Skip to main content

Main menu

  • HOME
  • CONTENT
    • Early Release
    • Featured
    • Current Issue
    • Issue Archive
    • Blog
    • Collections
    • Podcast
  • TOPICS
    • Cognition and Behavior
    • Development
    • Disorders of the Nervous System
    • History, Teaching and Public Awareness
    • Integrative Systems
    • Neuronal Excitability
    • Novel Tools and Methods
    • Sensory and Motor Systems
  • ALERTS
  • FOR AUTHORS
  • ABOUT
    • Overview
    • Editorial Board
    • For the Media
    • Privacy Policy
    • Contact Us
    • Feedback
  • SUBMIT

User menu

Search

  • Advanced search
eNeuro
eNeuro

Advanced Search

 

  • HOME
  • CONTENT
    • Early Release
    • Featured
    • Current Issue
    • Issue Archive
    • Blog
    • Collections
    • Podcast
  • TOPICS
    • Cognition and Behavior
    • Development
    • Disorders of the Nervous System
    • History, Teaching and Public Awareness
    • Integrative Systems
    • Neuronal Excitability
    • Novel Tools and Methods
    • Sensory and Motor Systems
  • ALERTS
  • FOR AUTHORS
  • ABOUT
    • Overview
    • Editorial Board
    • For the Media
    • Privacy Policy
    • Contact Us
    • Feedback
  • SUBMIT
PreviousNext
Research ArticleResearch Article: New Research, Cognition and Behavior

β Band Rhythms Influence Reaction Times

Elie Rassi, Wy Ming Lin, Yi Zhang, Jill Emmerzaal and Saskia Haegens
eNeuro 26 June 2023, 10 (6) ENEURO.0473-22.2023; https://doi.org/10.1523/ENEURO.0473-22.2023
Elie Rassi
1Donders Institute for Brain, Cognition, and Behaviour, Radboud University, 6525 EN Nijmegen, The Netherlands
2Department of Psychology, Centre for Cognitive Neuroscience, Paris-Lodron-University of Salzburg, 5020 Salzburg, Austria
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Wy Ming Lin
1Donders Institute for Brain, Cognition, and Behaviour, Radboud University, 6525 EN Nijmegen, The Netherlands
3Hector Research Institute for Education Sciences and Psychology, University of Tübingen, 72074 Tübingen, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Wy Ming Lin
Yi Zhang
4Department of Psychiatry, Columbia University, New York, NY 10032
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jill Emmerzaal
1Donders Institute for Brain, Cognition, and Behaviour, Radboud University, 6525 EN Nijmegen, The Netherlands
5Human Movement Biomechanics Research Group, Department of Movement Sciences, Katholieke Universiteit Leuven, B-3001 Leuven, Belgium
6REVAL Rehabilitation Research Centre, Faculty of Rehabilitation Sciences, Hasselt University, 3500 Diepenbeek, Belgium
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Saskia Haegens
1Donders Institute for Brain, Cognition, and Behaviour, Radboud University, 6525 EN Nijmegen, The Netherlands
4Department of Psychiatry, Columbia University, New York, NY 10032
7Division of Systems Neuroscience, New York State Psychiatric Institute, New York, NY 10032
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Saskia Haegens
  • Article
  • Figures & Data
  • Info & Metrics
  • eLetters
  • PDF
Loading

Article Figures & Data

Figures

  • Extended Data
  • Figure 1.
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 1.

    Trial sequence and region of interest definition. a, After a variable baseline delay (1–2 s), an auditory cue lasting 1.5 s played, followed by a variable pretarget delay (0.5–2 s). This pretarget delay was our analysis window. After target onset, participants responded as fast as possible, indicating via button press whether the target tone shifted upward or downward in pitch. b, Regions of interest (ROIs) were defined as the source location with maximum evoked activation versus baseline, based on the evoked response to the auditory cue for the auditory cortex ROI (left panel) and based on the evoked response to the button press for the motor cortex ROI (right). Showing source reconstruction for one representative subject (with a 95%-maximum activity threshold applied for illustrative purposes).

  • Figure 2.
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 2.

    β Dynamics. a, Power spectra in motor cortex during the pretarget versus precue delays. For a time-frequency representation of the same contrast, see Extended Data Figure 2-1, top. b, Instantaneous β frequency in motor cortex during the pretarget versus precue delays. c, β Burst properties in motor cortex during the pretarget versus precue delays: frequency range, time range, timing relative to target onset, peak amplitude, number of events, and peak frequency. d–f, Same as a–c for auditory cortex. For a time-frequency representation of d, see Extended Data Figure 2-1, bottom. Shaded regions around the line graphs represent the SEM. Horizontal dotted lines represent significant clusters (p < 0.05). Spectra in a and d were detrended by removing 1/f slope. Note that in b and e, the vertical dotted lines corresponding to time point zero represent the cue onset for the precue time courses (blue) and target onset for the pretarget time courses (red). Asterisks in c and f represent significant differences between distributions.

  • Figure 3.
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 3.

