Skip to main content
Erschienen in: Dysphagia 2/2010

01.06.2010 | Original Article

Anthropometric and Demographic Correlates of Dual-Axis Swallowing Accelerometry Signal Characteristics: A Canonical Correlation Analysis

verfasst von: Fady Hanna, Sonja M. Molfenter, Rebecca E. Cliffe, Tom Chau, Catriona M. Steele

Erschienen in: Dysphagia | Ausgabe 2/2010

Einloggen, um Zugang zu erhalten

Abstract

Swallowing accelerometry has been proposed as a potential minimally invasive tool for collecting assessment information about swallowing. The first step toward using sounds and signals for dysphagia detection involves characterizing the healthy swallow. The purpose of this article is to explore systematic variations in swallowing accelerometry signals that can be attributed to demographic factors (such as participant gender and age) and anthropometric factors (such as weight and height). Data from 50 healthy participants (25 women and 25 men), ranging in age from 18 to 80 years and with approximately equal distribution across four age groups (18-35, 36-50, 51-65, 66 and older) were analyzed. Anthropometric and demographic variables of interest included participant age, gender, weight, height, body fat percent, neck circumference, and mandibular length. Dual-axis (superior-inferior and anterior-posterior) swallowing accelerometry signals were obtained for five saliva and five water swallows per participant. Several swallowing signal characteristics were derived for each swallowing task, including variance, amplitude distribution skewness, amplitude distribution kurtosis, signal memory, total signal energy, peak energy scale, and peak amplitude. Canonical correlation analysis was performed between the anthropometric/demographic variables and swallowing signal characteristics. No significant linear relationships were identified for saliva swallows or for superior-inferior axis accelerometry signals on water swallows. In the anterior-posterior axis, signal amplitude distribution kurtosis and signal memory were significantly correlated with age (r = 0.52, P = 0.047). These findings suggest that swallowing accelerometry signals may have task-specific associations with demographic (but not anthropometric) factors. Given the limited sample size, our results should be interpreted with caution and replication studies with larger sample sizes are warranted.
Glossar
Daubechies Wavelet
A family of orthogonal wavelets often used to generate a time-frequency representation of physiologic and biomechanical signals.
Frequency at Peak Intensity
(used by Cichero and Murdoch [19]): The peak frequency at the point of the peak intensity (FPI), measured in Hz, was defined as the highest frequency at the point of highest intensity and was obtained directly from the sound spectrogram.
Frequency Range
(used by Cichero and Murdoch [19]): The highest frequency of an acoustic signal, in Hz, obtained directly from a sound spectrogram.
Kurtosis
A measure of the “peakedness” of the probability distribution of a variable (in the case of this article, of the accelerometry signal’s amplitude distribution).
Peak Frequency
The frequency of the “loudest sound,” in Hz.
Peak Intensity
(used by Cichero and Murdoch [19]): The point of highest displacement of an acoustic signal on an energy contour (5-ms frame length, no smoothing), recorded in decibels (dB).
Scale
Generally, the “frequency” dimension of a wavelet transform. In this article, scale is the level of the discrete wavelet transform of the signal bearing the highest fraction of the signal energy.
Signal Memory
The lag at which the autocorrelation of the signal decays to 1/e of its maximum.
Skewness
A measure of the asymmetry of the probability distribution of a variable.
Variance
A measure of statistical dispersion, averaging the squared distance of a variable’s possible values from the mean.
Wavelet Transform
A wavelet is a mathematical function used to divide a signal into different scale and time components. A wavelet transform generates a multiresolution time-frequency representation of a signal. Wavelet transforms have advantages over traditional Fourier transforms for representing functions that have discontinuities and sharp peaks, and for accurately deconstructing and reconstructing finite, nonperiodic, and/or nonstationary signals.
