Action observation and motor imagery in performance of complex movements: Evidence from EEG and kinematics analysis

Behavioural Brain Research

Volumn 281, Issue , 2015, Pages 290-300

  Gonzalez Rosa, Javier J ^a   Natali, Fabrizio ^a   Tettamanti, Andrea ^a   Cursi, Marco ^a   Velikova, Svetla ^a   Comi, Giancarlo ^a,b   Gatti, Roberto ^a   Leocani, Letizia ^a  

^a SAN RAFFAELE HOSPITAL   (Italy)

^b VITA SALUTE SAN RAFFAELE UNIVERSITY   (Italy)

Author keywords

Action observation; Alpha desynchronization; Beta synchronization; EEG; Motor imagery; Sensorimotor brain area

Indexed keywords

ACTION OBSERVATION; ADULT; ALPHA RHYTHM; ARTICLE; BETA RHYTHM; COGNITION; COMPARATIVE STUDY; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY PHASE SYNCHRONIZATION; FEMALE; FRONTAL LOBE; HUMAN; HUMAN EXPERIMENT; KINEMATICS; LEARNING; MALE; MOTOR COORDINATION; MOTOR IMAGERY; MOTOR PERFORMANCE; NORMAL HUMAN; PARIETAL LOBE; RANDOMIZED CONTROLLED TRIAL; SENSORIMOTOR FUNCTION; TASK PERFORMANCE; BIOMECHANICS; ELECTROENCEPHALOGRAPHY; EXECUTIVE FUNCTION; FOOT; HAND; IMAGINATION; MOTOR ACTIVITY; MOVEMENT (PHYSIOLOGY); PHOTOSTIMULATION; PHYSIOLOGY; PROCEDURES; PSYCHOMOTOR PERFORMANCE; PSYCHOTHERAPY; REACTION TIME; YOUNG ADULT;

ADULT; ALPHA RHYTHM; BETA RHYTHM; BIOMECHANICAL PHENOMENA; ELECTROENCEPHALOGRAPHY; EXECUTIVE FUNCTION; FEMALE; FOOT; FRONTAL LOBE; HAND; HUMANS; IMAGERY (PSYCHOTHERAPY); IMAGINATION; MALE; MOTOR ACTIVITY; MOVEMENT; PARIETAL LOBE; PHOTIC STIMULATION; PSYCHOMOTOR PERFORMANCE; REACTION TIME; YOUNG ADULT;

EID: 84920277928     PISSN: 01664328     EISSN: 18727549     Source Type: Journal    
DOI: 10.1016/j.bbr.2014.12.016     Document Type: Article

References (130)

