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Genome wide analysis of gene dosage in 24,092 individuals shows that 10,000 genes modulate cognitive ability

Guillaume Huguet, Catherine Schramm, View ORCID ProfileElise Douard, Tamer Petra, Antoine Main, Pauline Monin, Jade England, Khadije Jizi, Thomas Renne, Myriam Poirier, Sabrina Nowak, Charles-Olivier Martin, Nadine Younis, Inga Sophia Knoth, Martineau Jean-Louis, Zohra Saci, Maude Auger, Frédérique Tihy, Géraldine Mathonnet, Catalina Maftei, France Léveillé, David Porteous, Gail Davies, Paul Redmond, Sarah E. Harris, W. David Hill, Emmanuelle Lemyre, Gunter Schumann, View ORCID ProfileThomas Bourgeron, Zdenka Pausova, Tomas Paus, Sherif Karama, Sarah Lippe, Ian J. Deary, Laura Almasy, Aurélie Labbe, David Glahn, Celia M.T. Greenwood, View ORCID ProfileSébastien Jacquemont
doi: https://doi.org/10.1101/2020.04.03.024554
Guillaume Huguet
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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  • For correspondence: guillaumeaf.huguet@gmail.com sebastien.jacquemont@umontreal.ca
Catherine Schramm
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
3Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
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Elise Douard
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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  • ORCID record for Elise Douard
Tamer Petra
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Antoine Main
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
4Département de Sciences de la Décision, HEC Montreal, Montreal, Quebec, Canada
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Pauline Monin
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
5Human Genetics and Cognitive Functions, University Paris Diderot, Sorbonne Paris Cité, Paris, France
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Jade England
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Khadije Jizi
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Thomas Renne
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
6Universite de Rouen Normandie, UFR des Sciences et Techniques, Rouen, France
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Myriam Poirier
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Sabrina Nowak
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Charles-Olivier Martin
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Nadine Younis
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Inga Sophia Knoth
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Martineau Jean-Louis
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Zohra Saci
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Maude Auger
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Frédérique Tihy
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Géraldine Mathonnet
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Catalina Maftei
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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France Léveillé
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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David Porteous
7Lothian Birth Cohorts group, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
8Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
9Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
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Gail Davies
7Lothian Birth Cohorts group, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
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Paul Redmond
7Lothian Birth Cohorts group, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
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Sarah E. Harris
7Lothian Birth Cohorts group, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
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W. David Hill
7Lothian Birth Cohorts group, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
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Emmanuelle Lemyre
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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Gunter Schumann
10Institute of Psychiatry, Psychology, and Neuroscience, King’s College London, London, England
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Thomas Bourgeron
11Department of Neurosciences, Human Genetics and Cognitive Functions, Institut Pasteur, Paris, France
12Centre National de la Recherche Scientifique Genes, Synapses and Cognition Laboratory, Institut Pasteur, Paris, France
13Human Genetics and Cognitive Functions, University Paris Diderot, Sorbonne Paris Cité, Paris, France
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Zdenka Pausova
14The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
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Tomas Paus
15Rotman Research Institute, Baycrest, Toronto, Ontario, Canada
16Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
17Child Mind Institute, New York, New York
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Sherif Karama
18Montreal Neurological Institute, McGill University, Montreal, QC, Canada
19McConnell Brain Imaging Center, McGill University, Montreal, QC, Canada
20Douglas Mental Health University Institute, Montreal, QC, Canada
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Sarah Lippe
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
21Psychology, Université de Montréal, Montreal, QC, Canada
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Ian J. Deary
7Lothian Birth Cohorts group, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
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Laura Almasy
22Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA
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Aurélie Labbe
4Département de Sciences de la Décision, HEC Montreal, Montreal, Quebec, Canada
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David Glahn
23Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA; Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, CT, USA
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Celia M.T. Greenwood
3Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
24Gerald Bronfman Department of Oncology, Departments of Epidemiology, Biostatistics & Occupational Health and Human Genetics, McGill University, Montreal, Quebec, Canada
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Sébastien Jacquemont
1Department of Pediatrics, Université de Montréal, Montreal, Quebec, Canada
2Center Hospitalier Universitaire Sainte-Justine Research Center, Montreal, Quebec, Canada
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  • ORCID record for Sébastien Jacquemont
  • For correspondence: guillaumeaf.huguet@gmail.com sebastien.jacquemont@umontreal.ca
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ABSTRACT

