Single Nucleotide Polymorphism Heritability of a General Psychopathology Factor in Children
Open accessAbstract
Objective Co-occurrence of mental disorders is commonly observed, but the etiology underlying this observation is poorly understood. Studies in adolescents and adults have identified a general psychopathology factor associated with a high risk for different psychiatric disorders. We defined a multi-informant general psychopathology factor in school-aged children and estimated its single nucleotide polymorphism (SNP) heritability. The goal was to test the hypothesis that child behavioral and emotional problems are under the influence of highly pleiotropic common autosomal genetic variants that nonspecifically increase the risk for different dimensions of psychopathology.Method Children from the Generation R cohort were repeatedly assessed between ages 6 to 8 years. Child behavior problems were reported by parents, teachers, and children. Confirmatory factor analysis estimated a general psychopathology factor across informants using various psychiatric problem scales. Validation of the general psychopathology factor was based on IQ and temperamental measures. Genome-wide complex trait analysis (GCTA) was used to estimate the SNP heritability (N = 2,115).Results The general psychopathology factor was associated with lower IQ, higher negative affectivity, and lower effortful control, but not with surgency. Importantly, the general psychopathology factor showed a significant SNP heritability of 38% (SE = 0.16, p = .008).Conclusion Common autosomal SNPs are pleiotropically associated with internalizing, externalizing, and other child behavior problems, and underlie a general psychopathology factor in childhood.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The p factor is associated with genetic and cognitive links: neuroticism correlated more with the general bifactor than specific factors, the association was partly heritable, and the general bifactor was associated with IQ and negative affectivity.
“The general bifactor associated with IQ and negative affectivity and was partly heritable.”
From Methods and challenges for assessing heterogeneity (2020) · cites this paper as [28]
A common framework is comparisons between bifactor and correlated factor models using confirmatory factor analysis.
“A common framework is comparisons between bifactor (Figure 2A) and correlated factor models (Figure 2B) using confirmatory factor analysis (27,28,32–35,37–39).”
From Methods and challenges for assessing heterogeneity (2020) · cites this paper as [28]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
<b>lavaan</b> : An <i>R</i> Package for Structural Equation Modeling
Rosseel, Y. (2012) · Journal of Statistical Software · doi:10.18637/jss.v048.i02 · Cited by 27,955 · see citing works
Evaluating Goodness-of-Fit Indexes for Testing Measurement Invariance
Cheung, G. W., & Rensvold, R. B. (2002) · Structural Equation Modeling: A Multidisciplinary Journal · doi:10.1207/s15328007sem0902_5 · Cited by 16,280 · see citing works
<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>
Buuren, S. V., & Groothuis-Oudshoorn, K. (2011) · Journal of Statistical Software · doi:10.18637/jss.v045.i03 · Cited by 13,870 · see citing works
Kessler, R. C., Chiu, W. T., Demler, O., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.617 · Cited by 12,052 · see citing works
GCTA: a tool for genome-wide complex trait analysis
Yang, J., Lee, S. H., Goddard, M. E., & Visscher, P. M. (2011) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2010.11.011 · Cited by 8,279 · see citing works
Bayesian model selection in social research
Raftery, A. E. (1995) · Sociological Methodology · doi:10.2307/271063 · Cited by 6,823 · see citing works
(2010) · University of Twente Research Information · Cited by 6,037 · see citing works
The p Factor: One General Psychopathology Factor in the Structure of Psychiatric Disorders?
