Decoding of motor intentions from epidural ECoG recordings in severely paralyzed chronic stroke patients

Journal of Neural Engineering

Volumn 11, Issue 6, 2014, Pages

  Spuler M ^a   Walter, A ^a   Ramos Murguialday, A ^a,c   Naros, G ^a   Birbaumer, N ^a,d   Gharabaghi, A ^a   Rosenstiel, W ^a   Bogdan, M ^a,b  

^a UNIVERSITY OF TÜBINGEN   (Germany)

^b UNIVERSITY OF LEIPZIG   (Germany)

^c TECNALIA RESEARCH AND INNOVATION   (Spain)

^d SAN CAMILLO FORLANINI HOSPITAL   (Italy)

Author keywords

electrocorticography (ECOG); stroke, brain computer interface (BCI)

Indexed keywords

BRAIN; DECODING; DIAGNOSIS; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; INTERFACES (COMPUTER); MEDICAL COMPUTING; NEUROSURGERY; PATIENT REHABILITATION; SUPPORT VECTOR MACHINES;

ASSISTIVE DEVICES; BRAIN ACTIVITY; CONTROL SIGNAL; ELECTROCORTICOGRAPHY (ECOG); MOVEMENT INTENTIONS; NEURO-PROSTHESIS; NUMBER OF CLASS; STROKE PATIENTS;

BRAIN COMPUTER INTERFACE;

ACCURACY; ADULT; AGED; ARTICLE; CASE REPORT; CEREBROVASCULAR ACCIDENT; DISEASE SEVERITY; ELECTROCORTICOGRAPHY; ELECTROENCEPHALOGRAM; EPIDURAL SPACE; FEMALE; HAND MOVEMENT; HUMAN; MALE; MOTOR CORTEX; STROKE PATIENT; SUPPORT VECTOR MACHINE; BEHAVIOR; CHRONIC DISEASE; ELECTRODE IMPLANT; ELECTROENCEPHALOGRAPHY; MIDDLE AGED; MOVEMENT (PHYSIOLOGY); PARALYSIS; PATHOPHYSIOLOGY; PHYSIOLOGY; PROCEDURES; SEVERITY OF ILLNESS INDEX; STROKE;

AGED; CHRONIC DISEASE; ELECTRODES, IMPLANTED; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; INTENTION; MALE; MIDDLE AGED; MOTOR CORTEX; MOVEMENT; PARALYSIS; SEVERITY OF ILLNESS INDEX; STROKE;

EID: 84913593905     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/11/6/066008     Document Type: Article

References (34)

