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Research Articles, Behavioral/Cognitive

Cumulative Effects of Resting-State Connectivity Across All Brain Networks Significantly Correlate with Attention-Deficit Hyperactivity Disorder Symptoms

Michael A. Mooney, Robert J. M. Hermosillo, Eric Feczko, Oscar Miranda-Dominguez, Lucille A. Moore, Anders Perrone, Nora Byington, Gracie Grimsrud, Amanda Rueter, Elizabeth Nousen, Dylan Antovich, Sarah W. Feldstein Ewing, Bonnie J. Nagel, Joel T. Nigg and Damien A. Fair
Journal of Neuroscience 6 March 2024, 44 (10) e1202232023; https://doi.org/10.1523/JNEUROSCI.1202-23.2023
Michael A. Mooney
1Division of Bioinformatics and Computational Biology, Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon 97239
2Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon 97239
3Center for Mental Health Innovation, Oregon Health & Science University, Portland, Oregon 97239
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  • ORCID record for Michael A. Mooney
Robert J. M. Hermosillo
4Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota 55454
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
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Eric Feczko
4Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota 55454
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
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Oscar Miranda-Dominguez
4Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota 55454
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
6Minnesota Supercomputing Institute, University of Minnesota, Minneapolis, Minnesota 55455
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Lucille A. Moore
7Department of Neurology, Oregon Health & Science University, Portland, Oregon 97239
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Anders Perrone
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
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Nora Byington
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
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Gracie Grimsrud
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
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Amanda Rueter
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
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Elizabeth Nousen
3Center for Mental Health Innovation, Oregon Health & Science University, Portland, Oregon 97239
8Division of Psychology, Department of Psychiatry, Oregon Health & Science University, Portland, Oregon 97239
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Dylan Antovich
8Division of Psychology, Department of Psychiatry, Oregon Health & Science University, Portland, Oregon 97239
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Sarah W. Feldstein Ewing
9Department of Psychology, University of Rhode Island, Kingston, Rhode Island 02881
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Bonnie J. Nagel
3Center for Mental Health Innovation, Oregon Health & Science University, Portland, Oregon 97239
8Division of Psychology, Department of Psychiatry, Oregon Health & Science University, Portland, Oregon 97239
10Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, Oregon 97239
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Joel T. Nigg
3Center for Mental Health Innovation, Oregon Health & Science University, Portland, Oregon 97239
8Division of Psychology, Department of Psychiatry, Oregon Health & Science University, Portland, Oregon 97239
10Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, Oregon 97239
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Damien A. Fair
4Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota 55454
5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
11Institute of Child Development, College of Education and Human Development, University of Minnesota, Minneapolis, Minnesota 55455
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Article Information

DOI 
https://doi.org/10.1523/JNEUROSCI.1202-23.2023
PubMed 
38286629
Published By 
Society for Neuroscience
History 
  • Received April 19, 2023
  • Revision received November 30, 2023
  • Accepted December 18, 2023
  • First published January 29, 2024.
  • Version of record published March 6, 2024.
Copyright & Usage 
Copyright © 2024 the authors SfN exclusive license.

Author Information

  1. Michael A. Mooney1,2,3,
  2. Robert J. M. Hermosillo4,5,
  3. Eric Feczko4,5,
  4. Oscar Miranda-Dominguez4,5,6,
  5. Lucille A. Moore7,
  6. Anders Perrone5,
  7. Nora Byington5,
  8. Gracie Grimsrud5,
  9. Amanda Rueter5,
  10. Elizabeth Nousen3,8,
  11. Dylan Antovich8,
  12. Sarah W. Feldstein Ewing9,
  13. Bonnie J. Nagel3,8,10,
  14. Joel T. Nigg3,8,10, and
  15. Damien A. Fair4,5,11
  1. 1Division of Bioinformatics and Computational Biology, Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon 97239
  2. 2Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon 97239
  3. 3Center for Mental Health Innovation, Oregon Health & Science University, Portland, Oregon 97239
  4. 4Department of Pediatrics, University of Minnesota, Minneapolis, Minnesota 55454
  5. 5Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota 55414
  6. 6Minnesota Supercomputing Institute, University of Minnesota, Minneapolis, Minnesota 55455
  7. 7Department of Neurology, Oregon Health & Science University, Portland, Oregon 97239
  8. 8Division of Psychology, Department of Psychiatry, Oregon Health & Science University, Portland, Oregon 97239
  9. 9Department of Psychology, University of Rhode Island, Kingston, Rhode Island 02881
  10. 10Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, Oregon 97239
  11. 11Institute of Child Development, College of Education and Human Development, University of Minnesota, Minneapolis, Minnesota 55455
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Author contributions

  1. Author contributions: M.A.M., R.J.M.H., E.F., O.M.-D., L.A.M., A.P., N.B., G.G., A.R., E.N., D.A., S.W.F.E., B.J.N., J.T.N., and D.A.F. designed research; M.A.M., R.J.M.H., E.F., O.M.-D., A.P., N.B., G.G., A.R., E.N., and D.A. performed research; M.A.M., R.J.M.H., E.F., and O.M.-D. analyzed data; M.A.M. wrote the first draft of the paper; all authors edited the paper.

