Skip to main content

2022 | OriginalPaper | Buchkapitel

Analysis of Respiratory EMG Signals for Cough Prediction

verfasst von : T. D. Costa, T. Z. Zanella, C. S. Cristino, C. Druzgalski, Guilherme Nunes Nogueira-Neto, P. Nohama

Erschienen in: XXVII Brazilian Congress on Biomedical Engineering

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Respiratory muscle weakness can be one of the aftereffects due to cervical or high thoracic spinal cord injury (SCI). This problem affects the organism's capacity to maintain the correct levels of oxygen, and the cough events start to be difficult to perform. Studies have demonstrated that the application of synchronized Transcutaneous Functional Electrical Stimulation (TFES) to the respiratory muscles, diaphragm and abdomen, enhanced their resistance and strength. So, this study aims to evaluate if electromyography (EMG) sensors positioned on the sternocleidomastoid (SCM), omohyoid (OM), and external oblique (EO) muscles can be used to help in automatic cough prediction for a future TFES synchronization system. Voluntary coughs of nineteen volunteers were recorded using three EMG sensors and their potential use in cough prediction was evaluated. Results show that EO muscle presents better results (55 ± 31.37 V) in amplitude variations compared to the other ones. However, it is still not possible to standardize one single muscle for prediction due to the variation of activation in each person. Also, the use of EMG sensors can contribute significantly to cough prediction systems considering the muscle response can be perceived well before the sound.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Stanic U, Kandare F, Jaeger R et al (2000) Functional electrical stimulation of abdominal muscles to augment tidal volume in spinal cord injury. IEEE Trans Rehabil Eng 8:30–34CrossRef Stanic U, Kandare F, Jaeger R et al (2000) Functional electrical stimulation of abdominal muscles to augment tidal volume in spinal cord injury. IEEE Trans Rehabil Eng 8:30–34CrossRef
2.
Zurück zum Zitat Costa V (2005) Efeito do uso da cinta abdominal elástica na função respiratória de indivívuos lesados medulares na posição ortostática. Universidade de São Paulo, Brazil Costa V (2005) Efeito do uso da cinta abdominal elástica na função respiratória de indivívuos lesados medulares na posição ortostática. Universidade de São Paulo, Brazil
3.
Zurück zum Zitat Cheng PT, Chen CL, Wang CM et al (2006) Effect of neuromuscular electrical stimulation on cough capacity and pulmonary function in patients with acute cervical cord injury. J Rehabil Med 38:32–36CrossRef Cheng PT, Chen CL, Wang CM et al (2006) Effect of neuromuscular electrical stimulation on cough capacity and pulmonary function in patients with acute cervical cord injury. J Rehabil Med 38:32–36CrossRef
4.
Zurück zum Zitat Gollee H, Hunt K, Allan D et al (2007) A control system for automatic electrical stimulation of abdominal muscles to assist respiratory function in tetraplegia. Med Eng Phys 29:799–807CrossRef Gollee H, Hunt K, Allan D et al (2007) A control system for automatic electrical stimulation of abdominal muscles to assist respiratory function in tetraplegia. Med Eng Phys 29:799–807CrossRef
5.
Zurück zum Zitat Wong S, Shem K, Crew J (2012) Specialized respiratory management for acute cervical spinal cord injury: a retrospective analysis. Top Spinal Cord Inj Rehabil 18(4):283–290CrossRef Wong S, Shem K, Crew J (2012) Specialized respiratory management for acute cervical spinal cord injury: a retrospective analysis. Top Spinal Cord Inj Rehabil 18(4):283–290CrossRef
6.