1. Shea C.H., Wright D.L., Wulf G., Whitacre C. Physical and observational practice afford unique learning opportunities. J Mot Behav 2000, 32(1):27-36.
2. Wulf G., Shea C., Lewthwaite R. Motor skill learning and performance: a review of influential factors. Med Educ 2010, 44(1):75-84.
3. Allami N., Paulignan Y., Brovelli A., Boussaoud D. Visuo-motor learning with combination of different rates of motor imagery and physical practice. Exp Brain Res 2008, 184(1):105-113.
4. Yaguez L., Nagel D., Hoffman H., Canavan A.G., Wist E., Homberg V. A mental route to motor learning: improving trajectorial kinematics through imagery training. Behav Brain Res 1998, 90(1):95-106.
5. Gentili R., Han C.E., Schweighofer N., Papaxanthis C. Motor learning without doing: trial-by-trial improvement in motor performance during mental training. J Neurophysiol 2010, 104(2):774-783.
6. Gentili R., Papaxanthis C., Pozzo T. Improvement and generalization of arm motor performance through motor imagery practice. Neuroscience 2006, 137(3):761-772.
7. Hayes S.J., Elliott D., Bennett S.J. General motor representations are developed during action-observation. Exp Brain Res 2010, 204(2):199-206.
8. Heyes C.M., Foster C.L. Motor learning by observation: evidence from a serial reaction time task. Q J Exp Psychol Sec A: Hum Exp Psychol 2002, 55(2):593-607.
9. Vinter A., Perruchet P. Implicit motor learning through observational training in adults and children. Mem Cogn 2002, 30(2):256-261.
10. Holmes P., Calmels C. A neuroscientific review of imagery and observation use in sport. J Mot Behav 2008, 40(5):433-445.
11. Lorey B., Naumann T., Pilgramm S., Petermann C., Bischoff M., Zentgraf K., et al. Neural simulation of actions: effector- versus action-specific motor maps within the human premotor and posterior parietal area?. Hum Brain Mapp 2014, 35(4):1212-1225.
12. Lui F., Buccino G., Duzzi D., Benuzzi F., Crisi G., Baraldi P., et al. Neural substrates for observing and imagining non-object-directed actions. Soc Neurosci 2008, 3(3-4):261-275.
13. Gangitano M., Mottaghy F.M., Pascual-Leone A. Phase-specific modulation of cortical motor output during movement observation. NeuroReport 2001, 12(7):1489-1492.
14. Lepage J.F., Tremblay S., Theoret H. Early non-specific modulation of corticospinalexcitability during action observation. Eur J Neurosci 2010, 31(5):931-937.
15. Fadiga L., Fogassi L., Pavesi G., Rizzolatti G. Motor facilitation during action observation: a magnetic stimulation study. J Neurophysiol 1995, 73(6):2608-2611.
16. Stefan K., Classen J., Celnik P., Cohen L.G. Concurrent action observation modulates practice-induced motor memory formation. Eur J Neurosci 2008, 27(3):730-738.
17. Stefan K., Cohen L.G., Duque J., Mazzocchio R., Celnik P., Sawaki L., et al. Formation of a motor memory by action observation. J Neurosci 2005, 25(41):9339-9346.
18. Neuper C., Pfurtscheller G. Event-related dynamics of cortical rhythms: frequency-specific features and functional correlates. Int J Psychophysiol 2001, 43(1):41-58.
19. Event-related dynamics of brain oscillations. Progress in brain research 2006, vol. 159. Elsevier, Amsterdam.
20. Neuper C., Wörtz M., Pfurtscheller G. ERD/ERS patterns reflecting sensorimotor activation and deactivation. Event-related dynamics of brain oscillations. Progress in brain research 2006, 159:211-222. Elsevier, Amsterdam.
21. Pfurtscheller G., Aranibar A. Event-related cortical desynchronization detected by power measurements of scalp EEG. Electroencephalogr Clin Neurophysiol 1977, 42(6):817-826.
22. Babiloni C., Babiloni F., Carducci F., Cincotti F., Cocozza G., Del Percio C., et al. Human cortical electroencephalography (EEG) rhythms during the observation of simple aimless movements: a high-resolution EEG study. NeuroImage 2002, 17(2):559-572.
23. Calmels C., Holmes P., Jarry G., Leveque J.M., Hars M., Stam C.J. Cortical activity prior to, and during, observation and execution of sequential finger movements. Brain Topogr 2006, 19(1-2):77-88.
