EEG correlates of P300-based brain-computer interface (BCI) performance in people with amyotrophic lateral sclerosis

Journal of Neural Engineering

Volumn 9, Issue 2, 2012, Pages

  Mak, Joseph N ^a,b   McFarland, Dennis J ^b   Vaughan, Theresa M ^b   McCane, Lynn M ^b   Tsui, Phillippa Z ^b,c   Zeitlin, Debra J ^d   Sellers, Eric W ^e   Wolpaw, Jonathan R ^b  

^a NeuroSky (Hong Kong) Co Ltd   (Hong Kong)

^b WADSWORTH CENTER   (United States)

^c HOSPITAL AUTHORITY   (Hong Kong)

^d HELEN HAYES HOSPITAL   (United States)

^e EAST TENNESSEE STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AMYOTROPHIC LATERAL SCLEROSIS; BRAIN-COMPUTER INTERFACES (BCI); ELECTROENCEPHALOGRAPHIES (EEG); EVENT RELATED POTENTIALS; PEAK AMPLITUDE; ROOT MEAN SQUARES; STATISTICAL PREDICTION MODEL; THETA FREQUENCY; USER PERFORMANCE;

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; NEURODEGENERATIVE DISEASES;

BRAIN COMPUTER INTERFACE;

ADULT; AMPLITUDE MODULATION; AMYOTROPHIC LATERAL SCLEROSIS; ARTICLE; BRAIN COMPUTER INTERFACE; CLINICAL ARTICLE; CORRELATIONAL STUDY; ELECTROENCEPHALOGRAPHY; EVENT RELATED POTENTIAL; FEMALE; HUMAN; LATENT PERIOD; MALE; PREDICTION; PRIORITY JOURNAL; SPELLING; STATISTICAL MODEL; TASK PERFORMANCE; THETA RHYTHM; AGED; ALGORITHM; BRAIN; BRAIN MAPPING; COMPUTER INTERFACE; COMPUTER PROGRAM; DISABLED PERSON; DISCRIMINANT ANALYSIS; FORECASTING; MIDDLE AGED; ONLINE SYSTEM; PHOTOSTIMULATION; PHYSIOLOGY; PSYCHOLOGICAL ASPECT; REGRESSION ANALYSIS; REPRODUCIBILITY; STATISTICAL ANALYSIS;

AGED; ALGORITHMS; AMYOTROPHIC LATERAL SCLEROSIS; BRAIN; BRAIN MAPPING; DATA INTERPRETATION, STATISTICAL; DISABLED PERSONS; DISCRIMINANT ANALYSIS; ELECTROENCEPHALOGRAPHY; EVENT-RELATED POTENTIALS, P300; FEMALE; FORECASTING; HUMANS; LEAST-SQUARES ANALYSIS; LINEAR MODELS; MALE; MIDDLE AGED; ONLINE SYSTEMS; PHOTIC STIMULATION; REPRODUCIBILITY OF RESULTS; SOFTWARE; THETA RHYTHM; USER-COMPUTER INTERFACE;

EID: 84857804820     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/9/2/026014     Document Type: Article

References (56)

