Detection of Error Related Neuronal Responses Recorded by Electrocorticography in Humans during Continuous Movements

PLoS ONE

Volumn 8, Issue 2, 2013, Pages

  Milekovic, Tomislav ^a,b,d   Ball, Tonio ^a,c   Schulze Bonhage, Andreas ^a,c   Aertsen, Ad ^a   Mehring, Carsten ^a,b  

^a UNIVERSITY OF FREIBURG   (Germany)

^b IMPERIAL COLLEGE LONDON   (United Kingdom)

^c UNIVERSITY OF FREIBURG   (Germany)

^d BROWN UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; ARTIFACT REDUCTION; BRAIN COMPUTER INTERFACE; CASE REPORT; CONTINUOUS MOVEMENT; ELECTROCORTICOGRAPHY; ELECTRODE IMPLANT; EPILEPSY; ERROR DETECTION; FEMALE; HUMAN; LEARNING ALGORITHM; MALE; MEASUREMENT ACCURACY; MEASUREMENT ERROR; MOVEMENT (PHYSIOLOGY); NERVE POTENTIAL; SIGNAL DETECTION; SIGNAL PROCESSING;

ALGORITHMS; BRAIN-COMPUTER INTERFACES; CEREBRAL CORTEX; ELECTRODES, IMPLANTED; ELECTROENCEPHALOGRAPHY; HUMANS; MOVEMENT; NEURONS; PROSTHESES AND IMPLANTS; PSYCHOMOTOR PERFORMANCE;

EID: 84873261516     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0055235     Document Type: Article

References (88)

