Sources of linear and non-linear synchrony between brain and muscles Linear and non-linear CMC sources

被引:0
|
作者
Vidaurre, Carmen [1 ,2 ]
Gomez, Marisol [1 ]
Nolte, Guido [3 ]
Villringer, Arno [4 ]
von Carlowitz-Ghori, Katherina [5 ]
Nikulin, Vadim V. [4 ,6 ]
机构
[1] Univ Publ Navarra, Dept Stat Informat & Math, Pamplona, Spain
[2] TU Berlin, Machine Learning Dept, Berlin, Germany
[3] Univ Med Ctr Hamburg Eppendorf, Dept Neurophysiol & Pathophysiol, Hamburg, Germany
[4] Max Planck Inst Human Cognit & Brain Sci, Dept Neurol, Leipzig, Germany
[5] Charite, Dept Neurol, Berlin, Germany
[6] Natl Res Univ Higher Sch Econ, Neurosci, Moscow, Russia
关键词
linear interactions; non-linear interactions; cortico-muscular coherence; brain activity; muscular activity; CORTICO-MUSCULAR COHERENCE; MONKEY MOTOR CORTEX; OSCILLATIONS; MECHANISM; EEG; EMG; DYNAMICS; TASK;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This manuscript shows that it is possible to find distinct sources of brain activity, at similar frequencies, arising from linear and non-linear interactions of the brain with the muscular system. Those sources were obtained by maximizing coherence between multivariate signals recorded from brain and a single channel from the muscles. To find linear phase synchrony we used unrectified electromyographic recordings, whereas to de-mix nonlinear sources, we used rectified muscular measurements. In order to obtain the brain sources, we employed a recently published method called "cacoh" that is able to maximize coherence over the complete frequency range of interest and simultaneously find patterns of sources for each them. Our results show that cortico-muscular interactions even at the same frequency range can have spatially distinct neuronal sources depending on whether interactions had linear or non-linear character.
引用
收藏
页码:64 / 68
页数:5
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