A high performing brain-machine interface driven by low-frequency local field potentials alone and together with spikes

Journal of Neural Engineering
Sergey D StaviskyKrishna V Shenoy

Abstract

Brain-machine interfaces (BMIs) seek to enable people with movement disabilities to directly control prosthetic systems with their neural activity. Current high performance BMIs are driven by action potentials (spikes), but access to this signal often diminishes as sensors degrade over time. Decoding local field potentials (LFPs) as an alternative or complementary BMI control signal may improve performance when there is a paucity of spike signals. To date only a small handful of LFP decoding methods have been tested online; there remains a need to test different LFP decoding approaches and improve LFP-driven performance. There has also not been a reported demonstration of a hybrid BMI that decodes kinematics from both LFP and spikes. Here we first evaluate a BMI driven by the local motor potential (LMP), a low-pass filtered time-domain LFP amplitude feature. We then combine decoding of both LMP and spikes to implement a hybrid BMI. Spikes and LFP were recorded from two macaques implanted with multielectrode arrays in primary and premotor cortex while they performed a reaching task. We then evaluated closed-loop BMI control using biomimetic decoders driven by LMP, spikes, or both signals together. LMP decoding enabled quick and ...Continue Reading

References

Mar 15, 2002·Nature·Mijail D SerruyaJohn P Donoghue
Jul 23, 2002·Nature Neuroscience·Bijan PesaranRichard A Andersen
Nov 19, 2003·PLoS Biology·Jose M CarmenaMiguel A L Nicolelis
Nov 25, 2003·Nature Neuroscience·Carsten MehringStefan Rotter
Oct 12, 2004·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Philip R KennedyAdon Mallory
Apr 26, 2005·Neuron·Hansjörg ScherbergerRichard A Andersen
Sep 30, 2005·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Jörn RickertCarsten Mehring
Dec 16, 2005·Neural Computation·Wei WuMichael J Black
Jun 2, 2006·Journal of Neurophysiology·John G O'Leary, Nicholas G Hatsopoulos
Jun 24, 2006·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Dustin A HeldmanDaniel W Moran
Jul 14, 2006·Nature·Gopal SanthanamKrishna V Shenoy
Aug 19, 2006·IEEE Transactions on Bio-medical Engineering·Hemant S BokilPartha P Mitra
Aug 3, 2007·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Eran Stark, Moshe Abeles
May 30, 2008·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Andrei BelitskiStefano Panzeri
May 30, 2008·Nature·Meel VellisteAndrew B Schwartz
Jan 17, 2009·Neuron·Steffen KatznerMatteo Carandini
Jun 9, 2009·Neural Networks : the Official Journal of the International Neural Network Society·Steven M ChaseRobert E Kass
Jul 3, 2009·Neurosurgical Focus·Stephen I Ryu, Krishna V Shenoy
Jul 22, 2009·PLoS Biology·Karunesh Ganguly, Jose M Carmena
Sep 2, 2009·Journal of Neural Engineering·George W FraserAndrew B Schwartz
Nov 13, 2009·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Eun Jung Hwang, Richard A Andersen
Apr 21, 2010·IEEE Transactions on Bio-medical Engineering·Jun ZhuangJohn P Donoghue
Jun 26, 2010·Frontiers in Neuroengineering·Jürgen KrügerGiacomo Rizzolatti
Oct 15, 2010·Journal of Neurophysiology·John P CunninghamKrishna V Shenoy
Nov 17, 2010·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Wasim Q MalikLeigh R Hochberg
Dec 17, 2010·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Aaron J SuminskiNicholas G Hatsopoulos
Jul 22, 2011·Journal of Neural Engineering·Cynthia A ChestekKrishna V Shenoy
Dec 16, 2011·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·David A MarkowitzBijan Pesaran
Jan 19, 2012·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Paul NuyujukianKrishna V Shenoy
Apr 13, 2012·Journal of Neurophysiology·Robert D FlintMarc W Slutzky
May 19, 2012·Nature Reviews. Neuroscience·György BuzsákiChristof Koch
Jun 27, 2012·Journal of Neural Engineering·Robert D FlintMarc W Slutzky
Nov 20, 2012·Nature Neuroscience·Vikash GiljaKrishna V Shenoy
Dec 21, 2012·Lancet·Jennifer L CollingerAndrew B Schwartz
Feb 1, 2013·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Francis R WillettNicholas G Hatsopoulos
Apr 12, 2013·Journal of Neural Engineering·Julie DethierKwabena Boahen
Jun 8, 2013·Journal of Neural Engineering·Eun Jung Hwang, Richard A Andersen
Aug 7, 2013·Journal of Neural Engineering·Robert D FlintMarc W Slutzky
Aug 29, 2013·The Journal of Physiology·Stephan WaldertAlexander Kraskov
Oct 11, 2013·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Siddharth DangiJose M Carmena
Oct 19, 2013·Nature Reviews. Neuroscience·Gaute T EinevollStefano Panzeri
Nov 13, 2013·Journal of Neural Engineering·James C BarreseJohn P Donoghue