Caspi, A., Houts, R. M., Belsky, D. W., Goldman-Mellor, S. J., Harrington, H., Israel, S., Meier, M. H., Ramrakha, S., Shalev, I., Poulton, R., et al. (2014) · Clinical Psychological Science · doi:10.1177/2167702613497473 · Cited by 2,449 · see citing works
Self-citationGenetic relationship between five psychiatric disorders estimated from genome-wide SNPs
Cross-Disorder Group of the Psychiatric Genomics Consortium (2013) · Nature Genetics · doi:10.1038/ng.2711 · Cited by 2,263 · see citing works
Angold, A., Costello, E. J., & Erkanli, A. (1999) · Journal of Child Psychology and Psychiatry · doi:10.1111/1469-7610.00424 · Cited by 1,872 · see citing works
Conners, C. K., Sitarenios, G., Parker, J. D. A., & Epstein, J. N. (1998) · Journal of Abnormal Child Psychology · doi:10.1023/a:1022602400621 · Cited by 1,772 · see citing works
Achenbach, T. M., & Ruffle, T. M. (2000) · Pediatrics in Review · doi:10.1542/pir.21-8-265 · Cited by 1,287 · see citing works
The Generation R Study: design and cohort update 2017
Kooijman, M. N., Kruithof, C. J., van Duijn, C. M., Duijts, L., Franco, O. H., van IJzendoorn, M. H., de Jongste, J. C., Klaver, C. C. W., van der Lugt, A., Mackenbach, J. P., et al. (2016) · European Journal of Epidemiology · doi:10.1007/s10654-016-0224-9 · Cited by 1,221 · see citing works
Self-citationDevelopment of Short and Very Short Forms of the Children's Behavior Questionnaire
Putnam, S. P., & Rothbart, M. K. (2006) · Journal of Personality Assessment · doi:10.1207/s15327752jpa8701_09 · Cited by 1,198 · see citing works
The Generation R Study: design and cohort update 2010
Jaddoe, V. W. V., van Duijn, C. M., van der Heijden, A. J., Mackenbach, J. P., Moll, H. A., Steegers, E. A. P., Tiemeier, H., Uitterlinden, A. G., Verhulst, F. C., & Hofman, A. (2010) · European Journal of Epidemiology · doi:10.1007/s10654-010-9516-7 · Cited by 1,027 · see citing works
Self-citationTemperament and developmental psychopathology
Nigg, J. T. (2006) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2006.01612.x · Cited by 971 · see citing works
Is there a general factor of prevalent psychopathology during adulthood?
Lahey, B. B., Applegate, B., Hakes, J. K., Zald, D. H., Hariri, A. R., & Rathouz, P. J. (2012) · Journal of Abnormal Psychology · doi:10.1037/a0028355 · Cited by 641 · see citing works
Self-citationAchenbach, T. M., & Ruffle, T. M. (2000) · Pediatrics in Review · doi:10.1542/pir.21.8.265 · Cited by 636 · see citing works
The Generation R Study: Design and cohort update 2012
Jaddoe, V. W. V., van Duijn, C. M., Franco, O. H., van der Heijden, A. J., van IIzendoorn, M. H., de Jongste, J. C., van der Lugt, A., Mackenbach, J. P., Moll, H. A., Raat, H., et al. (2012) · European Journal of Epidemiology · doi:10.1007/s10654-012-9735-1 · Cited by 546 · see citing works
Keller, M. C., & Miller, G. F. (2006) · Behavioral and Brain Sciences · doi:10.1017/s0140525x06009095 · Cited by 545 · see citing works
Tackett, J. L., Lahey, B. B., van Hulle, C., Waldman, I., Krueger, R. F., & Rathouz, P. J. (2013) · Journal of Abnormal Psychology · doi:10.1037/a0034151 · Cited by 360 · see citing works
Self-citationLahey, B. B., Van Hulle, C. A., Singh, A. L., Waldman, I. D., & Rathouz, P. J. (2011) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2010.192 · Cited by 341 · see citing works
Self-citationVisscher, P. M., Hemani, G., Vinkhuyzen, A. A. E., Chen, G., Lee, S., Wray, N. R., Goddard, M. E., & Yang, J. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004269 · Cited by 325 · see citing works
Kim, K. J., Conger, R. D., Elder, G. H., & Lorenz, F. O. (2003) · Child Development · doi:10.1111/1467-8624.00525 · Cited by 320 · see citing works
