anger and hostility), general cognitive ability, and language ability, which were associated with conduct problems reported by parents, teachers, and adolescents, and change in observed negative emotionality (i.e., frustration tolerance), which was associated with conduct problems reported by teachers and adolescents. Furthermore, associations between the most robust early predictors and later conduct problems were influenced by the shared environment rather than genes. We conclude that shared environmental influences that promote disregard for others and detract from cognitive and language development during toddlerhood also predispose individuals to conduct problems in later childhood and adolescence. The identification of those shared environmental influences common to early antisocial propensity and later conduct problems is an important future direction, and additional developmental behavior genetic studies examining the interaction between children's characteristics and socializing influences on conduct problems are needed. (PsycINFO Database Record
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Affiliation(s)
- Soo Hyun Rhee
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Naomi P Friedman
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - John K Hewitt
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Laura K Hink
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Daniel P Johnson
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Ashley K Smith Watts
- Department of Psychology and Neuroscience and Institute for Behavioral Genetics, University of Colorado Boulder
| | - Susan E Young
- Division of Substance Dependence, University of Colorado Denver
| | - JoAnn Robinson
- Department of Human Development and Family Studies, University of Connecticut
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Friedman NP, Miyake A, Altamirano LJ, Corley RP, Young SE, Rhea SA, Hewitt JK. Stability and change in executive function abilities from late adolescence to early adulthood: A longitudinal twin study. Dev Psychol 2016; 52:326-40. [PMID: 26619323 PMCID: PMC4821683 DOI: 10.1037/dev0000075] [Citation(s) in RCA: 159] [Impact Index Per Article: 19.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Executive functions (EFs)-the higher level cognitive abilities that enable us to control our own thoughts and actions-continue to develop into early adulthood, yet no longitudinal study has examined their stability during the important life transition from late adolescence to young adulthood. In this twin study (total N = 840 individuals from 424 families), we examined the stability of individual differences in 3 EF components across a 6-year period, from approximately age 17 years (Wave 1) to 23 years (Wave 2). Specifically, we address the following questions: (a) How stable are individual differences in multiple EFs across this time period? and (b) What (genetic and/or environmental) influences affect stability and change in EFs? Results indicated that individual differences in EFs are quite stable across this 6-year period (phenotypic latent variable correlations ranged from 0.86 to 1.0). However, there was evidence for change, particularly in the factor common to multiple EFs (Common EF). Multivariate twin models suggested that stability was due almost entirely to high genetic correlations across time; there was no new genetic variance at Wave 2. Change in Common EF was due to small but significant nonshared environmental influences at Wave 2 (15%). The results suggest that individual differences in EFs are quite heritable and stable by late adolescence, yet are still sensitive to environmental influences.
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Affiliation(s)
- Naomi P Friedman
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Akira Miyake
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Lee J Altamirano
- Department of Psychology and Neuroscience, University of Colorado Boulder
| | - Robin P Corley
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - Susan E Young
- Division of Substance Dependence, University of Colorado Anschutz Medical Campus
| | - Sally Ann Rhea
- Institute for Behavioral Genetics, University of Colorado Boulder
| | - John K Hewitt
- Department of Psychology and Neuroscience, University of Colorado Boulder
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