❮ Previous
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Citations

May 15, 2015·Neurobiology of Disease·Karim G Oweiss, Islam S Badreldin
Apr 16, 2016·Parkinsonism & Related Disorders·Mattia ArlottiAlberto Priori
Dec 14, 2016·Nature Communications·David SussilloKrishna V Shenoy
Mar 10, 2017·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·David M BrandmanLeigh R Hochberg
Nov 14, 2017·Journal of Neural Engineering·Nir Even-ChenKrishna V Shenoy
Jan 24, 2017·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Andrew Jackson, Thomas M Hall
Sep 11, 2018·Nature Biotechnology·Omid G SaniMaryam M Shanechi
Dec 14, 2018·Journal of Neural Engineering·Han-Lin HsiehMaryam M Shanechi
Feb 21, 2019·Journal of Neurophysiology·Tomislav MilekovicJohn P Donoghue
Apr 17, 2019·Journal of Neural Engineering·Marko AngjelichinoskiVahid Tarokh
Mar 10, 2017·Physiological Reviews·Mikhail A Lebedev, Miguel A L Nicolelis
Dec 23, 2016·Journal of Neurophysiology·Giovanni Mirabella, Mikhail А Lebedev
Jun 16, 2017·Journal of Neurophysiology·Marc W Slutzky, Robert D Flint
Aug 9, 2017·Scientific Reports·Jonathan C KaoKrishna V Shenoy
Feb 6, 2020·Journal of Neural Engineering·Sergey D StaviskyJaimie M Henderson
Jan 22, 2020·Journal of Neural Engineering·Marko AngjelichinoskiVahid Tarokh
Sep 26, 2019·Nature Neuroscience·Maryam M Shanechi
Apr 11, 2018·Frontiers in Computational Neuroscience·Prasad ShirvalkarEdward F Chang
Aug 23, 2019·Journal of Neural Engineering·Nitin SadrasMaryam M Shanechi
Mar 17, 2020·Frontiers in Neuroscience·Christian HerffPieter Kubben
Aug 5, 2020·Nature Biomedical Engineering·Nir Even-ChenKrishna V Shenoy
Aug 16, 2016·Journal of Neural Engineering·John S ChoiJoseph T Francis
Dec 3, 2016·Journal of Neural Engineering·Robert D FlintMarc W Slutzky
May 18, 2019·Journal of Neural Engineering·Ramin BighamianMaryam M Shanechi
Jan 8, 2020·Nature Neuroscience·Juan A GallegoLee E Miller
Oct 11, 2020·Science Advances·Zhengwu LiuHuaqiang Wu
Nov 5, 2020·Journal of Neural Engineering·Reinmar J KoblerGernot R Müller-Putz
Jan 29, 2021·Nature Communications·Hamidreza AbbaspourazadMaryam M Shanechi
Nov 27, 2020·Journal of Neural Engineering·Nur AhmadiChristos-Savvas Bouganis
Jan 22, 2021·Journal of Neural Engineering·Nur AhmadiChristos-Savvas Bouganis
May 6, 2021·Nature Communications·Eric MooshagianLawrence H Snyder
May 13, 2021·Journal of Neural Engineering·Sebastian OlsenJonathan C Kao
Jul 14, 2021·Hand Clinics·Alex K Vaskov, Cynthia A Chestek
Sep 1, 2015·Engineering·Bradley J EdelmanBin He
Jul 21, 2021·Journal of Neural Engineering·Hung-Yun LuSamantha R Santacruz

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