MIDDELDORP, C. M., CATH, D. C., VAN DYCK, R., & BOOMSMA, D. I. (2005) · Psychological Medicine · doi:10.1017/s003329170400412x · Cited by 316 · see citing works
The Research Network on Youth Mental Health, Ebesutani, C., Bernstein, A., Nakamura, B. J., Chorpita, B. F., Higa-McMillan, C. K., & Weisz, J. R. (2010) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-009-9174-9 · Cited by 303 · see citing works
Hirschfeld, G. H. F., & von Brachel, R. (2020) · ScholarWorks@UMassAmherst (University of Massachusetts Amherst) · doi:10.7275/qazy-2946 · Cited by 291 · see citing works
Laceulle, O. M., Vollebergh, W. A. M., & Ormel, J. (2015) · Clinical Psychological Science · doi:10.1177/2167702614560750 · Cited by 289 · see citing works
Genome-Wide Complex Trait Analysis (GCTA): Methods, Data Analyses, and Interpretations
Yang, J., Lee, S., Goddard, M. E., & Visscher, P. M. (2013) · Methods in molecular biology · doi:10.1007/978-1-62703-447-0_9 · Cited by 236 · see citing works
Arseneault, L., Moffitt, T. E., Caspi, A., Taylor, A., Rijsdijk, F. V., Jaffee, S. R., Ablow, J. C., & Measelle, J. R. (2003) · Journal of Child Psychology and Psychiatry · doi:10.1111/1469-7610.00168 · Cited by 226 · see citing works
Self-citationNeurodevelopmental origin of cognitive impairment in schizophrenia
Bora, E. (2014) · Psychological Medicine · doi:10.1017/s0033291714001263 · Cited by 222 · see citing works
Criterion validity of the general factor of psychopathology in a prospective study of girls
Lahey, B. B., Rathouz, P. J., Keenan, K., Stepp, S. D., Loeber, R., & Hipwell, A. E. (2015) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12300 · Cited by 209 · see citing works
Self-citationA general psychopathology factor in early adolescence
Patalay, P., Fonagy, P., Deighton, J., Belsky, J., Vostanis, P., & Wolpert, M. (2015) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.114.149591 · Cited by 205 · see citing works
Murray, A. L., Eisner, M., & Ribeaud, D. (2016) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-016-0132-1 · Cited by 192 · see citing works
Mood, anxiety and psychotic phenomena measure a common psychopathological factor
Stochl, J., Khandaker, G. M., Lewis, G., Perez, J., Goodyer, I. M., Zammit, S., Sullivan, S., Croudace, T. J., & Jones, P. B. (2015) · Psychological Medicine · doi:10.1017/s003329171400261x · Cited by 153 · see citing works
Different neurodevelopmental symptoms have a common genetic etiology
Pettersson, E., Anckarsäter, H. S., Gillberg, C., & Lichtenstein, P. (2013) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12113 · Cited by 133 · see citing works
Medina‐Gómez, C., Felix, J. F., Estrada, K., Peters, M. J., Herrera, L., Kruithof, C. J., Duijts, L., Albert Hofman, D., van Duijn, C. M., Uitterlinden, A. G., et al. (2015) · European Journal of Epidemiology · doi:10.1007/s10654-015-9998-4 · Cited by 132 · see citing works
Self-citationKim, H., & Eaton, N. R. (2015) · Journal of Abnormal Psychology · doi:10.1037/abn0000113 · Cited by 124 · see citing works
Olino, T. M., Dougherty, L. R., Bufferd, S. J., Carlson, G. A., & Klein, D. N. (2014) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-014-9865-x · Cited by 106 · see citing works
Ringoot, A. P., Tiemeier, H. W., Jaddoe, V. W. V., So, P., Albert Hofman, D., Verhulst, F. C., & Jansen, P. W. (2015) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2015.03.009 · Cited by 95 · see citing works
Self-citationA General Population Twin Study of the CBCL/6-18 DSM-Oriented Scales
