Evidence map›Paper›PMID 31820736›Full record

ArticleeLife2019

Neural ensemble dynamics in dorsal motor cortex during speech in people with paralysis.

Sergey D Stavisky, Francis R Willett, Guy H Wilson, Brian A Murphy, Paymon Rezaii, Donald T Avansino, William D Memberg, Jonathan P Miller, Robert F Kirsch, Leigh R Hochberg and 4 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in eLife, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT00912041 (BrainGate2), which is not on this map. Cited by 62 papers.

0numbers the graph read from it
0cells of the map it votes in
62citing papers in PubMed
5.8field-weighted citation impact, top 3% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT00912041 narecruitingnot on this map

BrainGate2: Feasibility Study of an Intracortical Neural Interface System for Persons With Tetraplegia

TypeinterventionalSponsorLeigh R. Hochberg, MD, PhD.Ran2009 to 2038Enrolled27ConditionsTetraplegia, Spinal Cord Injuries, Amyotrophic Lateral Sclerosis, Brain Stem InfarctionsArmsPlacement of the BrainGate2 sensor(s) into the motor-related cortex
3 · Its place in the literature

Who cites it

62 citing papers in PubMed, 109 citations in OpenAlex.

  1. Trial
  2. Trial
  3. In conversation with Sergey Stavisky.Nature neuroscience · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. A neural manifold view of the brain.Nature neuroscience · 2025
    Review
  14. Error encoding in human speech motor cortex.bioRxiv : the preprint server for biology · 2025
    Article
  15. Review
  16. Article
  17. Decoding semantics from natural speech using human intracranial EEG.bioRxiv : the preprint server for biology · 2025
    Article
  18. Review
  19. Speech motor cortex enables BCI cursor control and click.bioRxiv : the preprint server for biology · 2024
    Article
  20. Article

2 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors at 6 institutions in 1 country.

Sergey D StaviskyDepartment of Neurosurgery, Stanford University, Stanford, United States.ORCID 0000-0002-5238-0573
Francis R WillettDepartment of Neurosurgery, Stanford University, Stanford, United States.
Guy H WilsonNeurosciences Program, Stanford University, Stanford, United States.ORCID 0000-0003-0961-1994
Brian A MurphyDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, United States.
Paymon RezaiiDepartment of Neurosurgery, Stanford University, Stanford, United States.ORCID 0000-0002-4803-0853
Donald T AvansinoDepartment of Neurosurgery, Stanford University, Stanford, United States.
William D MembergDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, United States.
Jonathan P MillerFES Center, Rehab R&D Service, Louis Stokes Cleveland Department of Veterans Affairs Medical Center, Cleveland, United States.
Robert F KirschDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, United States.
Leigh R HochbergVA RR&D Center for Neurorestoration and Neurotechnology, Rehabilitation R&D Service, Providence VA Medical Center, Providence, United States.ORCID 0000-0003-0261-2273
A Bolu AjiboyeDepartment of Biomedical Engineering, Case Western Reserve University, Cleveland, United States.ORCID 0000-0002-9402-1165
Shaul DruckmannDepartment of Neurobiology, Stanford University, Stanford, United States.
Krishna V Shenoy *Department of Electrical Engineering, Stanford University, Stanford, United States.
Jaimie M Henderson *Department of Neurosurgery, Stanford University, Stanford, United States.ORCID 0000-0002-3276-2267
Stanford University · USCleveland FES Center · USAllen Institute for Brain Science · USHoward Hughes Medical Institute · USNeurosciences Institute · USUniversity Hospitals of Cleveland · US

Funding

Training Program in Basic NeuroscienceT32MH020016 · NIMH · STANFORD UNIVERSITY · PI Justin L Gardner, Merritt C Maduke · 1997 to 2026
$16.2M
Engaging new cognitive and motor signals to improve communication prosthesesR01DC014034 · NIDCD · STANFORD UNIVERSITY · PI JAIMIE M HENDERSON · 2015 to 2026
$8.2M
Restoring Communication with an Intracortical Neural Interface SystemR01DC009899 · NIDCD · MASSACHUSETTS GENERAL HOSPITAL · PI HOCHBERG, LEIGH R · 2009 to 2017
$7.0M
Understanding the Neural Basis of Volitional State through Continuous Recordings in HumansU01NS098968 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI CASH, SYDNEY S · 2016 to 2018
$4.7M
Intracortical control of FES-restored arm and hand function in people with SCIR01HD077220 · NICHD · CASE WESTERN RESERVE UNIVERSITY · PI KIRSCH, ROBERT F. · 2014 to 2017
$1.7M
NICHD NIH HHS R01 HD077220NIDCD NIH HHS R01 DC009899NIDCD NIH HHS R01DC009899NIDCD NIH HHS R01 DC014034NIDCD NIH HHS R01DC014034NIMH NIH HHS T32 MH020016NINDS NIH HHS 5U01NS098968-02NINDS NIH HHS U01 NS098968
6 · The paper itself

Abstract

Speaking is a sensorimotor behavior whose neural basis is difficult to study with single neuron resolution due to the scarcity of human intracortical measurements. We used electrode arrays to record from the motor cortex 'hand knob' in two people with tetraplegia, an area not previously implicated in speech. Neurons modulated during speaking and during non-speaking movements of the tongue, lips, and jaw. This challenges whether the conventional model of a 'motor homunculus' division by major body regions extends to the single-neuron scale. Spoken words and syllables could be decoded from single trials, demonstrating the potential of intracortical recordings for brain-computer interfaces to restore speech. Two neural population dynamics features previously reported for arm movements were also present during speaking: a component that was mostly invariant across initiating different words, followed by rotatory dynamics during speaking. This suggests that common neural dynamical motifs may underlie movement of arm and speech articulators.

Indexed as

AlgorithmsArmBrain-Computer InterfacesElectrocorticographyHandHumansLipModels, NeurologicalMotor CortexMovementNerve NetQuadriplegiaSensorimotor CortexSpeechTonguebrain-computer interfacehumanhuman biologyintracorticalmedicinemotor controlmotor cortexneural dynamicsneurosciencespeech

Identifiers

PMID31820736
PMCPMC6954053
OpenAlexW2994759465

What OpenQuestion holds

Textmetadata
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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.