    Relation between β dynamics and reaction times. a, Power spectra in motor cortex for trials with slow versus fast reaction times. b, Time-resolved β power in motor cortex for trials with slow versus fast reaction times. c, Regression slopes for the relationship between reaction times and time-resolved β power in auditory cortex. d, Same as a for auditory cortex. e, Instantaneous β frequency in auditory cortex for trials with slow versus fast reaction times. f, Regression slopes for the relationship between reaction times and instantaneous frequency in auditory cortex. Shaded regions around the line graphs represent the SEM. Horizontal dotted lines represent significant clusters (p < 0.05). Vertical dashed lines represent time point zero (target onset). Spectra in a and d were detrended by removing 1/f slope.

  • Figure 4.
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 4.

    Auditory-motor cortex connectivity. a, Pairwise phase consistency between auditory and motor cortices for slow versus fast reaction times. b, Granger causality from auditory to motor cortex for slow versus fast reaction times. c, Granger causality from motor to auditory cortex for slow versus fast reaction times. Shaded regions around the line graphs represent the SEM. Dotted lines represent significant clusters (p < 0.05).

Extended Data

  • Figures
  • Extended Data Figure 2-1

    Time-frequency analysis. Top, Pretarget (vs precue) β power was significantly suppressed throughout the entire tested time-frequency range. Bottom, No significant differences in β power between pretarget and precue intervals. Download Figure 2-1, EPS file.

Back to top

In this issue

eneuro: 10 (6)
eNeuro
Vol. 10, Issue 6
June 2023
  • Table of Contents
  • Index by author
  • Masthead (PDF)
Email

Thank you for sharing this eNeuro article.

NOTE: We request your email address only to inform the recipient that it was you who recommended this article, and that it is not junk mail. We do not retain these email addresses.

Enter multiple addresses on separate lines or separate them with commas.
β Band Rhythms Influence Reaction Times
(Your Name) has forwarded a page to you from eNeuro
(Your Name) thought you would be interested in this article in eNeuro.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Print
View Full Page PDF
Citation Tools
β Band Rhythms Influence Reaction Times
Elie Rassi, Wy Ming Lin, Yi Zhang, Jill Emmerzaal, Saskia Haegens
eNeuro 26 June 2023, 10 (6) ENEURO.0473-22.2023; DOI: 10.1523/ENEURO.0473-22.2023

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Respond to this article
Share
β Band Rhythms Influence Reaction Times
Elie Rassi, Wy Ming Lin, Yi Zhang, Jill Emmerzaal, Saskia Haegens
eNeuro 26 June 2023, 10 (6) ENEURO.0473-22.2023; DOI: 10.1523/ENEURO.0473-22.2023
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
    • Abstract
    • Significance Statement
    • Introduction
    • Materials and Methods
    • Results
    • Discussion
    • Acknowledgments
    • Footnotes
    • References
    • Synthesis
  • Figures & Data
  • Info & Metrics
  • eLetters
  • PDF

Keywords

  • auditory discrimination
  • β rhythms
  • frequency shift
  • magnetoencephalography
  • oscillations

Responses to this article

Respond to this article

Jump to comment:

No eLetters have been published for this article.

Related Articles

Cited By...

More in this TOC Section

Research Article: New Research

  • Disrupting motor cortical regional activity during motor sequence skill training impairs human motor visuomotor skill acquisition and learning that is not sequence-specific
  • Whole-Brain Mapping of Neuronal Activity Associated with Vocal Socialization Behaviors in Adult Mice
  • Effect of Functionally Selective Dopamine D1 Receptor Agonists on Complex Cognitive Processes in a Rodent Touchscreen Operant Chamber Task
Show more Research Article: New Research

Cognition and Behavior

  • Disrupting motor cortical regional activity during motor sequence skill training impairs human motor visuomotor skill acquisition and learning that is not sequence-specific
  • Whole-Brain Mapping of Neuronal Activity Associated with Vocal Socialization Behaviors in Adult Mice
  • Effect of Functionally Selective Dopamine D1 Receptor Agonists on Complex Cognitive Processes in a Rodent Touchscreen Operant Chamber Task
Show more Cognition and Behavior

Subjects

  • Cognition and Behavior
  • Home
  • Alerts
  • Follow SFN on BlueSky
  • Visit Society for Neuroscience on Facebook
  • Follow Society for Neuroscience on Twitter
  • Follow Society for Neuroscience on LinkedIn
  • Visit Society for Neuroscience on Youtube
  • Follow our RSS feeds

Content

  • Early Release
  • Current Issue
  • Latest Articles
  • Issue Archive
  • Blog
  • Browse by Topic

Information

  • For Authors
  • For the Media

About

  • About the Journal
  • Editorial Board
  • Privacy Notice
  • Contact
  • Feedback
(eNeuro logo)
(SfN logo)

Copyright © 2026 by the Society for Neuroscience.
eNeuro eISSN: 2373-2822

The ideas and opinions expressed in eNeuro do not necessarily reflect those of SfN or the eNeuro Editorial Board. Publication of an advertisement or other product mention in eNeuro should not be construed as an endorsement of the manufacturer’s claims. SfN does not assume any responsibility for any injury and/or damage to persons or property arising from or related to any use of any material contained in eNeuro.