nips nips2010 nips2010-57 nips2010-57-reference knowledge-graph by maker-knowledge-mining
Source: pdf
Author: Yuzong Liu, Mohit Sharma, Charles Gaona, Jonathan Breshears, Jarod Roland, Zachary Freudenburg, Eric Leuthardt, Kilian Q. Weinberger
Abstract: Several motor related Brain Computer Interfaces (BCIs) have been developed over the years that use activity decoded from the contralateral hemisphere to operate devices. Contralateral primary motor cortex is also the region most severely affected by hemispheric stroke. Recent studies have identified ipsilateral cortical activity in planning of motor movements and its potential implications for a stroke relevant BCI. The most fundamental functional loss after a hemispheric stroke is the loss of fine motor control of the hand. Thus, whether ipsilateral cortex encodes finger movements is critical to the potential feasibility of BCI approaches in the future. This study uses ipsilateral cortical signals from humans (using ECoG) to decode finger movements. We demonstrate, for the first time, successful finger movement detection using machine learning algorithms. Our results show high decoding accuracies in all cases which are always above chance. We also show that significant accuracies can be achieved with the use of only a fraction of all the features recorded and that these core features are consistent with previous physiological findings. The results of this study have substantial implications for advancing neuroprosthetic approaches to stroke populations not currently amenable to existing BCI techniques. 1
[1] H. Aizawa, H. Mushiake, M. Inase, and J. Tanji. An output zone of the monkey primary motor cortex specialized for bilateral hand movement. Experimental Brain Research, 82(1):219–221, 1990.
[2] M. Alamgir, M. Grosse-Wentrup, and Y. Altun. Multitask learning for brain-computer interfaces. Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics, 9:17–24, 2010.
[3] C. Brinkman and R. Porter. Supplementary motor area in the monkey: activity of neurons during performance of a learned motor task. Journal of Neurophysiology, 42(3):681, 1979.
[4] E. Buch, C. Weber, L. Cohen, C. Braun, M. Dimyan, T. Ard, J. Mellinger, A. Caria, S. Soekadar, A. Fourkas, et al. Think to move: a neuromagnetic brain-computer interface (BCI) system for chronic stroke. Stroke, 39(3):910, 2008.
[5] R. Caruana. Multitask learning. Machine learning, 28:41–75, 1997.
[6] P. Cisek, D. Crammond, and J. Kalaska. Neural activity in primary motor and dorsal premotor cortex in reaching tasks with the contralateral versus ipsilateral arm. Journal of neurophysiology, 89(2):922, 2003.
[7] C. Cortes and V. Vapnik. Support-vector networks. Machine learning, 20(3):273–297, 1995.
[8] K. Crammer and Y. Singer. On the algorithmic implementation of multiclass kernel-based vector machines. The Journal of Machine Learning Research, 2:265–292, 2002.
[9] T. Evgeniou and M. Pontil. Regularized multi–task learning. In KDD, pages 109–117, 2004.
[10] P. Fox, J. Perlmutter, and M. Raichle. A stereotactic method of anatomical localization for positron emission tomography. Journal of Computer Assisted Tomography, 9(1):141, 1985.
[11] W. Freeman, M. Holmes, B. Burke, and S. Vanhatalo. Spatial spectra of scalp eeg and emg from awake humans. Clinical Neurophysiology, 114(6):1053–1068, 2003.
[12] A. Georgopoulos, J. Kalaska, R. Caminiti, and J. Massey. On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex. Journal of Neuroscience, 2(11):1527, 1982.
[13] C. Gerloff, K. Bushara, A. Sailer, E. Wassermann, R. Chen, T. Matsuoka, D. Waldvogel, G. Wittenberg, K. Ishii, L. Cohen, et al. Multimodal imaging of brain reorganization in motor areas of the contralesional hemisphere of well recovered patients after capsular stroke. Brain, 129(3):791, 2006.
[14] L. Hochberg, M. Serruya, G. Friehs, J. Mukand, M. Saleh, A. Caplan, A. Branner, D. Chen, R. Penn, and J. Donoghue. Neuronal ensemble control of prosthetic devices by a human with tetraplegia. Nature, 442(7099):164–171, 2006. 8
[15] H. Johansen-Berg, M. Rushworth, M. Bogdanovic, U. Kischka, S. Wimalaratna, and P. Matthews. The role of ipsilateral premotor cortex in hand movement after stroke. Proceedings of the National Academy of Sciences, 99(22):14518, 2002.
[16] M. Just, V. Cherkassky, S. Aryal, and T. Mitchell. A neurosemantic theory of concrete noun representation based on the underlying brain codes. 2010.
[17] E. Leuthardt, Z. Freudenberg, D. Bundy, and J. Roland. Microscale recording from human motor cortex: implications for minimally invasive electrocorticographic brain-computer interfaces. Journal of Neurosurgery: Pediatrics, 27(1), 2009.
