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Published in: European Child & Adolescent Psychiatry 3/2022

Open Access 01-03-2022 | Schizophrenia | Original Contribution

Schizophrenia polygenic risk is associated with child mental health problems through early childhood adversity: evidence for a gene–environment correlation

Authors: Koen Bolhuis, Lisa R. Steenkamp, Laura M. E. Blanken, Alexander Neumann, Philip R. Jansen, Manon H. J. Hillegers, Charlotte A. M. Cecil, Henning Tiemeier, Steven A. Kushner

Published in: European Child & Adolescent Psychiatry | Issue 3/2022

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Abstract

Previous studies have shown that schizophrenia polygenic risk predicts a multitude of mental health problems in the general population. Yet it is unclear by which mechanisms these associations arise. Here, we explored a possible gene–environment correlation in the association of schizophrenia polygenic risk with mental health problems via childhood adversity. This study was embedded in the population-based Generation R Study, including N = 1901 participants with genotyping for schizophrenia polygenic risk, maternal reporting of childhood adversity, and Child Behaviour Checklist measurement of mental health problems. Independent replication was attempted in the Avon Longitudinal Study of Parents and Children (ALSPAC; N = 3641). Associations were analysed with Poisson regression and statistical mediation analysis. Higher burden of schizophrenia polygenic risk was associated with greater exposure to childhood adversity (P-value threshold < 0.5: Generation R Study, OR = 1.08, 95%CI 1.02–1.15, P = 0.01; ALSPAC, OR = 1.02, 95%CI 1.01–1.03, P < 0.01). Childhood adversities partly explained the relationship of schizophrenia polygenic risk with emotional, attention, and thought problems (proportion explained, range 5–23%). Direct effects of schizophrenia polygenic risk and adversity on mental health outcomes were also observed. In summary, genetic liability to schizophrenia increased the risk for mental health problems in the general paediatric population through childhood adversity. Although this finding could result from a mediated causal relationship between genotype and mental health, we argue that these observations most likely reflect a gene–environment correlation, i.e. adversities are a marker for the genetic risk that parents transmit to children. These and similar recent findings raise important conceptual questions about preventative interventions aimed at reducing childhood adversities.
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Literature
2.
go back to reference Kelleher I, Keeley H, Corcoran P, Ramsay H, Wasserman C, Carli V, Sarchiapone M, Hoven C, Wasserman D, Cannon M (2013) Childhood trauma and psychosis in a prospective cohort study: cause, effect, and directionality. Am J Psychiatry 170:734–741PubMedCrossRef Kelleher I, Keeley H, Corcoran P, Ramsay H, Wasserman C, Carli V, Sarchiapone M, Hoven C, Wasserman D, Cannon M (2013) Childhood trauma and psychosis in a prospective cohort study: cause, effect, and directionality. Am J Psychiatry 170:734–741PubMedCrossRef
3.
go back to reference Pergola G, Papalino M, Gelao B, Sportelli L, Vollerbergh W, Grattagliano I, Bertolino A (2019) Evocative gene–environment correlation between genetic risk for schizophrenia and bullying victimization. World Psychiatry 18:366–367PubMedPubMedCentralCrossRef Pergola G, Papalino M, Gelao B, Sportelli L, Vollerbergh W, Grattagliano I, Bertolino A (2019) Evocative gene–environment correlation between genetic risk for schizophrenia and bullying victimization. World Psychiatry 18:366–367PubMedPubMedCentralCrossRef
4.
go back to reference Schizophrenia Working Group of the Psychiatric Genomics Consortium (2014) Biological insights from 108 schizophrenia-associated genetic loci. Nature 511:421–427PubMedCentralCrossRef Schizophrenia Working Group of the Psychiatric Genomics Consortium (2014) Biological insights from 108 schizophrenia-associated genetic loci. Nature 511:421–427PubMedCentralCrossRef
5.
go back to reference Zheutlin AB, Dennis J, Karlsson Linner R, Moscati A, Restrepo N, Straub P, Ruderfer D, Castro VM, Chen CY, Ge T, Huckins LM, Charney A, Kirchner HL, Stahl EA, Chabris CF, Davis LK, Smoller JW (2019) Penetrance and pleiotropy of polygenic risk scores for schizophrenia in 106,160 patients across four health care systems. Am J Psychiatry 176:846–855PubMedPubMedCentralCrossRef Zheutlin AB, Dennis J, Karlsson Linner R, Moscati A, Restrepo N, Straub P, Ruderfer D, Castro VM, Chen CY, Ge T, Huckins LM, Charney A, Kirchner HL, Stahl EA, Chabris CF, Davis LK, Smoller JW (2019) Penetrance and pleiotropy of polygenic risk scores for schizophrenia in 106,160 patients across four health care systems. Am J Psychiatry 176:846–855PubMedPubMedCentralCrossRef
6.
