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Identifying Neural Signatures Mediating Behavioral Symptoms and Psychosis Onset: High-Dimensional Whole Brain Functional Mediation Analysis

View ORCID ProfileOliver Y. Chén, Hengyi Cao, Huy Phan, Guy Nagels, Jenna M. Reinen, Jiangtao Gou, Tianchen Qian, Junrui Di, John Prince, Tyrone D. Cannon, Maarten de Vos
doi: https://doi.org/10.1101/2020.04.15.043034
Oliver Y. Chén
1Department of Engineering Science, University of Oxford, Oxford, OX1 4AR, UK
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  • ORCID record for Oliver Y. Chén
  • For correspondence: yibing.chen@seh.ox.ac.uk
Hengyi Cao
2Department of Psychology, Yale University, New Haven, CT 06510, USA
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Huy Phan
3School of Electronic Engineering and Computer Science, Queen Mary University of London, London, E1 4NS, UK
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Guy Nagels
4Department of Neurology, Universitair Ziekenhuis Brussel, 1090 Jette, Belgium
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Jenna M. Reinen
5IBM Watson Research Center, Yorktown Heights, NY 10598, USA
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Jiangtao Gou
6Department of Mathematics and Statistics, Villanova University, PA 19085, USA
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Tianchen Qian
7Department of Statistics, Harvard University, Cambridge, MA 02138, USA
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Junrui Di
8Department of Biostatistics, Johns Hopkins University, Baltimore, MD 21205, USA
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John Prince
1Department of Engineering Science, University of Oxford, Oxford, OX1 4AR, UK
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Tyrone D. Cannon
2Department of Psychology, Yale University, New Haven, CT 06510, USA
9Department of Psychiatry, Yale University, New Haven, CT 06510, USA
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Maarten de Vos
10Faculty of Engineering Science, KU Leuven, Leuven 3001, Belgium
11Faculty of Medicine, KU Leuven, Leuven 3001, Belgium
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ABSTRACT

Along the pathway from behavioral symptoms to the development of psychotic disorders sits the multivariate mediating brain. The functional organization and structural topography of large-scale neural mediators among patients with brain disorders, however, are not well understood. Here, we design a high-dimensional brain-wide functional mediation framework to investigate brain regions that intermediate between baseline behavioral symptoms and future conversion to full psychosis among individuals at clinical high risk (CHR). Using resting-state functional magnetic resonance imaging (fMRI) data from 263 CHR subjects, we extract an α brain atlas and a β brain atlas: the former underlines brain areas associated with prodromal symptoms and the latter highlights brain areas associated with disease onset. In parallel, we identify the P mediators and the N mediators that respectively facilitate or protect against developing brain disorders among subjects with more severe behavioral symptoms and quantify the effect of each neural mediator on disease development. Taken together, the α-β atlases and the P-N mediators paint a brain-wide picture of neural markers that are potentially regulating behavioral symptoms and the development of psychotic disorders and highlight a statistical framework that is useful to uncover large-scale intermediating variables in a regulatory biological organization.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted April 16, 2020.
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Identifying Neural Signatures Mediating Behavioral Symptoms and Psychosis Onset: High-Dimensional Whole Brain Functional Mediation Analysis
Oliver Y. Chén, Hengyi Cao, Huy Phan, Guy Nagels, Jenna M. Reinen, Jiangtao Gou, Tianchen Qian, Junrui Di, John Prince, Tyrone D. Cannon, Maarten de Vos
bioRxiv 2020.04.15.043034; doi: https://doi.org/10.1101/2020.04.15.043034
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Identifying Neural Signatures Mediating Behavioral Symptoms and Psychosis Onset: High-Dimensional Whole Brain Functional Mediation Analysis
Oliver Y. Chén, Hengyi Cao, Huy Phan, Guy Nagels, Jenna M. Reinen, Jiangtao Gou, Tianchen Qian, Junrui Di, John Prince, Tyrone D. Cannon, Maarten de Vos
bioRxiv 2020.04.15.043034; doi: https://doi.org/10.1101/2020.04.15.043034

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