Spatola, C. A. M., Fagnani, C., Pesenti‐Gritti, P., Ogliari, A. L., Stazi, M., & Battaglia, M. (2007) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/chi.0b013e3180335b12 · Cited by 74 · see citing works
Ringoot, A. P., Jansen, P. W., Graaff, J. S., Measelle, J. R., van der Ende, J., Raat, H., Jaddoe, V. W. V., Albert Hofman, D., Verhulst, F. C., & Tiemeier, H. W. (2013) · Psychological Assessment · doi:10.1037/a0033976 · Cited by 61 · see citing works
Self-citationPappa, I., Fedko, I. O., Mileva‐Seitz, V. R., Hottenga, J., Bakermans‐Kranenburg, M. J., Bartels, M., van Beijsterveldt, C. E. M., Jaddoe, V. W. V., Middeldorp, C. M., Rippe, R. C. A., et al. (2015) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2015.06.004 · Cited by 49 · see citing works
Self-citationTellegen, P. J., & Laros, J. A. (1993) · Cited by 48 · see citing works
Kirkpatrick, R. M., McGue, M. K., Iacono, W. G., Miller, M. B., & Basu, S. (2014) · PLoS ONE · doi:10.1371/journal.pone.0112390 · Cited by 43 · see citing works
A Systematic Review of the Familial Co-Aggregation of Schizophrenia With Non-Psychotic Disorders
DeVylder, J., & Oh, H. Y. (2014) · Social Work in Mental Health · doi:10.1080/15332985.2014.881457 · Cited by 6 · see citing works
The Child Behavior Checklist and Related Forms for Assessing Behavioral/Emotional Problems and
Achenbach, C. M., & Ruffle, T. M. (2000) · Cited by 6 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Angold A, Costello EJ, Erkanli A, Angold A, Costello EJ. Comorbidity. J Child Psychol Psychiatry. 1999;40:57-87.
- Beaujean A. Latent Variable Modeling Using R: a Step-by-Step Guide (1st ed). Abingdon-on-Thames, UK: Routledge; 2014.
- JOURNAL OF THE AMERICAN ACADEMY OF CHILD & ADOLESCENT PSYCHIATRY 1045.e1 www.jaacap.org VOLUME 55 NUMBER 12 DECEMBER 2016
Cited by
Sorted by citations
Genetics of attention deficit hyperactivity disorder
Faraone, S. V., & Larsson, H. (2019) · Molecular Psychiatry · doi:10.1038/s41380-018-0070-0 · Cited by 1,338 · see citing works
All for One and One for All: Mental Disorders in One Dimension
Caspi, A., & Moffitt, T. E. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2018.17121383 · Cited by 918 · see citing works
Self-citationLive fast, die young? A review on the developmental trajectories of ADHD across the lifespan
Franke, B., Michelini, G., Asherson, P., Banaschewski, T., Bilbow, A., Buitelaar, J. K., Cormand, B., Faraone, S. V., Ginsberg, Y., Haavik, J., et al. (2018) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2018.08.001 · Cited by 643 · see citing works
A hierarchical causal taxonomy of psychopathology across the life span.
Lahey, B. B., Krueger, R. F., Rathouz, P. J., Waldman, I. D., & Zald, D. H. (2017) · Psychological Bulletin · doi:10.1037/bul0000069 · Cited by 443 · see citing works
Self-citationA Hierarchical Taxonomy of Psychopathology Can Transform Mental Health Research
Conway, C. C., Forbes, M. K., Forbush, K. T., Fried, E. I., Hallquist, M. N., Kotov, R., Mullins-Sweatt, S. N., Shackman, A. J., Skodol, A. E., South, S. C., et al. (2019) · Perspectives on Psychological Science · doi:10.1177/1745691618810696 · Cited by 426 · see citing works
Hierarchical models of psychopathology: empirical support, implications, and remaining issues
Lahey, B. B., Moore, T. M., Kaczkurkin, A. N., & Zald, D. H. (2021) · World Psychiatry · doi:10.1002/wps.20824 · Cited by 188 · see citing works
Self-citationThe general factor of psychopathology
Smith, G. T., Atkinson, E. A., Davis, H. A., Riley, E. N., & Oltmanns, J. R. (2020) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-071119-115848 · Cited by 195 · see citing works
The association between executive functioning and psychopathology: general or specific?
