Neural control of cursor trajectory and click by a human with tetraplegia 1000 days after implant of an intracortical microelectrode array
Open accessAbstract
The ongoing pilot clinical trial of the BrainGate neural interface system aims in part to assess the feasibility of using neural activity obtained from a small-scale, chronically implanted, intracortical microelectrode array to provide control signals for a neural prosthesis system. Critical questions include how long implanted microelectrodes will record useful neural signals, how reliably those signals can be acquired and decoded, and how effectively they can be used to control various assistive technologies such as computers and robotic assistive devices, or to enable functional electrical stimulation of paralyzed muscles. Here we examined these questions by assessing neural cursor control and BrainGate system characteristics on five consecutive days 1000 days after implant of a 4 × 4 mm array of 100 microelectrodes in the motor cortex of a human with longstanding tetraplegia subsequent to a brainstem stroke. On each of five prospectively-selected days we performed time-amplitude sorting of neuronal spiking activity, trained a population-based Kalman velocity decoding filter combined with a linear discriminant click state classifier, and then assessed closed-loop point-and-click cursor control. The participant performed both an eight-target center-out task and a random target Fitts metric task which was adapted from a human-computer interaction ISO standard used to quantify performance of computer input devices. The neural interface system was further characterized by daily measurement of electrode impedances, unit waveforms and local field potentials. Across the five days, spiking signals were obtained from 41 of 96 electrodes and were successfully decoded to provide neural cursor point-and-click control with a mean task performance of 91.3% ± 0.1% (mean ± s.d.) correct target acquisition. Results across five consecutive days demonstrate that a neural interface system based on an intracortical microelectrode array can provide repeatable, accurate point-and-click control of a computer interface to an individual with tetraplegia 1000 days after implantation of this sensor.
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Microelectrode array technology has retained function for more than 1000 days after implantation, including in this study.
“Current microelectrode array technology has been shown to retain functionality for 1000+ days post implant37,38 (including here; see Extended Data Fig. 7)”
From High-performance brain-to-text communication via handwriting (2021) · cites this paper as [37]
High-count microelectrode arrays have proven useful in basic physiology research and for clinical applications such as restoration of function in people with nervous system injury or stroke.
“Highcount microelectrode arrays have proven useful in basic physiology research [8], and for clinical applications such as the restoration of function in people with nervous system injury [9] or stroke [10].”
Recent penetrating neural interface applications require a greater number of electrodes (>60) to achieve complex neuromodulation or neurophysiological goals.
“Recent penetrating neural interface applications are requiring a greater number of electrodes (>60) to achieve complex neuromodulation [9,10,16] or neurophysiological [8] goals.”
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Cites
The information capacity of the human motor system in controlling the amplitude of movement.
Fitts, P. M. (1954) · Journal of Experimental Psychology · doi:10.1037/h0055392 · Cited by 6,466 · see citing works
The information capacity of the human motor system in controlling the amplitude of movement.
Fitts, P. M. (1992) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.121.3.262 · Cited by 6,291 · see citing works
Neuronal ensemble control of prosthetic devices by a human with tetraplegia
Hochberg, L. R., Serruya, M. D., Friehs, G. M., Mukand, J. A., Saleh, M., Caplan, A. H., Branner, A., Chen, D., Penn, R. D., & Donoghue, J. P. (2006) · Nature · doi:10.1038/nature04970 · Cited by 3,295 · see citing works
Self-citationBCI2000: A General-Purpose Brain-Computer Interface (BCI) System
Schalk, G., McFarland, D. J., Hinterberger, T., Birbaumer, N., & Wolpaw, J. R. (2004) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2004.827072 · Cited by 3,022 · see citing works
International Standards for Neurological and Functional Classification of Spinal Cord Injury
Maynard, F., Bracken, M. B., Creasey, G. H., Ditunno, J. F., Donovan, W. H., Ducker, T. B., Garber, S. L., Marino, R. J., Stover, S. L., Tator, C. H., et al. (1997) · Spinal Cord · doi:10.1038/sj.sc.3100432 · Cited by 2,040 · see citing works
Response of brain tissue to chronically implanted neural electrodes
Polikov, V. S., Tresco, P. A., & Reichert, W. M. (2005) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2005.08.015 · Cited by 1,896 · see citing works
Learning to control a brain–machine interface for reaching and grasping by primates
Carmena, J. M., Lebedev, M. A., Crist, R. E., O'Doherty, J. E., Santucci, D. M., Dimitrov, D. F., Patil, P. G., Henriquez, C. S., & Nicolelis, M. A. L. (2003) · PLoS Biology · doi:10.1371/journal.pbio.0000042 · Cited by 1,761 · see citing works
Fitts' Law as a Research and Design Tool in Human-Computer Interaction
MacKenzie, I. S. (1992) · Human–Computer Interaction · doi:10.1207/s15327051hci0701_3 · Cited by 1,637 · see citing works
Cortical control of a prosthetic arm for self-feeding
Velliste, M., Perel, S., Spalding, M. C., Whitford, A. S., & Schwartz, A. B. (2008) · Nature · doi:10.1038/nature06996 · Cited by 1,591 · see citing works
A spelling device for the paralysed
Birbaumer, N., Ghanayim, N., Hinterberger, T., Iversen, I., Kotchoubey, B., Kübler, A., Perelmouter, J., Taub, E., & Flor, H. (1999) · Nature · doi:10.1038/18581 · Cited by 1,577 · see citing works
Direct Cortical Control of 3D Neuroprosthetic Devices
Taylor, D. M., Tillery, S. I. H., & Schwartz, A. B. (2002) · Science · doi:10.1126/science.1070291 · Cited by 1,542 · see citing works
Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans
Wolpaw, J. R., & McFarland, D. J. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0403504101 · Cited by 1,512 · see citing works
Real-time prediction of hand trajectory by ensembles of cortical neurons in primates
Wessberg, J., Stambaugh, C. R., Kralik, J. D., Beck, P. D., Laubach, M., Chapin, J. K., Kim, J., Biggs, S. J., Srinivasan, M. A., & Nicolelis, M. A. L. (2000) · Nature · doi:10.1038/35042582 · Cited by 1,491 · see citing works
Instant neural control of a movement signal
Serruya, M. D., Hatsopoulos, N. G., Paninski, L., Fellows, M. R., & Donoghue, J. P. (2002) · Nature · doi:10.1038/416141a · Cited by 1,415 · see citing works
Self-citationA brain–computer interface using electrocorticographic signals in humans
Leuthardt, E. C., Schalk, G., Wolpaw, J. R., Ojemann, J. G., & Moran, D. W. (2004) · Journal of Neural Engineering · doi:10.1088/1741-2560/1/2/001 · Cited by 1,188 · see citing works
The Diagnosis of Stupor and Coma.