1. Aftanas L I and Golocheikine S A 2001 Human anterior and frontal midline theta and lower alpha reflect emotionally positive state and internalized attention: high-resolution EEG investigation of meditation Neurosci. Lett. 310 57-60 (Pubitemid 32778484)
2. Birbaumer N, Ghanayim N, Hinterberger T, Iversen I, Kotchoubey B, Kubler A, Perelmouter J, Taub E and Flor H 1999 A spelling device for the paralysed Nature 398 297-8 (Pubitemid 129522960)
3. Birbaumer N, Kubler A, Ghanayim N, Hinterberger T, Perelmouter J, Kaiser J, Iversen I, Kotchoubey B, Neumann N and Flor H 2000 The thought translation device (TTD) for completely paralyzed patients IEEE Trans. Rehabil. Eng. 8 190-3 (Pubitemid 30437010)
4. Bittner R, Hána K, Poušek L, Smrka P, Schreib P and Vysoký P 2000 Detecting of fatigue states of a car driver Proc. 1st Int. Symp. on Medical Data Analysis (ISMDA 2000) (London, UK) pp 260-73
5. Boksem M A, Meijman T F and Lorist M M 2005 Effects of mental fatigue on attention: an ERP study Brain Res. Cogn. Brain Res. 25 107-16 (Pubitemid 41278489)
6. Brooks B R et al 1996 The Amyotrophic Lateral Sclerosis Functional Rating Scale. Assessment of activities of daily living in patients with amyotrophic lateral sclerosis. The ALS CNTF treatment study (ACTS) phase I-II Study Group Arch. Neurol. 53 141-7
7. Cacioppo J T, Tassinary L G and Berntson G 2007 Handbook of Psychophysiology (New York: Cambridge University Press)
8. Cohen J, Cohen P, West S G and Aiken L S 2003 Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences 3rd edn (Mahwah, NJ: Lawrence Erlbaum)
9. Dal Seno B, Matteucci M and Mainardi L 2008 A genetic algorithm for automatic feature extraction in P300 detection 2008 Int. Joint Conf. on Neural Networks (IJCNN 2008) (Hong Kong, China) pp 3145-52
10. Daly J J and Wolpaw J R 2008 Brain-computer interfaces in neurological rehabilitation Lancet Neurol. 7 1032-43
11. De Gennaro L et al 2007 Neurophysiological correlates of sleepiness: a combined TMS and EEG study Neuroimage 36 1277-87 (Pubitemid 47008959)
12. Donchin E, Spencer K M and Wijesinghe R 2000 The mental prosthesis: assessing the speed of a P300-based brain-computer interface IEEE Trans. Rehabil. Eng. 8 174-9 (Pubitemid 30437006)
13. Draper N and Smith H 1981 Applied Regression Analysis 2nd edn (New York: Wiley) pp 307-12
14. Farwell L A and Donchin E 1988 Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials Electroencephalogr. Clin. Neurophysiol. 70 510-23
15. Gao X, Xu D, Cheng M and Gao S 2003 A BCI-based environmental controller for the motion-disabled IEEE Trans. Neural Syst. Rehabil. Eng. 11 137-40 (Pubitemid 36935041)
16. Gevins A, Smith M E, McEvoy L and Yu D 1997 High-resolution EEG mapping of cortical activation related to working memory: effects of task difficulty, type of processing, and practice Cereb. Cortex 7 374-85 (Pubitemid 27231313)
17. Guger C, Daban S, Sellers E, Holzner C, Krausz G, Carabalona R, Gramatica F and Edlinger G 2009 How many people are able to control a P300-based brain-computer interface (BCI)? Neurosci. Lett. 462 94-8
18. Hermens D F, Soei E X, Clarke S D, Kohn M R, Gordon E and Williams L M 2005 Resting EEG theta activity predicts cognitive performance in attention-deficit hyperactivity disorder Pediatr. Neurol. 32 248-56
19. Hoffmann U, Vesin J M, Ebrahimi T and Diserens K 2008 An efficient P300-based brain-computer interface for disabled subjects J. Neurosci. Methods 167 115-25 (Pubitemid 350180084)
20. Inanaga K 1998 Frontal midline theta rhythm and mental activity Psychiatry Clin. Neurosci. 52 555-66 (Pubitemid 29029737)
21. Jacobs J, Hwang G, Curran T and Kahana M J 2006 EEG oscillations and recognition memory: theta correlates of memory retrieval and decision making Neuroimage 32 978-87 (Pubitemid 44149132)
22. Jensen O and Tesche C D 2002 Frontal theta activity in humans increases with memory load in a working memory task Eur. J. Neurosci. 15 1395-9 (Pubitemid 35478001)
23. Klimesch W 1999 EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis Brain Res. Brain Res. Rev. 29 169-95 (Pubitemid 29191338)
24. Krusienski D J, Sellers E W, Cabestaing F, Bayoudh S, McFarland D J, Vaughan T M and Wolpaw J R 2006 A comparison of classification techniques for the P300 Speller J. Neural Eng. 3 299-305
25. Krusienski D J, Sellers E W, McFarland D J, Vaughan T M and Wolpaw J R 2008 Toward enhanced P300 speller performance J. Neurosci. Methods 167 15-21 (Pubitemid 350180088)
26. Krusienski D J and Wolpaw J R 2009 Brain-computer interface research at the Wadsworth Center: developments in noninvasive communication and control Int. Rev. Neurobiol. 86 147-57
27. Kubler A and Neumann N 2005 Brain-computer interfaces - the key for the conscious brain locked into a paralyzed body Prog. Brain Res. 150 513-25 (Pubitemid 41386462)