Literatur
1.
Zurück zum Zitat Vice F, Bosma J, Cervical auscultation of feeding in adults. Video available from the University of Maryland School of Medicine (undated). Vice F, Bosma J, Cervical auscultation of feeding in adults. Video available from the University of Maryland School of Medicine (undated).
4.
Zurück zum Zitat Takahashi K, Groher ME, Michi K. Methodology for detecting swallowing sounds. Dysphagia. 1994;9:54–62.PubMed Takahashi K, Groher ME, Michi K. Methodology for detecting swallowing sounds. Dysphagia. 1994;9:54–62.PubMed
8.
Zurück zum Zitat Reddy NP, Thomas R, Canilang EP, Casterline J. Toward classification of dysphagic patients using biomechanical measurements. J Rehabil Res Dev. 1994;31:335–44.PubMed Reddy NP, Thomas R, Canilang EP, Casterline J. Toward classification of dysphagic patients using biomechanical measurements. J Rehabil Res Dev. 1994;31:335–44.PubMed
10.
Zurück zum Zitat Selley WG, Ellis RE, Flack FC, Bayliss CR, Pearce VR. The synchronization of respiration and swallow sounds with videofluoroscopy during swallowing. Dysphagia. 1994;9:162–7. doi:10.1007/BF00341260.CrossRefPubMed Selley WG, Ellis RE, Flack FC, Bayliss CR, Pearce VR. The synchronization of respiration and swallow sounds with videofluoroscopy during swallowing. Dysphagia. 1994;9:162–7. doi:10.​1007/​BF00341260.CrossRefPubMed
13.
Zurück zum Zitat Perlman AL, Ettema SL, Barkmeier J. Respiratory and acoustic signals associated with bolus passage during swallowing. Dysphagia. 2000;15:89–94.PubMed Perlman AL, Ettema SL, Barkmeier J. Respiratory and acoustic signals associated with bolus passage during swallowing. Dysphagia. 2000;15:89–94.PubMed
15.
Zurück zum Zitat Cichero JA, Murdoch BE. What happens after the swallow? Introducing the glottal release sound. J Med Speech-Lang Pathol. 2003;11:34–41. Cichero JA, Murdoch BE. What happens after the swallow? Introducing the glottal release sound. J Med Speech-Lang Pathol. 2003;11:34–41.
18.
Zurück zum Zitat Leslie P, Drinnan MJ, Finn P, Ford GA, Wilson JA. Reliability and validity of cervical auscultation: a controlled comparison using videofluoroscopy. Dysphagia. 2004;19:231–40.PubMed Leslie P, Drinnan MJ, Finn P, Ford GA, Wilson JA. Reliability and validity of cervical auscultation: a controlled comparison using videofluoroscopy. Dysphagia. 2004;19:231–40.PubMed
19.
Zurück zum Zitat Cichero JA, Murdoch BE. Acoustic signature of the normal swallow: characterization by age, gender, and bolus volume. Ann Otol Rhinol Laryngol. 2002;111:623–32.PubMed Cichero JA, Murdoch BE. Acoustic signature of the normal swallow: characterization by age, gender, and bolus volume. Ann Otol Rhinol Laryngol. 2002;111:623–32.PubMed
21.
Zurück zum Zitat Kent RD. Phonetics acoustic. In: Kent RD, editor. The Speech Sciences. San Diego: Singular Publishing; 1997. p. 329–67. Kent RD. Phonetics acoustic. In: Kent RD, editor. The Speech Sciences. San Diego: Singular Publishing; 1997. p. 329–67.
23.
Zurück zum Zitat Sejdić E, Steele CM, Chau T. Segmentation of dual-axis swallowing accelerometry signals in healthy subjects with analysis of anthropometric effects on duration of swallowing activities. IEEE Trans Biomed Eng. 2009;56(4):1090–7.CrossRefPubMed Sejdić E, Steele CM, Chau T. Segmentation of dual-axis swallowing accelerometry signals in healthy subjects with analysis of anthropometric effects on duration of swallowing activities. IEEE Trans Biomed Eng. 2009;56(4):1090–7.CrossRefPubMed
24.
Zurück zum Zitat Sejdic E, Komisar V, Steele CM, Chau T. An investigation of baseline characteristics of dual-axis swallowing accelerometry characteristics. IEEE Trans Biomed Eng. 2009 (submitted). Sejdic E, Komisar V, Steele CM, Chau T. An investigation of baseline characteristics of dual-axis swallowing accelerometry characteristics. IEEE Trans Biomed Eng. 2009 (submitted).
25.
Zurück zum Zitat Huckabee M, Garcia M, Barofsky I. SEMG measurement of the head and neck: applications to dysphagia rehabilitation. Dysphagia. 1996;11:165–8. doi:10.1007/BF00417909. [abstract].CrossRef Huckabee M, Garcia M, Barofsky I. SEMG measurement of the head and neck: applications to dysphagia rehabilitation. Dysphagia. 1996;11:165–8. doi:10.​1007/​BF00417909. [abstract].CrossRef
26.
28.