Plum, F., & Posner, J. B. (1967) · Annals of Internal Medicine · doi:10.7326/0003-4819-66-1-244 · Cited by 1,156 · see citing works
Soukoreff, R. W., & MacKenzie, I. S. (2004) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2004.09.001 · Cited by 1,065 · see citing works
Brain function in coma, vegetative state, and related disorders
Laureys, S., Owen, A. M., & Schiff, N. D. (2004) · The Lancet Neurology · doi:10.1016/s1474-4422(04)00852-x · Cited by 1,033 · see citing works
Intracellular Features Predicted by Extracellular Recordings in the Hippocampus In Vivo
Henze, D. A., Borhegyi, Z., Csicsvari, J., Mamiya, A., Harris, K. D., & Buzsáki, G. (2000) · Journal of Neurophysiology · doi:10.1152/jn.2000.84.1.390 · Cited by 942 · see citing works
Biran, R., Martin, D. C., & Tresco, P. A. (2005) · Experimental Neurology · doi:10.1016/j.expneurol.2005.04.020 · Cited by 893 · see citing works
Brain responses to micro-machined silicon devices
Szarowski, D. H., Andersen, M. D., Retterer, S. T., Spence, A. J., Isaacson, M. S., Craighead, H. G., Turner, J. N., & Shain, W. G. (2003) · Brain Research · doi:10.1016/s0006-8993(03)03023-3 · Cited by 798 · see citing works
A high-performance brain–computer interface
Santhanam, G., Ryu, S. I., Yu, B. M., Afshar, A., & Shenoy, K. V. (2006) · Nature · doi:10.1038/nature04968 · Cited by 698 · see citing works
Cognitive Control Signals for Neural Prosthetics
Musallam, S., Corneil, B. D., Greger, B., Scherberger, H., & Andersen, R. A. (2004) · Science · doi:10.1126/science.1097938 · Cited by 663 · see citing works
Chronic recording capability of the Utah Intracortical Electrode Array in cat sensory cortex
Rousche, P. J., & Normann, R. A. (1998) · Journal of Neuroscience Methods · doi:10.1016/s0165-0270(98)00031-4 · Cited by 646 · see citing works
Cerebral Astrocyte Response to Micromachined Silicon Implants
Turner, J. N., Shain, W. G., Szarowski, D. H., Andersen, M., Martins, S., Isaacson, M. S., & Craighead, H. G. (1999) · Experimental Neurology · doi:10.1006/exnr.1998.6983 · Cited by 593 · see citing works
Oscillations in local field potentials of the primate motor cortex during voluntary movement.
Sanes, J. N., & Donoghue, J. P. (1993) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.90.10.4470 · Cited by 583 · see citing works
Self-citationEmergence of a stable cortical map for neuroprosthetic control
Ganguly, K., & Carmena, J. M. (2009) · PLoS Biology · doi:10.1371/journal.pbio.1000153 · Cited by 578 · see citing works
Local Origin of Field Potentials in Visual Cortex
Katzner, S., Nauhaus, I., Benucci, A., Bonin, V., Ringach, D. L., & Carandini, M. (2009) · Neuron · doi:10.1016/j.neuron.2008.11.016 · Cited by 552 · see citing works
Murthy, V. N., & Fetz, E. E. (1996) · Journal of Neurophysiology · doi:10.1152/jn.1996.76.6.3949 · Cited by 544 · cited 1× · see citing works
“Our results are consistent with a number of studies in intact monkeys showing delay period beta activity and subsequent suppression just as movement-related spiking appears at the same site in MI (Sanes and Donoghue 1993, Murthy and Fetz 1996, Donoghue et al 1998).”
