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Published in: European Child & Adolescent Psychiatry 3/2015

Open Access 01-03-2015 | Original Contribution

Determination of psychosis-related clinical profiles in children with autism spectrum disorders using latent class analysis

Authors: Marinos Kyriakopoulos, Argyris Stringaris, Sofia Manolesou, Maja Drobnič Radobuljac, Brian Jacobs, Avi Reichenberg, Daniel Stahl, Emily Simonoff, Sophia Frangou

Published in: European Child & Adolescent Psychiatry | Issue 3/2015

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Abstract

In children with autism spectrum disorders (ASD), high rates of idiosyncratic fears and anxiety reactions and thought disorder are thought to increase the risk of psychosis. The critical next step is to identify whether combinations of these symptoms can be used to categorise individual patients into ASD subclasses, and to test their relevance to psychosis. All patients with ASD (n = 84) admitted to a specialist national inpatient unit from 2003 to 2012 were rated for the presence or absence of impairment in affective regulation and anxiety (peculiar phobias, panic episodes, explosive reactions to anxiety), social deficits (social disinterest, avoidance or withdrawal and abnormal attachment) and thought disorder (disorganised or illogical thinking, bizarre fantasies, overvalued or delusional ideas). Latent class analysis of individual symptoms was conducted to identify ASD classes. External validation of these classes was performed using as a criterion the presence of hallucinations. Latent class analysis identified two distinct classes. Bizarre fears and anxiety reactions and thought disorder symptoms differentiated ASD patients into those with psychotic features (ASD-P: 51 %) and those without (ASD-NonP: 49 %). Hallucinations were present in 26 % of the ASD-P class but only 2.4 % of the ASD-NonP. Both the ASD-P and the ASD-NonP class benefited from inpatient treatment although inpatient stay was prolonged in the ASD-P class. This study provides the first empirically derived classification of ASD in relation to psychosis based on three underlying symptom dimensions, anxiety, social deficits and thought disorder. These results can be further developed by testing the reproducibility and prognostic value of the identified classes.
Literature
1.
go back to reference Cheung C, Yu K, Fung G, Leung M, Wong C, Li Q, Sham P, Chua S, McAlonan G (2010) Autistic disorders and schizophrenia: related or remote? An anatomical likelihood estimation. PLoS One 5:e12233CrossRefPubMedCentralPubMed Cheung C, Yu K, Fung G, Leung M, Wong C, Li Q, Sham P, Chua S, McAlonan G (2010) Autistic disorders and schizophrenia: related or remote? An anatomical likelihood estimation. PLoS One 5:e12233CrossRefPubMedCentralPubMed
2.
go back to reference Sugranyes G, Kyriakopoulos M, Corrigall R, Taylor E, Frangou S (2011) Autism spectrum disorders and schizophrenia: meta-analysis of the neural correlates of social cognition. PLoS One 6:e25322CrossRefPubMedCentralPubMed Sugranyes G, Kyriakopoulos M, Corrigall R, Taylor E, Frangou S (2011) Autism spectrum disorders and schizophrenia: meta-analysis of the neural correlates of social cognition. PLoS One 6:e25322CrossRefPubMedCentralPubMed
3.
go back to reference Crespi B, Stead P, Elliot M (2010) Evolution in health and medicine Sackler colloquium: comparative genomics of autism and schizophrenia. Proc Natl Acad Sci USA 107:1736–1741CrossRefPubMedCentralPubMed Crespi B, Stead P, Elliot M (2010) Evolution in health and medicine Sackler colloquium: comparative genomics of autism and schizophrenia. Proc Natl Acad Sci USA 107:1736–1741CrossRefPubMedCentralPubMed
4.
go back to reference Rapoport J, Chavez A, Greenstein D, Addington A, Gogtay N (2009) Autism spectrum disorders and childhood-onset schizophrenia: clinical and biological contributions to a relation revisited. J Am Acad Child Adolesc Psychiatry 48:10–18CrossRefPubMedCentralPubMed Rapoport J, Chavez A, Greenstein D, Addington A, Gogtay N (2009) Autism spectrum disorders and childhood-onset schizophrenia: clinical and biological contributions to a relation revisited. J Am Acad Child Adolesc Psychiatry 48:10–18CrossRefPubMedCentralPubMed