Disclosures

    • Received April 19, 2023.
    • Revision received November 30, 2023.
    • Accepted December 18, 2023.
  • Data used in the preparation of this article were obtained from the Adolescent Brain Cognitive Development (ABCD) Study (https://abcdstudy.org), held in the NIMH Data Archive (NDA). This is a multisite, longitudinal study designed to recruit >10,000 children aged 9–10 and follow them over 10 years into early adulthood. The ABCD Study is supported by the National Institutes of Health and additional federal partners under award numbers U01DA041048, U01DA050989, U01DA051016, U01DA041022, U01DA051018, U01DA051037, U01DA050987, U01DA041174, U01DA041106, U01DA041117, U01DA041028, U01DA041134, U01DA050988, U01DA051039, U01DA041156, U01DA041025, U01DA041120, U01DA051038, U01DA041148, U01DA041093, U01DA041089, U24DA041123, and U24DA041147. A full list of supporters is available at https://abcdstudy.org/federal-partners.html. A listing of participating sites and a complete listing of the study investigators can be found at https://abcdstudy.org/consortium_members/. The ABCD consortium investigators designed and implemented the study and/or provided data but did not necessarily participate in the analysis or writing of this report. This manuscript reflects the views of the authors and may not reflect the opinions or views of the NIH or ABCD consortium investigators. The ABCD data repository grows and changes over time. The ABCD data used in this report came from the ABCD 2.0.1 data release (http://dx.doi.org/10.15154/1504041). This work was supported by funding from the National Institute of Mental Health of the National Institutes of Health under award numbers R01MH115357 (D.A.F. and J.T.N.), R37MH059105 (J.T.N.), R01MH131685 (M.A.M. and J.T.N.), U01DA041148 (D.A.F., B.J.N., and S.W.F.E.), and U24DA041123 (D.A.F.). The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH. The creation of genetic scores benefited from the collaboration of the OHSU Integrated Genomics Core (Chris Harrington, Ph.D., director) and Kristina Vartanian. Large-scale image processing across the data set greatly benefited from collaboration with the Masonic Institute for the Developing Brain Informatics Group (MIDB-IG, Thomas Pengo, Ben Lynch, Timothy Hendrickson, James Wilgenbusch). An earlier version of this paper was posted on the medRxiv preprint server (https://doi.org/10.1101/2021.11.16.21266121).

  • D.A.F. is a patent holder on the Framewise Integrated Real-Time Motion Monitoring software. He is also a cofounder of Nous Imaging. The nature of this financial interest and the design of the study have been reviewed by two committees at the University of Minnesota. They have put in place a plan to help ensure that this research study is not affected by the financial interest. All other authors report no biomedical financial interests or potential conflicts of interest.

  • Correspondence should be addressed to Michael A. Mooney at mooneymi{at}ohsu.edu.

Funding

  • HHS | NIH | National Institute of Mental Health (NIMH)

    R37MH059105; R01MH115357; R01MH131685
  • HHS | National Institutes of Health (NIH)

    U01DA041148; U24DA041123

Other Version

  • previous version (January 29, 2024).
  • You are viewing the most recent version of this article.

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The Journal of Neuroscience: 44 (10)
Journal of Neuroscience
Vol. 44, Issue 10
6 Mar 2024
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Cumulative Effects of Resting-State Connectivity Across All Brain Networks Significantly Correlate with Attention-Deficit Hyperactivity Disorder Symptoms
Michael A. Mooney, Robert J. M. Hermosillo, Eric Feczko, Oscar Miranda-Dominguez, Lucille A. Moore, Anders Perrone, Nora Byington, Gracie Grimsrud, Amanda Rueter, Elizabeth Nousen, Dylan Antovich, Sarah W. Feldstein Ewing, Bonnie J. Nagel, Joel T. Nigg, Damien A. Fair
Journal of Neuroscience 6 March 2024, 44 (10) e1202232023; DOI: 10.1523/JNEUROSCI.1202-23.2023

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Cumulative Effects of Resting-State Connectivity Across All Brain Networks Significantly Correlate with Attention-Deficit Hyperactivity Disorder Symptoms
Michael A. Mooney, Robert J. M. Hermosillo, Eric Feczko, Oscar Miranda-Dominguez, Lucille A. Moore, Anders Perrone, Nora Byington, Gracie Grimsrud, Amanda Rueter, Elizabeth Nousen, Dylan Antovich, Sarah W. Feldstein Ewing, Bonnie J. Nagel, Joel T. Nigg, Damien A. Fair
Journal of Neuroscience 6 March 2024, 44 (10) e1202232023; DOI: 10.1523/JNEUROSCI.1202-23.2023
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Keywords

  • attention-deficit hyperactivity disorder
  • brain-wide association study
  • MRI
  • polyneuro score
  • polygenic score
  • resting-state functional connectivity

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