go back to reference Jones HJ, Stergiakouli E, Tansey KE, Hubbard L, Heron J, Cannon M, Holmans P, Lewis G, Linden DE, Jones PB, Davey Smith G, O’Donovan MC, Owen MJ, Walters JT, Zammit S (2016) Phenotypic manifestation of genetic risk for schizophrenia during adolescence in the general population. JAMA Psychiatry 73:221–228PubMedPubMedCentralCrossRef Jones HJ, Stergiakouli E, Tansey KE, Hubbard L, Heron J, Cannon M, Holmans P, Lewis G, Linden DE, Jones PB, Davey Smith G, O’Donovan MC, Owen MJ, Walters JT, Zammit S (2016) Phenotypic manifestation of genetic risk for schizophrenia during adolescence in the general population. JAMA Psychiatry 73:221–228PubMedPubMedCentralCrossRef
7.
go back to reference Riglin L, Collishaw S, Richards A, Thapar AK, Maughan B, O’Donovan MC, Thapar A (2017) Schizophrenia risk alleles and neurodevelopmental outcomes in childhood: a population-based cohort study. Lancet Psychiatry 4:57–62PubMedCrossRef Riglin L, Collishaw S, Richards A, Thapar AK, Maughan B, O’Donovan MC, Thapar A (2017) Schizophrenia risk alleles and neurodevelopmental outcomes in childhood: a population-based cohort study. Lancet Psychiatry 4:57–62PubMedCrossRef
8.
go back to reference Nivard MG, Gage SH, Hottenga JJ, van Beijsterveldt CEM, Abdellaoui A, Bartels M, Baselmans BML, Ligthart L, Pourcain BS, Boomsma DI, Munafo MR, Middeldorp CM (2017) Genetic overlap between schizophrenia and developmental psychopathology: longitudinal and multivariate polygenic risk prediction of common psychiatric traits during development. Schizophr Bull 43:1197–1207PubMedPubMedCentralCrossRef Nivard MG, Gage SH, Hottenga JJ, van Beijsterveldt CEM, Abdellaoui A, Bartels M, Baselmans BML, Ligthart L, Pourcain BS, Boomsma DI, Munafo MR, Middeldorp CM (2017) Genetic overlap between schizophrenia and developmental psychopathology: longitudinal and multivariate polygenic risk prediction of common psychiatric traits during development. Schizophr Bull 43:1197–1207PubMedPubMedCentralCrossRef
9.
go back to reference Serdarevic F, Jansen PR, Ghassabian A, White T, Jaddoe VWV, Posthuma D, Tiemeier H (2018) Association of genetic risk for schizophrenia and bipolar disorder with infant neuromotor development. JAMA Psychiatry 75:96–98PubMedCrossRef Serdarevic F, Jansen PR, Ghassabian A, White T, Jaddoe VWV, Posthuma D, Tiemeier H (2018) Association of genetic risk for schizophrenia and bipolar disorder with infant neuromotor development. JAMA Psychiatry 75:96–98PubMedCrossRef
10.
go back to reference Jansen PR, Polderman TJC, Bolhuis K, van der Ende J, Jaddoe VWV, Verhulst FC, White T, Posthuma D, Tiemeier H (2018) Polygenic scores for schizophrenia and educational attainment are associated with behavioural problems in early childhood in the general population. J Child Psychol Psychiatry 59:39–47PubMedCrossRef Jansen PR, Polderman TJC, Bolhuis K, van der Ende J, Jaddoe VWV, Verhulst FC, White T, Posthuma D, Tiemeier H (2018) Polygenic scores for schizophrenia and educational attainment are associated with behavioural problems in early childhood in the general population. J Child Psychol Psychiatry 59:39–47PubMedCrossRef
11.
go back to reference Wray NR, Lee SH, Mehta D, Vinkhuyzen AA, Dudbridge F, Middeldorp CM (2014) Research review: polygenic methods and their application to psychiatric traits. J Child Psychol Psychiatry 55:1068–1087PubMedCrossRef Wray NR, Lee SH, Mehta D, Vinkhuyzen AA, Dudbridge F, Middeldorp CM (2014) Research review: polygenic methods and their application to psychiatric traits. J Child Psychol Psychiatry 55:1068–1087PubMedCrossRef
12.