5.
go back to reference Sullivan PF, Magnusson C, Reichenberg A, Boman M, Dalman C, Davidson M, Fruchter E, Hultman CM, Lundberg M, Långström N, Weiser M, Svensson AC, Lichtenstein P (2012) Family history of schizophrenia and bipolar disorder as risk factors for autism. Arch Gen Psychiatry 69:1099–1103CrossRefPubMedCentralPubMed Sullivan PF, Magnusson C, Reichenberg A, Boman M, Dalman C, Davidson M, Fruchter E, Hultman CM, Lundberg M, Långström N, Weiser M, Svensson AC, Lichtenstein P (2012) Family history of schizophrenia and bipolar disorder as risk factors for autism. Arch Gen Psychiatry 69:1099–1103CrossRefPubMedCentralPubMed
6.
go back to reference Bevan Jones R, Thapar A, Lewis G, Zammit S (2012) The association between early autistic traits and psychotic experiences in adolescence. Psychiatr Res 135:164–169 Bevan Jones R, Thapar A, Lewis G, Zammit S (2012) The association between early autistic traits and psychotic experiences in adolescence. Psychiatr Res 135:164–169
7.
go back to reference Mouridsen Rich, Isager J, Nedergaard NJ (2008) Psychiatric disorders in individuals diagnosed with infantile autism as children: a case control study. Psychiatr Pract 14:5–12CrossRef Mouridsen Rich, Isager J, Nedergaard NJ (2008) Psychiatric disorders in individuals diagnosed with infantile autism as children: a case control study. Psychiatr Pract 14:5–12CrossRef
8.
go back to reference Unenge Hallerbäck M, Lugnegård T, Gillberg C (2007) Is autism spectrum disorder common in schizophrenia? Psychiatry Res 198:12–17CrossRef Unenge Hallerbäck M, Lugnegård T, Gillberg C (2007) Is autism spectrum disorder common in schizophrenia? Psychiatry Res 198:12–17CrossRef
9.
go back to reference Solomon M, Ozonoff S, Carter C, Caplan R (2008) Formal thought disorder and the autism spectrum: relationship with symptoms, executive control, and anxiety. J Autism Dev Disord 38:1474–1484CrossRefPubMed Solomon M, Ozonoff S, Carter C, Caplan R (2008) Formal thought disorder and the autism spectrum: relationship with symptoms, executive control, and anxiety. J Autism Dev Disord 38:1474–1484CrossRefPubMed
10.
go back to reference Buitelaar JK, Van der Gaag RJ (1998) Diagnostic rules for children with PDD-NOS and multiple complex developmental disorder. J Child Psychol Psychiatry 39:911–919CrossRefPubMed Buitelaar JK, Van der Gaag RJ (1998) Diagnostic rules for children with PDD-NOS and multiple complex developmental disorder. J Child Psychol Psychiatry 39:911–919CrossRefPubMed
11.
go back to reference Van der Gaag RJ, Buitelaar J, Van den Ban E, Bezemer M, Njio L, Van Engeland H (1995) A controlled multivariate chart review of multiple complex developmental disorder. J Am Acad Child Adolesc Psychiatry 34:1096–1106CrossRefPubMed Van der Gaag RJ, Buitelaar J, Van den Ban E, Bezemer M, Njio L, Van Engeland H (1995) A controlled multivariate chart review of multiple complex developmental disorder. J Am Acad Child Adolesc Psychiatry 34:1096–1106CrossRefPubMed
12.
go back to reference Sprong M, Becker HE, Schothorst PF, Swaab H, Ziermans TB, Dingemans PM, Linszen D, van Engeland H (2008) Pathways to psychosis: a comparison of the pervasive developmental disorder subtype Multiple Complex Developmental Disorder and the “At Risk Mental State”. Schizophr Res 99:38–47CrossRefPubMed Sprong M, Becker HE, Schothorst PF, Swaab H, Ziermans TB, Dingemans PM, Linszen D, van Engeland H (2008) Pathways to psychosis: a comparison of the pervasive developmental disorder subtype Multiple Complex Developmental Disorder and the “At Risk Mental State”. Schizophr Res 99:38–47CrossRefPubMed
13.
go back to reference Kanner L (1943) Autistic disturbances of affective contact. Nervous Child 2:217–250 Kanner L (1943) Autistic disturbances of affective contact. Nervous Child 2:217–250
14.
go back to reference Simonoff E, Pickles A, Charman T, Chandler S, Loucas T, Baird G (2008) Psychiatric disorders in children with autism spectrum disorders: prevalence, comorbidity, and associated factors in a population-derived sample. J Am Acad Child Adolesc Psychiatry 47:921–929CrossRefPubMed Simonoff E, Pickles A, Charman T, Chandler S, Loucas T, Baird G (2008) Psychiatric disorders in children with autism spectrum disorders: prevalence, comorbidity, and associated factors in a population-derived sample. J Am Acad Child Adolesc Psychiatry 47:921–929CrossRefPubMed