Donoghue, J. P., Sanes, J. N., Hatsopoulos, N. G., & Gaál, G. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.79.1.159 · Cited by 538 · see citing works
Self-citationDecoding two-dimensional movement trajectories using electrocorticographic signals in humans
Schalk, G., Kubanek, J., Miller, K. J., Anderson, N., Leuthardt, E. C., Ojemann, J. G., Limbrick, D. D., Moran, D. W., Gerhardt, L. A., & Wolpaw, J. R. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/3/012 · Cited by 527 · see citing works
Two-dimensional movement control using electrocorticographic signals in humans
Schalk, G., Miller, K. J., Anderson, N., Wilson, J. A., Smyth, M. D., Ojemann, J. G., Moran, D. W., Wolpaw, J. R., & Leuthardt, E. C. (2008) · Journal of Neural Engineering · doi:10.1088/1741-2560/5/1/008 · Cited by 481 · see citing works
McConnell, G. C., Rees, H. D., Levey, A. I., Gutekunst, C.-A., Gross, R. E., & Bellamkonda, R. V. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/5/056003 · Cited by 480 · see citing works
Factors influencing the biocompatibility of insertable silicon microshafts in cerebral cortex
Edell, D. J., Toi, V. V., McNeil, V. M., & Clark, L. D. (1992) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.141202 · Cited by 479 · see citing works
The locked-in syndrome : what is it like to be conscious but paralyzed and voiceless?
Laureys, S., Pellas, F., Van Eeckhout, P., Ghorbel, S., Schnakers, C., Perrin, F., Berré, J., Faymonville, M.-E., Pantke, K.-H., Damas, F., et al. (2005) · Progress in Brain Research · doi:10.1016/s0079-6123(05)50034-7 · Cited by 477 · see citing works
Chronic Neural Recording Using Silicon-Substrate Microelectrode Arrays Implanted in Cerebral Cortex
Vetter, R. J., Williams, J. C., Hetke, J. F., Nunamaker, E. A., & Kipke, D. R. (2004) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2004.826680 · Cited by 477 · see citing works
Bayesian Population Decoding of Motor Cortical Activity Using a Kalman Filter
Wu, W. L., Gao, Y., Bienenstock, E., Donoghue, J. P., & Black, M. J. (2005) · Neural Computation · doi:10.1162/089976606774841585 · Cited by 460 · see citing works
Self-citationElectroencephalographic (EEG) control of three-dimensional movement
McFarland, D. J., Sarnacki, W. A., & Wolpaw, J. R. (2010) · Journal of Neural Engineering · doi:10.1088/1741-2560/7/3/036007 · Cited by 454 · see citing works
Accuracy measures for evaluating computer pointing devices
MacKenzie, I. S., Kauppinen, T., & Silfverberg, M. (2001) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/365024.365028 · Cited by 448 · see citing works
The role of synchrony and oscillations in the motor output
Baker, S. N., Kilner, J. M., Pinches, E. M., & Lemon, R. (1999) · Experimental Brain Research · doi:10.1007/s002210050825 · Cited by 419 · see citing works
Suner, S., Fellows, M. R., Vargas-Irwin, C., Nakata, G. K., & Donoghue, J. P. (2005) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2005.857687 · Cited by 415 · cited 6× · see citing works
“In monkeys, at least one type of sensor appears to provide neural signals for months to more than a year (Suner et al 2005).”
InfluentialSelf-citationKim, S.-P., Simeral, J. D., Hochberg, L. R., Donoghue, J. P., & Black, M. J. (2008) · Journal of Neural Engineering · doi:10.1088/1741-2560/5/4/010 · Cited by 399 · see citing works
Self-citationComplex impedance spectroscopy for monitoring tissue responses to inserted neural implants
Williams, J. C., Hippensteel, J. A., Dilgen, J., Shain, W. G., & Kipke, D. R. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/4/007 · Cited by 399 · see citing works
Williams, J. C., Rennaker, R. L., & Kipke, D. R. (1999) · Brain Research Protocols · doi:10.1016/s1385-299x(99)00034-3 · Cited by 396 · see citing works
THE MEASUREMENT OF SENSORY-MOTOR PERFORMANCE : SURVEY AND REAPPRAISAL OF TWELVE YEARS' PROGRESS
Welford, A. T. (1960) · Ergonomics · doi:10.1080/00140136008930484 · Cited by 387 · see citing works
Kipke, D. R., Vetter, R. J., Williams, J. C., & Hetke, J. F. (2003) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2003.814443 · Cited by 364 · see citing works
Reconstructing Three-Dimensional Hand Movements from Noninvasive Electroencephalographic Signals
Bradberry, T. J., Gentili, R. J., & Contreras-Vidal, J. L. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.6107-09.2010 · Cited by 361 · see citing works
A glass/silicon composite intracortical electrode array
Jones, K. E., Campbell, P. K., & Normann, R. A. (1992) · Annals of Biomedical Engineering · doi:10.1007/bf02368134 · Cited by 354 · see citing works
Prediction of arm movement trajectories from ECoG-recordings in humans
Tobias Pistohl, A., Tonio Ball, A., Schulze‐Bonhage, A., Aertsen, A., & Mehring, C. (2007) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2007.10.001 · Cited by 330 · see citing works
Functional network reorganization during learning in a brain-computer interface paradigm
Jarosiewicz, B., Chase, S. M., Fraser, G. W., Velliste, M., Kass, R. E., & Schwartz, A. B. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0808113105 · Cited by 302 · see citing works
Long-term stimulation and recording with a penetrating microelectrode array in cat sciatic nerve
Branner, A., Stein, R. B., Fernandez, E., Aoyagi, Y., & Normann, R. A. (2004) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2003.820321 · Cited by 301 · see citing works
