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A convergent structure-function substrate of cognitive imbalances in autism

View ORCID ProfileSeok-Jun Hong, View ORCID ProfileLaurent Mottron, View ORCID ProfileBo-yong Park, View ORCID ProfileOualid Benkarim, View ORCID ProfileSofie L. Valk, View ORCID ProfileCasey Paquola, View ORCID ProfileSara Larivière, View ORCID ProfileReinder Vos de Wael, Janie Degré-Pelletier, View ORCID ProfileIsabelle Soulieres, View ORCID ProfileBruce Ramphal, View ORCID ProfileAmy Margolis, View ORCID ProfileMichael Milham, View ORCID ProfileAdriana Di Martino, View ORCID ProfileBoris C. Bernhardt
doi: https://doi.org/10.1101/2021.01.14.426284
Seok-Jun Hong
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
2Center for the Developing Brain, Child Mind Institute, New York, NY, USA
3Center for Neuroscience Imaging Research, Institute for Basic Science, Sungkyunkwan University, Suwon, South Korea
4Department of Biomedical Engineering, Sungkyunkwan University, Suwon, South Korea
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  • For correspondence: boris.bernhardt@mcgill.ca Sukjun.Hong@childmind.org
Laurent Mottron
5Centre de recherche du CIUSSSNIM and Department of Psychiatry, Université de Montréal, Montreal, QC, Canada
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Bo-yong Park
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
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Oualid Benkarim
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
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Sofie L. Valk
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
6Institute of Neuroscience and Medicine (INM-7: Brain and Behaviour), Research Centre Jülich, Germany
7Institute of Systems Neuroscience, Heinrich Heine University Düsseldorf, Germany
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Casey Paquola
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
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Sara Larivière
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
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Reinder Vos de Wael
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
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Janie Degré-Pelletier
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
8Department of Psychology, Université du Québec à Montréal, Montréal, QC, Canada
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Isabelle Soulieres
8Department of Psychology, Université du Québec à Montréal, Montréal, QC, Canada
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Bruce Ramphal
9Department of Psychiatry, The New York State Psychiatric Institute and the College of Physicians Surgeons, Columbia University, New York, NY, USA
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Amy Margolis
9Department of Psychiatry, The New York State Psychiatric Institute and the College of Physicians Surgeons, Columbia University, New York, NY, USA
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Michael Milham
2Center for the Developing Brain, Child Mind Institute, New York, NY, USA
10Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute, NY, USA
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Adriana Di Martino
11Autism Center, Child Mind Institute, New York, NY, USA
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Boris C. Bernhardt
1Multimodal Imaging and Connectome Analysis Laboratory, McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
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  • ORCID record for Boris C. Bernhardt
  • For correspondence: boris.bernhardt@mcgill.ca Sukjun.Hong@childmind.org
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Abstract

Autism is a common neurodevelopmental condition characterized by substantial phenotypic heterogeneity, which hinders diagnosis, research, and intervention. A leading example can be found in marked imbalances in language and perceptual skills, where deficits in one domain often co-exist with normal or even superior performance in the other domain. The current work capitalized on multiple data analytics including data-driven subtyping and dimensional approaches to quantify cognitive imbalances in multi-site datasets of individuals diagnosed with autism spectrum disorder (ASD) and neurotypical controls, and assessed structural and functional brain network substrates. Studying cognitive dimensions as well as multimodal neuroimaging signatures in 155 ASD and 151 neurotypical individuals, we observed robust evidence for a structure-function substrate of cognitive imbalances in ASD. Specifically, ASD presented with marked imbalances in cognitive profiles relative to neurotypical controls, characterized by verbal to non-verbal intelligence discrepancy. Different analytical approaches including subtyping and dimensional regression methods converged in showing that these imbalances were reflected in atypical cortical thickening and functional integration of language networks, alongside with sensory and higher cognitive networks. Phenotypic findings could be replicated in an independent sample of 325 ASD and 569 neurotypical controls. Although verbal and non-verbal intelligence are currently considered as specifiers unrelated to the categorical diagnosis of autism, our results show that intelligence disparities are accentuated in ASD and relate to a consistent structure-function substrate affecting multiple brain networks. Our findings motivate the incorporation of cognitive imbalances in future autism research, which may help to parse the phenotypic heterogeneity of autism and potentially inform intervention-oriented subtyping.

Competing Interest Statement

The authors have declared no competing interest.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted January 14, 2021.
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A convergent structure-function substrate of cognitive imbalances in autism
Seok-Jun Hong, Laurent Mottron, Bo-yong Park, Oualid Benkarim, Sofie L. Valk, Casey Paquola, Sara Larivière, Reinder Vos de Wael, Janie Degré-Pelletier, Isabelle Soulieres, Bruce Ramphal, Amy Margolis, Michael Milham, Adriana Di Martino, Boris C. Bernhardt
bioRxiv 2021.01.14.426284; doi: https://doi.org/10.1101/2021.01.14.426284
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A convergent structure-function substrate of cognitive imbalances in autism
Seok-Jun Hong, Laurent Mottron, Bo-yong Park, Oualid Benkarim, Sofie L. Valk, Casey Paquola, Sara Larivière, Reinder Vos de Wael, Janie Degré-Pelletier, Isabelle Soulieres, Bruce Ramphal, Amy Margolis, Michael Milham, Adriana Di Martino, Boris C. Bernhardt
bioRxiv 2021.01.14.426284; doi: https://doi.org/10.1101/2021.01.14.426284

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