15.
go back to reference van Steensel FJ, Bögels SM, Perrin S (2011) Anxiety disorders in children and adolescents with autistic spectrum disorders: a meta-analysis. Clin Child Fam Psychol Rev 14:302–317CrossRefPubMedCentralPubMed van Steensel FJ, Bögels SM, Perrin S (2011) Anxiety disorders in children and adolescents with autistic spectrum disorders: a meta-analysis. Clin Child Fam Psychol Rev 14:302–317CrossRefPubMedCentralPubMed
16.
17.
go back to reference Weisbrot DM, Gadow KD, DeVincent CJ, Pomeroy J (2005) The presentation of anxiety in children with pervasive developmental disorders. J Child Adolesc Psychopharmacol 15:477–496CrossRefPubMed Weisbrot DM, Gadow KD, DeVincent CJ, Pomeroy J (2005) The presentation of anxiety in children with pervasive developmental disorders. J Child Adolesc Psychopharmacol 15:477–496CrossRefPubMed
18.
go back to reference van der Gaag RJ, Caplan R, van Engeland H, Loman F, Buitelaar JK (2005) A controlled study of formal thought disorder in children with autism and multiple complex developmental disorders. J Child Adolesc Psychopharmacol 15:465–476CrossRefPubMed van der Gaag RJ, Caplan R, van Engeland H, Loman F, Buitelaar JK (2005) A controlled study of formal thought disorder in children with autism and multiple complex developmental disorders. J Child Adolesc Psychopharmacol 15:465–476CrossRefPubMed
19.
go back to reference Sporn AL, Addington AM, Gogtay N, Ordoñez AE, Gornick M, Clasen L, Greenstein D, Tossell JW, Gochman P, Lenane M, Sharp WS, Straub RE, Rapoport JL (2004) Pervasive developmental disorder and childhood-onset schizophrenia: comorbid disorder or a phenotypic variant of a very early onset illness? Biol Psychiatry 55:989–994CrossRefPubMed Sporn AL, Addington AM, Gogtay N, Ordoñez AE, Gornick M, Clasen L, Greenstein D, Tossell JW, Gochman P, Lenane M, Sharp WS, Straub RE, Rapoport JL (2004) Pervasive developmental disorder and childhood-onset schizophrenia: comorbid disorder or a phenotypic variant of a very early onset illness? Biol Psychiatry 55:989–994CrossRefPubMed
20.
go back to reference Thompson A, Nelson B, Bruxner A, O’Connor K, Mossaheb N, Simmons MB, Yung A (2013) Does specific psychopathology predict development of psychosis in ultra high-risk (UHR) patients? Aust N Z J Psychiatry 47:380–390CrossRefPubMed Thompson A, Nelson B, Bruxner A, O’Connor K, Mossaheb N, Simmons MB, Yung A (2013) Does specific psychopathology predict development of psychosis in ultra high-risk (UHR) patients? Aust N Z J Psychiatry 47:380–390CrossRefPubMed
21.
go back to reference Stahl D, Sallis H (2012) Model-based cluster analysis. WIREs. Comput Statistics 4:341–358CrossRef Stahl D, Sallis H (2012) Model-based cluster analysis. WIREs. Comput Statistics 4:341–358CrossRef
22.
go back to reference Stringaris A, Stahl D, Santosh P, Goodman R (2011) Dimensions and latent classes of episodic mania-like symptoms in youth: an empirical enquiry. J Abnorm Child Psychol 39:925–937CrossRefPubMedCentralPubMed Stringaris A, Stahl D, Santosh P, Goodman R (2011) Dimensions and latent classes of episodic mania-like symptoms in youth: an empirical enquiry. J Abnorm Child Psychol 39:925–937CrossRefPubMedCentralPubMed
23.
go back to reference Lord C, Rutter M, Goode S, Heemsbergen J, Jordan H, Mawhood L, Schopler E (1989) Autism diagnostic observation schedule: a standardized observation of communicative and social behavior. J Autism Dev Disord 19:185–212CrossRefPubMed Lord C, Rutter M, Goode S, Heemsbergen J, Jordan H, Mawhood L, Schopler E (1989) Autism diagnostic observation schedule: a standardized observation of communicative and social behavior. J Autism Dev Disord 19:185–212CrossRefPubMed
24.
go back to reference Lord C, Rutter M, Le Couteur A (1994) Autism Diagnostic Interview-Revised: a revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. J Autism Dev Disord 24:659–685CrossRefPubMed Lord C, Rutter M, Le Couteur A (1994) Autism Diagnostic Interview-Revised: a revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. J Autism Dev Disord 24:659–685CrossRefPubMed
25.
