Related Experiment Video
Updated: Sep 3, 2025

11:15
Applications of EEG Neuroimaging Data: Event-related Potentials, Spectral Power, and Multiscale Entropy
Published on: June 27, 2013
33.9K
Analysis of Functional Corticomuscular Coupling Based on Multiscale Transfer Spectral Entropy
IEEE Journal of Biomedical and Health Informatics
|July 26, 2022
Summary
We developed multiscale transfer spectral entropy (MSTSE) to accurately measure functional corticomuscular coupling (FCMC) between brain and muscle activity. MSTSE improves analysis of motor control and dysfunction, outperforming traditional methods.
Area of Science:
- Neuroscience
- Biomedical Engineering
- Signal Processing
Background:
- Functional corticomuscular coupling (FCMC) reveals complex sensorimotor interactions.
- Physiological signals possess inherent multiscale characteristics requiring advanced analytical methods.
Purpose of the Study:
- To introduce and validate multiscale transfer spectral entropy (MSTSE) for analyzing FCMC.
- To investigate FCMC in healthy individuals and stroke patients using EEG and sEMG.
Main Methods:
- Development of MSTSE, a novel method for analyzing multiscale physiological signals.
- Recording of electroencephalogram (EEG) and surface electromyography (sEMG) during steady-state grip tasks.
- Application of MSTSE to analyze FCMC between motor cortex EEG and flexor digitorum superficialis (FDS) sEMG.
Main Results:
- MSTSE demonstrated superior accuracy in detecting FCMC and reducing spurious coupling compared to transfer spectral entropy (TSE).
- Significant FCMC was observed in β1, β2, and γ2 bands, peaking in the β1 band at the 22-30 scale.
- Directional coupling (EEG→sEMG) was generally stronger than sEMG→EEG; stroke patients exhibited altered FCMC patterns, particularly in the β1 and β2 bands.
Conclusions:
- MSTSE offers a more precise tool for quantifying FCMC and understanding sensorimotor system dynamics.
- Findings highlight altered FCMC in stroke patients, suggesting potential for diagnostic and therapeutic insights.
- This work provides a foundation for advanced analysis of FCMC and motor control deficits.
Related Concept Videos
Excitation-Contraction Coupling in Skeletal Muscles
9.2K
Excitation-contraction coupling is a series of events that occur between generating an action potential and initiating a muscle contraction. It occurs at the triad, a structure found in skeletal muscle fibers that comprise a T-tubule and terminal cisternae of the sarcoplasmic reticulum on each side. These triads are visible in longitudinally sectioned muscle fibers. They are typically located at the A-I junction — the junction between the A and I bands of the sarcomere.
When an action...
When an action...
9.2K
Motor Unit Stimulation
1.9K
When the neuron of a motor unit fires an action potential, it triggers a series of events, leading to a twitch contraction in the muscle fibers. The process of excitation-contraction coupling is crucial in relaying the action potential to the muscle fibers.
The latent period of contraction marks the onset of excitation-contraction coupling, when the action potential propagates across the sarcolemma, preparing the muscle fibers for contraction. As the fibers enter the contraction phase, the...
The latent period of contraction marks the onset of excitation-contraction coupling, when the action potential propagates across the sarcolemma, preparing the muscle fibers for contraction. As the fibers enter the contraction phase, the...
1.9K
Muscle Stimulation Frequency
2.5K
The contraction strength of muscles is regulated by motor neurons, which modulate the frequency of action potentials dispatched to the motor units based on the body's requirements. This process of varying the muscle stimulation frequency allows muscles to contract with a force that is precisely tailored to the needs of the moment, whether lifting a feather or a heavy box.
Wave summation
At low firing rates, motor neurons induce individual twitch contractions in muscle fibers. These twitches...
Wave summation
At low firing rates, motor neurons induce individual twitch contractions in muscle fibers. These twitches...
2.5K
Transfer Function in Control Systems
779
The transfer function is a fundamental concept in the analysis and design of linear time-invariant (LTI) systems. It offers a concise way to understand how a system responds to different inputs in the frequency domain. It serves as a bridge between the time-domain differential equations that describe system dynamics and the frequency-domain representation that facilitates easier manipulation and analysis.
To derive the transfer function, consider a general nth-order linear time-invariant...
To derive the transfer function, consider a general nth-order linear time-invariant...
779
Classification of Skeletal Muscle Fibers
56.8K
Skeletal muscles continuously produce ATP to provide the energy that enables muscle contractions. Skeletal muscle fibers can be categorized into three types based on differences in their contraction speed and how they produce ATP, as well as physical differences related to these factors. Most human muscles contain all three muscle fiber types, albeit in varying proportions.
Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
56.8K
Correlation between ECG and Cardiac Cycle
8.1K
The electrical signals recorded on an electrocardiogram (ECG) occur before the mechanical processes of contraction and relaxation during the cardiac cycle.
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
A cardiac action potential originates in the SA node and spreads throughout the atria and the AV node in approximately 0.03 seconds. This results in the P wave in an ECG and triggers atrial contraction. The action potential is then briefly slowed at the AV node, allowing the atria to contract and fill the ventricles with blood before...
8.1K