go back to reference Poletti M, Raballo A (2018) Editorial perspective: from schizophrenia polygenic risk score to vulnerability (endo-) phenotypes: translational pathways in child and adolescent mental health. J Child Psychol Psychiatry 59:822–825PubMedCrossRef Poletti M, Raballo A (2018) Editorial perspective: from schizophrenia polygenic risk score to vulnerability (endo-) phenotypes: translational pathways in child and adolescent mental health. J Child Psychol Psychiatry 59:822–825PubMedCrossRef
13.
go back to reference Knafo A, Jaffee SR (2013) Gene–environment correlation in developmental psychopathology. Dev Psychopathol 25:1–6PubMedCrossRef Knafo A, Jaffee SR (2013) Gene–environment correlation in developmental psychopathology. Dev Psychopathol 25:1–6PubMedCrossRef
14.
go back to reference Kendler KS, Baker JH (2007) Genetic influences on measures of the environment: a systematic review. Psychol Med 37:615–626PubMedCrossRef Kendler KS, Baker JH (2007) Genetic influences on measures of the environment: a systematic review. Psychol Med 37:615–626PubMedCrossRef
15.
go back to reference Vinkhuyzen AA, van der Sluis S, de Geus EJ, Boomsma DI, Posthuma D (2010) Genetic influences on “environmental” factors. Genes Brain Behav 9:276–287PubMedCrossRef Vinkhuyzen AA, van der Sluis S, de Geus EJ, Boomsma DI, Posthuma D (2010) Genetic influences on “environmental” factors. Genes Brain Behav 9:276–287PubMedCrossRef
16.
go back to reference Jaffee SR, Price TS (2012) The implications of genotype-environment correlation for establishing causal processes in psychopathology. Dev Psychopathol 24:1253–1264PubMedCrossRef Jaffee SR, Price TS (2012) The implications of genotype-environment correlation for establishing causal processes in psychopathology. Dev Psychopathol 24:1253–1264PubMedCrossRef
17.
go back to reference Wertz J, Belsky J, Moffitt TE, Belsky DW, Harrington H, Avinun R, Poulton R, Ramrakha S, Caspi A (2019) Genetics of nurture: a test of the hypothesis that parents’ genetics predict their observed caregiving. Dev Psychol 55:1461–1472PubMedPubMedCentralCrossRef Wertz J, Belsky J, Moffitt TE, Belsky DW, Harrington H, Avinun R, Poulton R, Ramrakha S, Caspi A (2019) Genetics of nurture: a test of the hypothesis that parents’ genetics predict their observed caregiving. Dev Psychol 55:1461–1472PubMedPubMedCentralCrossRef
18.
go back to reference Krapohl E, Hannigan LJ, Pingault JB, Patel H, Kadeva N, Curtis C, Breen G, Newhouse SJ, Eley TC, O’Reilly PF, Plomin R (2017) Widespread covariation of early environmental exposures and trait-associated polygenic variation. Proc Natl Acad Sci USA 114:11727–11732PubMedPubMedCentralCrossRef Krapohl E, Hannigan LJ, Pingault JB, Patel H, Kadeva N, Curtis C, Breen G, Newhouse SJ, Eley TC, O’Reilly PF, Plomin R (2017) Widespread covariation of early environmental exposures and trait-associated polygenic variation. Proc Natl Acad Sci USA 114:11727–11732PubMedPubMedCentralCrossRef
19.
go back to reference Lehto K, Hagg S, Lu D, Karlsson R, Pedersen NL, Mosing MA (2020) Childhood adoption and mental health in adulthood: the role of gene–environment correlations and interactions in the UK biobank. Biol Psychiatry 87:708–716PubMedCrossRef Lehto K, Hagg S, Lu D, Karlsson R, Pedersen NL, Mosing MA (2020) Childhood adoption and mental health in adulthood: the role of gene–environment correlations and interactions in the UK biobank. Biol Psychiatry 87:708–716PubMedCrossRef
20.
go back to reference Schoeler T, Choi SW, Dudbridge F, Baldwin J, Duncan L, Cecil CM, Walton E, Viding E, McCrory E, Pingault JB (2019) Multi-polygenic score approach to identifying individual vulnerabilities associated with the risk of exposure to bullying. JAMA Psychiatry 76(7):730–738PubMedPubMedCentralCrossRef Schoeler T, Choi SW, Dudbridge F, Baldwin J, Duncan L, Cecil CM, Walton E, Viding E, McCrory E, Pingault JB (2019) Multi-polygenic score approach to identifying individual vulnerabilities associated with the risk of exposure to bullying. JAMA Psychiatry 76(7):730–738PubMedPubMedCentralCrossRef
21.