Genomic Copy Number Variants (CNVs) are routinely identified and reported back to patients with neuropsychiatric disorders, but their quantitative effects on essential traits such as cognitive ability are poorly documented. We have recently shown that the effect-size of deletions on cognitive ability can be statistically predicted using measures of intolerance to haploinsufficiency. However, the effect-sizes of duplications remain unknown. It is also unknown if the effect of multigenic CNVs are driven by a few genes intolerant to haploinsufficiency or distributed across tolerant genes as well.

Here, we identified all CNVs >50 kilobases in 24,092 individuals from unselected and autism cohorts with assessments of general intelligence. Statistical models used measures of intolerance to haploinsufficiency of genes included in CNVs to predict their effect-size on intelligence. Intolerant genes decrease general intelligence by 0.8 and 2.6 points of IQ when duplicated or deleted, respectively. Effect-sizes showed no heterogeneity across cohorts. Validation analyses demonstrated that models could predict CNV effect-sizes with 78% accuracy. Data on the inheritance of 27,766 CNVs showed that deletions and duplications with the same effect-size on intelligence occur de novo at the same frequency.

We estimated that around 10,000 intolerant and tolerant genes negatively affect intelligence when deleted, and less than 2% have large effect-sizes. Genes encompassed in CNVs were not enriched in any GOterms but gene regulation and brain expression were GOterms overrepresented in the intolerant subgroup. Such pervasive effects on cognition may be related to emergent properties of the genome not restricted to a limited number of biological pathways.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵** Shared first authorship

  • Single sentence summary: CNVs’ effect-sizes on intelligence are predicted using measures of 5 intolerance to haploinsufficiency and are distributed across half of the coding genes.

  • We developed a new section, "Most biological functions affect cognition", based on GOterm analysis with an intolerant gene.

Copyright 
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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Genome wide analysis of gene dosage in 24,092 individuals shows that 10,000 genes modulate cognitive ability
Guillaume Huguet, Catherine Schramm, Elise Douard, Tamer Petra, Antoine Main, Pauline Monin, Jade England, Khadije Jizi, Thomas Renne, Myriam Poirier, Sabrina Nowak, Charles-Olivier Martin, Nadine Younis, Inga Sophia Knoth, Martineau Jean-Louis, Zohra Saci, Maude Auger, Frédérique Tihy, Géraldine Mathonnet, Catalina Maftei, France Léveillé, David Porteous, Gail Davies, Paul Redmond, Sarah E. Harris, W. David Hill, Emmanuelle Lemyre, Gunter Schumann, Thomas Bourgeron, Zdenka Pausova, Tomas Paus, Sherif Karama, Sarah Lippe, Ian J. Deary, Laura Almasy, Aurélie Labbe, David Glahn, Celia M.T. Greenwood, Sébastien Jacquemont
bioRxiv 2020.04.03.024554; doi: https://doi.org/10.1101/2020.04.03.024554
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Genome wide analysis of gene dosage in 24,092 individuals shows that 10,000 genes modulate cognitive ability
Guillaume Huguet, Catherine Schramm, Elise Douard, Tamer Petra, Antoine Main, Pauline Monin, Jade England, Khadije Jizi, Thomas Renne, Myriam Poirier, Sabrina Nowak, Charles-Olivier Martin, Nadine Younis, Inga Sophia Knoth, Martineau Jean-Louis, Zohra Saci, Maude Auger, Frédérique Tihy, Géraldine Mathonnet, Catalina Maftei, France Léveillé, David Porteous, Gail Davies, Paul Redmond, Sarah E. Harris, W. David Hill, Emmanuelle Lemyre, Gunter Schumann, Thomas Bourgeron, Zdenka Pausova, Tomas Paus, Sherif Karama, Sarah Lippe, Ian J. Deary, Laura Almasy, Aurélie Labbe, David Glahn, Celia M.T. Greenwood, Sébastien Jacquemont
bioRxiv 2020.04.03.024554; doi: https://doi.org/10.1101/2020.04.03.024554

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