Predicting Movement from Multiunit Activity
Stark, E., & Abeles, M. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.1321-07.2007 · Cited by 299 · see citing works
Bridging the Brain to the World: A Perspective on Neural Interface Systems
Donoghue, J. P. (2008) · Neuron · doi:10.1016/j.neuron.2008.10.037 · Cited by 294 · see citing works
Self-citationNeuronal Interactions Improve Cortical Population Coding of Movement Direction
Maynard, E. M., Hatsopoulos, N. G., Ojakangas, C. L., Acuna, B. D., Sanes, J. N., Normann, R. A., & Donoghue, J. P. (1999) · Journal of Neuroscience · doi:10.1523/jneurosci.19-18-08083.1999 · Cited by 281 · see citing works
Self-citationMitzdorf, U. (1987) · International Journal of Neuroscience · doi:10.3109/00207458708985928 · Cited by 280 · see citing works
Brain–computer interface in paralysis
Birbaumer, N., Ramos‐Murguialday, A., & Cohen, L. G. (2008) · Current Opinion in Neurology · doi:10.1097/wco.0b013e328315ee2d · Cited by 275 · see citing works
Primary Motor Cortex Tuning to Intended Movement Kinematics in Humans with Tetraplegia
Truccolo, W., Friehs, G. M., Donoghue, J. P., & Hochberg, L. R. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.4415-07.2008 · Cited by 273 · see citing works
Self-citationLiu, X., McCreery, D. B., Carter, R. R., Bullara, L. A., Yuen, T. G. H., & Agnew, W. F. (1999) · IEEE Transactions on Rehabilitation Engineering · doi:10.1109/86.788468 · Cited by 272 · see citing works
Brain–computer interfaces for speech communication
Brumberg, J. S., Nieto-Castañón, A., Kennedy, P. R., & Guenther, F. H. (2010) · Speech Communication · doi:10.1016/j.specom.2010.01.001 · Cited by 267 · see citing works
Chronic neural stimulation with thin-film, iridium oxide electrodes
Weiland, J. D., & Anderson, D. J. (2000) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.846685 · Cited by 263 · see citing works
Single-Unit Stability Using Chronically Implanted Multielectrode Arrays
Dickey, A. S., Suminski, A., Amit, Y., & Hatsopoulos, N. G. (2009) · Journal of Neurophysiology · doi:10.1152/jn.90920.2008 · Cited by 234 · see citing works
Zhai, S. (2004) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2004.09.006 · Cited by 231 · see citing works
Life can be worth living in locked-in syndrome
Lulé, D., Zickler, C., Häcker, S., Bruno, M. A., Demertzi, A., Pellas, F., Laureys, S., & Kübler, A. (2009) · Progress in Brain Research · doi:10.1016/s0079-6123(09)17723-3 · Cited by 217 · see citing works
A review on directional information in neural signals for brain-machine interfaces
Waldert, S., Tobias Pistohl, A., Braun, C., Tonio Ball, A., Aertsen, A., & Mehring, C. (2009) · Journal of Physiology-Paris · doi:10.1016/j.jphysparis.2009.08.007 · Cited by 207 · see citing works
Emulation of computer mouse control with a noninvasive brain–computer interface
McFarland, D. J., Krusienski, D. J., Sarnacki, W. A., & Wolpaw, J. R. (2008) · Journal of Neural Engineering · doi:10.1088/1741-2560/5/2/001 · Cited by 202 · see citing works
On the Variability of Manual Spike Sorting
Wood, F., Black, M. J., Vargas-Irwin, C. E., Fellows, M. R., & Donoghue, J. P. (2004) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2004.826677 · Cited by 177 · see citing works
Self-citationZhuang, J., Truccolo, W., Vargas-Irwin, C. E., & Donoghue, J. P. (2010) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2010.2047015 · Cited by 174 · see citing works
Self-citationReview of signal distortion through metal microelectrode recording circuits and filters
Nelson, M. J., Pouget, P., Nilsen, E. A., Patten, C. D., & Schall, J. D. (2008) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2007.12.010 · Cited by 167 · see citing works
Kim, S.-P., Simeral, J. D., Hochberg, L. R., Donoghue, J. P., Friehs, G. M., & Black, M. J. (2011) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2011.2107750 · Cited by 160 · see citing works
Self-citationINTRACRANIAL ELECTROENCEPHALOGRAPHY WITH SUBDURAL GRID ELECTRODES
Gompel, J. J. V., Worrell, G. A., Bell, M. L., et al. (2008) · Neurosurgery · doi:10.1227/01.neu.0000324996.37228.f8 · Cited by 158 · see citing works
Directional tuning profiles of motor cortical cells
Amirikian, B. R., & Georgopulos, A. P. (2000) · Neuroscience Research · doi:10.1016/s0168-0102(99)00112-1 · Cited by 156 · see citing works
Felton, E. A., Wilson, J. A., Williams, J. C., & Garell, P. C. (2007) · Journal of neurosurgery · doi:10.3171/jns.2007.106.3.495 · Cited by 154 · see citing works
Jürgens, E., Guettler, A., & Eckhorn, R. (1999) · Experimental Brain Research · doi:10.1007/s002210050895 · Cited by 154 · see citing works
Griffith, R. W., & Humphrey, D. R. (2006) · Neuroscience Letters · doi:10.1016/j.neulet.2006.07.018 · Cited by 147 · see citing works
Ceramic-Based Multisite Electrode Arrays for Chronic Single-Neuron Recording
Moxon, K. A., Leiser, S., Gerhardt, G. A., Barbee, K. A., & Chapin, J. K. (2004) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2003.821037 · Cited by 129 · see citing works
A Method for Evaluating Head-Controlled Computer Input Devices Using Fitts' Law
Radwin, R. G., Vanderheiden, G. C., & Lin, M.-L. (1990) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872089003200405 · Cited by 125 · see citing works
A Role of Beta Oscillatory Synchrony in Biasing Response Competition?
