4.7 Article

Learned Motor Patterns Are Replayed in Human Motor Cortex during Sleep

Journal

JOURNAL OF NEUROSCIENCE
Volume 42, Issue 25, Pages 5007-5020

Publisher

SOC NEUROSCIENCE
DOI: 10.1523/JNEUROSCI.2074-21.2022

Keywords

brain computer interface; learning; memory; replay; sleep

Categories

Funding

  1. Office of Research and Development, Rehabilitation R&D Service, Department of Veterans Affairs [N2864C, A2295R]
  2. National Institutes of Health-National Institute of Neurological Disorders and Stroke [UH2NS095548, U01NS098968, U01DC017844, R25NS065743]
  3. National Institutes of Health-National Institute of Mental Health [K08MH11613501]
  4. Conquer Paralysis Now [004698]
  5. Massachusetts General Hospital-Deane Institute
  6. American Academy of Neurology Clinical Research Training Scholarship
  7. Howard Hughes Medical Institute at Stanford University

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Replay of motor cortex neural activity may occur during sleep following motor learning in humans.
Consolidation of memory is believed to involve offline replay of neural activity. While amply demonstrated in rodents, evidence for replay in humans, particularly regarding motor memory, is less compelling. To determine whether replay occurs after motor learning, we sought to record from motor cortex during a novel motor task and subsequent overnight sleep. A 36-year-old man with tetraplegia secondary to cervical spinal cord injury enrolled in the ongoing BrainGate brain???computer interface pilot clinical trial had two 96-channel intracortical microelectrode arrays placed chronically into left precentral gyrus. Single- and multi-unit activity was recorded while he played a color/sound sequence matching memory game. Intended movements were decoded from motor cortical neuronal activity by a real-time steady-state Kalman filter that allowed the participant to control a neurally driven cursor on the screen. Intracortical neural activity from precentral gyrus and 2-lead scalp EEG were recorded overnight as he slept. When decoded using the same steady-state Kalman filter parameters, intracortical neural signals recorded overnight replayed the target sequence from the memory game at intervals throughout at a frequency significantly greater than expected by chance. Replay events occurred at speeds ranging from 1 to 4 times as fast as initial task execution and were most frequently observed during slow-wave sleep. These results demonstrate that recent visuomotor skill acquisition in humans may be accompanied by replay of the corresponding motor cortex neural activity during sleep.

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