24. Calmels C., Jarry G., Stam C.J. Changes in local and distant EEG activities before: during and after the observation and execution of sequential finger movements. Neurophysiol Clin 2009, 39(6):303-312.
25. Marshall P.J., Bouquet C.A., Shipley T.F., Young T. Effects of brief imitative experience on EEG desynchronization during action observation. Neuropsychologia 2009, 47(10):2100-2106.
26. Orgs G., Dombrowski J.H., Heil M., Jansen-Osmann P. Expertise in dance modulates alpha/beta event-related desynchronization during action observation. Eur J Neurosci 2008, 27(12):3380-3384.
27. Cochin S., Barthelemy C., Roux S., Martineau J. Observation and execution of movement: similarities demonstrated by quantified electroencephalography. Eur J Neurosci 1999, 11(5):1839-1842.
28. Muthukumaraswamy S.D., Johnson B.W. Primary motor cortex activation during action observation revealed by wavelet analysis of the EEG. Clin Neurophysiol 2004, 115(8):1760-1766.
29. Muthukumaraswamy S.D., Johnson B.W., McNair N.A. Mu rhythm modulation during observation of an object-directed grasp. Brain Res Cogn Brain Res 2004, 19(2):195-201.
30. Cheng Y., Lee P.L., Yang C.Y., Lin C.P., Hung D., Decety J. Gender differences in the mu rhythm of the human mirror-neuron system. PLoS One 2008, 3(5):e2113.
31. Babiloni C., Marzano N., Infarinato F., Iacoboni M., Rizza G., Aschieri P., et al. Neural efficiency of experts' brain during judgment of actions: a high-resolution EEG study in elite and amateur karate athletes. Behav Brain Res 2010, 207(2):466-475.
32. Pfurtscheller G., Neuper C. Motor imagery activates primary sensorimotor area in humans. Neurosci Lett 1997, 239(2-3):65-68.
33. Pfurtscheller G., Neuper C., Brunner C., da Silva F.L. Beta rebound after different types of motor imagery in man. Neurosci Lett 2005, 378(3):156-159.
34. Marks D.F., Isaac A.R. Topographical distribution of EEG activity accompanying visual and motor imagery in vivid and non-vivid imagers. Br J Psychol 1995, 86(Pt 2):271-282.
35. Fink A., Graif B., Neubauer A.C. Brain correlates underlying creative thinking: EEG alpha activity in professional vs novice dancers. NeuroImage 2009, 46(3):854-862.
36. Horn R.R., Williams A.M., Hayes S.J., Hodges N.J., Scott M.A. Demonstration as a rate enhancer to changes in coordination during early skill acquisition. J Sports Sci 2007, 25(5):599-614.
37. Malouin F., Richards C.L. Mental practice for relearning locomotor skills. Phys Ther 2010, 90(2):240-251.
38. Munzert J., Lorey B., Zentgraf K. Cognitive motor processes: the role of motor imagery in the study of motor representations. Brain Res Rev 2009, 60(2):306-326.
39. Toussaint L., Blandin Y. On the role of imagery modalities on motor learning. J Sports Sci 2010, 28(5):497-504.
40. Gatti R., Tettamanti A., Gough P.M., Riboldi E., Marinoni L., Buccino G. Action observation versus motor imagery in learning a complex motor task: a short review of literature and a kinematics study. Neurosci Lett 2012, 540:37-42.
41. Roosink M., Zijdewind I. Corticospinal excitability during observation and imagery of simple and complex hand tasks: implications for motor rehabilitation. Behav Brain Res 2010, 213(1):35-41.
42. Conson M., Sarà M., Pistoia F., Trojano L. Action observation improves motor imagery: specific interactions between simulative processes. Exp Brain Res 2009, 199(1):71-81.
43. McCormick S.A., Causer J., Holmes P.S. Active vision during action execution, observation and imagery: evidence for shared motor representations. PLoS One 2013, 8(6):e67761.
44. Gatti R., Rocca M.A., Tettamanti A., Filippi M. Evaluation and training of hands and feet movements performed with different strategies: a kinematic study. Clin Neurol Neurosurg 2010, 113(3):218-223.
45. Johansson B.B. Current trends in stroke rehabilitation. A review with focus on brain plasticity. Acta Neurol Scand 2010, 123(3):147-159.
