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Research Articles, Behavioral/Cognitive

Development of Human Emotion Circuits Investigated Using a Big-Data Analytic Approach: Stability, Reliability, and Robustness

Yuan Zhang, Aarthi Padmanabhan, James J. Gross and Vinod Menon
Journal of Neuroscience 4 September 2019, 39 (36) 7155-7172; DOI: https://doi.org/10.1523/JNEUROSCI.0220-19.2019
Yuan Zhang
1Department of Psychiatry and Behavioral Sciences,
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Aarthi Padmanabhan
1Department of Psychiatry and Behavioral Sciences,
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James J. Gross
2Department of Psychology,
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Vinod Menon
1Department of Psychiatry and Behavioral Sciences,
3Department of Neurology and Neurological Sciences, and
4Stanford Neuroscience Institute, Stanford University, Stanford, California 94305
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Article Information

DOI 
https://doi.org/10.1523/JNEUROSCI.0220-19.2019
PubMed 
31332001
Published By 
Society for Neuroscience
History 
  • Received January 25, 2019
  • Revision received June 27, 2019
  • Accepted July 1, 2019
  • First published July 22, 2019.
  • Version of record published September 4, 2019.
Copyright & Usage 
Copyright © 2019 the authors

Author Information

  1. Yuan Zhang1,
  2. Aarthi Padmanabhan1,
  3. James J. Gross2, and
  4. Vinod Menon1,3,4
  1. 1Department of Psychiatry and Behavioral Sciences,
  2. 2Department of Psychology,
  3. 3Department of Neurology and Neurological Sciences, and
  4. 4Stanford Neuroscience Institute, Stanford University, Stanford, California 94305
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Author contributions

  1. Author contributions: Y.Z., A.P., and V.M. designed research; Y.Z. and V.M. performed research; Y.Z. and V.M. contributed unpublished reagents/analytic tools; Y.Z. and V.M. analyzed data; Y.Z., A.P., and V.M. wrote the first draft of the paper; Y.Z., A.P., J.J.G., and V.M. edited the paper; Y.Z., A.P., and V.M. wrote the paper.

Disclosures

    • Received January 25, 2019.
    • Revision received June 27, 2019.
    • Accepted July 1, 2019.
  • This work was supported by National Institutes of Health Grants EB022907 and NS086085, the Stanford Child Health Research Institute Transdisciplinary Initiatives Program, and a Stanford Institute for Computational & Mathematical Engineering GPU Computing Seed Grant. We thank Drs. Kaustubh Supekar, Shaozheng Qin, Stacie Warren, and Christina Young for helpful comments on the manuscript; Katherine Duberg for proofreading the manuscript; the PNC consortium for sharing their data; and Drs. Ted Satterthwaite, Daniel Wolf, and Monica Calkins for graciously replying to our queries during the early stages of the study.

  • The authors declare no competing financial interests.

  • Correspondence should be addressed to Yuan Zhang at yuanzh{at}stanford.edu or Vinod Menon at menon{at}stanford.edu

Other Version

  • previous version (July 22, 2019).
  • You are viewing the most recent version of this article.

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Jul 201916800130
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Oct 20194724938
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Dec 20192171216
Total 2019344590283
Jan 20202082823
Feb 20201992920
Mar 2020588345
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May 2021238319
Jun 2021278429
Jul 2021156465
Aug 2021125121
Sep 2021244930
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Total 2021293917397
Jan 2022216221
Feb 2022166740
Mar 2022307343
Apr 2022236329
May 2022257539
Jun 2022204714
Jul 2022185116
Aug 20221132
Total 2022154451204
Total462325011300
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The Journal of Neuroscience: 39 (36)
Journal of Neuroscience
Vol. 39, Issue 36
4 Sep 2019
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Development of Human Emotion Circuits Investigated Using a Big-Data Analytic Approach: Stability, Reliability, and Robustness
Yuan Zhang, Aarthi Padmanabhan, James J. Gross, Vinod Menon
Journal of Neuroscience 4 September 2019, 39 (36) 7155-7172; DOI: 10.1523/JNEUROSCI.0220-19.2019

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Development of Human Emotion Circuits Investigated Using a Big-Data Analytic Approach: Stability, Reliability, and Robustness
Yuan Zhang, Aarthi Padmanabhan, James J. Gross, Vinod Menon
Journal of Neuroscience 4 September 2019, 39 (36) 7155-7172; DOI: 10.1523/JNEUROSCI.0220-19.2019
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Keywords

  • Big-Data
  • emotion perception and identification
  • functional networks
  • maturation
  • reliability
  • replicability

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