van Wijk, B. C. M., Daffertshofer, A., Roach, N., & Praamstra, P. (2008) · Cerebral Cortex · doi:10.1093/cercor/bhn174 · Cited by 106 · see citing works
A technique to prevent dural adhesions to chronically implanted microelectrode arrays
Maynard, E. M., Fernández, E., & Normann, R. A. (2000) · Journal of Neuroscience Methods · doi:10.1016/s0165-0270(00)00159-x · Cited by 102 · see citing works
Optimizing recording capabilities of the Utah Intracortical Electrode Array
Nordhausen, C. T., Rousche, P. J., & Normann, R. A. (1994) · Brain Research · doi:10.1016/0006-8993(94)91213-0 · Cited by 100 · see citing works
Active Microelectronic Neurosensor Arrays for Implantable Brain Communication Interfaces
Song, Y., Borton, D. A., Park, S., Patterson, W. R., Bull, C. W., Laiwalla, F., Mislow, J. M. K., Simeral, J. D., Donoghue, J. P., & Nurmikko, A. V. (2009) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2009.2024310 · Cited by 95 · see citing works
Self-citationLeuthardt, E. C., Freudenberg, Z., Bundy, D. T., & Roland, J. L. (2009) · Neurosurgical FOCUS · doi:10.3171/2009.4.focus0980 · Cited by 92 · see citing works
House, P. A., MacDonald, J. D., Tresco, P. A., & Normann, R. A. (2006) · Neurosurgical FOCUS · doi:10.3171/foc.2006.20.5.5 · Cited by 91 · see citing works
Evaluation of the stability of intracortical microelectrode arrays
Liu, X., McCreery, D. B., Bullara, L. A., & Agnew, W. F. (2006) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2006.870495 · Cited by 84 · see citing works
Do Electrode Properties Create a Problem in Interpreting Local Field Potential Recordings?
Nelson, M. J., & Pouget, P. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00157.2010 · Cited by 77 · see citing works
Kellis, S., House, P. A., Thomson, K. E., Brown, R. B., & Greger, B. E. (2009) · Neurosurgical FOCUS · doi:10.3171/2009.4.focus0974 · Cited by 75 · see citing works
Impedance Characterization of Microarray Recording Electrodes in Vitro
Merrill, D. R., & Tresco, P. A. (2005) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2005.856245 · Cited by 74 · see citing works
Seven years of recording from monkey cortex with a chronically implanted multiple microelectrode
Krüger, J. (2010) · Frontiers in Neuroengineering · doi:10.3389/fneng.2010.00006 · Cited by 73 · see citing works
Tillery, S. I. H., Taylor, D. M., & Schwartz, A. B. (2003) · Reviews in the Neurosciences · doi:10.1515/revneuro.2003.14.1-2.107 · Cited by 72 · see citing works
Felton, E. A., Radwin, R. G., Wilson, J. A., & Williams, J. C. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/5/056002 · Cited by 53 · see citing works
The Micro-Structure of Tapping Movements in Children
Schellekens, J. M. H., Kalverboer, A. F., & Scholten, C. A. (1984) · Journal of Motor Behavior · doi:10.1080/00222895.1984.10735309 · Cited by 40 · see citing works
Neural Recording Stability of Chronic Electrode Arrays in Freely Behaving Primates
Linderman, M. D., Gilja, V., Santhanam, G., Afshar, A., Ryu, S. I., Meng, T. H. Y., & Shenoy, K. V. (2006) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2006.260814 · Cited by 29 · see citing works
Motor cortical activity related to movement kinematics exhibits local spatial organization
Stark, E., Drori, R., & Abeles, M. (2008) · Cortex · doi:10.1016/j.cortex.2008.03.011 · Cited by 29 · see citing works
Decoding three-dimensional hand kinematics from electroencephalographic signals
Bradberry, T. J., Gentili, R. J., & Contreras-Vidal, J. L. (2009) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2009.5334606 · Cited by 28 · see citing works
Erratum to “Directional tuning profiles of motor cortical cells”
Amirikian, B. R., & Georgopoulos, A. P. (2000) · Neuroscience Research · doi:10.1016/s0168-0102(00)00121-8 · Cited by 11 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Morrell M Neural Interfaces Conf. (Long Beach CA, 2010) 2010 personal communication
- Pino A Kalogeros E Salemis E Kouroupetroglou G Brain computer interface cursor measures for motion-impaired and able-bodied users Proc. Int’l Conf. on Human-Computer Interaction—HCI Int’l 2003 (Mahwah, NJ: Erlbaum Assoc., Inc) 2003 1462 1466
Cited by
Sorted by citations
Reach and grasp by people with tetraplegia using a neurally controlled robotic arm
Hochberg, L. R., Bacher, D., Jarosiewicz, B., Masse, N. Y., Simeral, J. D., Vogel, J., Haddadin, S., Liu, J., Cash, S. S., van der Smagt, P., et al. (2012) · Nature · doi:10.1038/nature11076 · Cited by 2,719 · see citing works
Self-citationHigh-performance neuroprosthetic control by an individual with tetraplegia
Collinger, J. L., Wodlinger, B., Downey, J. E., Wang, W., Tyler-Kabara, E. C., Weber, D. J., McMorland, A. J., Velliste, M., Boninger, M. L., & Schwartz, A. B. (2013) · The Lancet · doi:10.1016/s0140-6736(12)61816-9 · Cited by 1,848 · see citing works
High-performance brain-to-text communication via handwriting
Willett, F. R., Avansino, D. T., Hochberg, L. R., Henderson, J. M., & Shenoy, K. V. (2021) · Nature · doi:10.1038/s41586-021-03506-2 · Cited by 969 · see citing works
“Current microelectrode array technology has been shown to retain functionality for more than 1,000 days after implant 37,38 (including here; see Extended Data Fig.”