Zurück zum Zitat Kidd D, Lawson J, Nesbitt R, MacMahon J. Aspiration in acute stroke: a clinical study with videofluoroscopy. Q J Med. 1993;86:825–9.PubMed Kidd D, Lawson J, Nesbitt R, MacMahon J. Aspiration in acute stroke: a clinical study with videofluoroscopy. Q J Med. 1993;86:825–9.PubMed
29.
Zurück zum Zitat Martino R, Pron G, Diamant NE. Screening for oropharyngeal dysphagia in stroke: insufficient evidence for guidelines. Dysphagia. 2000;15:19–30.PubMed Martino R, Pron G, Diamant NE. Screening for oropharyngeal dysphagia in stroke: insufficient evidence for guidelines. Dysphagia. 2000;15:19–30.PubMed
30.
Zurück zum Zitat Mari F, Matei M, Ceravolo MG, Pisani A, Montesi A, Provinciali L. Predictive value of clinical indices in detecting aspiration in patients with neurological disorders. J Neurol Neurosurg Psychiatry. 1997;63:456–60. doi:10.1136/jnnp.63.4.456.CrossRefPubMed Mari F, Matei M, Ceravolo MG, Pisani A, Montesi A, Provinciali L. Predictive value of clinical indices in detecting aspiration in patients with neurological disorders. J Neurol Neurosurg Psychiatry. 1997;63:456–60. doi:10.​1136/​jnnp.​63.​4.​456.CrossRefPubMed
34.
35.
Zurück zum Zitat Abdelmonem AA, Clark V, May S. Computer aided multi-variate analysis. New York: CRC Press; 2004. Abdelmonem AA, Clark V, May S. Computer aided multi-variate analysis. New York: CRC Press; 2004.
36.
Zurück zum Zitat Hardoon DR, Szedmak S, Shawe-Taylor J. Canonical correlation analysis: an overview with application to learning methods. Southampton, UK: Image, Speech and Intelligent Systems Research Group, School of Electronics and Computer Science, University of Southampton, 2004. Hardoon DR, Szedmak S, Shawe-Taylor J. Canonical correlation analysis: an overview with application to learning methods. Southampton, UK: Image, Speech and Intelligent Systems Research Group, School of Electronics and Computer Science, University of Southampton, 2004.
37.
Zurück zum Zitat Kelly L, Manly BFJ. Multivariate statistical methods: a primer. 3rd ed. New York: CRC Press; 2004. Kelly L, Manly BFJ. Multivariate statistical methods: a primer. 3rd ed. New York: CRC Press; 2004.
38.
Zurück zum Zitat Stevens JP. Applied multivariate statistics for the social sciences. 4th ed. Mahwah, NJ: Lawrence Erlbaum Associates; 2002. Stevens JP. Applied multivariate statistics for the social sciences. 4th ed. Mahwah, NJ: Lawrence Erlbaum Associates; 2002.
39.
Zurück zum Zitat Feinstein AR. Principles of medical statistics. Boca Raton, FL: Chapman & Hall; 2002. Feinstein AR. Principles of medical statistics. Boca Raton, FL: Chapman & Hall; 2002.
41.
Zurück zum Zitat Sugiyama T, Ushizawa K. Power of largest root on canonical correlation. Commun Stat. 1992;21:947–60. Sugiyama T, Ushizawa K. Power of largest root on canonical correlation. Commun Stat. 1992;21:947–60.
42.
Zurück zum Zitat Hiss SG, Treole K, Stuart A. Effects of age, gender, bolus volume, and trial on swallowing apnea duration and swallow/respiratory phase relationships of normal adults. Dysphagia. 2001;16:128–35. doi:10.1007/s004550011001.CrossRefPubMed Hiss SG, Treole K, Stuart A. Effects of age, gender, bolus volume, and trial on swallowing apnea duration and swallow/respiratory phase relationships of normal adults. Dysphagia. 2001;16:128–35. doi:10.​1007/​s004550011001.CrossRefPubMed
47.
Zurück zum Zitat Kendall KA, Leonard RJ. Hyoid movement during swallowing in older patients with dysphagia. Arch Otolaryngol Head Neck Surg. 2001;127:1224–9.PubMed Kendall KA, Leonard RJ. Hyoid movement during swallowing in older patients with dysphagia. Arch Otolaryngol Head Neck Surg. 2001;127:1224–9.PubMed
48.
Zurück zum Zitat Perlman AL, Vandaele DJ, Otterbacher MS. Quantitative assessment of hyoid bone displacement from video images during swallowing. J Speech Hear Res. 1995;38:579–85.PubMed Perlman AL, Vandaele DJ, Otterbacher MS. Quantitative assessment of hyoid bone displacement from video images during swallowing. J Speech Hear Res. 1995;38:579–85.PubMed
Metadaten
Titel
Anthropometric and Demographic Correlates of Dual-Axis Swallowing Accelerometry Signal Characteristics: A Canonical Correlation Analysis
verfasst von
Fady Hanna
Sonja M. Molfenter
Rebecca E. Cliffe
Tom Chau
Catriona M. Steele
Publikationsdatum
01.06.2010
Verlag
Springer-Verlag
Erschienen in
Dysphagia / Ausgabe 2/2010
Print ISSN: 0179-051X
Elektronische ISSN: 1432-0460
DOI
https://doi.org/10.1007/s00455-009-9229-9