46. Sherwood D.E., Lee T.D. Schema theory: critical review and implications for the role of cognition in a new theory of motor learning. Res Q Exerc Sport 2003, 74(4):376-382.
47. Warner L., McNeill M.E. Mental imagery and its potential for physical therapy. Phys Ther 1988, 68(4):516-521.
48. Sailer A., Dichgans J., Gerloff C. The influence of normal aging on the cortical processing of a simple motor task. Neurology 2000, 55(7):979-985.
49. MacKay W.A. Wheels of motion: oscillatory potentials in the motor cortex. Motor cortex in voluntary movements: a distributed system for distributed functions 2005, 210-242. CRC Press, Boca Raton, FL. A. Riehle, E. Vaadia (Eds.).
50. Yi W., Qiu S., Qi H., Zhang L., Wan B., Ming D. EEG feature comparison and classification of simple and compound limb motor imagery. J Neuroeng Rehabil 2013, 10:106.
51. Klimesch W. EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis. Brain Res Brain Res Rev 1999, 129:169-195.
52. Leocani L., Toro C., Manganotti P., Zhuang P., Hallett M. Event-related coherence and event-related desynchronization/synchronization in the 10Hz and 20Hz EEG during self-paced movements. Electroencephalogr Clin Neurophysiol 1997, 104:199-206.
53. Pfurtscheller G., Lopez da Silva F.H. Event-related EEG/MEG synchronization and desynchronization: basic principles. Clin Neurophysiol 1999, 110(11):1842-1857.
54. Gerloff C., Richard J., Hadley J., Schulman A.E., Honda M., Hallett M. Functional coupling and regional activation of human cortical motor areas during simple, internally paced and externally paced finger movements. Brain 1998, 121(Pt 8):1513-1531.
55. Pfurtscheller G. Quantification of ERD and ERS in the time domain. Event-related desynchronization. Handbook of electroencephalography and clinical neurophysiology 1999, Vol. 6:89-105. Elsevier, Amsterdam.
56. Caspers S., Zilles K., Laird A.R., Eickhoff S.B. ALE meta-analysis of action observation and imitation in the human brain. NeuroImage 2010, 50(3):1148-1167.
57. Piefke M., Kramer K., Korte M., Schulte-Rüther M., Korte J.M., Wohlschläger A.M., et al. Neurofunctional modulation of brain regions by distinct forms of motor cognition and movement features. Hum Brain Mapp 2009, 30(2):432-451.
58. Maeda F., Kleiner-Fisman G., Pascual-Leone A. Motor facilitation while observing hand actions: specificity of the effect and role of observer's orientation. J Neurophysiol 2002, 87(3):1329-1335.
59. Urgesi C., Candidi M., Fabbro F., Romani M., Aglioti S.M. Cabinio Motor facilitation during action observation: topographic mapping of the target muscle and influence of the onlooker's posture. Eur J Neurosci 2006, 23(9):2522-2530.
60. Alaerts K., Swinnen S.P., Wenderoth N. Is the human primary motor cortex activated by muscular or direction-dependent features of observed movements?. Cortex 2009, 45(10):1148-1155.
61. Cabinio M., Blasi V., Borroni P., Montagna M., Iadanza A., Falini A., et al. The shape of motor resonance: right- or left-handed?. NeuroImage 2010, 51(1):313-323.
62. Blanke O., Ionta S., Fornari E., Mohr C., Maeder P. Mental imagery for full and upper human bodies: common right hemisphere activations and distinct extrastriate activations. Brain Topogr 2010, 23(3):321-332.
63. Haslinger B., Erhard P., Altenmuller E., Schroeder U., Boecker H., Ceballos-Baumann A.O. Transmodal sensorimotor networks during action observation in professional pianists. J Cogn Neurosci 2005, 17(2):282-293.
64. van Elk M., van Schie H.T., Hunnius S., Vesper C., Bekkering H. You'll never crawl alone: neurophysiological evidence for experience-dependent motor resonance in infancy. NeuroImage 2008, 43(4):808-814.
65. Bufalari I., Sforza A., Cesari P., Aglioti S.M., Fourkas A.D. Motor imagery beyond the joint limits: a transcranial magnetic stimulation study. Biol Psychol 2010, 85(2):283-290.
