Neural feedback for instantaneous spatiotemporal modulation of afferent pathways in bi-directional brain-machine interfaces

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 19, Issue 5, 2011, Pages 521-533

  Liu, Jianbo ^a   Khalil, Hassan K ^a   Oweiss, Karim G ^a  

^a Michigan State University   (United States)

Author keywords

Bi directional brain machine interface (BMI); feedback control; multichannel microstimulation; multiple input multiple output systems; spatiotemporal activity; thalamocortical networks

Indexed keywords

BRAIN MACHINE INTERFACE; MULTI-CHANNEL; MULTIPLE-INPUT MULTIPLE-OUTPUT SYSTEMS; SPATIOTEMPORAL ACTIVITY; THALAMO-CORTICAL NETWORK;

BRAIN; CLOSED LOOP CONTROL SYSTEMS; FEEDBACK CONTROL; MIMO SYSTEMS; STATE FEEDBACK;

NEURAL NETWORKS;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; BRAIN; COMPUTER INTERFACE; COMPUTER SIMULATION; DEPTH PERCEPTION; ELECTRONICS; ELECTROSTIMULATION; FEEDBACK SYSTEM; HUMAN; PHYSIOLOGY; PYRAMIDAL NERVE CELL; SENSORY NERVE; SOMATOSENSORY CORTEX; THALAMUS; TIME PERCEPTION;

AFFERENT PATHWAYS; ALGORITHMS; BRAIN; COMPUTER SIMULATION; ELECTRIC STIMULATION; ELECTRONICS; FEEDBACK, PHYSIOLOGICAL; HUMANS; MODELS, NEUROLOGICAL; NEURAL NETWORKS (COMPUTER); PYRAMIDAL CELLS; SOMATOSENSORY CORTEX; SPACE PERCEPTION; THALAMUS; TIME PERCEPTION; USER-COMPUTER INTERFACE;

EID: 80054058050     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2011.2162003     Document Type: Article

References (54)