go back to reference Pingault JB, O’Reilly PF, Schoeler T, Ploubidis GB, Rijsdijk F, Dudbridge F (2018) Using genetic data to strengthen causal inference in observational research. Nat Rev Genet 19(9):566–580PubMedCrossRef Pingault JB, O’Reilly PF, Schoeler T, Ploubidis GB, Rijsdijk F, Dudbridge F (2018) Using genetic data to strengthen causal inference in observational research. Nat Rev Genet 19(9):566–580PubMedCrossRef
22.
go back to reference Sallis HM, Croft J, Havdahl A, Jones HJ, Dunn EC, Davey Smith G, Zammit S, Munafo MR (2020) Genetic liability to schizophrenia is associated with exposure to traumatic events in childhood. Psychol Med 1–8 Sallis HM, Croft J, Havdahl A, Jones HJ, Dunn EC, Davey Smith G, Zammit S, Munafo MR (2020) Genetic liability to schizophrenia is associated with exposure to traumatic events in childhood. Psychol Med 1–8
23.
go back to reference Kooijman MN, Kruithof CJ, van Duijn CM, Duijts L, Franco OH, van Ijzendoorn MH, de Jongste JC, Klaver CC, van der Lugt A, Mackenbach JP, Moll HA, Peeters RP, Raat H, Rings EH, Rivadeneira F, van der Schroeff MP, Steegers EA, Tiemeier H, Uitterlinden AG, Verhulst FC, Wolvius E, Felix JF, Jaddoe VW (2016) The Generation R Study: design and cohort update 2017. Eur J Epidemiol 31:1243–1264PubMedCrossRef Kooijman MN, Kruithof CJ, van Duijn CM, Duijts L, Franco OH, van Ijzendoorn MH, de Jongste JC, Klaver CC, van der Lugt A, Mackenbach JP, Moll HA, Peeters RP, Raat H, Rings EH, Rivadeneira F, van der Schroeff MP, Steegers EA, Tiemeier H, Uitterlinden AG, Verhulst FC, Wolvius E, Felix JF, Jaddoe VW (2016) The Generation R Study: design and cohort update 2017. Eur J Epidemiol 31:1243–1264PubMedCrossRef
24.
go back to reference Medina-Gomez C, Felix JF, Estrada K, Peters MJ, Herrera L, Kruithof CJ, Duijts L, Hofman A, van Duijn CM, Uitterlinden AG, Jaddoe VW, Rivadeneira F (2015) Challenges in conducting genome-wide association studies in highly admixed multi-ethnic populations: the Generation R Study. Eur J Epidemiol 30:317–330PubMedPubMedCentralCrossRef Medina-Gomez C, Felix JF, Estrada K, Peters MJ, Herrera L, Kruithof CJ, Duijts L, Hofman A, van Duijn CM, Uitterlinden AG, Jaddoe VW, Rivadeneira F (2015) Challenges in conducting genome-wide association studies in highly admixed multi-ethnic populations: the Generation R Study. Eur J Epidemiol 30:317–330PubMedPubMedCentralCrossRef
25.
go back to reference Delaneau O, Marchini J, Zagury JF (2011) A linear complexity phasing method for thousands of genomes. Nat Methods 9:179–181PubMedCrossRef Delaneau O, Marchini J, Zagury JF (2011) A linear complexity phasing method for thousands of genomes. Nat Methods 9:179–181PubMedCrossRef
26.
go back to reference Howie B, Fuchsberger C, Stephens M, Marchini J, Abecasis GR (2012) Fast and accurate genotype imputation in genome-wide association studies through pre-phasing. Nat Genet 44:955–959PubMedPubMedCentralCrossRef Howie B, Fuchsberger C, Stephens M, Marchini J, Abecasis GR (2012) Fast and accurate genotype imputation in genome-wide association studies through pre-phasing. Nat Genet 44:955–959PubMedPubMedCentralCrossRef
27.
