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Directed Functional Coordination Analysis of Swallowing Muscles in Healthy and Dysphagic Subjects by Surface Electromyography
Swallowing is a complex sequence of highly regulated and coordinated skeletal and smooth muscle activity. Previous studies have attempted to determine the temporal relationship between the muscles to establish the activation sequence pattern, assessing functional muscle coordination with cross-corre...
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Published in: | Sensors (Basel, Switzerland) Switzerland), 2022-06, Vol.22 (12), p.4513 |
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description | Swallowing is a complex sequence of highly regulated and coordinated skeletal and smooth muscle activity. Previous studies have attempted to determine the temporal relationship between the muscles to establish the activation sequence pattern, assessing functional muscle coordination with cross-correlation or coherence, which is seriously impaired by volume conduction. In the present work, we used conditional Granger causality from surface electromyography signals to analyse the directed functional coordination between different swallowing muscles in both healthy and dysphagic subjects ingesting saliva, water, and yoghurt boluses. In healthy individuals, both bilateral and ipsilateral muscles showed higher coupling strength than contralateral muscles. We also found a dominant downward direction in ipsilateral supra and infrahyoid muscles. In dysphagic subjects, we found a significantly higher right-to-left infrahyoid, right ipsilateral infra-to-suprahyoid, and left ipsilateral supra-to-infrahyoid interactions, in addition to significant differences in the left ipsilateral muscles between bolus types. Our results suggest that the functional coordination analysis of swallowing muscles contains relevant information on the swallowing process and possible dysfunctions associated with dysphagia, indicating that it could potentially be used to assess the progress of the disease or the effectiveness of rehabilitation therapies. |
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Previous studies have attempted to determine the temporal relationship between the muscles to establish the activation sequence pattern, assessing functional muscle coordination with cross-correlation or coherence, which is seriously impaired by volume conduction. In the present work, we used conditional Granger causality from surface electromyography signals to analyse the directed functional coordination between different swallowing muscles in both healthy and dysphagic subjects ingesting saliva, water, and yoghurt boluses. In healthy individuals, both bilateral and ipsilateral muscles showed higher coupling strength than contralateral muscles. We also found a dominant downward direction in ipsilateral supra and infrahyoid muscles. In dysphagic subjects, we found a significantly higher right-to-left infrahyoid, right ipsilateral infra-to-suprahyoid, and left ipsilateral supra-to-infrahyoid interactions, in addition to significant differences in the left ipsilateral muscles between bolus types. Our results suggest that the functional coordination analysis of swallowing muscles contains relevant information on the swallowing process and possible dysfunctions associated with dysphagia, indicating that it could potentially be used to assess the progress of the disease or the effectiveness of rehabilitation therapies.</description><identifier>ISSN: 1424-8220</identifier><identifier>EISSN: 1424-8220</identifier><identifier>DOI: 10.3390/s22124513</identifier><identifier>PMID: 35746295</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Causality ; Control theory ; Coordination ; Cross correlation ; Dysphagia ; Electrodes ; Electromyography ; functional coordination ; Granger causality ; Hospital costs ; Muscle function ; Muscles ; Patients ; Physiology ; surface electromyography ; Swallowing ; swallowing muscle coupling ; Time series ; Tongue</subject><ispartof>Sensors (Basel, Switzerland), 2022-06, Vol.22 (12), p.4513</ispartof><rights>2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). 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Our results suggest that the functional coordination analysis of swallowing muscles contains relevant information on the swallowing process and possible dysfunctions associated with dysphagia, indicating that it could potentially be used to assess the progress of the disease or the effectiveness of rehabilitation therapies.</description><subject>Causality</subject><subject>Control theory</subject><subject>Coordination</subject><subject>Cross correlation</subject><subject>Dysphagia</subject><subject>Electrodes</subject><subject>Electromyography</subject><subject>functional coordination</subject><subject>Granger causality</subject><subject>Hospital costs</subject><subject>Muscle function</subject><subject>Muscles</subject><subject>Patients</subject><subject>Physiology</subject><subject>surface electromyography</subject><subject>Swallowing</subject><subject>swallowing muscle coupling</subject><subject>Time series</subject><subject>Tongue</subject><issn>1424-8220</issn><issn>1424-8220</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdksFu3CAQhq2qUZOmPfQNkHppD5sCA8ZcKkWbpImUqofkjjAGLyvWbMFu5EPfvTgbRUlPDD-fPs2IqapPBJ8BSPwtU0oo4wTeVCeEUbZqKMVvX9TH1fuctxhTAGjeVcfABaup5CfV3wufrBlth66mwYw-DjqgdYyp84Nerui8JHP2GUWH7h50CPHBDz36OWUTbEZ-QNdWh3EzIz106GLO-43uvUF3U7st5ozaudTJaWPRZShJirs59knvN_OH6sjpkO3Hp_O0ur-6vF9fr25__bhZn9-uDNQEVq0zlDIwHAtuW8wwEZLLrhGtoRiIo0LKBiTQQjBhrJNgGsY5doSDMHBa3Ry0XdRbtU9-p9OsovbqMYipVzqNvsyjcNO52rSciJoxTIVmtej4UnZOAOji-n5w7ad2ZztjhzHp8Er6-mXwG9XHP0pSwNCQIvjyJEjx92TzqHY-GxuCHmycsqJ1QzAILuuCfv4P3cYplf9YKFFG5kws1NcDZVLMOVn33AzBatkP9bwf8A_JcKtU</recordid><startdate>20220615</startdate><enddate>20220615</enddate><creator>Ye-Lin, Yiyao</creator><creator>Prats-Boluda, Gema</creator><creator>Galiano-Botella, Marina</creator><creator>Roldan-Vasco, Sebastian</creator><creator>Orozco-Duque, Andres</creator><creator>Garcia-Casado, Javier</creator><general>MDPI AG</general><general>MDPI</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0003-2929-181X</orcidid><orcidid>https://orcid.org/0000-0003-1410-2721</orcidid><orcidid>https://orcid.org/0000-0002-9362-5055</orcidid></search><sort><creationdate>20220615</creationdate><title>Directed Functional Coordination Analysis of Swallowing Muscles in Healthy and Dysphagic Subjects by Surface Electromyography</title><author>Ye-Lin, Yiyao ; 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subjects | Causality Control theory Coordination Cross correlation Dysphagia Electrodes Electromyography functional coordination Granger causality Hospital costs Muscle function Muscles Patients Physiology surface electromyography Swallowing swallowing muscle coupling Time series Tongue |
title | Directed Functional Coordination Analysis of Swallowing Muscles in Healthy and Dysphagic Subjects by Surface Electromyography |
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