1. Velliste M, Perel S, Spalding C, Whitford A, Schwartz A, (2008) Cortical control of a prosthetic arm for self-feeding. Nature 453: 1098-1101.
2. Koyama S, Chase SM, Whitford AS, Velliste M, Schwartz AB, et al. (2010) Comparison of brain-computer interface decoding algorithms in open-loop and closed-loop control. J Comput Neurosci 29: 73-87.
3. Kim SP, Simeral JD, Hochberg LR, Donoghue JP, Black MJ, (2008) Neural control of computer cursor velocity by decoding motor cortical spiking activity in humans with tetraplegia. J Neural Eng 5: 455-476.
4. Schalk G, Wolpaw JR, McFarland DJ, Pfurtscheller G, (2000) EEG-based communication: presence of an error potential. Clinical neurophysiology: official journal of the International Federation of Clinical Neurophysiology 111: 2138-2144.
5. Parra L, Spence C, Gerson A, Sajda P, (2003) Response error correction-a demonstration of improved human-machine performance using real-time EEG monitoring. IEEE transactions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society 11: 173-177.
6. Blankertz B, Dornhege G, Schäfer C, Krepki R, Kohlmorgen J, et al. (2003) Boosting bit rates and error detection for the classification of fast-paced motor commands based on single-trial EEG analysis. IEEE transactions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society 11: 127-131.
7. Schmidt NM, Blankertz B, Treder MS, (2012) Online detection of error-related potentials boosts the performance of mental typewriters. Bmc Neuroscience 13: 19.
8. Carmena JM, Lebedev MA, Crist RE, O'Doherty JE, Santucci DM, et al. (2003) Learning to control a brain-machine interface for reaching and grasping by primates. PLoS Biol 1: E42.
9. Hochberg LR, Serruya MD, Friehs GM, Mukand JA, Saleh M, et al. (2006) Neuronal ensemble control of prosthetic devices by a human with tetraplegia. Nature 442: 164-171.
10. Hochberg LR, Bacher D, Jarosiewicz B, Masse NY, Simeral JD, et al. (2012) Reach and grasp by people with tetraplegia using a neurally controlled robotic arm. Nature 485: 372-375.
11. Simeral JD, Kim SP, Black MJ, Donoghue JP, Hochberg LR, (2011) Neural control of cursor trajectory and click by a human with tetraplegia 1000 days after implant of an intracortical microelectrode array. J Neural Eng 8: 025027.
12. Rotermund D, Ernst U, Pawelzik K, (2006) Towards on-line adaptation of neuro-prostheses with neuronal evaluation signals. Biological cybernetics 95: 243-257.
13. Blumberg J, Rickert J, Waldert S, Schulze-Bonhage A, Aertsen A, et al. (2007) Adaptive classification for brain computer interfaces. Conf Proc IEEE Eng Med Biol Soc 2007: 2536-2539.
14. Diedrichsen J, Hashambhoy Y, Rane T, Shadmehr R, (2005) Neural correlates of reach errors. The Journal of neuroscience: the official journal of the Society for Neuroscience 25: 9919-9931.
15. Krigolson OE, Holroyd CB, (2007) Hierarchical error processing: different errors, different systems. Brain Res 1155: 70-80.
16. Milekovic T, Ball T, Schulze-Bonhage A, Aertsen A, Mehring C, (2012) Error-related electrocorticographic activity in humans during continuous movements. J Neural Eng 9: 026007.
17. Krigolson O, Holroyd C, Van Gyn G, Heath M, (2008) Electroencephalographic correlates of target and outcome errors. Experimental brain research Experimentelle Hirnforschung Expérimentation cérébrale 190: 401-411.
18. Krigolson OE, Holroyd CB, (2006) Evidence for hierarchical error processing in the human brain. Neuroscience 137: 13-17.
19. Krigolson OE, Holroyd CB, (2007) Predictive information and error processing: the role of medial-frontal cortex during motor control. Psychophysiology 44: 586-595.
20. Moran D, (2010) Evolution of brain-computer interface: action potentials, local field potentials and electrocorticograms. Current Opinion in Neurobiology 20: 741-745.
21. Schalk G, (2010) Can Electrocorticography (ECoG) Support Robust and Powerful Brain-Computer Interfaces? Front Neuroeng 3: 9.
22. Schalk G, Leuthardt EC, (2011) Brain-Computer Interfaces Using Electrocorticographic Signals. Biomedical Engineering, IEEE Reviews in 4: 140-154.
23. Schalk G, Miller KJ, Anderson NR, Wilson JA, Smyth MD, et al. (2008) Two-dimensional movement control using electrocorticographic signals in humans. J Neural Eng 5: 75-84.
24. Chao ZC, Nagasaka Y, Fujii N, (2010) Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys. Front Neuroengineering 3: 3.
25. Kubanek J, Miller KJ, Ojemann JG, Wolpaw JR, Schalk G, (2009) Decoding flexion of individual fingers using electrocorticographic signals in humans. J Neural Eng 6: 066001.
26. Pistohl T, Schulze-Bonhage A, Aertsen A, Mehring C, Ball T, (2012) Decoding natural grasp types from human ECoG. NeuroImage 59: 248-260.
27. Solis-Escalante T, Muller-Putz G, Pfurtscheller G, (2008) Overt foot movement detection in one single Laplacian EEG derivation. J Neurosci Methods 175: 148-153.
28. Riffenburgh RH (2006) Statistics in medicine. Amsterdam; London: Elsevier Academic Press.
29. MacKay DJC (2003) Information theory, inference, and learning algorithms. Cambridge, UK; New York: Cambridge University Press. xii, 628 p.
30. Coombs CH, Dawes RM, Tversky A (1970) Mathematical psychology. An elementary introduction. [By] Clyde H. Coombs. Robin M. Dawes. Amos Tversky: Englewood Cliffs, New Jersey: Prentice-Hall.