go back to reference Wray NR, Ripke S, Mattheisen M, Trzaskowski M, Byrne EM, Abdellaoui A, Adams MJ, Agerbo E, Air TM, Andlauer TMF, Bacanu SA, Baekvad-Hansen M, Beekman AFT, Bigdeli TB, Binder EB, Blackwood DRH, Bryois J, Buttenschon HN, Bybjerg-Grauholm J, Cai N, Castelao E, Christensen JH, Clarke TK, Coleman JIR, Colodro-Conde L, Couvy-Duchesne B, Craddock N, Crawford GE, Crowley CA, Dashti HS, Davies G, Deary IJ, Degenhardt F, Derks EM, Direk N, Dolan CV, Dunn EC, Eley TC, Eriksson N, Escott-Price V, Kiadeh FHF, Finucane HK, Forstner AJ, Frank J, Gaspar HA, Gill M, Giusti-Rodriguez P, Goes FS, Gordon SD, Grove J, Hall LS, Hannon E, Hansen CS, Hansen TF, Herms S, Hickie IB, Hoffmann P, Homuth G, Horn C, Hottenga JJ, Hougaard DM, Hu M, Hyde CL, Ising M, Jansen R, Jin F, Jorgenson E, Knowles JA, Kohane IS, Kraft J, Kretzschmar WW, Krogh J, Kutalik Z, Lane JM, Li Y, Li Y, Lind PA, Liu X, Lu L, MacIntyre DJ, MacKinnon DF, Maier RM, Maier W, Marchini J, Mbarek H, McGrath P, McGuffin P, Medland SE, Mehta D, Middeldorp CM, Mihailov E, Milaneschi Y, Milani L, Mill J, Mondimore FM, Montgomery GW, Mostafavi S, Mullins N, Nauck M, Ng B et al (2018) Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression. Nat Genet 50(5):668–681PubMedPubMedCentralCrossRef Wray NR, Ripke S, Mattheisen M, Trzaskowski M, Byrne EM, Abdellaoui A, Adams MJ, Agerbo E, Air TM, Andlauer TMF, Bacanu SA, Baekvad-Hansen M, Beekman AFT, Bigdeli TB, Binder EB, Blackwood DRH, Bryois J, Buttenschon HN, Bybjerg-Grauholm J, Cai N, Castelao E, Christensen JH, Clarke TK, Coleman JIR, Colodro-Conde L, Couvy-Duchesne B, Craddock N, Crawford GE, Crowley CA, Dashti HS, Davies G, Deary IJ, Degenhardt F, Derks EM, Direk N, Dolan CV, Dunn EC, Eley TC, Eriksson N, Escott-Price V, Kiadeh FHF, Finucane HK, Forstner AJ, Frank J, Gaspar HA, Gill M, Giusti-Rodriguez P, Goes FS, Gordon SD, Grove J, Hall LS, Hannon E, Hansen CS, Hansen TF, Herms S, Hickie IB, Hoffmann P, Homuth G, Horn C, Hottenga JJ, Hougaard DM, Hu M, Hyde CL, Ising M, Jansen R, Jin F, Jorgenson E, Knowles JA, Kohane IS, Kraft J, Kretzschmar WW, Krogh J, Kutalik Z, Lane JM, Li Y, Li Y, Lind PA, Liu X, Lu L, MacIntyre DJ, MacKinnon DF, Maier RM, Maier W, Marchini J, Mbarek H, McGrath P, McGuffin P, Medland SE, Mehta D, Middeldorp CM, Mihailov E, Milaneschi Y, Milani L, Mill J, Mondimore FM, Montgomery GW, Mostafavi S, Mullins N, Nauck M, Ng B et al (2018) Genome-wide association analyses identify 44 risk variants and refine the genetic architecture of major depression. Nat Genet 50(5):668–681PubMedPubMedCentralCrossRef
28.
go back to reference Euesden J, Lewis CM, O’Reilly PF (2015) PRSice: polygenic risk score software. Bioinformatics 31:1466–1468PubMedCrossRef Euesden J, Lewis CM, O’Reilly PF (2015) PRSice: polygenic risk score software. Bioinformatics 31:1466–1468PubMedCrossRef
29.
go back to reference Achenbach TA, Rescorla LA (2001) Manual for the ASEBA school-age forms & profiles. University of Vermont, Research Center for Children, Youth, & Families, Burlington, VT Achenbach TA, Rescorla LA (2001) Manual for the ASEBA school-age forms & profiles. University of Vermont, Research Center for Children, Youth, & Families, Burlington, VT
30.
go back to reference Amone-P’Olak K, Ormel J, Huisman M, Verhulst FC, Oldehinkel AJ, Burger H (2009) Life stressors as mediators of the relation between socioeconomic position and mental health problems in early adolescence: the TRAILS study. J Am Acad Child Adolesc Psychiatry 48:1031–1038PubMedCrossRef Amone-P’Olak K, Ormel J, Huisman M, Verhulst FC, Oldehinkel AJ, Burger H (2009) Life stressors as mediators of the relation between socioeconomic position and mental health problems in early adolescence: the TRAILS study. J Am Acad Child Adolesc Psychiatry 48:1031–1038PubMedCrossRef
31.
go back to reference Brown GW, Harris TO (1978) Social origins of depression: a study of psychiatric disorder in women. Tavistock, London Brown GW, Harris TO (1978) Social origins of depression: a study of psychiatric disorder in women. Tavistock, London
32.