66. Guillot A., Collet C., Nguyen V.A., Malouin F., Richards C., Doyon J. Brain activity during visual versus kinesthetic imagery: an fMRI study. Hum Brain Mapp 2009, 30(7):2157-2172.
67. Malouin F., Richards C.L., Jackson P.L., Dumas F., Doyon J. Brain activations during motor imagery of locomotor-related tasks: a PET study. Hum Brain Mapp 2003, 19(1):47-62.
68. Ross J.S., Tkach J., Ruggieri P.M., Lieber M., Lapresto E. The mind's eye: functional MR imaging evaluation of golf motor imagery. Am J Neuroradiol 2003, 24(6):1036-1044.
69. van der Meulen M., Allali G., Rieger S.W., Assal F., Vuilleumier P. The influence of individual motor imagery ability on cerebral recruitment during gait imagery. Hum Brain Mapp 2014, 35(2):455-470.
70. Fourkas A.D., Bonavolonta V., Avenanti A., Aglioti S.M. Kinesthetic imagery and tool-specific modulation of corticospinal representations in expert tennis players. Cereb Cortex 2008, 18(10):2382-2390.
71. Cattaneo L., Rizzolatti G. The mirror neuron system. Arch Neurol 2009, 66(5):557-560.
72. Fabbri-Destro M., Rizzolatti G. Mirror neurons and mirror systems in monkeys and humans. Physiology (Bethesda) 2008, 23:171-179.
73. Garrison K.A., Winstein C.J., Aziz-Zadeh L. The mirror neuron system: a neural substrate for methods in stroke rehabilitation. Neurorehabil Neural Repair 2010, 24(5):404-412.
74. Kim Y.T., Seo J.H., Song H.J., Yoo D.S., Lee H.J., Lee J., et al. Neural correlates related to action observation in expert archers. Behav Brain Res 2011, 223(2):342-347.
75. Gallese V., Fadiga L., Fogassi L., Rizzolatti G. Action recognition in the premotor cortex. Brain 1996, 119(Pt 2):593-609.
76. Fogassi L., Ferrari P.F., Gesierich B., Rozzi S., Chersi F., Rizzolatti G. Parietal lobe: from action organization to intention understanding. Science 2005, 308(5722):662-667.
77. Umilta M.A., Kohler E., Gallese V., Fogassi L., Fadiga L., Keysers C., et al. I know what you are doing. A neurophysiological study. Neuron 2001, 31(1):155-165.
78. Buccino G., Binkofski F., Fink G.R., Fadiga L., Fogassi L., Gallese V., et al. Action observation activates premotor and parietal areas in a somatotopic manner: an fMRI study. Eur J Neurosci 2001, 13(2):400-404.
79. Chong T.T., Cunnington R., Williams M.A., Kanwisher N., Mattingley J.B. fMRI adaptation reveals mirror neurons in human inferior parietal cortex. Curr Biol 2008, 18(20):1576-1580.
80. Perry A., Bentin S. Mirror activity in the human brain while observing hand movements: a comparison between EEG desynchronization in the mu-range and previous fMRI results. Brain Res 2009, 1282:126-132.
81. Buccino G., Vogt S., Ritzl A., Fink G.R., Zilles K., Freund H.J., et al. Neural circuits underlying imitation learning of hand actions: an event-related fMRI study. Neuron 2004, 42(2):323-334.
82. Androulidakis A.G., Doyle L.M., Yarrow K., Litvak V., Gilbertson T.P., Brown P. Anticipatory changes in beta synchrony in the human corticospinal system and associated improvements in task performance. Eur J Neurosci 2007, 25(12):3758-3765.
83. Pfurtscheller G., Neuper C., Andrew C., Edlinger G. Foot and hand area mu rhythms. Int J Psychophysiol 1997, 26(1-3):121-135.
84. Pfurtscheller G., Brunner C., Schlögl A., Lopes da Silva F.H. Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks. NeuroImage 2006, 31(1):153-159.
85. Alemanno F., Houdayer E., Cursi M., Velikova S., Tettamanti M., Comi G., et al. Action-related semantic content and negation polarity modulate motor areas during sentence reading: an event-related desynchronization study. Brain Res 2012, 1484:39-49.
86. Benedek M., Bergner S., Könen T., Fink A., Neubauer A.C. EEG alpha synchronization is related to top-down processing in convergent and divergent thinking. Neuropsychologia 2011, 49(12):3505-3511.
87. Cooper N.R., Croft R.J., Dominey S.J., Burgess A.P., Gruzelier J.H. Paradox lost? Exploring the role of alpha oscillations during externally vs. internally directed attention and the implications for idling and inhibition hypotheses. Int J Psychophysiol 2003, 47(1):65-74.