Zurück zum Zitat Gollee H, Hunt K, Fraser M et al (2008) Abdominal stimulation for respiratory support in tetraplegia: a tutorial review. J Autom Control 18(2):85–92CrossRef Gollee H, Hunt K, Fraser M et al (2008) Abdominal stimulation for respiratory support in tetraplegia: a tutorial review. J Autom Control 18(2):85–92CrossRef
7.
Zurück zum Zitat Pavlovic D, Wendt M (2003) Diaphragm pacing during prolonged mechanical ventilation of the lungs could prevent from respiratory muscle fatigue. Med Hypotheses 60(3):398–403CrossRef Pavlovic D, Wendt M (2003) Diaphragm pacing during prolonged mechanical ventilation of the lungs could prevent from respiratory muscle fatigue. Med Hypotheses 60(3):398–403CrossRef
8.
Zurück zum Zitat Cuello A, Aquim E, Cuello G (2013) Músculos ventilatórios –biomotores da bomba respiratória, avaliação e tratamento. Editora Andreoli, Brazil, São Paulo Cuello A, Aquim E, Cuello G (2013) Músculos ventilatórios –biomotores da bomba respiratória, avaliação e tratamento. Editora Andreoli, Brazil, São Paulo
9.
Zurück zum Zitat Ávila J (2001) O emprego da estimulação elétrica transcutânea no tratamento da disfunção diafragmática. Centro Federal de Educação Tecnológica do Paraná, Curitiba, Brazil Ávila J (2001) O emprego da estimulação elétrica transcutânea no tratamento da disfunção diafragmática. Centro Federal de Educação Tecnológica do Paraná, Curitiba, Brazil
10.
Zurück zum Zitat McCaughey E (2014) Abdominal functional electrical stimulation to improve respiratory function in acute and sub-acute tetraplegia. University of Glasgow, UK McCaughey E (2014) Abdominal functional electrical stimulation to improve respiratory function in acute and sub-acute tetraplegia. University of Glasgow, UK
11.
Zurück zum Zitat Spivak E, Keren O, Niv D et al (2007) Electromyographic signal-activated functional electrical stimulation of abdominal muscles: the effect on pulmonary function in patients with tetraplegia. Spinal Cord 45(7):491–495CrossRef Spivak E, Keren O, Niv D et al (2007) Electromyographic signal-activated functional electrical stimulation of abdominal muscles: the effect on pulmonary function in patients with tetraplegia. Spinal Cord 45(7):491–495CrossRef
12.
Zurück zum Zitat McCaughey E, McLean A, Allan D et al (2016) Abdominal functional electrical stimulation to enhance mechanical insufflation-exsufflation. J Spinal Cord Med 39(6):720–725CrossRef McCaughey E, McLean A, Allan D et al (2016) Abdominal functional electrical stimulation to enhance mechanical insufflation-exsufflation. J Spinal Cord Med 39(6):720–725CrossRef
13.
Zurück zum Zitat Nohama P, Jorge R, Valenga M (2012) Effects of transcutaneous diaphragmatic synchronized pacing in patients with chronic obstructive pulmonary disease (COPD). Rev Bras Eng Bioméd 28(2):103–115 Nohama P, Jorge R, Valenga M (2012) Effects of transcutaneous diaphragmatic synchronized pacing in patients with chronic obstructive pulmonary disease (COPD). Rev Bras Eng Bioméd 28(2):103–115
14.
Zurück zum Zitat Jorge R (2009) Effects of the transcutaneous synchronous diaphragmatic pacing in moderate and severe chronic obstructive pulmonary disease (COPD). Pontificia Universidade Católica do Paraná, Curitiba, Brazil Jorge R (2009) Effects of the transcutaneous synchronous diaphragmatic pacing in moderate and severe chronic obstructive pulmonary disease (COPD). Pontificia Universidade Católica do Paraná, Curitiba, Brazil
15.
Zurück zum Zitat Silverthorn D (2010) Mecânica da respiração. Fisiologia humana: uma abordagem integrada, 5th edn. Porto Alegre, Artmed, Brazil, pp 569–591 Silverthorn D (2010) Mecânica da respiração. Fisiologia humana: uma abordagem integrada, 5th edn. Porto Alegre, Artmed, Brazil, pp 569–591
