Rare variants in the outcome of social skills group training for autism
Exome sequencing has been proposed as the first‐tier genetic testing in autism spectrum disorder (ASD). Here, we performed exome sequencing in autistic individuals with average to high intellectual abilities (N = 207) to identify molecular diagnoses and genetic modifiers of intervention outcomes of...
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Published in | Autism research Vol. 15; no. 3; pp. 434 - 446 |
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Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Hoboken, USA
John Wiley & Sons, Inc
01.03.2022
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Subjects | |
Online Access | Get full text |
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Summary: | Exome sequencing has been proposed as the first‐tier genetic testing in autism spectrum disorder (ASD). Here, we performed exome sequencing in autistic individuals with average to high intellectual abilities (N = 207) to identify molecular diagnoses and genetic modifiers of intervention outcomes of social skills group training (SSGT) or standard care. We prioritized variants of clinical significance (VCS), variants of uncertain significance (VUS) and generated a pilot scheme to calculate genetic scores of rare and common variants in ASD‐related gene pathways. Mixed linear models were used to test the association between the carrier status of VCS/VUS or the genetic scores with intervention outcomes measured by the social responsiveness scale. Additionally, we combined behavioral and genetic features using a machine learning (ML) model to predict the individual response. We showed a rate of 4.4% and 11.3% of VCS and VUS in the cohort, respectively. Individuals with VCS or VUS had improved significantly less after standard care than non‐carriers at post‐intervention (β = 9.35; p = 0.036), while no such association was observed for SSGT (β = −2.50; p = 0.65). Higher rare variant genetic scores for synaptic transmission and regulation of transcription from RNA polymerase II were separately associated with less beneficial (β = 8.30, p = 0.0044) or more beneficial (β = −6.79, p = 0.014) effects after SSGT compared with standard care at follow‐up, respectively. Our ML model showed the importance of rare variants for outcome prediction. Further studies are needed to understand genetic predisposition to intervention outcomes in ASD.
Lay Summary
Social skills group training is one of the most common behavior interventions aiming at autistic children and adolescents, but the outcome varies between individuals. In this study, we showed that rare variants identified by exome sequencing were associated with intervention outcomes. The results may guide future studies on underlying biological mechanisms and help shape more precise intervention plans for autistic individuals. |
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Bibliography: | Funding information Hjärnfonden; Committee of Research at Karolinska Institutet; Drottning Silvias Jubileumsfond; China Scholarship Council; Sällskapet Barnavård; Young Academy of Sweden; L'Oréal‐UNESCO; StratNeuro; Åke Wiberg Foundation; the Harald and Greta Jeanssons Foundations; The Swedish Brain Foundation; Swedish Foundation for Strategic Research, Grant/Award Numbers: FFL18‐0104, ICA14‐0028; Stockholm County Council, Grant/Award Numbers: 20170415, 20130314; Swedish Research Council for Health, Working Life and Welfare, Formas and VINNOVA, Grant/Award Number: 259‐2012‐24; Swedish Research Council; Swedish Research Council clinical therapy framework, Grant/Award Number: 921‐2014‐6999 Sven Bölte and Kristiina Tammimies contributed equally to this study. |
ISSN: | 1939-3792 1939-3806 |
DOI: | 10.1002/aur.2666 |