TY - JOUR
T1 - MEPFeatX—automated feature extraction of motor-evoked potentials in transcranial magnetic stimulation
AU - Nguyen, Dao T.A.
AU - Säisänen, Laura
AU - Kallioniemi, Elisa
AU - Karjalainen, Pasi A.
AU - Rissanen, Saara M.
AU - Julkunen, Petro
N1 - Publisher Copyright:
Copyright © 2025 Nguyen, Säisänen, Kallioniemi, Karjalainen, Rissanen and Julkunen.
PY - 2024
Y1 - 2024
N2 - Motor evoked potentials (MEPs) are an important measure in transcranial magnetic stimulation (TMS) when assessing neuronal excitability in clinical diagnostics related to motor function, as well as in neuroscience research. However, manual feature extraction from large datasets can be time-consuming and prone to human error, and valuable features, such as MEP polyphasia and duration, are often neglected. Several packages have been developed to simplify the process; however, they are often tailored to specific studies or are not accessible. Here, we introduce MEPFeatX, a verified MATLAB package designed for automated and comprehensive MEP feature extraction across a wide range of stimulation paradigms. MEPFeatX is designed and documented for easy integration into any MEP analysis pipeline. Primed templates for specific paradigms, as well as additional analysis coded in R language, are also provided. Thus, MEPFeatX provides its users with a comprehensive and accurate set of MEP features, along with their visuals, facilitating quick and reliable MEP analysis in TMS studies.
AB - Motor evoked potentials (MEPs) are an important measure in transcranial magnetic stimulation (TMS) when assessing neuronal excitability in clinical diagnostics related to motor function, as well as in neuroscience research. However, manual feature extraction from large datasets can be time-consuming and prone to human error, and valuable features, such as MEP polyphasia and duration, are often neglected. Several packages have been developed to simplify the process; however, they are often tailored to specific studies or are not accessible. Here, we introduce MEPFeatX, a verified MATLAB package designed for automated and comprehensive MEP feature extraction across a wide range of stimulation paradigms. MEPFeatX is designed and documented for easy integration into any MEP analysis pipeline. Primed templates for specific paradigms, as well as additional analysis coded in R language, are also provided. Thus, MEPFeatX provides its users with a comprehensive and accurate set of MEP features, along with their visuals, facilitating quick and reliable MEP analysis in TMS studies.
KW - automated analyses
KW - feature extraction
KW - motor evoked potential
KW - motor function
KW - transcranial magnetic stimulation
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U2 - 10.3389/fnins.2024.1415257
DO - 10.3389/fnins.2024.1415257
M3 - Article
AN - SCOPUS:85216289308
SN - 1662-4548
VL - 18
JO - Frontiers in Neuroscience
JF - Frontiers in Neuroscience
M1 - 1415257
ER -