Locally induced traveling waves generate globally observable traveling waves
Abstract
Cortical traveling waves have been proposed as a fundamental mechanism for neural communication and computation. Methodological uncertainties currently limit the interpretability of non-invasive, extracranial traveling wave data, sparking debates about their cortical origin. Studies using EEG or MEG typically report waves that cover large portions of the sensor array which are often interpreted as reflecting long range cortical waves. Meanwhile, invasive, intracranial recordings in humans and animals routinely find both local, mesoscopic waves and large scale, macroscopic waves in cortex. Whether the global sensor-array waves found with EEG/MEG necessarily correspond to macroscopic cortical waves or whether they are merely projections of local dynamics remains unclear. In this study, we made use of the well-established retinotopic organization of early visual cortex to generate traveling waves with known properties in human participants (N=19, m/f) via targeted visual stimulation, while simultaneously recording MEG and EEG. The inducer stimuli were designed to elicit waves whose traveling direction in mesoscopic retinotopic visual areas depends on stimulus direction, while leaving macroscopic activation patterns along the visual hierarchy largely unchanged. We observed that the preferred direction of traveling waves across the sensor array was influenced by that of the visual stimulus, but only at the stimulation frequency. Comparison between single-trial and trial-averaged responses further showed considerable temporal variation in traveling wave patterns across trials. Our results highlight that under tight experimental control, non-invasive, extracranial recordings can recover mesoscopic traveling wave activity, thus making them viable tools for the investigation of spatially constrained wave dynamics. Significant statementNon-invasively obtained time-resolved neuroimaging data is often thought to primarily reflect neural dynamics on the largest spatial scales. In the context of cortical traveling waves, this assumption can lead to a misinterpretation of spatio-temporal patterns observed in the sensor array. We here show that it is in principle possible that the global sensor array data is dominated by spatially constrained, local cortical traveling wave activity. Our findings crucially inform the ongoing discussion about the origin of traveling waves observed in surface recordings.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 10
- FWCI
- 5.67
- Field percentile
- top 3%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Traveling Waves in the Human Visual Cortex: an MEG-EEG Model-Based Approach
Laetitia Grabot, Garance Merholz, … Laura Dugué·PLoS Computational BiologyPeer-reviewed·Apr 17, 2025
- Traveling waves support rhythmic attentional search
Yue Kong, Kirsten Petras, … Laura Dugué·bioRxiv·Sep 15, 2026
- Low frequency traveling waves in the human cortex coordinate neural activity across spatial scales
Vishnu Sreekumar, John H. Wittig, … Kareem A. Zaghloul·bioRxiv·Mar 4, 2020
- Visual evoked feedforward-feedback travelling waves organize neural activity across the cortical hierarchy in mice
Adeeti Aggarwal, Connor M. Brennan, … Alex Proekt·bioRxiv·Aug 9, 2021
- Planar, Spiral, and Concentric Traveling Waves Distinguish Cognitive States in Human Memory
Anup Das, Erfan Zabeh, … Joshua Jacobs·Nature CommunicationsPeer-reviewed·Apr 11, 2026
- Medial entorhinal cortex activates in a traveling wave
J. Jesús Hernández-Pérez, Keiland W Cooper, Ehren Lee Newman·eLifePeer-reviewed·Feb 14, 2020