31. Treves A, Panzeri S, (1995) The Upward Bias in Measures of Information Derived from Limited Data Samples. Neural Computation 7: 399-407.
32. Victor JD, (2000) Asymptotic bias in information estimates and the exponential (Bell) polynomials. Neural Computation 12: 2797-2804.
33. Savitzky A, Golay MJE, (1964) Smoothing and Differentiation of Data by Simplified Least Squares Procedures. Analytical Chemistry 36: 1627-1639.
34. Steinier J, Termonia Y, Deltour J, (1972) Smoothing and Differentiation of Data by Simplified Least Square Procedure. Analytical Chemistry 44: 1906-1909.
35. Schafer RW, (2011) What Is a Savitzky-Golay Filter? Ieee Signal Processing Magazine 28: 111-117.
36. Friedman JH, (1989) Regularized Discriminant-Analysis. Journal of the American Statistical Association 84: 165-175.
37. Moore DS, McCabe GP, Craig B (2009) Introduction to the practice of statistics. Basingstoke: W.H.Freeman.
38. Bohm G, Zech G (2010) Introduction to statistics and data analysis for physicists. Verlag Deutsches Elektronen-Synchrotron.
39. Wong CH, Birkett J, Byth K, Dexter M, Somerville E, et al. (2009) Risk factors for complications during intracranial electrode recording in presurgical evaluation of drug resistant partial epilepsy. Acta Neurochir (Wien) 151: 37-50.
40. Ball T, Schulze-Bonhage A, Aertsen A, Mehring C, (2009) Differential representation of arm movement direction in relation to cortical anatomy and function. J Neural Eng 6: 016006.
41. Wang W, Degenhart AD, Collinger JL, Vinjamuri R, Sudre GP, et al. (2009) Human motor cortical activity recorded with Micro-ECoG electrodes, during individual finger movements. Conf Proc IEEE Eng Med Biol Soc 2009: 586-589.
42. Crone NE, Sinai A, Korzeniewska A, (2006) High-frequency gamma oscillations and human brain mapping with electrocorticography. Prog Brain Res 159: 275-295.
43. Leuthardt EC, Schalk G, Wolpaw JR, Ojemann JG, Moran DW, (2004) A brain-computer interface using electrocorticographic signals in humans. J Neural Eng 1: 63-71.
44. Wisneski KJ, Anderson N, Schalk G, Smyth M, Moran D, et al. (2008) Unique cortical physiology associated with ipsilateral hand movements and neuroprosthetic implications. Stroke 39: 3351-3359.
45. Crone NE, Miglioretti DL, Gordon B, Lesser RP, (1998) Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. II. Event-related synchronization in the gamma band. Brain 121 (Pt 12): 2301-2315.
46. Crone NE, Miglioretti DL, Gordon B, Sieracki JM, Wilson MT, et al. (1998) Functional mapping of human sensorimotor cortex with electrocorticographic spectral analysis. I. Alpha and beta event-related desynchronization. Brain 121 (Pt 12): 2271-2299.
47. Ray S, Niebur E, Hsiao SS, Sinai A, Crone NE, (2008) High-frequency gamma activity (80-150 Hz) is increased in human cortex during selective attention. Clin Neurophysiol 119: 116-133.
48. Crone NE, Boatman D, Gordon B, Hao L, (2001) Induced electrocorticographic gamma activity during auditory perception. Brazier Award-winning article, 2001. Clin Neurophysiol 112: 565-582.
49. Boatman-Reich D, Franaszczuk PJ, Korzeniewska A, Caffo B, Ritzl EK, et al. (2010) Quantifying auditory event-related responses in multichannel human intracranial recordings. Front Comput Neurosci 4: 4.
50. Jerbi K, Ossandon T, Hamame CM, Senova S, Dalal SS, et al. (2009) Task-related gamma-band dynamics from an intracerebral perspective: review and implications for surface EEG and MEG. Hum Brain Mapp 30: 1758-1771.
51. Lachaux JP, Rudrauf D, Kahane P, (2003) Intracranial EEG and human brain mapping. J Physiol Paris 97: 613-628.
52. Jensen O, Kaiser J, Lachaux JP, (2007) Human gamma-frequency oscillations associated with attention and memory. Trends Neurosci 30: 317-324.
53. Lee HC, van Drongelen W, McGee AB, Frim DM, Kohrman MH, (2007) Comparison of seizure detection algorithms in continuously monitored pediatric patients. J Clin Neurophysiol 24: 137-146.
54. Rana P, Lipor J, Lee H, van Drongelen W, Kohrman M, et al. (2012) Seizure Detection using the Phase-Slope Index and Multichannel ECoG. Biomedical Engineering, IEEE Transactions on PP: 1-1.
55. Meier R, Dittrich H, Schulze-Bonhage A, Aertsen A, (2008) Detecting epileptic seizures in long-term human EEG: a new approach to automatic online and real-time detection and classification of polymorphic seizure patterns. J Clin Neurophysiol 25: 119-131.
56. Levine SP, Huggins JE, BeMent SL, Kushwaha RK, Schuh LA, et al. (2000) A direct brain interface based on event-related potentials. IEEE Trans Rehabil Eng 8: 180-185.
57. Bashashati A, Ward RK, Birch GE (2007) Towards development of a 3-state self-paced brain-computer interface. Comput Intell Neurosci: 84386.
58. Hwang EJ, Andersen RA, (2009) Brain control of movement execution onset using local field potentials in posterior parietal cortex. J Neurosci 29: 14363-14370.
59. Awwad Shiekh Hasan B, Gan JQ, (2010) Unsupervised movement onset detection from EEG recorded during self-paced real hand movement. Med Biol Eng Comput 48: 245-253.
60. Achtman N, Afshar A, Santhanam G, Yu BM, Ryu SI, et al. (2007) Free-paced high-performance brain-computer interfaces. J Neural Eng 4: 336-347.