1. P. Marchettini, D. A. Simone, G. Caputi, and J. Ochoa, "Pain from excitation of identified muscle nociceptors in humans," Brain Res., vol. 740, no. 1-2, pp. 109-116, 1996. (Pubitemid 26411289)
2. R. Romo, A. Hernández, A. Zainos, C. D. Brody, and L. Lemus, "Sensing without touching: Psychophysical performance based on cortical microstimulation," Neuron, vol. 26, no. 1, pp. 273-278, 2000.
3. A. R. Houweling and M. Brecht, "Behavioural report of single neuron stimulation in somatosensory cortex," Nature, vol. 451, no. 7174, pp. 65-68, 2008.
4. K. Davis, Z. Kiss, L. Luo, A. L. R. R. Tasker, and J. Dostrovsky, "Phantom sensations generated by thalamic microstimulation," Nature, vol. 391, pp. 385-387, 1998. (Pubitemid 28093511)
5. S. Ohara and F. A. Lenz, "Medial lateral extent of thermal and pain sensations evoked by microstimulation in somatic sensory nuclei of human thalamus," J. Neurophysiol., vol. 90, no. 4, pp. 2367-2377, 2003. (Pubitemid 37266505)
6. M. A. Lebedev and M. A. Nicolelis, "Brain-machine interfaces: Past, present and future," Trends Neurosci., vol. 29, no. 9, pp. 536-546, 2006. (Pubitemid 44291817)
7. M. S. A. Graziano, "Where is my arm? The relative role of vision and proprioception in the neuronal representation of limb position," Proc. Nat. Acad. Sci. USA, vol. 96, no. 18, pp. 10418-10421, 1999. (Pubitemid 29422573)
8. S. Monaco, G. Króliczak, D. Quinlan, P. Fattori, C. Galletti, M. Goodale, and J. Culham, "Contribution of visual and proprioceptive information to the precision of reaching movements," Exp. Brain Res., vol. 202, pp. 15-32, 2010.
9. N. A. Fitzsimmons, W. Drake, T. L. Hanson, M. A. Lebedev, and M. A. L. Nicolelis, "Primate reaching cued by multichannel spatiotemporal cortical microstimulation," J. Neurosci., vol. 27, no. 21, pp. 5593-5602, 2007. (Pubitemid 350021077)
10. J. E. O'Doherty,M. Lebedev, T. L. Hanson, N. Fitzsimmons, and M. A. Nicolelis, "A brain-machine interface instructed by direct intracortical microstimulation," Frontiers Integrative Neurosci., vol. 3, 2009.
11. M. Aghagolzadeh, S. Eldawlatly, and K. Oweiss, "Synergestic coding by cortical neural ensembles," IEEE Trans. Inf. Theory, vol. 56, no. 2, pp. 875-889, Feb. 2010.
12. I. E. Ohiorhenuan, F. Mechler,K. P. Purpura, A. M. Schmid, Q. Hu, and J. D. Victor, "Sparse coding and high-order correlations in fine-scale cortical networks," Nature, vol. 466, no. 7306, pp. 617-621, 2010.
13. Q. Wang, R. M. Webber, and G. B. Stanley, "Thalamic synchrony and the adaptive gating of information flow to cortex," Nature Neurosci., vol. 13, no. 12, pp. 1534-1541, 2010.
14. C. C. Petersen, "The functional organization of the barrel cortex," Neuron, vol. 56, no. 2, pp. 339-355, Oct. 2007.
15. H. S. Meyer, V. C. Wimmer, M. Hemberger, R. M. Bruno, C. P. de Kock, A. Frick, B. Sakmann, and M. Helmstaedter, "Cell type-specific thalamic innervation in a column of rat vibrissal cortex," Cerebral Cortex, vol. 20, no. 10, pp. 2287-2303, 2010.
16. V. C. Wimmer, R. M. Bruno, C. P. de Kock, T. Kuner, and B. Sakmann, "Dimensions of a projection column and architecture of VPM and POm axons in rat vibrissal cortex," Cerebral Cortex, vol. 20, no. 10, pp. 2265-2276, 2010.
17. I. Timofeev, F. Grenier, M. Bazhenov, T. Sejnowski, and M. Steriade, "Origin of slow cortical oscillations in deafferented cortical slabs," Cerebral Cortex, vol. 10, no. 12, pp. 1185-1199, 2000.
18. M. Bazhenov, I. Timofeev, M. Steriade, and T. J. Sejnowski, "Cellular and network models for intrathalamic augmenting responses during 10-Hz stimulation," J. Neurophysiol., vol. 79, no. 5, pp. 2730-2748, 1998. (Pubitemid 28261654)
