Single-neuron population dynamics in human speech motor cortex for a speech prosthesis
Single-neuron population dynamics in human speech motor cortex for a speech prosthesis
批准号:
10686001
负责人:
Shaul Druckmann
金额:
$109.91万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-08-02 至 2026-07-31
关键词:
AddressAmyotrophic Lateral SclerosisAreaArticulatorsAugmentative and Alternative CommunicationBrainBrain Stem InfarctionsBroca&aposs areaChronicClinical ResearchClinical TrialsCommunicationComputersCustomDataDevicesDimensionsDiseaseDorsalElectrocorticogramElectrodesFaceFunctional Magnetic Resonance ImagingGesturesGoalsHandHandwritingHumanImpairmentImplantIndividualInferior frontal gyrusIntentionInvestigationLanguageLearningLocked-In SyndromeMacacaMachine LearningMethodsMicroelectrodesModelingModernizationMotorMotor CortexMovementMuscleNational Institute on Deafness and Other Communication DisordersNeurodegenerative DisordersNeuronsNeurosciencesOutputParalysedParticipantPerformancePersonsPopulationPopulation DynamicsPrecentral gyrusPreparationProductionProsthesisQuality of lifeReportingResearchResearch SupportSafetySignal TransductionSiteSpeechSpeedSystemTechniquesTechnologyTestingTextTimeTrainingUtahVoiceWritingarmarm movementautomated speech recognitionawakebrain computer interfacecommunication devicedeep learningdesigndynamic systemexperienceimprovedinsightkinematicsmachine learning algorithmmotor impairmentnervous system disorderneuralneural correlateneuromechanismneuroregulationnonhuman primateorofacialrecurrent neural networksafety assessmentspeech accuracy
中文摘要
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英文摘要
PROJECT SUMMARY
Augmentative and alternative communication (AAC) technology for people with severe speech
and motor impairment (SSMI) continues to improve, with recent advances being made in the
neural control of communication devices. In prior NIDCD-supported research, our research
team developed a high-performance intracortical brain-computer interface (iBCI) that decodes
arm movement intentions directly from brain activity. This technology has allowed people with
SSMI to control a computer cursor with sufficient speed and accuracy to type at up to 8
words/min and has enabled full control of unmodified consumer devices using only decoded
motor cortical activity. In the proposed U01 clinical research, performed as part of the multi-site
BrainGate consortium, we will build upon decades of experience in studying the motor system in
humans and non-human primates, with the end goal of advancing iBCI technology. The goals of
this project are to study how speech is prepared and produced at the level of ensembles of
single neurons in speech-related motor areas of the brain in people with amyotrophic lateral
sclerosis (ALS), and to create a speech prosthesis that will allow communication at rates
approaching conversational speech (120-150 words per minute). We will approach these
investigations with a suite of advanced methods, including (1) newly-developed dynamical
systems computational approaches that have provided fundamental insights into the function of
the motor system, and (2) machine learning algorithms for decoding of movement intention and
language modeling that have formed the basis of the fastest communication prosthesis yet
reported. Finally, we will continue to evaluate the safety profile of Utah-array based iBCIs
through the ongoing BrainGate2 pilot clinical trial. Upon completion, this project will advance
both the capabilities of iBCIs for communication and our understanding of the detailed neural
mechanisms of speech production.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
An accurate and rapidly calibrating speech neuroprosthesis.
准确且快速校准的言语神经假体。
DOI:
10.1101/2023.12.26.23300110
发表时间:
2024
期刊:
medRxiv : the preprint server for health sciences
影响因子:
--
作者:
[Card,NicholasS, Wairagkar,Maitreyee, Iacobacci,Carrina, Hou,Xianda, Singer-Clark,Tyler, Willett,FrancisR, Kunz,ErinM, Fan,Chaofei, Nia,MaryamVahdati, Deo,DarrelR, Srinivasan,Aparna, Choi,EunYoung, Glasser,MatthewF, Hochberg,LeighR, H]
通讯作者:
H
Dissecting modular and redundant organization of cortical circuits
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批准号:10657919
-
项目类别:
-
资助金额:$208.14万
-
财政年份:2023
-
负责人:Shaul Druckmann
-
依托单位:
CRCNS: US-Israeli Research Proposal: Deciphering reorganization of multi-regional activity following category learning
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批准号:10646434
-
项目类别:
-
资助金额:$20.28万
-
财政年份:2022
-
负责人:Shaul Druckmann
-
依托单位:
CRCNS: US-Israeli Research Proposal: Deciphering reorganization of multi-regional activity following category learning
-
批准号:10610501
-
项目类别:
-
资助金额:$21.28万
-
财政年份:2022
-
负责人:Shaul Druckmann
-
依托单位:
Single-neuron population dynamics in human speech motor cortex for a speech prosthesis
-
批准号:10460425
-
项目类别:
-
资助金额:$113.46万
-
财政年份:2021
-
负责人:Shaul Druckmann
-
依托单位:
Multi-regional neural circuit dynamics underlying short-term memory
-
批准号:10677029
-
项目类别:
-
资助金额:$61.69万
-
财政年份:2019
-
负责人:Shaul Druckmann
-
依托单位:
Multi-regional neural circuit dynamics underlying short-term memory
-
批准号:10241924
-
项目类别:
-
资助金额:$61.69万
-
财政年份:2019
-
负责人:Shaul Druckmann
-
依托单位:
Multi-regional neural circuit dynamics underlying short-term memory
-
批准号:9449037
-
项目类别:
-
资助金额:$25.13万
-
财政年份:2017
-
负责人:Shaul Druckmann
-
依托单位:
Engaging new cognitive and motor signals to improve communication prostheses
-
批准号:10466857
-
项目类别:
-
资助金额:$64.45万
-
财政年份:2015
-
负责人:Shaul Druckmann
-
依托单位:
Engaging new cognitive and motor signals to improve communication prostheses
-
批准号:10675705
-
项目类别:
-
资助金额:$64.45万
-
财政年份:2015
-
负责人:Shaul Druckmann
-
依托单位:
海外基金