1. Cramer S C, Nelles G, Benson R R, Kaplan J D, Parker R A, Kwong K K, Kennedy D N, Finklestein S P and Rosen B R 1997 A functional MRI study of subjects recovered from hemiparetic stroke Stroke 28 2518-27
2. Kwakkel G, Kollen B J, van der Ground J and Prevo A J H 2003 Probability of regaining dexterity in the flaccid upper limb impact of severity of paresis and time since onset in acute stroke Stroke 34 2181-6
3. Buch E et al 2008 Think to move: a neuromagnetic brain-computer interface (BCI) system for chronic stroke Stroke 39 910-7
4. Birbaumer N, Murguialday A R and Cohen L 2008 Brain-computer interface in paralysis Current Opinion in Neurology 21 634-8
5. Daly J J and Wolpaw J R 2008 Brain-computer interfaces in neurological rehabilitation The Lancet Neurology 7 1032-43
6. Caria A, Weber C, Ramos A, Ticini L F, Gharabaghi A, Braun C, Birbaumer N and Brötz D 2010 Chronic stroke recovery after combined bci training and physiotherapy: a case report 48 578-82 Psychophysiology
7. Broetz D, Braun C, Weber C, Soekadar S R, Caria A and Birbaumer N 2010 Combination of brain-computer interface training and goal-directed physical therapy in chronic stroke: a case report 24 674-9 Neurorehabilitation and Neural Repair
8. Ramos-Murguialday A, Schürholz M, Caggiano V, Wildgruber M, Caria A, Hammer E M, Halder S and Birbaumer N 2012 Proprioceptive feedback and brain computer interface (BCI) based neuroprostheses PLoS ONE 7 e47048
9. Murphy T H and Corbett D 2009 Plasticity during stroke recovery: from synapse to behaviour Nat. Rev. Neurosci. 10 861-72
10. Silvoni S, Ramos-Murguialday A, Cavinato M, Volpato C, Cisotto G, Turolla A, Piccione F and Birbaumer N 2011 Brain-computer interface in stroke: a review of progress. Clinical EEG and Neuroscience 42 245-52
11. Ramos-Murguialday A et al 2013 Brain-machine interface in chronic stroke rehabilitation: A controlled study Annals of Neurology 74 100-8
12. Ball T, Kern M, Mutschler I, Aertsen A and Schulze-Bonhage A 2009 Signal quality of simultaneously recorded invasive and non-invasive EEG NeuroImage 46 708-16
13. Leuthardt E C, Schalk G, Wolpaw J R, Ojemann J G and Moran D W 2004 A brain-computer interface using electrocorticographic signals in humans J. Neural Eng. 1 63
14. Shenoy P, Miller K J, Ojemann J G and Rao R P N 2008 Generalized features for electrocorticographic BCIs IEEE Trans. Biomed. Eng. 55 273-80
15. Kubánek J, Miller K J, Ojemann J G, Wolpaw J R and Schalk G 2009 Decoding flexion of individual fingers using electrocorticographic signals in humans Journal of Neural Engineering 6 066001
16. Pistohl T, Ball T, Schulze-Bonhage A, Aertsen A and Mehring C 2008 Prediction of arm movement trajectories from ECoG-recordings in humans J. Neurosci. Methods 167 105-14
17. Ball T, Schulze-Bonhage A, Aertsen A and Mehring C 2009 Differential representation of arm movement direction in relation to cortical anatomy and function J. Neural Eng. 6 016006
18. Wang Z, Gunduz A, Brunner P, Ritaccio A L, Ji Q and Schalk G 2012 Decoding onset and direction of movements using electrocorticographic (ECoG) signals in humans Frontiers in Neuroengineering 5 15
19. Gomez-Rodriguez M, Grosse-Wentrup M, Peters J, Naros G, Hill J, Schölkopf B and Gharabaghi A 2010 Epidural eCoG online decoding of arm movement intention in hemiparesis Brain Decoding: Pattern Recognition Challenges in Neuroimaging (Workshop) pp 36-39
20. Yanagisawa T, Hirata M, Saitoh Y, Goto T, Kishima H, Fukuma R, Yokoi H, Kamitani Y and Yoshimine T 2011 Real-time control of a prosthetic hand using human electrocorticograms J Neurosurg 114 1715-22
21. Walter A, Murguialday A R, Spüler M, Naros G, Leao M T, Gharabaghi A, Rosenstiel W, Birbaumer N and Bogdan M 2012 Coupling bci and cortical stimulation for brain-state-dependent stimulation: methods for spectral estimation in the presence of stimulation after-effects Frontiers in Neural Circuits 6 87
22. Gharabaghi A, Hellwig D, Rosahl S K, Shahidi R, Schrader C, Freund H-J and Samii M 2005 Volumetric image guidance for motor cortex stimulation: integration of three-dimensional cortical anatomy and functional imaging Neurosurgery 57 114-20
23. Gharabaghi A, Naros G, Walter A, Roth A, Bogdan M, Rosenstiel W, Mehring C and Birbaumer N 2014 Epidural electrocorticography of phantom hand movement following long-term upper-limb amputation Frontiers in human neuroscience 8 285
24. Fugl-Meyer A R, Leyman I, Olsson S, Steglind S and Jääskö L 1975 The post-stroke hemiplegic patient. a method for evaluation of physical performance Scandinavian Journal of Rehabilitation Medicine 7 13-31
25. Priestley M B 1981 Spectral Analysis and Time Series (London: Academic)
26. Sheikh H, McFarland D J, Sarnacki W A and Wolpaw J R 2003 Electroencephalographic (EEG)-based communication: EEG control versus system performance in humans Neuroscience letters 345 89-92
27. Spüler M, Rosenstiel W and Bogdan M A fast feature selection method for high-dimensional MEG BCI data Proc. of the 5th Int. Brain-Computer Interface Conf. (Graz, September 2011) 24-27
28. Vapnik V 1999 The Nature of Statistical Learning Theory (Berlin: springer)
29. Chang C-C and Lin C-J 2011 LIBSVM: a library for support vector machines ACM Transactions on Intelligent Systems and Technology 2 1-27 (www.csie.ntu.edu.tw/∼cjlin/libsvm)
30. Miller K J, Leuthardt E C, Schalk G, Rao R P, Anderson N R, Moran D W, Miller J W and Ojemann Spectral J G 2007 changes in cortical surface potentials during motor movement The Journal of Neuroscience 27 2424-32
31. Collinger J L, Wodlinger B, Downey J E, Wang W, Tyler-Kabara E C, Weber D J, McMorland A J C, Velliste M, Boninger M L and Schwartz A B 2013 High-performance neuroprosthetic control by an individual with tetraplegia The Lancet 381 557-64
32. Yanagisawa T, Hirata M, Saitoh Y, Kishima H, Matsushita K, Goto T, Fukuma R, Yokoi H, Kamitani Y and Yoshimine T 2012 Electrocorticographic control of a prosthetic arm in paralyzed patients Annals of Neurology 71 353-61
33. Pistohl T, Schulze-Bonhage A, Ad Aertsen A d, Mehring C and Ball T 2012 Decoding natural grasp types from human ECoG Neuroimage 59 248-60
34. Schalk G, Kubanek J, Miller K J, Anderson N R, Leuthardt E C, Ojemann J G, Limbrick D, Moran D, Gerhardt L A and Wolpaw J R 2007 Decoding two-dimensional movement trajectories using electrocorticographic signals in humans J. Neural Eng. 4 264