19. D. Golomb and Y. Amitai, "Propagating neuronal discharges in neocortical slices: Computational and experimental study," J. Neurophysiol., vol. 78, no. 3, pp. 1199-1211, 1997. (Pubitemid 27400663)
20. M. Bazhenov, I. Timofeev, M. Steriade, and T. J. Sejnowski, "Computational models of thalamocortical augmenting responses," J. Neurosci., vol. 18, no. 16, pp. 6444-6465, 1998. (Pubitemid 28373248)
21. M. Bazhenov, I. Timofeev, M. Steriade, and T. J. Sejnowski, "Model of thalamocortical slow-wave sleep oscillations and transitions to activated states," J. Neurosci., vol. 22, no. 19, pp. 8691-8704, 2002. (Pubitemid 35387610)
22. J. de la Rocha, B. Doiron, E. Shea-Brown, K. Josic, and A. Reyes, "Correlation between neural spike trains increases with firing rate," Nature, vol. 448, no. 7155, pp. 802-806, 2007. (Pubitemid 47266336)
23. L. Ljung, System Identification: Theory for the User, 2nd ed. Upper Saddle River, NJ: Prentice Hall, 1998.
24. I. Diester, M. T. Kaufman, M. Mogri, R. Pashaie, W. Goo, O. Yizhar, C. Ramakrishnan, K. Deisseroth, and K. V. Shenoy, "An optogenetic toolbox designed for primates," Nature Neurosci., vol. 14, no. 3, pp. 387-397, 2011.
25. H. Khalil, Nonlinear Systems, 3rd ed. Upper Saddle River, NJ: Prentice-Hall, 2002.
26. K. Zhou, J. C. Doyle, and K. Glover, Robust and Optimal Control. Upper Saddle River, NJ: Prentice-Hall., 1996.
27. J. Liu, H. K. Khalil, and K. G. Oweiss, "Model-based spatiotemporal analysis and control of a network of spiking basal ganglia neurons," in Proc. 5th Int. IEEE/EMBS Conf. Neural Eng., 2011, pp. 273-277.
28. J. Liu, H. K. Khalil, and K. G. Oweiss, "Model-based analysis and control of a network of basal ganglia spiking neurons in the normal and parkinsonian states," J. Neural Eng., vol. 8, no. 4, p. 045002, Aug. 2011.
29. S. Skogestad and I. Postlethwaite, Multivariable Feedback Control: Analysis and Design, 2nd ed. Hoboken, NJ: Wiley, 2005.
30. M. H. Histed, V. Bonin, and R. C. Reid, "Direct activation of sparse, distributed populations of cortical neurons by electrical microstimulation," Neuron, vol. 63, no. 4, pp. 508-522, 2009.
31. F. Rattay, "The basic mechanism for the electrical stimulation of the nervous system," Neuroscience, vol. 89, no. 2, pp. 335-346, 1999. (Pubitemid 29044318)
32. W. M. Grill and C. C. Mclntyre, "Extracellular excitation of central neurons: Implications for the mechanisms of deep brain stimulation," Thalamus Related Syst., vol. 1, pp. 269-277, 2001. (Pubitemid 33665036)
33. B. M. London, L. R. Jordan, C. R. Jackson, and L. E. Miller, "Electrical stimulation of the proprioceptive cortex (area 3a) used to instruct a behaving monkey," IEEE Trans. Neural Rehabil. Syst. Eng., vol. 16, no. 1, pp. 32-36, Feb. 2008. (Pubitemid 351264077)
34. G. Buzsaki, "Large-scale recording of neuronal ensembles," Nat. Neurosci., vol. 7, no. 5, pp. 446-451, 2004. (Pubitemid 38544574)
35. B. B. Averbeck, P. E. Latham, and A. Pouget, "Neural correlations, population coding and computation," Nature Rev. Neurosci., vol. 7, no. 5, pp. 358-366, May 2006.
36. J. W. Pillow, J. Shlens, L. Paninski, A. Sher, A. M. Litke, E. J. Chichilnisky, and E. P. Simoncelli, "Spatio-temporal correlations and visual signalling in a complete neuronal population," Nature, vol. 454, no. 7207, pp. 995-999, 2008.
37. G. Buzsaki, "Neural syntax: Cell assemblies, synapsembles, and readers," Neuron, vol. 68, no. 3, pp. 362-85, 2010.
38. S. Song, P. J. Sjostrom, M. Reigl, S. Nelson, and D. B. Chklovskii, "Highly nonrandom features of synaptic connectivity in local cortical circuits," PLoS Biol., vol. 3, no. 3, p. e68, Mar. 2005.