go back to reference Hoyt WT (2000) Rater bias in psychological research: when is it a problem and what can we do about it? Psychol Methods 5:64–86PubMedCrossRef Hoyt WT (2000) Rater bias in psychological research: when is it a problem and what can we do about it? Psychol Methods 5:64–86PubMedCrossRef
33.
go back to reference Boyd A, Golding J, Macleod J, Lawlor DA, Fraser A, Henderson J, Molloy L, Ness A, Ring S, Davey Smith G (2013) Cohort profile: the ’children of the 90s’–the index offspring of the Avon longitudinal study of parents and children. Int J Epidemiol 42:111–127PubMedCrossRef Boyd A, Golding J, Macleod J, Lawlor DA, Fraser A, Henderson J, Molloy L, Ness A, Ring S, Davey Smith G (2013) Cohort profile: the ’children of the 90s’–the index offspring of the Avon longitudinal study of parents and children. Int J Epidemiol 42:111–127PubMedCrossRef
34.
go back to reference Tingley D, Yamamoto T, Hirose K, Keele L, Imai K (2014) Mediation: R Package for causal mediation analysis. J Stat Softw 59(5) Tingley D, Yamamoto T, Hirose K, Keele L, Imai K (2014) Mediation: R Package for causal mediation analysis. J Stat Softw 59(5)
36.
go back to reference Yang J, Lee SH, Goddard ME, Visscher PM (2013) Genome-wide complex trait analysis (GCTA): methods, data analyses, and interpretations. Methods Mol Biol 1019:215–236PubMedCrossRef Yang J, Lee SH, Goddard ME, Visscher PM (2013) Genome-wide complex trait analysis (GCTA): methods, data analyses, and interpretations. Methods Mol Biol 1019:215–236PubMedCrossRef
37.
go back to reference Baldwin JR, Reuben A, Newbury JB, Danese A (2019) Agreement between prospective and retrospective measures of childhood maltreatment: a systematic review and meta-analysis. JAMA Psychiatry 76:584–593PubMedPubMedCentralCrossRef Baldwin JR, Reuben A, Newbury JB, Danese A (2019) Agreement between prospective and retrospective measures of childhood maltreatment: a systematic review and meta-analysis. JAMA Psychiatry 76:584–593PubMedPubMedCentralCrossRef
38.
go back to reference Knopik VS, Niederhiser JM, DeFries JC, Plomin R (2016) Behavioral genetics. Worth Publishers, New York Knopik VS, Niederhiser JM, DeFries JC, Plomin R (2016) Behavioral genetics. Worth Publishers, New York
39.
go back to reference Trzaskowski M, Dale PS, Plomin R (2013) No genetic influence for childhood behavior problems from DNA analysis. J Am Acad Child Adolesc Psychiatry 52:1048-1056 e1043PubMedPubMedCentralCrossRef Trzaskowski M, Dale PS, Plomin R (2013) No genetic influence for childhood behavior problems from DNA analysis. J Am Acad Child Adolesc Psychiatry 52:1048-1056 e1043PubMedPubMedCentralCrossRef
40.
41.
go back to reference Wertz J, Caspi A, Belsky DW, Beckley AL, Arseneault L, Barnes JC, Corcoran DL, Hogan S, Houts RM, Morgan N, Odgers CL, Prinz JA, Sugden K, Williams BS, Poulton R, Moffitt TE (2018) Genetics and crime: integrating new genomic discoveries into psychological research about antisocial behavior. Psychol Sci 29:791–803PubMedCrossRef Wertz J, Caspi A, Belsky DW, Beckley AL, Arseneault L, Barnes JC, Corcoran DL, Hogan S, Houts RM, Morgan N, Odgers CL, Prinz JA, Sugden K, Williams BS, Poulton R, Moffitt TE (2018) Genetics and crime: integrating new genomic discoveries into psychological research about antisocial behavior. Psychol Sci 29:791–803PubMedCrossRef
42.
