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Research ArticleResearch Article: Methods/New Tools, Novel Tools and Methods

Improved Manual Annotation of EEG Signals through Convolutional Neural Network Guidance

Marina Diachenko, Simon J. Houtman, Erika L. Juarez-Martinez, Jennifer R. Ramautar, Robin Weiler, Huibert D. Mansvelder, Hilgo Bruining, Peter Bloem and Klaus Linkenkaer-Hansen
eNeuro 14 September 2022, 9 (5) ENEURO.0160-22.2022; https://doi.org/10.1523/ENEURO.0160-22.2022
Marina Diachenko
1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
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  • ORCID record for Marina Diachenko
Simon J. Houtman
1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
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Erika L. Juarez-Martinez
1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
2Child and Adolescent Psychiatry and Psychosocial Care, Emma Children’s Hospital, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
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Jennifer R. Ramautar
2Child and Adolescent Psychiatry and Psychosocial Care, Emma Children’s Hospital, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
3N=You Neurodevelopmental Precision Center, Amsterdam Neuroscience, Amsterdam Reproduction and Development, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
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Robin Weiler
1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
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Huibert D. Mansvelder
1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
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Hilgo Bruining
2Child and Adolescent Psychiatry and Psychosocial Care, Emma Children’s Hospital, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
3N=You Neurodevelopmental Precision Center, Amsterdam Neuroscience, Amsterdam Reproduction and Development, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
4Levvel, Center for Child and Adolescent Psychiatry, Amsterdam 1105 AZ, The Netherlands
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Peter Bloem
5Informatics Institute, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
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Klaus Linkenkaer-Hansen
1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
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Article Information

DOI 
https://doi.org/10.1523/ENEURO.0160-22.2022
PubMed 
36104277
Published By 
Society for Neuroscience
History 
  • Received April 19, 2022
  • Revision received August 8, 2022
  • Accepted September 7, 2022
  • Published online September 14, 2022.
Copyright & Usage 
Copyright © 2022 Diachenko et al. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

Author Information

  1. Marina Diachenko1,
  2. Simon J. Houtman1,
  3. Erika L. Juarez-Martinez1,2,
  4. Jennifer R. Ramautar2,3,
  5. Robin Weiler1,
  6. Huibert D. Mansvelder1,
  7. Hilgo Bruining2,3,4,
  8. Peter Bloem5 and
  9. Klaus Linkenkaer-Hansen1
  1. 1Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive Research (CNCR), Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
  2. 2Child and Adolescent Psychiatry and Psychosocial Care, Emma Children’s Hospital, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
  3. 3N=You Neurodevelopmental Precision Center, Amsterdam Neuroscience, Amsterdam Reproduction and Development, Amsterdam University Medical Centers, Amsterdam 1105 AZ, The Netherlands
  4. 4Levvel, Center for Child and Adolescent Psychiatry, Amsterdam 1105 AZ, The Netherlands
  5. 5Informatics Institute, Vrije Universiteit Amsterdam, Amsterdam 1081 HV, The Netherlands
  1. Correspondence should be addressed to Klaus Linkenkaer-Hansen at klaus.linkenkaer{at}cncr.vu.nl.
View Full Text

Author contributions

  1. Author contributions: M.D., S.J.H., H.D.M., H.B., P.B., and K.L.-H. designed research; M.D., E.L.J.-M., and J.R.R. performed research; M.D., S.J.H., and R.W. contributed unpublished reagents/analytic tools; M.D. analyzed data; M.D., S.J.H., E.L.J.-M., J.R.R., H.D.M., H.B., P.B., and K.L.-H. wrote the paper.

Disclosures

  • K.L.-H. is shareholder of NBT Analytics BV, which provides EEG-analysis services for clinical trials. H.B. and K.L.-H. are shareholders of Aspect Neuroprofiles BV, which develops physiology-informed prognostic measures for neurodevelopmental disorders. All other authors declare no competing financial interests.

  • This work was supported by the ZonMW Top Grant 2019/01724/ZONMW (to K.L.-H.) and the Amsterdam Neuroscience Alliance Project CIA-2019-04 (to K.L.-H.).

Funding

  • ZonMw (Netherlands Organisation for Health Research and Development)

    2019/01724/ZONMW
  • Amsterdam Neuroscience (Amsterdam Neuroscience research institute)

    CIA-2019-04

Other Version

  • You are viewing the most recent version of this article.
  • previous version (September 14, 2022).

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Improved Manual Annotation of EEG Signals through Convolutional Neural Network Guidance
Marina Diachenko, Simon J. Houtman, Erika L. Juarez-Martinez, Jennifer R. Ramautar, Robin Weiler, Huibert D. Mansvelder, Hilgo Bruining, Peter Bloem, Klaus Linkenkaer-Hansen
eNeuro 14 September 2022, 9 (5) ENEURO.0160-22.2022; DOI: 10.1523/ENEURO.0160-22.2022

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Improved Manual Annotation of EEG Signals through Convolutional Neural Network Guidance
Marina Diachenko, Simon J. Houtman, Erika L. Juarez-Martinez, Jennifer R. Ramautar, Robin Weiler, Huibert D. Mansvelder, Hilgo Bruining, Peter Bloem, Klaus Linkenkaer-Hansen
eNeuro 14 September 2022, 9 (5) ENEURO.0160-22.2022; DOI: 10.1523/ENEURO.0160-22.2022
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Keywords

  • artifact detection
  • convolutional neural networks
  • deep learning
  • digital signal processing
  • EEG

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