Weitere Artikel der Ausgabe 2/2010

Dysphagia 2/2010 Zur Ausgabe

Betalaktam-Allergie: praxisnahes Vorgehen beim Delabeling

16.05.2024 Pädiatrische Allergologie Nachrichten

Die große Mehrheit der vermeintlichen Penicillinallergien sind keine. Da das „Etikett“ Betalaktam-Allergie oft schon in der Kindheit erworben wird, kann ein frühzeitiges Delabeling lebenslange Vorteile bringen. Ein Team von Pädiaterinnen und Pädiatern aus Kanada stellt vor, wie sie dabei vorgehen.

Eingreifen von Umstehenden rettet vor Erstickungstod

15.05.2024 Fremdkörperaspiration Nachrichten

Wer sich an einem Essensrest verschluckt und um Luft ringt, benötigt vor allem rasche Hilfe. Dass Umstehende nur in jedem zweiten Erstickungsnotfall bereit waren, diese zu leisten, ist das ernüchternde Ergebnis einer Beobachtungsstudie aus Japan. Doch es gibt auch eine gute Nachricht.

Darf man die Behandlung eines Neonazis ablehnen?

08.05.2024 Gesellschaft Nachrichten

In einer Leseranfrage in der Zeitschrift Journal of the American Academy of Dermatology möchte ein anonymer Dermatologe bzw. eine anonyme Dermatologin wissen, ob er oder sie einen Patienten behandeln muss, der eine rassistische Tätowierung trägt.

Ein Drittel der jungen Ärztinnen und Ärzte erwägt abzuwandern

07.05.2024 Klinik aktuell Nachrichten

Extreme Arbeitsverdichtung und kaum Supervision: Dr. Andrea Martini, Sprecherin des Bündnisses Junge Ärztinnen und Ärzte (BJÄ) über den Frust des ärztlichen Nachwuchses und die Vorteile des Rucksack-Modells.

Update HNO

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert – ganz bequem per eMail.