go back to reference Guloksuz S, Pries LK, Delespaul P, Kenis G, Luykx JJ, Lin BD, Richards AL, Akdede B, Binbay T, Altinyazar V, Yalincetin B, Gumus-Akay G, Cihan B, Soygur H, Ulas H, Cankurtaran E, Kaymak SU, Mihaljevic MM, Petrovic SA, Mirjanic T, Bernardo M, Cabrera B, Bobes J, Saiz PA, Garcia-Portilla MP, Sanjuan J, Aguilar EJ, Santos JL, Jimenez-Lopez E, Arrojo M, Carracedo A, Lopez G, Gonzalez-Penas J, Parellada M, Maric NP, Atbasog LuC, Ucok A, Alptekin K, Saka MC, Genetic Risk Outcome of Psychosis (GROUP) Investigators, Arango C, O’Donovan M, Rutten BPF, van Os J (2019) Examining the independent and joint effects of molecular genetic liability and environmental exposures in schizophrenia: results from the EUGEI study. World Psychiatry 18:173–182PubMedPubMedCentralCrossRef Guloksuz S, Pries LK, Delespaul P, Kenis G, Luykx JJ, Lin BD, Richards AL, Akdede B, Binbay T, Altinyazar V, Yalincetin B, Gumus-Akay G, Cihan B, Soygur H, Ulas H, Cankurtaran E, Kaymak SU, Mihaljevic MM, Petrovic SA, Mirjanic T, Bernardo M, Cabrera B, Bobes J, Saiz PA, Garcia-Portilla MP, Sanjuan J, Aguilar EJ, Santos JL, Jimenez-Lopez E, Arrojo M, Carracedo A, Lopez G, Gonzalez-Penas J, Parellada M, Maric NP, Atbasog LuC, Ucok A, Alptekin K, Saka MC, Genetic Risk Outcome of Psychosis (GROUP) Investigators, Arango C, O’Donovan M, Rutten BPF, van Os J (2019) Examining the independent and joint effects of molecular genetic liability and environmental exposures in schizophrenia: results from the EUGEI study. World Psychiatry 18:173–182PubMedPubMedCentralCrossRef
43.
go back to reference Pappa I, Fedko IO, Mileva-Seitz VR, Hottenga JJ, Bakermans-Kranenburg MJ, Bartels M, van Beijsterveldt CE, Jaddoe VW, Middeldorp CM, Rippe RC, Rivadeneira F, Tiemeier H, Verhulst FC, van Ijzendoorn MH, Boomsma DI (2015) Single nucleotide polymorphism heritability of behavior problems in childhood: genome-wide complex trait analysis. J Am Acad Child Adolesc Psychiatry 54:737–744PubMedCrossRef Pappa I, Fedko IO, Mileva-Seitz VR, Hottenga JJ, Bakermans-Kranenburg MJ, Bartels M, van Beijsterveldt CE, Jaddoe VW, Middeldorp CM, Rippe RC, Rivadeneira F, Tiemeier H, Verhulst FC, van Ijzendoorn MH, Boomsma DI (2015) Single nucleotide polymorphism heritability of behavior problems in childhood: genome-wide complex trait analysis. J Am Acad Child Adolesc Psychiatry 54:737–744PubMedCrossRef
44.
go back to reference Kong A, Thorleifsson G, Frigge ML, Vilhjalmsson BJ, Young AI, Thorgeirsson TE, Benonisdottir S, Oddsson A, Halldorsson BV, Masson G, Gudbjartsson DF, Helgason A, Bjornsdottir G, Thorsteinsdottir U, Stefansson K (2018) The nature of nurture: effects of parental genotypes. Science 359:424–428PubMedCrossRef Kong A, Thorleifsson G, Frigge ML, Vilhjalmsson BJ, Young AI, Thorgeirsson TE, Benonisdottir S, Oddsson A, Halldorsson BV, Masson G, Gudbjartsson DF, Helgason A, Bjornsdottir G, Thorsteinsdottir U, Stefansson K (2018) The nature of nurture: effects of parental genotypes. Science 359:424–428PubMedCrossRef
45.
go back to reference Cheesman R, Eilertsen EM, Ahmadzadeh YI, Gjerde LC, Hannigan LJ, Havdahl A, Young AI, Eley TC, Njolstad PR, Magnus PM, Andreassen OA, Ystrom E, McAdams TA (2020) How important are parents in the development of child anxiety and depression? A genomic analysis of parent-offspring trios in the Norwegian Mother Father and Child Cohort Study (MoBa). BMC Med 18(1):284PubMedPubMedCentralCrossRef Cheesman R, Eilertsen EM, Ahmadzadeh YI, Gjerde LC, Hannigan LJ, Havdahl A, Young AI, Eley TC, Njolstad PR, Magnus PM, Andreassen OA, Ystrom E, McAdams TA (2020) How important are parents in the development of child anxiety and depression? A genomic analysis of parent-offspring trios in the Norwegian Mother Father and Child Cohort Study (MoBa). BMC Med 18(1):284PubMedPubMedCentralCrossRef
46.
