Automatic single-trial classification of prefrontal hemodynamic activity in an individual with Duchenne muscular dystrophy

Developmental Neurorehabilitation

Volumn 16, Issue 1, 2013, Pages 67-72

  Power, Sarah Dianne ^a,b   Chau, Tom ^a,b  

^a UNIVERSITY OF TORONTO   (Canada)

^b HOLLAND BLOORVIEW KIDS REHABILITATION HOSPITAL   (Canada)

Author keywords

Braincomputer interface; Duchenne muscular dystrophy; near infrared spectroscopy; prefrontal cortex

Indexed keywords

ACCURACY; ADULT; ARITHMETIC; ARTICLE; BRAIN COMPUTER INTERFACE; BRAIN FUNCTION; CASE REPORT; CLASSIFICATION; DUCHENNE MUSCULAR DYSTROPHY; HUMAN; IMAGING SYSTEM; INSTRUMENT; MALE; MENTAL FUNCTION; MULTICHANNEL RECORDER; MUSCULAR DYSTROPHY; NEAR INFRARED SPECTROSCOPY; NEUROIMAGING; PREFRONTAL CORTEX; PRIORITY JOURNAL; TASK PERFORMANCE; TECHNOLOGY;

BRAIN-COMPUTER INTERFACES; HEMODYNAMICS; HUMANS; MALE; MUSCULAR DYSTROPHY, DUCHENNE; PREFRONTAL CORTEX; SPECTROSCOPY, NEAR-INFRARED; YOUNG ADULT;

EID: 84871416350     PISSN: 17518423     EISSN: 17518431     Source Type: Journal    
DOI: 10.3109/17518423.2012.718293     Document Type: Article

References (25)

