Detection of mental imagery and attempted movements in patients with disorders of consciousness using EEG

Frontiers in Human Neuroscience

Volumn 8, Issue DEC, 2014, Pages

  Horki, Petar ^a   Bauernfeind, Günther ^a   Klobassa, Daniela S ^b   Pokorny, Christoph ^a   Pichler, Gerald ^c   Schippinger, Walter ^c   Müller Putz, Gernot R ^a  

^a GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

^b MEDICAL UNIVERSITY OF GRAZ   (Austria)

^c Department of Medical Geriatrics   (Austria)

Author keywords

Attempted movements; Disorders of consciousness; EEG; Mental imagery; Passive movements

Indexed keywords

ADULT; AGED; ARTICLE; BODY MOVEMENT; CLINICAL ARTICLE; CONSCIOUSNESS DISORDER; ELECTROENCEPHALOGRAM; EVOKED RESPONSE; FEEDBACK SYSTEM; FEMALE; HUMAN; IMAGERY; MALE; MIDDLE AGED; ONLINE SYSTEM; TASK PERFORMANCE; VALIDATION PROCESS; YOUNG ADULT;

EID: 84933679257     PISSN: None     EISSN: 16625161     Source Type: Journal    
DOI: 10.3389/fnhum.2014.01009     Document Type: Article

References (36)