go back to reference Cheesman R, Hunjan A, Coleman JRI, Ahmadzadeh Y, Plomin R, McAdams TA, Eley TC, Breen G (2020) Comparison of adopted and nonadopted individuals reveals gene–environment interplay for education in the UK biobank. Psychol Sci 31(5):582–591PubMedCrossRef Cheesman R, Hunjan A, Coleman JRI, Ahmadzadeh Y, Plomin R, McAdams TA, Eley TC, Breen G (2020) Comparison of adopted and nonadopted individuals reveals gene–environment interplay for education in the UK biobank. Psychol Sci 31(5):582–591PubMedCrossRef
47.
go back to reference Sanderson E (2020) Multivariable Mendelian randomization and mediation. Cold Spring Harb Perspect Med Sanderson E (2020) Multivariable Mendelian randomization and mediation. Cold Spring Harb Perspect Med
48.
go back to reference Rasic D, Hajek T, Alda M, Uher R (2014) Risk of mental illness in offspring of parents with schizophrenia, bipolar disorder, and major depressive disorder: a meta-analysis of family high-risk studies. Schizophr Bull 40:28–38PubMedCrossRef Rasic D, Hajek T, Alda M, Uher R (2014) Risk of mental illness in offspring of parents with schizophrenia, bipolar disorder, and major depressive disorder: a meta-analysis of family high-risk studies. Schizophr Bull 40:28–38PubMedCrossRef
50.
go back to reference Bolhuis K, Koopman-Verhoeff ME, Blanken LME, Cibrev D, Jaddoe VWV, Verhulst FC, Hillegers MHJ, Kushner SA, Tiemeier H (2018) Psychotic-like experiences in pre-adolescence: what precedes the antecedent symptoms of severe mental illness? Acta Psychiatr Scand 138(1):15–25PubMedCrossRef Bolhuis K, Koopman-Verhoeff ME, Blanken LME, Cibrev D, Jaddoe VWV, Verhulst FC, Hillegers MHJ, Kushner SA, Tiemeier H (2018) Psychotic-like experiences in pre-adolescence: what precedes the antecedent symptoms of severe mental illness? Acta Psychiatr Scand 138(1):15–25PubMedCrossRef
51.
go back to reference Jaffee SR, Bowes L, Ouellet-Morin I, Fisher HL, Moffitt TE, Merrick MT, Arseneault L (2013) Safe, stable, nurturing relationships break the intergenerational cycle of abuse: a prospective nationally representative cohort of children in the United Kingdom. J Adolesc Health 53:S4–S10PubMedPubMedCentralCrossRef Jaffee SR, Bowes L, Ouellet-Morin I, Fisher HL, Moffitt TE, Merrick MT, Arseneault L (2013) Safe, stable, nurturing relationships break the intergenerational cycle of abuse: a prospective nationally representative cohort of children in the United Kingdom. J Adolesc Health 53:S4–S10PubMedPubMedCentralCrossRef
52.
go back to reference Kemner SM, Mesman E, Nolen WA, Eijckemans MJ, Hillegers MH (2015) The role of life events and psychological factors in the onset of first and recurrent mood episodes in bipolar offspring: results from the Dutch Bipolar Offspring Study. Psychol Med 45:2571–2581PubMedCrossRef Kemner SM, Mesman E, Nolen WA, Eijckemans MJ, Hillegers MH (2015) The role of life events and psychological factors in the onset of first and recurrent mood episodes in bipolar offspring: results from the Dutch Bipolar Offspring Study. Psychol Med 45:2571–2581PubMedCrossRef
53.
54.
go back to reference Wray NR, Lin T, Austin J, McGrath JJ, Hickie IB, Murray GK, Visscher PM (2020) From basic science to clinical application of polygenic risk scores: a primer. JAMA Psychiatry 78(1):101–109CrossRef Wray NR, Lin T, Austin J, McGrath JJ, Hickie IB, Murray GK, Visscher PM (2020) From basic science to clinical application of polygenic risk scores: a primer. JAMA Psychiatry 78(1):101–109CrossRef
Metadata
Title
Schizophrenia polygenic risk is associated with child mental health problems through early childhood adversity: evidence for a gene–environment correlation
Authors
Koen Bolhuis
Lisa R. Steenkamp
Laura M. E. Blanken
Alexander Neumann
Philip R. Jansen
Manon H. J. Hillegers
Charlotte A. M. Cecil
Henning Tiemeier
Steven A. Kushner
Publication date
01-03-2022
Publisher
Springer Berlin Heidelberg
Keyword
Schizophrenia
Published in
European Child & Adolescent Psychiatry / Issue 3/2022
Print ISSN: 1018-8827
Electronic ISSN: 1435-165X
DOI
https://doi.org/10.1007/s00787-021-01727-4

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