28. Lenhardt A, Kaper M and Ritter H J 2008 An adaptive P300-based online brain-computer interface IEEE Trans. Neural Syst. Rehabil. Eng. 16 121-30 (Pubitemid 351519526)
29. Luck S J 2005 An Introduction to the Event-Related Potential Technique (Cambridge, MA: MIT Press)
30. Luu P, Tucker D M and Makeig S 2004 Frontal midline theta and the error-related negativity: neurophysiological mechanisms of action regulation Clin. Neurophysiol. 115 1821-35 (Pubitemid 38952950)
31. Mak J N and Wolpaw J R 2009 Clinical applications of brain-computer interfaces: current state and future prospects IEEE Rev. Biomed. Eng. 2 187-99
32. McCane L M, Vaughan T M, McFarland D J, Zeitlin D, Tenteromano L, Mak J N, Sellers E W, Townsend G, Carmak C S and Wolpaw J R 2009 Evaluation of individuals with ALS for in home use of a P300 brain computer interface Program no 664.7.2009 Neuroscience Meeting Planner Online
33. McFarland D J, Krusienski D J, Sarnacki W A and Wolpaw J R 2008 Emulation of computer mouse control with a noninvasive brain-computer interface J. Neural Eng. 5 101-10 (Pubitemid 351999178)
34. Nijboer F et al 2008 A P300-based brain-computer interface for people with amyotrophic lateral sclerosis Clin. Neurophysiol. 119 1909-16
35. Rakotomamonjy A and Guigue V 2008 BCI competition III: dataset II - ensemble of SVMs for BCI P300 speller IEEE Trans. Biomed. Eng. 55 1147-54 (Pubitemid 351301245)
36. Ramoser H, Wolpaw J R and Pfurtscheller G 1997 EEG-based communication: evaluation of alternative signal prediction methods Biomed. Tech. 42 226-33 (Pubitemid 27420169)
37. Rivet B, Souloumiac A, Attina V and Gibert G 2009 xDAWN algorithm to enhance evoked potentials: application to brain-computer interface IEEE Trans. Biomed. Eng. 56 2035-43
38. Salvaris M and Sepulveda F 2009 Visual modifications on the P300 speller BCI paradigm J. Neural Eng. 6 046011
39. Schalk G, McFarland D J, Hinterberger T, Birbaumer N and Wolpaw J R 2004 BCI2000: a general-purpose brain-computer interface (BCI) system IEEE Trans. Biomed. Eng. 51 1034-43 (Pubitemid 38661459)
40. Sellers E W and Donchin E 2006 A P300-based brain-computer interface: initial tests by ALS patients Clin. Neurophysiol. 117 538-48 (Pubitemid 43343986)
41. Sellers E W, Krusienski D J, McFarland D J, Vaughan T M and Wolpaw J R 2006 A P300 event-related potential brain-computer interface (BCI): the effects of matrix size and inter stimulus interval on performance Biol. Psychol. 73 242-52 (Pubitemid 46053656)
42. Sellers E W, Vaughan T M and Wolpaw J R 2010 A brain-computer interface for long-term independent home use Amyotroph. Lateral Scler. 11 449-55
43. Serby H, Yom-Tov E and Inbar G F 2005 An improved P300-based brain-computer interface IEEE Trans. Neural Syst. Rehabil. Eng. 13 89-98 (Pubitemid 40469226)
44. Sharbrough F, Chatrian G E, Lesser R P, Luders H, Nuwer M and Picton T W 1991 American Electroencephalographic Society guidelines for standard electrode position nomenclature J. Clin. Neurophysiol. 8 200-2
45. Simon R 1994 Problems of multiplicity in clinical trials J. Stat. Plan. Inference 42 209-21
46. Tong S and Thankor N V 2009 Quantitative EEG Analysis Methods and Applications (Norwood, MA: Artech House)
47. Townsend G, LaPallo B K, Boulay C B, Krusienski D J, Frye G E, Hauser C K, Schwartz N E, Vaughan T M, Wolpaw J R and Sellers E W 2010 A novel P300-based brain-computer interface stimulus presentation paradigm: moving beyond rows and columns Clin. Neurophysiol. 121 1109-20
48. Tukey J W 1977 Some thoughts on clinical trials, especially problems of multiplicity Science 198 679-84
49. van de Pol M and Wright J 2009 A simple method for distinguishing with- versus between-subject effects using mixed models Anim. Behav. 77 753-8
50. van Drongelen W 2007 Signal Processing for Neuroscientists: An Introduction to the Analysis of Physiological Signals (Amsterdam: Elsevier)
51. Vaughan T M, McFarland D J, Schalk G, Sarnacki W A, Krusienski D J, Sellers E W and Wolpaw J R 2006 The Wadsworth BCI Research and Development Program: at home with BCI IEEE Trans. Neural Syst. Rehabil. Eng. 14 229-33 (Pubitemid 44150249)
52. Vidaurre C and Blankertz B 2010 Towards a cure for BCI illiteracy Brain Topogr. 23 194-8
53. Wang Y, Wang R, Gao X, Hong B and Gao S 2006 A practical VEP-based brain-computer interface IEEE Trans. Neural Syst. Rehabil. Eng. 14 234-9 (Pubitemid 44150250)
54. Wolpaw J R, Birbaumer N, McFarland D J, Pfurtscheller G and Vaughan T M 2002 Brain-computer interfaces for communication and control Clin. Neurophysiol. 113 767-91 (Pubitemid 34621187)
55. Wolpaw J R and McFarland D J 2004 Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans Proc. Natl Acad. Sci. USA 101 17849-54 (Pubitemid 40051975)
56. Xu N, Gao X, Hong B, Miao X, Gao S and Yang F 2004 BCI competition 2003-data set IIb: enhancing P300 wave detection using ICA-based subspace projections for BCI applications IEEE Trans. Biomed. Eng. 51 1067-72 (Pubitemid 38661464)