39. P. Bonifazi, M. Goldin, M. A. Picardo, I. Jorquera, A. Cattani, G. Bianconi, A. Represa, Y. Ben-Ari, and R. Cossart, "GABAergic hub neurons orchestrate synchrony in developing hippocampal networks," Science, vol. 326, no. 5958, pp. 1419-1424, 2009.
40. S. Eldawlatly and K. Oweiss, "Graphical models of functional and effective neuronal connectivity," in Statistical Signal Processing for Neuroscience and Neurotechnology, K. Oweiss, Ed. New York: Academic, 2010, pp. 129-174.
41. S. Eldawlatly and K. G. Oweiss, "Millisecond-timescale local network coding in the rat primary somatosensory cortex," PLoS ONE, vol. 6, no. 6, p. e21649, Jun. 2011.
42. D. A. Wagenaar and S. M. Potter, "Real-time multi-channel stimulus artifact suppression by local curve fitting," J. Neurosci. Methods, vol. 120, no. 2, pp. 113-120, 2002. (Pubitemid 35251906)
43. Y. Jimbo, N. Kasai, K. Torimitsu, T. Tateno, and H. Robinson, "A system for MEA-based multisite stimulation," IEEE Trans. Biomed. Eng., vol. 50, no. 2, pp. 241-248, Feb. 2003. (Pubitemid 36330922)
44. J. D. Rolston, R. E. Gross, and S. M. Potter, "A low-cost multielectrode system for data acquisition enabling real-time closed-loop processing with rapid recovery from stimulation artifacts," Frontiers Neuroeng., vol. 2, 2009.
45. E. Brown, J. Ross, R. Blum, Y. Nam, B. Wheeler, and S. DeWeerth, "Stimulus-artifact elimination in a multi-electrode system," Biomedical Circuits and Systems, IEEE Transactions on, vol. 2, no. 1, pp. 10-21, 2008. (Pubitemid 351649914)
46. S. J. Kiebel, J. Daunizeau, and K. J. Friston, "A hierarchy of time-scales and the brain," PLoS Comput Biol., vol. 4, no. 11, p. e1000209, Nov. 2008.
47. C. J. Honey, R. Kötter,M. Breakspear, and O. Sporns, "Network structure of cerebral cortex shapes functional connectivity on multiple time scales," Proceedings of the National Academy of Sciences, vol. 104, no. 24, pp. 10240-10245, 2007. (Pubitemid 47175293)
48. S. Eldawlatly, Y. Zhou, R. Jin, and K. G. Oweiss, "On the use of dynamic bayesian networks in reconstructing functional neuronal networks from spike train ensembles," Neural Computation, vol. 22, no. 1, pp. 158-189, 2010.
49. J. Ranck Jr., "Which elements are excited in electrical stimulation of mammalian central nervous system: A review," Brain Research, vol. 98, no. 3, pp. 417-440, 1975.
50. A. Dimoka, S. Courellis, G. Gholmieh, V. Marmarelis, and T. Berger, "Modeling the nonlinear properties of the in vitro hippocampal perforant path-dentate system using multielectrode array technology," Biomedical Engineering, IEEE Transactions on, vol. 55, no. 2, pp. 693-702, Feb. 2008.
51. T. W. Berger, J. L. Eriksson, D. A. Ciarolla, and R. J. Sclabassi, "Nonlinear systems analysis of the hippocampal perforant path-dentate projection. ii. effects of random impulse train stimulation," Journal of Neurophysiology, vol. 60, no. 3, pp. 1077-1094, 1988.
52. D. Song, R. Chan, V. Marmarelis, R. Hampson, S. Deadwyler, and T. Berger, "Nonlinear dynamic modeling of spike train transformations for hippocampal-cortical prostheses," Biomedical Engineering, IEEE Transactions on, vol. 54, no. 6, pp. 1053-1066, Jun. 2007. (Pubitemid 46815130)
53. J. M. Carmena, M. A. Lebedev, R. E. Crist, J. E. O'Doherty, D. M. Santucci, D. F. Dimitrov, P. G. Patil, C. S. Henriquez, and M. A. L. Nicolelis, "Learning to control a brain-machine interface for reaching and grasping by primates," PLoS Biol., vol. 1, no. 2, p. e42, Oct. 2003.
54. M. A. Lebedev, J. M. Carmena, J. E. O'Doherty, M. Zacksenhouse, C. S. Henriquez, J. C. Principe, and M. A. L. Nicolelis, "Cortical ensemble adaptation to represent velocity of an artificial actuator controlled by a brain-machine interface," J. Neurosci., vol. 25, no. 19, pp. 4681-4693, 2005. (Pubitemid 40664117)