88. Iacoboni M., Woods R.P., Brass M., Bekkering H., Mazziotta J.C., Rizzolatti G. Cortical mechanisms of human imitation. Science 1999, 286(5449):2526-2528.
89. Arnstein D., Cui F., Keysers C., Maurits N.M., Gazzola V. μ-Suppression during action observation and execution correlates with BOLD in dorsal premotor, inferior parietal, and SI cortices. J Neurosci 2011, 31(40):14243-14249.
90. Holtz E.M., Doppelmayr M., Klimesch W., Sauseng P. EEG correlates of action observation in humans. Brain Topogr 2008, 21(2):93-99.
91. Neuper C., Scherer R., Reiner M., Pfurtscheller G. Imagery of motor actions: differential effects of kinesthetic and visual-motor mode of imagery in single-trial EEG. Brain Res Cogn Brain Res 2005, 25(3):668-677.
92. Callow N., Hardy L. The relationship between the use of kinaesthetic imagery and different visual imagery perspectives. J Sports Sci 2004, 22(2):167-177.
93. Dickstein R., Deutsch J.E. Motor imagery in physical therapist practice. Phys Ther 2007, 7:942-953.
94. Solodkin A., Hlustik P., Chen E.E., Small S.L. Fine modulation in network activation during motor execution and motor imagery. Cereb Cortex 2004, 14:1246-1255.
95. Parsons L.M. Temporal and kinematic properties of motor behavior reflected in mentally simulated action. J Exp Psychol Hum Percept Perform 1994, 20(4):709-730.
96. De Smedt B., Grabner R.H., Studer B. Oscillatory EEG correlates of arithmetic strategy use in addition and subtraction. Exp Brain Res 2009, 195(4):635-642.
97. Dimitriadis S.I., Laskaris N.A., Tsirka V., Vourkas M., Micheloyannis S. What does delta band tell us about cognitive processes: a mental calculation study. Neurosci Lett 2010, 483(1):11-15.
98. Harmony T., Fernandez T., Silva J., Bernal J., Díaz-Comas L., Reyes A., et al. EEG delta activity: an indicator of attention to internal processing during performance of mental tasks. Int J Psychophysiol 1996, 24(1-2):161-171.
99. Rizzolatti G., Craighero L. The mirror-neuron system. Annu Rev Neurosci 2004, 27:169-192.
100. Wohlschläger A., Gattis M., Bekkering H. Action generation and action perception in imitation: an instance of the ideomotor principle. Philos Trans R Soc London B Biol Sci 2003, 358(1431):501-515.
101. Pfurtscheller G. Event-related synchronization (ERS): an electrophysiological correlate of cortical areas at rest. Electroencephalogr Clin Neurophysiol 1992, 83(1):62-69.
102. Pfurtscheller G., Neuper C. Event-related synchronization of mu rhythm in the EEG over the cortical hand area in man. Neurosci Lett 1994, 174(1):93-96.
103. Leocani L., Toro C., Zhuang P., Gerloff C., Hallett M. Event-related desynchronization in reaction time paradigms: a comparison with event-related potentials and corticospinal excitability. Clin Neurophysiol 2001, 112(5):923-930.
104. Pfurtscheller G. Functional brain imaging based on ERD/ERS. Vision Res 2001, 41(10-11):1257-1260.
105. Leocani L., Toro C., Manganotti P., Zhuang P., Hallett M. Event-related coherence and event-related desynchronization/synchronization in the 10Hz and 20Hz EEG during self-paced movements. Electroencephalogr Clin Neurophysiol 1997, 104(3):199-206.
106. Pfurtscheller G., Stancak A., Neuper C. Postmovement beta synchronization. A correlate of an idling motor area?. Electroencephalogr Clin Neurophysiol 1996, 98(4):281-293.
107. Hatfield B.D., Haufler A.J., Hung T.M., Spalding T.W. Electroencephalographic studies of skilled psychomotor performance. J Clin Neurophysiol 2004, 21(3):144-156.
108. Rietschel J.C., Miller M.W., Gentili R.J., Goodman R.N., McDonald C.G., Hatfield B.D. Cerebral-cortical networking and activation increase as a function of cognitive-motor task difficulty. Biol Psychol 2012, 90(2):127-133.
109. Swann N., Tandon N., Canolty R., Ellmore T.M., McEvoy L.K., Dreyer S., et al. Intracranial EEG reveals a time- and frequency-specific role for the right inferior frontal gyrus and primary motor cortex in stopping initiated responses. J Neurosci 2009, 29(40):12675-12685.