61. Sokolova M, Japkowicz N, Szpakowicz S (2006) Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation. AI 2006: Advances in Artificial Intelligence %6: 1015-1021%&.
62. Kirkeby BS, Robinson MD, (2005) Impulsive behavior and stimulus-response variability in choice reaction time. Journal of Research in Personality 39: 263-277.
63. Bechtereva NP, Shemyakina NV, Starchenko MG, Danko SG, Medvedev SV, (2005) Error detection mechanisms of the brain: background and prospects. International journal of psychophysiology: official journal of the International Organization of Psychophysiology 58: 227-234.
64. van Veen V, Carter CS, (2006) Error detection, correction, and prevention in the brain: a brief review of data and theories. Clin EEG Neurosci 37: 330-335.
65. Jocham G, Ullsperger M, (2009) Neuropharmacology of performance monitoring. Neurosci Biobehav Rev 33: 48-60.
66. Falkenstein M, Hohnsbein J, Hoormann J, Blanke L, (1991) Effects of crossmodal divided attention on late ERP components. II. Error processing in choice reaction tasks. Electroencephalogr Clin Neurophysiol 78: 447-455.
67. Gehring W, Goss B, Coles M, Meyer D, Donchin E, (1993) A neural system for error detection and compensation. Psychological Science 4: 385-390.
68. Miltner WHR, Braun CH, Coles MGH, (1997) Event-Related Brain Potentials Following Incorrect Feedback in a Time-Estimation Task: Evidence for a "Generic" Neural System for Error Detection. Journal of Cognitive Neuroscience 9: 788-798.
69. van Schie HT, Mars RB, Coles MG, Bekkering H, (2004) Modulation of activity in medial frontal and motor cortices during error observation. Nat Neurosci 7: 549-554.
70. Ferrez P, del R Millan J, (2008) Error-related EEG potentials generated during simulated brain-computer interaction. IEEE transactions on bio-medical engineering 55: 923-929.
71. Koelewijn T, van Schie H, Bekkering H, Oostenveld R, Jensen O, (2008) Motor-cortical beta oscillations are modulated by correctness of observed action. NeuroImage 40: 767-775.
72. Zanolie K, Van Leijenhorst L, Rombouts SA, Crone EA, (2008) Separable neural mechanisms contribute to feedback processing in a rule-learning task. Neuropsychologia 46: 117-126.
73. Jung J, Jerbi K, Ossandon T, Ryvlin P, Isnard J, et al. (2010) Brain responses to success and failure: Direct recordings from human cerebral cortex. Hum Brain Mapp 31: 1217-1232.
74. Ullsperger M, von Cramon DY, (2003) Error monitoring using external feedback: specific roles of the habenular complex, the reward system, and the cingulate motor area revealed by functional magnetic resonance imaging. J Neurosci 23: 4308-4314.
75. Walton ME, Devlin JT, Rushworth MF, (2004) Interactions between decision making and performance monitoring within prefrontal cortex. Nat Neurosci 7: 1259-1265.
76. Ojemann G, (2003) The neurobiology of language and verbal memory: observations from awake neurosurgery. International journal of psychophysiology: official journal of the International Organization of Psychophysiology 48: 141-146.
77. Ojemann G, Schoenfield-McNeill J, Corina D, (2004) Different neurons in different regions of human temporal lobe distinguish correct from incorrect identification or memory. Neuropsychologia 42: 1383-1393.
78. Serruya MD, Hatsopoulos NG, Paninski L, Fellows MR, Donoghue JP, (2002) Instant neural control of a movement signal. Nature 416: 141-142.
79. Taylor DM, Tillery SI, Schwartz AB, (2002) Direct cortical control of 3D neuroprosthetic devices. Science 296: 1829-1832.
80. McFarland DJ, Wolpaw JR, (2005) Sensorimotor rhythm-based brain-computer interface (BCI): feature selection by regression improves performance. IEEE Trans Neural Syst Rehabil Eng 13: 372-379.
81. Gurel T, Mehring C, (2012) Unsupervised adaptation of brain-machine interface decoders. Front Neurosci 6: 164.
82. Buttfield A, Ferrez P, Millán Jd, (2006) Towards a robust BCI: error potentials and online learning. IEEE transactions on neural systems and rehabilitation engineering: a publication of the IEEE Engineering in Medicine and Biology Society 14: 164-168.
83. DiGiovanna J, Mahmoudi B, Fortes J, Principe J, Sanchez J, (2009) Coadaptive brain-machine interface via reinforcement learning. IEEE transactions on bio-medical engineering 56: 54-64.
84. McFarland DJ, Sarnacki WA, Wolpaw JR, (2010) Electroencephalographic (EEG) control of three-dimensional movement. J Neural Eng 7: 036007.
85. Blankertz B, Losch F, Krauledat M, Dornhege G, Curio G, et al. (2008) The Berlin Brain-Computer Interface: accurate performance from first-session in BCI-naive subjects. IEEE Trans Biomed Eng 55: 2452-2462.
86. Milekovic T, Fischer J, Pistohl T, Ruescher J, Schulze-Bonhage A, et al. (2012) An online brain-machine interface using decoding of movement direction from the human electrocorticogram. J Neural Eng 9: 046003.
87. Wilson JA, Williams JC, (2009) Massively Parallel Signal Processing using the Graphics Processing Unit for Real-Time Brain-Computer Interface Feature Extraction. Front Neuroeng 2: 11.
88. Kovalev D, Spreer J, Honegger J, Zentner J, Schulze-Bonhage A, et al. (2005) Rapid and fully automated visualization of subdural electrodes in the presurgical evaluation of epilepsy patients. AJNR Am J Neuroradiol 26: 1078-1083.