Prediction of the obstruction sites in the upper airway in sleep-disordered breathing based on snoring sound parameters: a systematic review

Identification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of limitations of existing techniques, there is a continuous search for more feasible methods. Snoring sound parameters were hypothesized to be potential p...

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Published inSleep medicine Vol. 88; pp. 116 - 133
Main Authors Huang, Zhengfei, Aarab, Ghizlane, Ravesloot, Madeline J.L., Zhou, Ning, Bosschieter, Pien F.N., van Selms, Maurits K.A., den Haan, Chantal, de Vries, Nico, Lobbezoo, Frank, Hilgevoord, Antonius A.J.
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier B.V 01.12.2021
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Abstract Identification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of limitations of existing techniques, there is a continuous search for more feasible methods. Snoring sound parameters were hypothesized to be potential predictors of the obstruction site. Therefore, this review aims to i) investigate the association between snoring sound parameters and the obstruction sites; and ii) analyze the methodology of reported prediction models of the obstruction sites. The literature search was conducted in PubMed, Embase.com, CENTRAL, Web of Science, and Scopus in collaboration with a medical librarian. Studies were eligible if they investigated the associations between snoring sound parameters and the obstruction sites, and/or reported prediction models of the obstruction sites based on snoring sound. Of the 1016 retrieved references, 28 eligible studies were included. It was found that the characteristic frequency components generated from lower-level obstructions of the upper airway were higher than those generated from upper-level obstructions. Prediction models were built mainly based on snoring sound parameters in frequency domain. The reported accuracies ranged from 60.4% to 92.2%. Available evidence points toward associations between the snoring sound parameters in the frequency domain and the obstruction sites in the upper airway. It is promising to build a prediction model of the obstruction sites based on snoring sound parameters and participant characteristics, but so far snoring sound analysis does not seem to be a viable diagnostic modality for treatment selection. •The snoring sound parameters in the frequency domain are associated with the obstruction sites in the upper airway.•Associations between the obstruction sites and snoring sound parameters in the temporal and intensity domains are unclear.•It is promising to build a prediction model of the obstruction sites based on snoring sound parameters.•Snoring sound analysis so far does not seem to be a viable diagnostic modality for treatment selection.
AbstractList BACKGROUNDIdentification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of limitations of existing techniques, there is a continuous search for more feasible methods. Snoring sound parameters were hypothesized to be potential predictors of the obstruction site. Therefore, this review aims to i) investigate the association between snoring sound parameters and the obstruction sites; and ii) analyze the methodology of reported prediction models of the obstruction sites. METHODSThe literature search was conducted in PubMed, Embase.com, CENTRAL, Web of Science, and Scopus in collaboration with a medical librarian. Studies were eligible if they investigated the associations between snoring sound parameters and the obstruction sites, and/or reported prediction models of the obstruction sites based on snoring sound. RESULTSOf the 1016 retrieved references, 28 eligible studies were included. It was found that the characteristic frequency components generated from lower-level obstructions of the upper airway were higher than those generated from upper-level obstructions. Prediction models were built mainly based on snoring sound parameters in frequency domain. The reported accuracies ranged from 60.4% to 92.2%. CONCLUSIONSAvailable evidence points toward associations between the snoring sound parameters in the frequency domain and the obstruction sites in the upper airway. It is promising to build a prediction model of the obstruction sites based on snoring sound parameters and participant characteristics, but so far snoring sound analysis does not seem to be a viable diagnostic modality for treatment selection.
Identification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of limitations of existing techniques, there is a continuous search for more feasible methods. Snoring sound parameters were hypothesized to be potential predictors of the obstruction site. Therefore, this review aims to i) investigate the association between snoring sound parameters and the obstruction sites; and ii) analyze the methodology of reported prediction models of the obstruction sites. The literature search was conducted in PubMed, Embase.com, CENTRAL, Web of Science, and Scopus in collaboration with a medical librarian. Studies were eligible if they investigated the associations between snoring sound parameters and the obstruction sites, and/or reported prediction models of the obstruction sites based on snoring sound. Of the 1016 retrieved references, 28 eligible studies were included. It was found that the characteristic frequency components generated from lower-level obstructions of the upper airway were higher than those generated from upper-level obstructions. Prediction models were built mainly based on snoring sound parameters in frequency domain. The reported accuracies ranged from 60.4% to 92.2%. Available evidence points toward associations between the snoring sound parameters in the frequency domain and the obstruction sites in the upper airway. It is promising to build a prediction model of the obstruction sites based on snoring sound parameters and participant characteristics, but so far snoring sound analysis does not seem to be a viable diagnostic modality for treatment selection. •The snoring sound parameters in the frequency domain are associated with the obstruction sites in the upper airway.•Associations between the obstruction sites and snoring sound parameters in the temporal and intensity domains are unclear.•It is promising to build a prediction model of the obstruction sites based on snoring sound parameters.•Snoring sound analysis so far does not seem to be a viable diagnostic modality for treatment selection.
Identification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of limitations of existing techniques, there is a continuous search for more feasible methods. Snoring sound parameters were hypothesized to be potential predictors of the obstruction site. Therefore, this review aims to i) investigate the association between snoring sound parameters and the obstruction sites; and ii) analyze the methodology of reported prediction models of the obstruction sites. The literature search was conducted in PubMed, Embase.com, CENTRAL, Web of Science, and Scopus in collaboration with a medical librarian. Studies were eligible if they investigated the associations between snoring sound parameters and the obstruction sites, and/or reported prediction models of the obstruction sites based on snoring sound. Of the 1016 retrieved references, 28 eligible studies were included. It was found that the characteristic frequency components generated from lower-level obstructions of the upper airway were higher than those generated from upper-level obstructions. Prediction models were built mainly based on snoring sound parameters in frequency domain. The reported accuracies ranged from 60.4% to 92.2%. Available evidence points toward associations between the snoring sound parameters in the frequency domain and the obstruction sites in the upper airway. It is promising to build a prediction model of the obstruction sites based on snoring sound parameters and participant characteristics, but so far snoring sound analysis does not seem to be a viable diagnostic modality for treatment selection.
Author Huang, Zhengfei
den Haan, Chantal
de Vries, Nico
Aarab, Ghizlane
Ravesloot, Madeline J.L.
Zhou, Ning
Lobbezoo, Frank
Hilgevoord, Antonius A.J.
Bosschieter, Pien F.N.
van Selms, Maurits K.A.
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  givenname: Chantal
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  orcidid: 0000-0001-9877-7640
  surname: Lobbezoo
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  surname: Hilgevoord
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Keywords Frequency
Snoring sound
Prediction model
Machine learning
Upper airway
Language English
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Copyright © 2021 The Author(s). Published by Elsevier B.V. All rights reserved.
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Snippet Identification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of limitations...
BACKGROUNDIdentification of the obstruction site in the upper airway may help in treatment selection for patients with sleep-disordered breathing. Because of...
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SubjectTerms Airway Obstruction
Frequency
Humans
Machine learning
Nose
Prediction model
Sleep Apnea Syndromes - diagnosis
Sleep Apnea, Obstructive
Snoring
Snoring sound
Sound
Upper airway
Title Prediction of the obstruction sites in the upper airway in sleep-disordered breathing based on snoring sound parameters: a systematic review
URI https://dx.doi.org/10.1016/j.sleep.2021.10.015
https://www.ncbi.nlm.nih.gov/pubmed/34749271
https://search.proquest.com/docview/2595559458
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