[18] K. Miller, S. Makeig, A. Hebb, R. Rao, M. Dennijs, and J. Ojemann. Cortical electrode localization from x-rays and simple mapping for electrocorticographic research: The. Journal of neuroscience methods, 162(1-2):303–308, 2007.
[19] D. Moran and A. Schwartz. Motor cortical representation of speed and direction during reaching. Journal of Neurophysiology, 82(5):2676, 1999.
[20] H. Nakayama, H. Jørgensen, H. Raaschou, and T. Olsen. Recovery of upper extremity function in stroke patients: the copenhagen stroke study. Archives of physical medicine and rehabilitation, 75(4):394, 1994.
[21] J. Newton, A. Sunderland, and P. Gowland. fmri signal decreases in ipsilateral primary motor cortex during unilateral hand movements are related to duration and side of movement. Neuroimage, 24(4):1080–1087, 2005.
[22] R. Nyberg-Hansen and A. Brodal. Sites of termination of corticospinal fibers in the cat. an experimental study with silver impregnation methods. The Journal of Comparative Neurology, 120(3):369–391, 2004.
[23] S. Petersen, P. Fox, M. Posner, M. Mintum, and M. Raichle. Positron emission tomographic studies of the cortical anatomy of single-word processing. Cognitive psychology: key readings, page 109, 2004.
[24] G. Pfurtscheller and A. Aranibar. Event-related cortical desynchronization detected by power measurements of scalp EEG* 1. Electroencephalography and Clinical Neurophysiology, 42(6):817–826, 1977.
[25] G. Pfurtscheller, C. Guger, G. Muller, G. Krausz, and C. Neuper. Brain oscillations control hand orthosis in a tetraplegic. Neuroscience letters, 292(3):211–214, 2000.
[26] S. Ryali and V. Menon. Feature selection and classification of fmri data using logistic regression with l1 norm regularization. NeuroImage, 47:S57, 2009.
[27] G. Schalk, D. McFarland, T. Hinterberger, N. Birbaumer, and J. Wolpaw. Bci2000: a general-purpose brain-computer interface system. IEEE Transactions on Biomedical Engineering, 51(6):1034–1043, 2004.
[28] R. Seitz, P. Hoflich, F. Binkofski, L. Tellmann, H. Herzog, and H. Freund. Role of the premotor cortex in recovery from middle cerebral artery infarction. Archives of neurology, 55(8):1081, 1998.
[29] H. Shibasaki and M. Kato. Movement-associated cortical potentials with unilateral and bilateral simultaneous hand movement. Journal of Neurology, 208(3):191–199, 1975.
[30] R. Srinivasan, P. Nunez, R. Silberstein, E. Inc, and O. Eugene. Spatial filtering and neocortical dynamics: estimates of eeg coherence. IEEE Transactions on Biomedical Engineering, 45(7):814–826, 1998.
[31] C. Tallon-Baudry. Oscillatory synchrony and human visual cognition. Journal of Physiology-Paris, 97(2-3):355–363, 2003.
[32] J. Tanji, K. Okano, and K. Sato. Neuronal activity in cortical motor areas related to ipsilateral, contralateral, and bilateral digit movements of the monkey. Journal of neurophysiology, 60(1):325, 1988.
[33] I. Tarkka and M. Hallett. Cortical topography of premotor and motor potentials preceding self-paced, voluntary movement of dominant and non-dominant hands. Electroencephalography and Clinical Neurophysiology, 75(1-2):36–43, 1990.
[34] D. Taylor and A. Schwartz. Direct cortical control of 3d neuroprosthetic devices. Aug. 17 2004. US Patent App. 10/495,207.
[35] A. Turton, S. Wroe, N. Trepte, C. Fraser, and R. Lemon. Contralateral and ipsilateral emg responses to transcranial magnetic stimulation during recovery of arm and hand function after stroke. Electroencephalography and Clinical Neurophysiology/Electromyography and Motor Control, 101(4):316–328, 1996.
[36] T. Verstynen, J. Diedrichsen, N. Albert, P. Aparicio, and R. Ivry. Ipsilateral motor cortex activity during unimanual hand movements relates to task complexity. Journal of Neurophysiology, 93(3):1209, 2005.
[37] C. Weiller, F. Chollet, K. Friston, R. Wise, and R. Frackowiak. Functional reorganization of the brain in recovery from striatocapsular infarction in man. Annals of Neurology, 31(5):463–472, 2004.
[38] K. Wisneski, N. Anderson, G. Schalk, M. Smyth, D. Moran, and E. Leuthardt. Unique cortical physiology associated with ipsilateral hand movements and neuroprosthetic implications. Stroke, 39(12):3351, 2008.
[39] J. Wolpaw, N. Birbaumer, D. McFarland, G. Pfurtscheller, and T. Vaughan. Brain-computer interfaces for communication and control. Clinical neurophysiology, 113(6):767–791, 2002.
[40] J. Wolpaw and D. McFarland. Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proceedings of the National Academy of Sciences of the United States of America, 101(51):17849, 2004. 9