go back to reference Shaffer D, Gould MS, Brasic J, Ambrosini P, Fisher P, Bird H, Aluwahlia S (1983) A children’s global assessment scale (CGAS). Arch Gen Psychiatry 40:1228–1231CrossRefPubMed Shaffer D, Gould MS, Brasic J, Ambrosini P, Fisher P, Bird H, Aluwahlia S (1983) A children’s global assessment scale (CGAS). Arch Gen Psychiatry 40:1228–1231CrossRefPubMed
26.
go back to reference Hollis C (2003) Developmental precursors of child- and adolescent-onset schizophrenia and affective psychoses: diagnostic specificity and continuity with symptom dimensions. Br J Psychiatry 182:37–44CrossRefPubMed Hollis C (2003) Developmental precursors of child- and adolescent-onset schizophrenia and affective psychoses: diagnostic specificity and continuity with symptom dimensions. Br J Psychiatry 182:37–44CrossRefPubMed
27.
go back to reference Cannon M, Walsh E, Hollis C, Kargin M, Taylor E, Murray RM, Jones PB (2001) Predictors of later schizophrenia and affective psychosis among attendees at a child psychiatry department. Br J Psychiatry 178:420–426CrossRefPubMed Cannon M, Walsh E, Hollis C, Kargin M, Taylor E, Murray RM, Jones PB (2001) Predictors of later schizophrenia and affective psychosis among attendees at a child psychiatry department. Br J Psychiatry 178:420–426CrossRefPubMed
28.
go back to reference Muthen B (2001) Latent variable mixture modeling. In: Marcoulides GA, Schumaker RE (eds) New developments and techniques in structural equation modeling. Lawrence Erlbaum Associates, Hillsdale Muthen B (2001) Latent variable mixture modeling. In: Marcoulides GA, Schumaker RE (eds) New developments and techniques in structural equation modeling. Lawrence Erlbaum Associates, Hillsdale
29.
30.
go back to reference Celeux G, Soromenho G (1996) An entropy criterion for assessing the number of clusters in a mixture model. J Classif 13:195–212CrossRef Celeux G, Soromenho G (1996) An entropy criterion for assessing the number of clusters in a mixture model. J Classif 13:195–212CrossRef
31.
go back to reference Hagenaars JA, McCutcheon AL (2002) Applied Latent Class Analysis. Cambridge University Press, Cambridge, p 454CrossRef Hagenaars JA, McCutcheon AL (2002) Applied Latent Class Analysis. Cambridge University Press, Cambridge, p 454CrossRef
32.
go back to reference Schwarz G (1978) Estimating the dimension of a model. The Annals of Statistics 6:461–464CrossRef Schwarz G (1978) Estimating the dimension of a model. The Annals of Statistics 6:461–464CrossRef
33.
go back to reference Nylund KL, Asparouhov T, Muthen BO (2007) Deciding on the number of classes in latent class analysis and growth mixture modeling: a monte carlo simulation study. Struct Equ Model 14:535–569CrossRef Nylund KL, Asparouhov T, Muthen BO (2007) Deciding on the number of classes in latent class analysis and growth mixture modeling: a monte carlo simulation study. Struct Equ Model 14:535–569CrossRef
34.
go back to reference Muthen LK, Muthen BO (2007) Mplust User’s guide, 5th edn. Muthen & Muthen, Los Angeles Muthen LK, Muthen BO (2007) Mplust User’s guide, 5th edn. Muthen & Muthen, Los Angeles
35.
go back to reference Strang JF, Kenworthy L, Daniolos P, Case L, Wills MC, Martin A, Wallace GL (2012) Depression and anxiety symptoms in children and adolescents with autism spectrum disorders without intellectual disability. Res Autism Spectr Disord 6:406–412CrossRefPubMedCentralPubMed Strang JF, Kenworthy L, Daniolos P, Case L, Wills MC, Martin A, Wallace GL (2012) Depression and anxiety symptoms in children and adolescents with autism spectrum disorders without intellectual disability. Res Autism Spectr Disord 6:406–412CrossRefPubMedCentralPubMed
Metadata
Title
Determination of psychosis-related clinical profiles in children with autism spectrum disorders using latent class analysis
Authors
Marinos Kyriakopoulos
Argyris Stringaris
Sofia Manolesou
Maja Drobnič Radobuljac
Brian Jacobs
Avi Reichenberg
Daniel Stahl
Emily Simonoff
Sophia Frangou
Publication date
01-03-2015
Publisher
Springer Berlin Heidelberg
Published in
European Child & Adolescent Psychiatry / Issue 3/2015
Print ISSN: 1018-8827
Electronic ISSN: 1435-165X
DOI
https://doi.org/10.1007/s00787-014-0576-1

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