1. Barbero, A., and Grosse-Wentrup, M. (2010). Biased feedback in brain-computer interfaces. J. Neuroeng. Rehabil. 7:34. doi: 10.1186/1743-0003-7-34
2. Boly, M., Coleman, M. R., Davis, M. H., Hampshire, A., Bor, D., Moonen, G., et al. (2007). When thoughts become action: an fMRI paradigm to study volitional brain activity in non-communicative brain injured patients.Neuroimage 36, 979-992. doi: 10.1016/j.neuroimage.2007.02.047
3. Cassim, F., Monaca, C., Szurhaj, W., Bourriez, J. L., Defebvre, L., Derambure, P., et al. (2001). Does post-movement beta synchronization reflect an idling motor cortex? Neuroreport 12, 3859-3863. doi: 10.1097/00001756-200112040-00051
4. Cruse, D., Chennu, S., Chatelle, C., Bekinschtein, T., Fernández-Espejo, D., Pickard, J., et al. (2011). Bedside detection of awareness in the vegetative state: a cohort study. Lancet 378, 2088-2094. doi: 10.1016/S0140-6736(11)61224-5
5. Cruse, D., Chennu, S., Fernández-Espejo, D., Payne, W. L., Young, G. B., and Owen, A. M. (2012). Detecting awareness in the vegetative state: electroencephalographic evidence for attempted movements to command. PLoS ONE 7:e49933. doi: 10.1371/journal.pone.0049933
6. Daly, I., Billinger, M., Laparra-Hernández, J., Aloise, F., García, M. L., Faller, J., et al. (2013a). On the control of brain-computer interfaces by users with cerebral palsy. Clin. Neurophysiol. 124, 1787-1797. doi: 10.1016/j.clinph.2013.02.118
7. Daly, I., Billinger, M., Scherer, R., and Müller-Putz, G. (2013b). On the automated removal of artifacts related to head movement from the EEG. IEEE Trans. Neural Syst. Rehabil. Eng. 21, 427-434. doi: 10.1109/TNSRE.2013.2254724
8. Daly, I., Pichiorri, F., Faller, J., Kaiser, V., Kreilinger, A., Scherer, R., et al. (2012). What does clean EEG look like?Proc. Eng. Med. Biol. Soc. EMBC 2012, 3963-3966. doi: 10.1109/EMBC.2012.6346834
9. Daly, I., Scherer, R., Billinger, M., and Müller-Putz, G. (2014). FORCe: fully online and automated artifact removal for brain-computer interfacing. IEEE Trans. Neural. Syst. Rehabil. Eng. doi: 10.1109/TNSRE.2014.2346621. [Epub ahead of print]
10. Davison, A. C., and Hinkley, D. V. (1997). Bootstrap Methods and Their Application. London: Cambridge University Press.
11. Enghoff, S. (1999). Moving ICA and Time-Frequency Analysis in Event-Related EEG Studies of Selective Attention. Thesis, Technical University Denmark.
12. Friedrich, E. V., Scherer, R., and Neuper, C. (2012). The effect of distinct mental strategies on classification performance for brain-computer interfaces. Int. J. Psychophysiol. 84, 86-94. doi: 10.1016/j.ijpsycho.2012.01.014
13. Giacino, J. T., Ashwal, S., Childs, N., Cranford, R., Jennett, B., Katz, D. I., et al. (2002). The minimally conscious state: definition and diagnostic criteria. Neurology 58, 349-353. doi: 10.1212/WNL.58.3.349
14. Giacino, J. T., Kalmar, K., and Whyte, J. (2004). The JFK coma recovery scale- revised: measurement characteristics and diagnostic utility. Arch. Phys. Med. Rehabil. 85, 2020-2029. doi: 10.1016/j.apmr.2004.02.033
15. Giacino, J. T., Schnakers, C., Rodriguez-Moreno, D., Kalmar, K., Schiff, N., and Hirsch, J. (2009). Behavioral assessment in patients with disorders of consciousness: gold standard or fool's gold? Prog. Brain Res. 177, 33-48. doi: 10.1016/S0079-6123(09)17704-X
16. Gibson, R. M., Chennu, S., Owen, A. M., and Cruse, D. (2014). Complexity and familiarity enhance single-trial detectability of imagined movements with electroencephalography. Clin. Neurophysiol. 125, 1556-1567. doi: 10.1016/j.clinph.2013.11.034
17. Goldfine, A. M., Victor, J. D., Conte, M. M., Bardin, J. C, and Schiff, N. D. (2011). Determination of awareness in patients with severe brain injury using EEG power spectral analysis. Clin. Neurophysiol. 122, 2157-2168. doi: 10.1016/j.clinph.2011.03.022
18. Graimann, B. (2002). Movement-Related Patterns in ECoG and EEG: Visualization and Detection. Ph.D. thesis, Graz University of Technology.
19. Kuhtz-Buschbeck, J. P., Mahnkopf, C., Holzknecht, C., Siebner, H., Ulmer, S., and Jansen, O. (2003). Effector-independent representations of simple and complex imagined finger movements: a combined fMRI and TMS study.Eur. J. Neurosci. 18, 3375-3387. doi: 10.1111/j.1460-9568.2003.03066.x
20. Laureys, S., Celesia, G. G., Cohadon, F., Lavrijsen, J., León-Carrión, J., Sannita, W. G., et al. (2010). Unresponsive wakefulness syndrome: a new name for the vegetative state or apallic syndrome. BMC Med. 8:68. doi: 10.1186/1741-7015-8-68
21. Makeig, S., Bell, A. J., Jung, T. P., and Sejnowski, T. J. (1996). Independent component analysis of electroencephalographic data. NIPS 8, 145-151.
22. McMenamin, B. W., Shackman, A. J., Maxwell, J. S., Bachhuber, D. R., Koppenhaver, A. M., Greischar, L. L., et al. (2010). Validation of ICA-based myogenic artifact correction for scalp and source-localized EEG. Neuroimage 49, 2416-2432. doi: 10.1016/j.neuroimage.2009.10.010
23. Monti, M. M., Vanhaudenhuyse, A., Coleman, M. R., Boly, M., Pickard, J. D., Tshibanda, L., et al. (2010). Willful modulation of brain activity in disorders of consciousness. N. Engl. J. Med. 362, 579-589. doi: 10.1056/NEJMoa0905370
24. Müller, G. R., Neuper, C., Rupp, R., Keinrath, C., Gerner, H. J., and Pfurtscheller, G. (2003). Event-related beta EEG changes during wrist movements induced by functional electrical stimulation of forearm muscles in man. Neurosci. Lett. 340, 143-147. doi: 10.1016/S0304-3940(03)00019-3
25. Müller-Putz, G. R., Kaiser, V., Solis-Escalante, T., and Pfurtscheller, G. (2010). Fast set-up asynchronous brain-switch based on detection of foot motor imagery in 1-channel EEG. Med. Biol. Eng. Comput. 48, 229-233. doi: 10.1007/s11517-009-0572-7
26. Müller-Putz, G. R., Pokorny, C., Klobassa, D. S., and Horki, P. (2013a). A single switch BCI based on passive and imagined movements: towards restoring communication in minimally conscious patients. Int. J. Neural Syst. 23, 1250037. doi: 10.1142/S0129065712500372
27. Müller-Putz, G. R., Pokorny, C., Klobassa, D. S., Pichler, G., and Horki, P. (2013b). "EEG-based communication with patients in minimally conscious state," in 5th International BCI Meeting (Asilomar, USA).
28. Müller-Putz, G., Scherer, R., Brunner, C., Leeb, R., and Pfurtscheller, G. (2008). Better than random? A closer look on BCI results. Int. J. Bioelectromag. 10, 52-55. Available online at:http://www.ijbem.org/volume10/number1/100107.pdf
29. Müller-Putz, G., Zimmermann, D., Graimann, B., Nestinger, K., Korisek, G., and Pfurtscheller, G. (2007). Event-related beta EEG-changes during passive and attempted foot movements in paraplegic patients. Brain. Res. 1137, 84-91. doi: 10.1016/j.brainres.2006.12.052
30. Neuper, C., and Pfurtscheller, G. (1996). Post-movement synchronization of beta rhythms in the EEG over the cortical foot area in man. Neurosci. Lett. 216, 17-20. doi: 10.1016/0304-3940(96)12991-8
31. Neuper, C., and Pfurtscheller, G. (2001). Evidence for distinct beta resonance frequencies in human EEG related to specific sensorimotor cortical areas. Clin. Neurophysiol. 112, 2084-2097. doi: 10.1016/S1388-2457(01)00661-7
32. Owen, A. M., Coleman, M. R., Boly, M., Davis, M. H., Laureys, S., and Pickard, J. D. (2006). Detecting awareness in the vegetative state. Science 313, 1402. doi: 10.1126/science.1130197
33. Pfurtscheller, G., and Da Silva, L. F. H. (1999). Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin. Neurophysiol. 110, 1842-1857. doi: 10.1016/S1388-2457(99)00141-8
34. Scherer, R. (2008). Towards Practical Brain-Computer Interfaces: Self-Paced Operation and Reduction of the Number of EEG Sensors. Ph.D. thesis, Graz University of Technology.
35. Solis Escalante, T., Pfurtscheller, G., Neuper, C., and Müller-Putz, G. (2012). Cue-induced beta rebound during withholding of overt and covert foot movement. Clin. Neurophysiol. 123, 1182-1190. doi: 10.1016/j.clinph.2012.01.013
36. Stancak, A. Jr., Feige, B., and Lucking, C. H., Kristeva-Feige, R. (2000). Oscillatory cortical activity and movement-related potentials in proximal and distal movements. Clin. Neurophysiol. 111, 636-650. doi: 10.1016/S1388-2457(99)00310-7