16.
Zurück zum Zitat McCool F (2006) Global physiology and pathophysiology of cough: ACCP evidence-based clinical practice guidelines. Chest 129:48–53CrossRef McCool F (2006) Global physiology and pathophysiology of cough: ACCP evidence-based clinical practice guidelines. Chest 129:48–53CrossRef
17.
Zurück zum Zitat Kohan E, Wirth G (2014) Anatomy of the neck. Clin Plast Surg 41:1–6CrossRef Kohan E, Wirth G (2014) Anatomy of the neck. Clin Plast Surg 41:1–6CrossRef
18.
Zurück zum Zitat LoMauro A, Aliverti A (2016) Physiology of respiratory disturbances in muscular dystrophies. Breathe 12(4):318–327CrossRef LoMauro A, Aliverti A (2016) Physiology of respiratory disturbances in muscular dystrophies. Breathe 12(4):318–327CrossRef
19.
Zurück zum Zitat Castro H, Resende L, Bérzin F et al (1999) Electromyographic analysis of the superior belly of the omohyoid muscle and anterior belly of the digastric muscle in tongue and head movements. J Electromyogr Kinesiol 9(3):229–232CrossRef Castro H, Resende L, Bérzin F et al (1999) Electromyographic analysis of the superior belly of the omohyoid muscle and anterior belly of the digastric muscle in tongue and head movements. J Electromyogr Kinesiol 9(3):229–232CrossRef
20.
Zurück zum Zitat Fontana G, Lavorini F (2006) Cough motor mechanisms. Respir Physiol Neurobiol 152(3):266–281CrossRef Fontana G, Lavorini F (2006) Cough motor mechanisms. Respir Physiol Neurobiol 152(3):266–281CrossRef
21.
Zurück zum Zitat De Troyer A, Kirkwood P, Wilson T (2005) Respiratory action of the intercostal muscles. Physiol Rev 85(2):717–756CrossRef De Troyer A, Kirkwood P, Wilson T (2005) Respiratory action of the intercostal muscles. Physiol Rev 85(2):717–756CrossRef
22.
Zurück zum Zitat Ratnovsky A, Elad D, Halpern P (2008) Mechanics of respiratory muscles. Respir Physiol Neurobiol 163(1–3):82–89CrossRef Ratnovsky A, Elad D, Halpern P (2008) Mechanics of respiratory muscles. Respir Physiol Neurobiol 163(1–3):82–89CrossRef
23.
Zurück zum Zitat LoMauro A, Aliverti A (2019) Respiratory muscle activation and action during voluntary cough in healthy humans. J Electromyogr Kinesiol 49:102359CrossRef LoMauro A, Aliverti A (2019) Respiratory muscle activation and action during voluntary cough in healthy humans. J Electromyogr Kinesiol 49:102359CrossRef
24.
Zurück zum Zitat Vizel E, Yigla M, Goryachev Y et al (2010) Validation of an ambulatory cough detection and counting application using voluntary cough under different conditions. Cough 6:3CrossRef Vizel E, Yigla M, Goryachev Y et al (2010) Validation of an ambulatory cough detection and counting application using voluntary cough under different conditions. Cough 6:3CrossRef
25.
Zurück zum Zitat Drugman T, Urbain J, Bauwens N et al (2013) Objective study of sensor relevance for automatic cough detection. IEEE J Biomed Heal Informatics 17(3):699–707CrossRef Drugman T, Urbain J, Bauwens N et al (2013) Objective study of sensor relevance for automatic cough detection. IEEE J Biomed Heal Informatics 17(3):699–707CrossRef
26.
Zurück zum Zitat Amoh J, Odame K (2015) DeepCough: a deep convolutional neural network in a wearable cough detection system. IEEE Biomed Circ Syst Conf Atlanta GA 2015:1–4 Amoh J, Odame K (2015) DeepCough: a deep convolutional neural network in a wearable cough detection system. IEEE Biomed Circ Syst Conf Atlanta GA 2015:1–4
Metadaten
Titel
Analysis of Respiratory EMG Signals for Cough Prediction
verfasst von
T. D. Costa
T. Z. Zanella
C. S. Cristino
C. Druzgalski
Guilherme Nunes Nogueira-Neto
P. Nohama
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-70601-2_113

Neuer Inhalt