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Chaudhary, U., Birbaumer, N., & Ramos-Murguialday, A. (2016) · Nature Reviews Neurology · doi:10.1038/nrneurol.2016.113 · Cited by 928 · see citing works
Brain Tissue Responses to Neural Implants Impact Signal Sensitivity and Intervention Strategies
Kozai, T. D. Y., Jaquins-Gerstl, A. S., Vazquez, A. L., Michael, A. C., & Cui, X. T. (2015) · ACS Chemical Neuroscience · doi:10.1021/cn500256e · Cited by 622 · see citing works
Pandarinath, C., Nuyujukian, P., Blabe, C. H., Sorice, B. L., Saab, J., Willett, F. R., Hochberg, L. R., Shenoy, K. V., & Henderson, J. M. (2017) · eLife · doi:10.7554/elife.18554 · Cited by 566 · see citing works
“…et al., 2003 ; Musallam et al., 2004 ; Santhanam et al., 2006 ; Hochberg et al., 2006 ; Ganguly et al., 2011 ; O’Doherty et al., 2011 ; Gilja et al., 2012 ; Simeral et al., 2011 ; Bacher et al., 2015 ; Nuyujukian et al., 2015 ; Aflalo et al., 2015 ; Gilja et al., 2015 ; Jarosiewicz et al., 2015 ).”
InfluentialSelf-citationWodlinger, B., Downey, J. E., Tyler-Kabara, E. C., Schwartz, A. B., Boninger, M. L., & Collinger, J. L. (2015) · Journal of Neural Engineering · doi:10.1088/1741-2560/12/1/016011 · Cited by 536 · see citing works
Benabid, A. L., Costecalde, T., Eliseyev, A., Charvet, G., Verney, A., Karakas, S., Foerster, M., Lambert, A., Morinière, B., Abroug, N., et al. (2019) · The Lancet Neurology · doi:10.1016/s1474-4422(19)30321-7 · Cited by 404 · see citing works
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Gilja, V., Pandarinath, C., Blabe, C. H., Nuyujukian, P., Simeral, J. D., Sarma, A. A., Sorice, B. L., Perge, J. A., Jarosiewicz, B., Hochberg, L. R., et al. (2015) · Nature Medicine · doi:10.1038/nm.3953 · Cited by 343 · see citing works
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Self-citationDavis, T. S., Wark, H. A. C., Hutchinson, D. T., Warren, D. J., O’Neill, K., Scheinblum, T., Clark, G. A., Normann, R. A., & Greger, B. (2016) · Journal of Neural Engineering · doi:10.1088/1741-2560/13/3/036001 · Cited by 314 · see citing works
Prasad, A., Xue, Q.-S., Sankar, V., Nishida, T., Shaw, G., Streit, W. J., & Sanchez, J. C. (2012) · Journal of Neural Engineering · doi:10.1088/1741-2560/9/5/056015 · Cited by 298 · see citing works
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Paulk, A. C., Kfir, Y., Khanna, A. R., Mustroph, M. L., Trautmann, E. M., Soper, D. J., Stavisky, S. D., Welkenhuysen, M., Dutta, B., Shenoy, K. V., et al. (2022) · Nature Neuroscience · doi:10.1038/s41593-021-00997-0 · Cited by 283 · see citing works
Self-citationPerge, J. A., Homer, M. L., Malik, W. Q., Cash, S., Eskandar, E., Friehs, G., Donoghue, J. P., & Hochberg, L. R. (2013) · Journal of Neural Engineering · doi:10.1088/1741-2560/10/3/036004 · Cited by 243 · see citing works
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Patel, P. R., Zhang, H., Robbins, M. T., Nofar, J. B., Marshall, S. P., Kobylarek, M. J., Kozai, T. D. Y., Kotov, N. A., & Chestek, C. A. (2016) · Journal of Neural Engineering · doi:10.1088/1741-2560/13/6/066002 · Cited by 204 · see citing works
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Self-citationSimeral, J. D., Hosman, T., Saab, J., Flesher, S. N., Vilela, M., Franco, B., Kelemen, J. N., Brandman, D. M., Ciancibello, J. G., Rezaii, P. G., et al. (2021) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2021.3069119 · Cited by 165 · see citing works
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Downey, J. E., Schwed, N., Chase, S. M., Schwartz, A. B., & Collinger, J. L. (2018) · Journal of Neural Engineering · doi:10.1088/1741-2552/aab7a0 · Cited by 149 · see citing works
Luan, L., Robinson, J. T., Aazhang, B., Chi, T., Yang, K., Li, X., Rathore, H., Singer, A., Yellapantula, S., Fan, Y., et al. (2020) · Neuron · doi:10.1016/j.neuron.2020.10.011 · Cited by 150 · see citing works
Wark, H. A. C., Sharma, R., Mathews, K. S., Fernandez, E., Yoo, J., Christensen, B., Tresco, P., Rieth, L., Solzbacher, F., Normann, R. A., et al. (2013) · Journal of Neural Engineering · doi:10.1088/1741-2560/10/4/045003 · Cited by 148 · see citing works