1. Hecht M, Hillemacher T, Grasel E, Trigges S, Winterholler M, Hilz MJ, Neundorfer B. Subjective experience and coping in ALS. Amyotrophic Lateral Sclerosis and Other Motor Neuron Disorders 2002;3:225-231.
2. Bahramisharif A, van Gerven M, Heskes T, Jensen O. Covertattention allows for continuous control of brain-computer interfaces. European Journal of Neuroscience 2010;31: 1501-1508.
3. Yoo S-S, Fairneny T, Chen N-K, Choo S-E, Panych LP, Park H, Lee S-Y, Jolesz FA. Brain-computer interface using fMRI-spatial navigation by thoughts. Neuroreport 2004;15(10):1591-1595. (Pubitemid 38971177)
4. Sorger B, Dahmen B, Reithler J, Gosseries O, Maudoux A, Laureys S, Goebel R. Another kind of 'BOLD response':Answering multiple-choice questions via online decoded single-trial brain signals. Progress in Brain Research 2009; 177:275-292.
5. Pfurtscheller G, Muller-Putz GR, Schlogl A, Graimann B, Scherer R, Leeb R, Brunner C, Keinrath C, Lee F,Townsend G, et al. 15 years of BCI research at Graz University of Technology: Current projects. IEEE Transactions on Neural Systems and Rehabilitation Engineering 2006;14(2):205-210. (Pubitemid 44150243)
6. Vidaurre C, Kawanabe M, von Bunau P, Blankertz B, Muller KR. Toward unsupervised adaptation of LDA forbrain-computer interfaces. IEEE Transactions on Biomedical Engineering 2011;58(3):587-597.
7. Coyle S, Ward T, Markham C, McDarby G. On the suitability of near-infrared (NIR) systems for next-generation brain-computer interfaces. Physiological Measurements 2004;25:815-822. (Pubitemid 39121166)
8. Coyle SM, Ward TE, Markham CM. Brain-computer interface using a simplified functional near-infrared spectroscopysystem. Journal of Neural Engineering 2007;4:219-226.
9. Sitaram R, Zhang H, Guan C, Thulasidas M, Hoshi Y, Ishikawa A, Shimizu K, Birbaumer N. Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain-computer interface. NeuroImage 2007;34(4):1416-1427. (Pubitemid 46187084)
10. Power SD, Falk TH, Chau T. Classification of prefrontal activity due to mental arithmetic and music imagery using hidden Markov models and frequency domain nearinfrared spectroscopy. Journal of Neural Engineering 2010;7:026002 (9pp).
11. Power SD, Kushki A, Chau T. Towards a system-paced NIRS-BCI: Differentiating prefrontal activity due to mentalarithmetic and music imagery from the no-control state. Journal of Neural Engineering 2011;8:066004 (14pp).
12. Bauernfeind G, Scherer R, Pfurtscheller G, Neuper C. Single-trial classification of antagonistic oxyhemoglobin responses during mental arithmetic. Medical and Biological Engineering and Computing 2011;49(9):979-984.
13. Power SD, Kushki A, Chau T. Automatic single-trial discrimination of mental arithmetic, mental singing and the no-control state from prefrontal activity: Toward a three-state NIRS-BCI. BMC Research Notes 2012;5:141 (10pp).
14. Power SD, Kushki A, Chau T. Intersession consistency of single-trial classification of the prefrontal response to mental arithmetic and the no-control state by NIRS. PLoS One 2012;7(7):e37791.
15. Anderson JL, Head SI, Rae C, Morley JW. Brain function in Duchenne muscular dystrophy. Brain 2002;125:4-13. (Pubitemid 34084032)
16. Hinton VJ, de Vivo DC, Nereo NE, Goldstein E, Stern Y. Selective deficits in verbal working memory associated with a known genetic etiology: The neuropsychological profile of Duchenne muscular dystrophy. Journal of the International Neuropsychological Society 2001;7:45-54. (Pubitemid 32177856)
17. Uchino M, Teramoto H, Naoe H, Miike T, Yoshioka K, Ando M. Dystrophin and dystrophin-related protein in the central nervous system of normal controls and Duchenne muscular dystrophy. Acta Neuropathology 1994;87: 129-134. (Pubitemid 24030520)
18. Wicksell RK, Kihlgren M, Melin L, Eeg-Olofsson O. Specific cognitive deficits are common in children with Duchenne muscular dystrophy. Developmental Medicine and Child Neurology 2004;46:154-159. (Pubitemid 38263450)
19. Benaron DA, Hintz SR, Villringer A, Boas D, Kleinschmidt A, Frahm J, Hirth C, Obrig H, van Houten JC, Kermit EL, et al. Noninvasive functional imaging of human brain using light. Journal of Cerebral Blood Flow and Metabolism 2000;20:469-477. (Pubitemid 30164891)
20. Hoshi Y, Onoe H, Watanabe Y, Andersson J, Bergstrom M, Lilja A, Langstom B, Tamura M. Non-synchronous behaviour of neuronal activity oxidative metabolism and blood supply during mental tasks in man. Neuroscience Letters 1994;172:129-133. (Pubitemid 24178760)
21. Quaresima V, Ferrari M, Torricelli A, Spinelli L, Pifferi A, Cubeddu R. Bilateral prefrontal cortex oxygenation responses to a verbal fluency task: A multi-channel time-resolved nearinfrared topography study. Journal of Biomedical Optics 2005;10(1):(011012)1-12. (Pubitemid 40608576)
22. Bauernfeind G, Leeb R, Wriessnegger SC, Pfurtscheller G. Development, set-up and first results for a one-channel nearinfrared spectroscopy system. Biomedical Engineering 2008;53:36-43. (Pubitemid 351220661)
23. Pfurtscheller G, Bauernfeind G, Wriessnegger SC, Neuper C.Focal frontal (de)oxyhemoglobin responses during simple arithmetic. International Journal of Psychophysiology 2010; 76:186-192.
24. Kubler A, Birbaumer N. Brain-computer interfaces and communication in paralysis: Extinction of goal directed thinking in completely paralysed patients? Clinical Neurophysiology 2008;119:2658-2666.
25. Muller-Putz GR, Scherer R, Brunner C, Leeb R, Pfurtscheller G. Better than random? A closer look at BCI results. International Journal of Bioelectromagnetism 2008; 10(1):52-55.