Biased instantaneous regional muscle activation maps: Embedded fuzzy topology and image feature analysis

Article


De la Fuente, Carlos, Weinstein, Alejandro, Neira, Alejandro, Valencia, Oscar, Cruz-Montecinos, Carlos, Silvestre, Rony, Pincheira, Patricio A., Palma, Felipe and Carpes, Felipe P.. 2022. "Biased instantaneous regional muscle activation maps: Embedded fuzzy topology and image feature analysis." Frontiers in Bioengineering and Biotechnology. 10. https://doi.org/10.3389/fbioe.2022.934041
Article Title

Biased instantaneous regional muscle activation maps: Embedded fuzzy topology and image feature analysis

ERA Journal ID200511
Article CategoryArticle
AuthorsDe la Fuente, Carlos, Weinstein, Alejandro, Neira, Alejandro, Valencia, Oscar, Cruz-Montecinos, Carlos, Silvestre, Rony, Pincheira, Patricio A., Palma, Felipe and Carpes, Felipe P.
Journal TitleFrontiers in Bioengineering and Biotechnology
Journal Citation10
Article Number934041
Number of Pages10
Year2022
PublisherFrontiers Media SA
Place of PublicationSwitzerland
ISSN2296-4185
Digital Object Identifier (DOI)https://doi.org/10.3389/fbioe.2022.934041
Web Address (URL)https://www.frontiersin.org/journals/bioengineering-and-biotechnology/articles/10.3389/fbioe.2022.934041/full
Abstract

The instantaneous spatial representation of electrical propagation produced by muscle contraction may introduce bias in surface electromyographical (sEMG) activation maps. Here, we described the effect of instantaneous spatial representation (sEMG segmentation) on embedded fuzzy topological polyhedrons and image features extracted from sEMG activation maps. We analyzed 73,008 topographic sEMG activation maps from seven healthy participants (age 21.4 ± 1.5 years and body mass 74.5 ± 8.5 kg) who performed submaximal isometric plantar flexions with 64 surface electrodes placed over the medial gastrocnemius muscle. Window lengths of 50, 100, 150, 250, 500, and 1,000 ms and overlap of 0, 25, 50, 75, and 90% to change sEMG map generation were tested in a factorial design (grid search). The Shannon entropy and volume of global embedded tri-dimensional geometries (polyhedron projections), and the Shannon entropy, location of the center (LoC), and image moments of maps were analyzed. The polyhedron volume increased when the overlap was <25% and >75%. Entropy decreased when the overlap was <25% and >75% and when the window length was <100 ms and >500 ms. The LoC in the x-axis, entropy, and the histogram moments of maps showed effects for overlap (p < 0.001), while the LoC in the y-axis and entropy showed effects for both overlap and window length (p < 0.001). In conclusion, the instantaneous sEMG maps are first affected by outer parameters of the overlap, followed by the length of the window. Thus, choosing the window length and overlap parameters can introduce bias in sEMG activation maps, resulting in distorted regional muscle activation.

Keywordsmuscle; high-density electromyography; UMAP; entropy; barycenter; image moments; segmentation
Contains Sensitive ContentDoes not contain sensitive content
ANZSRC Field of Research 2020460306. Image processing
420703. Motor control
Byline AffiliationsPontifical Catholic University of Valparaiso, Chile
Federal University of Pampa, Brazil
Clínica MEDS, Chile
University of Valparaiso, Chile
University of the Major, Chile
University of The Andes, Colombia
University of Chile, Chile
University of Queensland
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