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Inter-individual Variability of Functional Connectivity in Awake and Anesthetized Rhesus Monkeys

Ting Xu, Darrick Sturgeon, Julian S.B. Ramirez, Seán Froudist-Walsh, Daniel S. Margulies, Charlie E. Schroeder, Damien A. Fair, Michael P. Milham
doi: https://doi.org/10.1101/531293
Ting Xu
1Center for the Developing Brain, Child Mind Institute, New York, NY 10022, USA
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  • For correspondence: [email protected]
Darrick Sturgeon
2Department of Behavior Neuroscience, Department of Psychiatry, Advanced Imaging Research Center, Oregon Health and Science University, Portland, OR 97239, USA
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Julian S.B. Ramirez
2Department of Behavior Neuroscience, Department of Psychiatry, Advanced Imaging Research Center, Oregon Health and Science University, Portland, OR 97239, USA
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Seán Froudist-Walsh
3Center for Neural Science, New York University, New York, 10003, USA
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Daniel S. Margulies
4Centre National de la Recherche Scientifique (CNRS) UMR 7225, Frontlab, Institut du Cerveau et de la Moelle épinière, Paris, France.
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Charlie E. Schroeder
5Translational Neuroscience Division, Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute for Psychiatric Research, Orangeburg, NY 10962, USA
6Department of Neurological Surgery, Columbia University College of Physicians and Surgeons, New York, NY 10032, USA
7Department of Psychiatry, Columbia University College of Physicians and Surgeons, New York, NY 10032, USA
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Damien A. Fair
2Department of Behavior Neuroscience, Department of Psychiatry, Advanced Imaging Research Center, Oregon Health and Science University, Portland, OR 97239, USA
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Michael P. Milham
1Center for the Developing Brain, Child Mind Institute, New York, NY 10022, USA
8Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute for Psychiatric Research, Orangeburg, NY 10962, USA
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ABSTRACT

Background Nonhuman primate models (NHP) are commonly used to advance our understanding of brain function and organization. However, to date, they have offered few insights into individual differences among NHPs. In large part, this is due to the logistical challenges of NHP research, which limit most studies to five subjects or fewer.

Methods We leveraged the availability of a large-scale open NHP imaging resource to provide an initial examination of individual differences in the functional organization of the nonhuman primate brain. Specifically, we selected one awake fMRI dataset (Newcastle: n = 10) and two anesthetized fMRI data sets (Oxford: n = 19; UC-Davis: n = 19) to examine individual differences in functional connectivity characteristics across the cortex, as well as potential state dependencies.

Results We noted significant individual variations of functional connectivity across the macaque cortex. Similar to the findings in human, during the awake state, the primary sensory and motor cortices showed lower variability than the high-order association regions. This variability pattern was significantly correlated with T1w/T2w map, the degree of long-distance connectivity, but not short-distance connectivity. However, the inter-individual variability under anesthesia exhibited a very distinct pattern, with lower variability in medial frontal cortex, precuneus and somatomotor regions and higher variability in the lateral ventral frontal and insular cortices.

Conclusions This work has implications for our understanding of the evolutionary origins of individual variation in the human brain, as well as methodological implications that must be considered in any pursuit to study individual variation in NHP models.

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 January 28, 2019.
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Inter-individual Variability of Functional Connectivity in Awake and Anesthetized Rhesus Monkeys
Ting Xu, Darrick Sturgeon, Julian S.B. Ramirez, Seán Froudist-Walsh, Daniel S. Margulies, Charlie E. Schroeder, Damien A. Fair, Michael P. Milham
bioRxiv 531293; doi: https://doi.org/10.1101/531293
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Inter-individual Variability of Functional Connectivity in Awake and Anesthetized Rhesus Monkeys
Ting Xu, Darrick Sturgeon, Julian S.B. Ramirez, Seán Froudist-Walsh, Daniel S. Margulies, Charlie E. Schroeder, Damien A. Fair, Michael P. Milham
bioRxiv 531293; doi: https://doi.org/10.1101/531293

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