Bloemen, A. J. P., Oldehinkel, A. J., Laceulle, O. M., Ormel, J., Rommelse, N. N. J., & Hartman, C. A. (2018) · Psychological Medicine · doi:10.1017/s0033291717003269 · Cited by 131 · see citing works
Brikell, I., Larsson, H., Lu, Y., Pettersson, E., Chen, Q., Kuja-Halkola, R., Karlsson, R., Lahey, B. B., Lichtenstein, P., & Martin, J. (2020) · Molecular Psychiatry · doi:10.1038/s41380-018-0109-2 · Cited by 126 · see citing works
Self-citationMethods and challenges for assessing heterogeneity
Feczko, E., & Fair, D. A. (2020) · Biological Psychiatry · doi:10.1016/j.biopsych.2020.02.015 · Cited by 96 · see citing works
Low emotional awareness as a transdiagnostic mechanism underlying psychopathology in adolescence
Weissman, D. G., Nook, E. C., Dews, A. A., Miller, A. B., Lambert, H. K., Sasse, S. F., Somerville, L. H., & McLaughlin, K. A. (2020) · Clinical Psychological Science · doi:10.1177/2167702620923649 · Cited by 91 · see citing works
Genetic Associations Between Executive Functions and a General Factor of Psychopathology
Harden, K. P., Engelhardt, L. E., Mann, F. D., Patterson, M. W., Grotzinger, A. D., Savicki, S. L., Thibodeaux, M. L., Freis, S. M., Tackett, J. L., Church, J. A., et al. (2020) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2019.05.006 · Cited by 87 · see citing works
Moore, T. M., Kaczkurkin, A. N., Durham, E. L., Jeong, H. J., McDowell, M. G., Dupont, R. M., Applegate, B., Tackett, J. L., Cardenas-Iniguez, C., Kardan, O., et al. (2020) · Journal of Abnormal Psychology · doi:10.1037/abn0000601 · Cited by 72 · see citing works
Self-citationRiem, M. M. E., van Hoof, M. J., Garrett, A. S., Rombouts, S. A. R. B., van der Wee, N. J. A., van IJzendoorn, M. H., & Vermeiren, R. R. J. M. (2019) · Behavioural Brain Research · doi:10.1016/j.bbr.2018.10.014 · Cited by 36 · see citing works
Self-citationWang, F. L., Galán, C. A., Lemery-Chalfant, K., Wilson, M. N., & Shaw, D. S. (2020) · Journal of Abnormal Psychology · doi:10.1037/abn0000525 · Cited by 25 · see citing works
van Hoof, M.-J., Riem, M. M. E., Garrett, A. S., van der Wee, N. J. A., van IJzendoorn, M. H., & Vermeiren, R. R. J. M. (2019) · European Journal of Psychotraumatology · doi:10.1080/20008198.2019.1583525 · Cited by 14 · see citing works
- Authors
- Neumann, A., Pappa, I., Lahey, B. B., Verhulst, F. C., Medina-Gomez, C., Jaddoe, V. W., Bakermans-Kranenburg, M. J., Moffitt, T. E., van IJzendoorn, M. H., & Tiemeier, H.
- Affiliations
- Erasmus MC - Sophia Children’s Hospital (NL)
- Erasmus University Rotterdam (NL)
- University of Chicago (US)
- Erasmus MC (NL)
- Duke University (US)
- Corresponding author
- Tiemeier, Henning
- ORCID
- Venue
- Journal of the American Academy of Child & Adolescent Psychiatry
- Publisher
- Elsevier BV
- Published
- 2016-12
- Volume
- 55
- Issue
- 12
- Pages
- 1038-1045.e4
- ISSN
- 0890-8567 (ISSN-L)
- OpenAlex
- W2528247382
- Cited by
- 121
- References
- 47
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 6 · 2023: 13 · 2022: 7 · 2021: 20 · 2020: 19 · 2019: 22 · 2018: 16 · 2017: 11 · 2016: 2
- FWCI
- 22.74
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of the American Academy of Child & Adolescent Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion)
- Leiden Repository (Leiden University) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- general psychopathology factor, child behavior problems, child emotional problems, pleiotropy, common genetic variants, internalizing problems, externalizing problems, IQ, negative affectivity, effortful control, multi-informant assessment, Generation R cohort
- MeSH terms
- Problem Behavior, Mental Disorders, Child, Child Behavior, Female, Humans, Male, Quantitative Trait, Heritable, Polymorphism, Single Nucleotide, Genome-Wide Association Study, Genetic Pleiotropy
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review