Ortiz-Catalan, M., Brånemark, R., Håkansson, B., & Delbeke, J. (2012) · BioMedical Engineering OnLine · doi:10.1186/1475-925x-11-33 · Cited by 144 · see citing works
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Homer, M. L., Nurmikko, A. V., Donoghue, J. P., & Hochberg, L. R. (2013) · Annual Review of Biomedical Engineering · doi:10.1146/annurev-bioeng-071910-124640 · Cited by 121 · see citing works
Self-citationPotter, K. A., Buck, A. C., Self, W. K., Callanan, M. E., Sunil, S., & Capadona, J. R. (2013) · Biomaterials · doi:10.1016/j.biomaterials.2013.05.035 · Cited by 129 · see citing works
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McGlynn, E., Nabaei, V., Ren, E., Galeote‐Checa, G., Das, R., Curia, G., & Heidari, H. (2021) · Advanced Science · doi:10.1002/advs.202002693 · Cited by 115 · see citing works
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Markowitz, D. A., Wong, Y. T., Gray, C. M., & Pesaran, B. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.4165-11.2011 · Cited by 110 · see citing works
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Woeppel, K., Hughes, C., Herrera, A. J., Eles, J. R., Tyler-Kabara, E. C., Gaunt, R. A., Collinger, J. L., & Cui, X. T. (2021) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2021.759711 · Cited by 90 · see citing works
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Rubin, D. B., Ajiboye, A. B., Barefoot, L., Bowker, M., Cash, S. S., Chen, D., Donoghue, J. P., Eskandar, E. N., Friehs, G., Grant, C., et al. (2023) · Neurology · doi:10.1212/wnl.0000000000201707 · Cited by 81 · see citing works
Self-citationClark, G. A., Wendelken, S., Page, D. M., Davis, T., Wark, H. A. C., Normann, R. A., Warren, D. J., & Hutchinson, D. T. (2014) · 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society · doi:10.1109/embc.2014.6944001 · Cited by 78 · see citing works
Robust and accurate decoding of hand kinematics from entire spiking activity using deep learning
Ahmadi, N., Constandinou, T. G., & Bouganis, C.-S. (2021) · Journal of Neural Engineering · doi:10.1088/1741-2552/abde8a · Cited by 69 · see citing works
Bullard, A. J., Hutchison, B. C., Lee, J., Chestek, C. A., & Patil, P. G. (2020) · Neuromodulation: Technology at the Neural Interface · doi:10.1111/ner.13069 · Cited by 65 · see citing works
Long-term recording reliability of liquid crystal polymer <i>µ</i> ECoG arrays
Woods, V., Trumpis, M., Bent, B., Palopoli-Trojani, K., Chiang, C.-H., Wang, C., Yu, C., Insanally, M. N., Froemke, R. C., & Viventi, J. (2018) · Journal of Neural Engineering · doi:10.1088/1741-2552/aae39d · Cited by 63 · see citing works
Intrafascicular stimulation of monkey arm nerves evokes coordinated grasp and sensory responses
Ledbetter, N. M., Ethier, C., Oby, E. R., Hiatt, S. D., Wilder, A. M., Ko, J. H., Agnew, S. P., Miller, L. E., & Clark, G. A. (2013) · Journal of Neurophysiology · doi:10.1152/jn.00688.2011 · Cited by 69 · see citing works
Recording and decoding for neural prostheses
Warren, D. J., Kellis, S., Nieveen, J. G., Wendelken, S. M., Dantas, H., Davis, T. S., Hutchinson, D. T., Normann, R. A., Clark, G. A., & Mathews, V. J. (2016) · Proceedings of the IEEE · doi:10.1109/jproc.2015.2507180 · Cited by 52 · see citing works
Patel, P. R., Welle, E. J., Letner, J. G., Shen, H., Bullard, A. J., Caldwell, C. M., Vega-Medina, A., Richie, J. M., Thayer, H. E., Patil, P. G., et al. (2023) · Journal of Neural Engineering · doi:10.1088/1741-2552/acab86 · Cited by 49 · see citing works
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Kunz, E. M., Abramovich Krasa, B., Kamdar, F., Avansino, D. T., Hahn, N., Yoon, S., Singh, A., Nason-Tomaszewski, S. R., Card, N. S., Jude, J. J., et al. (2025) · Cell · doi:10.1016/j.cell.2025.06.015 · Cited by 55 · see citing works
“Such an approach could be preferred by some BCI users with partial paralysis since attempted speech requires activation of orofacial muscles and breath control that can be fatiguing and produces distracting vocalizations.”
