Subject-specific modulation of local field potential spectral power during brain-machine interface control in primates

Journal of Neural Engineering
Kelvin SoJose M Carmena

Abstract

Intracortical brain-machine interfaces (BMIs) have predominantly utilized spike activity as the control signal. However, an increasing number of studies have shown the utility of local field potentials (LFPs) for decoding motor related signals. Currently, it is unclear how well different LFP frequencies can serve as features for continuous, closed-loop BMI control. We demonstrate 2D continuous LFP-based BMI control using closed-loop decoder adaptation, which adapts decoder parameters to subject-specific LFP feature modulations during BMI control. We trained two macaque monkeys to control a 2D cursor in a center-out task by modulating LFP power in the 0-150 Hz range. While both monkeys attained control, they used different strategies involving different frequency bands. One monkey primarily utilized the low-frequency spectrum (0-80 Hz), which was highly correlated between channels, and obtained proficient performance even with a single channel. In contrast, the other monkey relied more on higher frequencies (80-150 Hz), which were less correlated between channels, and had greater difficulty with control as the number of channels decreased. We then restricted the monkeys to use only various sub-ranges (0-40, 40-80, and 80-150 Hz)...Continue Reading

References

May 15, 1993·Proceedings of the National Academy of Sciences of the United States of America·J N Sanes, John P Donoghue
Jun 8, 2002·Science·Dawn M TaylorAndrew B Schwartz
Sep 1, 1989·Journal of Motor Behavior·I S MacKenzie
Dec 9, 2004·Proceedings of the National Academy of Sciences of the United States of America·J R Wolpaw, Dennis J McFarland
Jun 2, 2005·Journal of Neural Engineering·Gregory J GageDaryl R Kipke
Sep 30, 2005·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Jörn RickertCarsten Mehring
Jan 20, 2007·The Journal of Physiology·Eberhard E Fetz
Sep 18, 2007·Journal of Neural Engineering·G SchalkJ R Wolpaw
Mar 4, 2008·Journal of Neural Engineering·G SchalkE C Leuthardt
Jul 22, 2009·PLoS Biology·Karunesh Ganguly, Jose M Carmena
Nov 13, 2009·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Eun Jung Hwang, Richard A Andersen
Nov 26, 2010·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Rodolphe HeliotJose M Carmena
Dec 24, 2010·Trends in Neurosciences·Andrea M Green, John F Kalaska
Mar 23, 2011·PloS One·Babak Mahmoudi, Justin C Sanchez
Sep 17, 2011·Neural Computation·Zheng LiMiguel A L Nicolelis
Dec 14, 2011·Neuron·Yoshinao Kajikawa, Charles E Schroeder
Dec 16, 2011·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·David A MarkowitzBijan Pesaran
Apr 13, 2012·Journal of Neurophysiology·Robert D FlintMarc W Slutzky
Jun 27, 2012·Journal of Neural Engineering·Robert D FlintMarc W Slutzky
Jul 10, 2012·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Amy L OrsbornJose M Carmena
Nov 20, 2012·Nature Neuroscience·Vikash GiljaKrishna V Shenoy
Jan 25, 2013·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Adam G RouseDaniel W Moran
Feb 1, 2013·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·Robert D FlintMarc W Slutzky
Feb 14, 2013·PloS One·Wei WangMichael L Boninger
Apr 24, 2013·Neural Computation·Siddharth DangiJose M Carmena
Jun 12, 2013·Proceedings of the National Academy of Sciences of the United States of America·Jeremiah D WanderJeffrey G Ojemann
Aug 7, 2013·Journal of Neural Engineering·Robert D FlintMarc W Slutzky

Citations

Nov 15, 2014·Nature Communications·Thomas M HallAndrew Jackson
May 15, 2015·Neurobiology of Disease·Karim G Oweiss, Islam S Badreldin
Sep 24, 2014·Current Biology : CB·Richard A AndersenTyson Aflalo
Dec 22, 2014·Current Opinion in Neurobiology·Preeya Khanna, Jose M Carmena
Apr 10, 2015·Neuron·Karen A Moxon, Guglielmo Foffani
Jul 28, 2016·Frontiers in Neuroscience·James WrightJonathan C Tapson
Aug 20, 2016·Nature Reviews. Neurology·Ujwal ChaudharyAnder Ramos-Murguialday
May 19, 2016·PLoS Computational Biology·Josh MerelJohn P Cunningham
Dec 14, 2016·Nature Communications·David SussilloKrishna V Shenoy
Jan 19, 2017·Journal of Neural Engineering·Nan JiaEarl K Miller
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·Preeya KhannaJose M Carmena
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
Mar 10, 2017·Physiological Reviews·Mikhail A Lebedev, Miguel A L Nicolelis
Jun 16, 2017·Journal of Neurophysiology·Marc W Slutzky, Robert D Flint
May 31, 2018·PLoS Computational Biology·Han-Lin Hsieh, Maryam M Shanechi
Apr 11, 2018·Frontiers in Computational Neuroscience·Prasad ShirvalkarEdward F Chang
Oct 11, 2020·Science Advances·Zhengwu LiuHuaqiang Wu
Jan 29, 2021·Nature Communications·Hamidreza AbbaspourazadMaryam M Shanechi
Jan 22, 2021·Journal of Neural Engineering·Nur AhmadiChristos-Savvas Bouganis
Dec 1, 2020·Journal of Neural Engineering·Yuxiao YangMaryam M Shanechi

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