The changes in the hemodynamic activity of the brain during motor imagery training with the use of brain-computer interface


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With the use of functional MRI (fMRI), we studied the changes in brain hemodynamic activity of healthy subjects during motor imagery training with the use brain-computer interface (BCI), which is based on the recognition of EEG patterns of imagined movements. ANOVA dispersion analysis showed there are 14 areas of the brain where statistically significant changes were registered. Detailed analysis of the activity in these areas before and after training (Student’s and Mann-Whitney tests) showed that the real amount of such areas is five; these are Brodmann areas 44 and 45, insula, middle frontal gyrus and anterior cingulate gyrus. We suggest that these changed are caused by the formation of memory traces of those brain activity patterns which are most accurately recognized by BCI classifiers as correspondent with limb movements imagery. We also observed a tendency of increase in the activity of motor imagery after training. The hemodynamic activity in all these 14 areas during real movements was either approximately the same or significantly higher than during motor imagery; activity during imagined leg movements was higher than that during imagines arm movements, except for the areas of representation of arms.

作者简介

A. Frolov

Institute for Higher Nervous Activity and Neurophysiology; Pirogov Russian National Research Medical University; Technical University of Ostrava

编辑信件的主要联系方式.
Email: aafrolov@mail.ru
俄罗斯联邦, ul. Butlerova 5a, Moscow, 117865; ul. Ostrovityanova 1, Moscow, 117997; 17 Listopadu 2172/15, Ostrava-Poruba, 708 00

D. Husek

Institute of Computer Science

Email: aafrolov@mail.ru
捷克共和国, Radlicka 5, Prague 5, 158 00

A. Silchenko

Institute for Higher Nervous Activity and Neurophysiology; Technical University of Ostrava; Faculty of Physics

Email: aafrolov@mail.ru
俄罗斯联邦, ul. Butlerova 5a, Moscow, 117865; 17 Listopadu 2172/15, Ostrava-Poruba, 708 00; Moscow, 119991

J. Tintera

Institute for Clinical and Experimental Medicine (IKEM)

Email: aafrolov@mail.ru
捷克共和国, Prague

J. Rydlo

Institute for Clinical and Experimental Medicine (IKEM)

Email: aafrolov@mail.ru
捷克共和国, Prague


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