110. Zhang Y., Chen Y., Bressler S.L., Ding M. Response preparation and inhibition: the role of the cortical sensorimotor beta rhythm. Neuroscience 2008, 156(1):238-246.
111. Pfurtscheller G., Zalaudek K., Neuper C. Event-related beta synchronization after wrist: finger and thumb movement. Electroencephalogr Clin Neurophysiol 1998, 109(2):154-160.
112. Steriade M., McCormick D.A., Sejnowski T.J. Thalamocortical oscillations in the sleeping and aroused brain. Science 1993, 262(5134):679-685.
113. Kristeva-Feige R., Fritsch C., Timmer J., Lücking C.H. Effects of attention and precision of exerted force on beta range EEG-EMG synchronization during a maintained motor contraction task. Clin Neurophysiol 2002, 113(1):124-131.
114. Cassim F., Monaca C., Szurhaj W., Bourriez J.L., Defebvre L., Derambure P., et al. Does post-movement beta synchronization reflect an idling motor cortex?. NeuroReport 2001, 12(17):3859-3863.
115. Keinrath C., Wriessnegger S., Müller-Putz G.R., Pfurtscheller G. Post-movement beta synchronization after kinesthetic illusion: active and passive movements. Int J Psychophysiol 2006, 62(2):321-327.
116. Baker S.N. Oscillatory interactions between sensorimotor cortex and the periphery. Curr Opin Neurobiol 2007, 17(6):649-655.
117. Engel A.K., Fries P. Beta-band oscillations-signalling the status quo?. Curr Opin Neurobiol 2010, 20(2):156-165.
118. Jenkinson N., Brown P. New insights into the relationship between dopamine: beta oscillations and motor function. Trend Neurosci 2011, 43(12):611-618.
119. Kühn A.A., Doyle L., Pogosyan A., Yarrow K., Kupsch A., Schneider G.H., et al. Modulation of beta oscillations in the subthalamic area during motor imagery in Parkinson's disease. Brain 2006, 129(Pt 3):695-706.
120. Floyer-Lea A., Matthews P.M. Changing brain networks for visuomotor control with increased movement automaticity. J Neurophysiol 2004, 92(4):2405-2412.
121. Karni A., Meyer G., Rey-Hipolito C., Jezzard P., Adams M.M., Turner R., et al. The acquisition of skilled motor performance: fast and slow experience-driven changes in primary motor cortex. Proc Natl Acad Sci USA 1998, 5(3):861-868.
122. Kelly A.M., Garavan H. Human functional neuroimaging of brain changes associated with practice. Cereb Cortex 2005, 15(8):1089-1102.
123. Olesen P.J., Westerberg H., Klingberg T. Increased prefrontal and parietal activity after training of working memory. Nat Neurosci 2004, 7(1):75-79.
124. Sacco K., Cauda F., Cerliani L., Mate D., Duca S., Geminiani G.C. Motor imagery of walking following training in locomotor attention. The effect of the tango lesson. NeuroImage 2006, 32(3):1441-1449.
125. Manganotti P., Gerloff C., Toro C., Katsuta H., Sadato N., Zhuang P., et al. Task-related coherence and task-related spectral power changes during sequential finger movements. Electroencephalogr Clin Neurophysiol 1998, 109(1):50-62.
126. Zhuang P., Toro C., Grafman J., Manganotti P., Leocani L., Hallett M. Event-related desynchronization (ERD) in the alpha frequency during development of implicit and explicit learning. Electroencephalogr Clin Neurophysiol 1997, 102(4):374-381.
127. Cross E.S., Stadler W., Parkinson J., Schütz-Bosbach S., Prinz W. The influence of visual training on predicting complex action sequences. Hum Brain Mapp 2013, 34(2):467-486.
128. Debaere F., Wenderoth N., Sunaert S., Van Hecke P., Swinnen S.P. Changes in brain activation during the acquisition of a new bimanual coodination task. Neuropsychologia 2004, 42(7):855-867.
129. Remy F., Wenderoth N., Lipkens K., Swinnen S.P. Acquisition of a new bimanual coordination pattern modulates the cerebral activations elicited by an intrinsic pattern: an fMRI study. Cortex 2008, 44(5):482-493.
130. Wolpert D.M., Diedrichsen J., Flanagan J.R. Principles of sensorimotor learning. Nat Rev Neurosci 2011, 12(12):739-751.