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Kim, Y.-T., & Romero-Ortega, M. I. (2012) · MRS Bulletin · doi:10.1557/mrs.2012.99 · Cited by 47 · see citing works
Modality-Specific Axonal Regeneration: Toward Selective Regenerative Neural Interfaces
Lotfi, P., Garde, K., Chouhan, A. K., Bengali, E., & Romero-Ortega, M. I. (2011) · Frontiers in Neuroengineering · doi:10.3389/fneng.2011.00011 · Cited by 42 · see citing works
BRAND: a platform for closed-loop experiments with deep network models
Ali, Y. H., Bodkin, K., Rigotti-Thompson, M., Patel, K., Card, N. S., Bhaduri, B., Nason-Tomaszewski, S. R., Mifsud, D. M., Hou, X., Nicolas, C., et al. (2024) · Journal of Neural Engineering · doi:10.1088/1741-2552/ad3b3a · Cited by 32 · see citing works
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Hettick, M., Ho, E., Poole, A. J., Monge, M., Papageorgiou, D., Takahashi, K., LaMarca, M., Trietsch, D., Reed, K., Murphy, M., et al. (2022) · doi:10.1101/2022.01.02.474656 · Cited by 31 · see citing works
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Christie, B. P., Ashmont, K. R., House, P. A., & Greger, B. (2016) · Journal of Neural Engineering · doi:10.1088/1741-2560/13/2/025003 · Cited by 26 · see citing works
An accurate and rapidly calibrating speech neuroprosthesis
Card, N. S., Wairagkar, M., Iacobacci, C., Hou, X., Singer-Clark, T., Willett, F. R., Kunz, E. M., Fan, C., Vahdati Nia, M., Deo, D. R., et al. (2023) · doi:10.1101/2023.12.26.23300110 · Cited by 244 · see citing works
Self-citationWillett, F. R., Murphy, B. A., Memberg, W. D., Blabe, C. H., Pandarinath, C., Walter, B. L., Sweet, J. A., Miller, J. P., Henderson, J. M., Shenoy, K. V., et al. (2017) · Journal of Neural Engineering · doi:10.1088/1741-2552/aa5990 · Cited by 16 · see citing works
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Thomas, W. M., Leber, M., Crew, J., & Warren, D. J. (2022) · 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) · doi:10.1109/embc48229.2022.9871237 · Cited by 5 · see citing works
Capacitive feedthroughs for medical implants
Grob, S., Tass, P. A., & Hauptmann, C. (2016) · Frontiers in Neuroscience · doi:10.3389/fnins.2016.00404 · Cited by 3 · see citing works
- Authors
- Simeral, J. D., Kim, S.-P., Black, M. J., Donoghue, J. P., & Hochberg, L. R.
- Affiliations
- Brown University (US)
- Brigham and Women's Hospital (US)
- Corresponding author
- Simeral, J D
- Venue
- Journal of Neural Engineering
- Publisher
- IOP Publishing
- Published
- 2011-03-24
- Volume
- 8
- Issue
- 2
- Pages
- 025027
- ISSN
- 1741-2552 (ISSN-L)
- 1741-2560
- PMC
- PMC3715131
- OpenAlex
- W2149331527
- Cited by
- 496
- References
- 94
- Citations by year
- 2026: 10 · 2025: 22 · 2024: 25 · 2023: 21 · 2022: 25 · 2021: 47 · 2020: 24 · 2019: 33 · 2018: 29 · 2017: 39 · 2016: 37 · 2015: 31 · 2014: 54 · 2013: 47 · 2012: 43
- FWCI
- 20.26
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Neural Engineering (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Max Planck Institute for Plasma Physics (submittedVersion, cc-by)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Scholarworks@UNIST (Ulsan National Institute of Science and Technology) (submittedVersion)
- Funders
- National Institutes of Health (n01hd53403-6-0-1)
- U.S. Public Health Service (C06 16549-01A1)
- National Institute on Deafness and Other Communication Disorders (R01DC009899)
- National Institute of Neurological Disorders and Stroke (NS-25074, R37NS025074, R01NS025074)
- National Institute of Biomedical Imaging and Bioengineering (R01EB007401)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (RC1HD063931, N01 HD053403)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neural Engineering
- Life Sciences › Neuroscience › Cognitive Neuroscience › EEG and Brain-Computer Interfaces
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Keywords
- intracortical microelectrode arrays, neural interfaces, tetraplegia, chronic implantation, motor cortex, electrode impedance, local field potentials, neural prosthesis, brainstem infarction
- MeSH terms
- Brain, Electrodes, Implanted, Electroencephalography, Evoked Potentials, Female, Humans, Imagination, Microelectrodes, Middle Aged, Quadriplegia, User-Computer Interface, Treatment Outcome
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