Literature DB >> 19272873

Discrimination of sleep-apnea-related decreases in the amplitude fluctuations of PPG signal in children by HRV analysis.

Eduardo Gil1, Martín Mendez, José María Vergara, Sergio Cerutti, Anna Maria Bianchi, Pablo Laguna.   

Abstract

In this paper, an analysis of heart rate variability (HRV) during decreases in the amplitude fluctuations of photopletysmography (PPG) [decreases in the amplitude fluctuations of photopletysmography (DAP)] events for obstructive sleep apnea syndrome (OSAS) screening is presented. Two hundred and sixty-eight selected signal segments around the DAP event were extracted and classified in five groups depending on SaO (2) and respiratory behavior. Four windows around each DAP are defined and temporal evolution of time-frequency HRV parameters was analyzed for OSAS screening. Results show a significant increase in sympathetic activity during DAP events, which is higher in cases associated with apnea. DAP events were classified as apneic or nonapneic using a linear discriminant analysis from the HRV indexes. The ratio of DAP events per hour r(DAP) and the ratio of apneic DAP events per hour r(DAP)(a) were computed. Results show an accuracy of 79% for r(DAP)(a) (12% increase with respect to r(DAP)), a sensitivity of 87.5%, and a specificity of 71.4% when classifying 1-h polysomnographic excerpts. As for clinical subject classification, an accuracy of 80% (improvement of 6.7% ), a sensitivity of 87.5%, and a specificity of 71.4% are reached. These results suggest that the combination of DAP and HRV could be an improved alternative for sleep apnea screening from PPG with the added benefit of its low cost and simplicity.

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Year:  2008        PMID: 19272873     DOI: 10.1109/TBME.2008.2009340

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  8 in total

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2.  Using the multi-parameter variability of photoplethysmographic signals to evaluate short-term cardiovascular regulation.

Authors:  Xiang Chen; Ning Liu; Yuanyuan Huang; Feng Yun; Jue Wang; Jin Li
Journal:  J Clin Monit Comput       Date:  2014-11-19       Impact factor: 2.502

Review 3.  Standard terminologies for photoplethysmogram signals.

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Journal:  Curr Cardiol Rev       Date:  2012-08

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Authors:  Ainara Garde; Parastoo Dehkordi; Walter Karlen; David Wensley; J Mark Ansermino; Guy A Dumont
Journal:  PLoS One       Date:  2014-11-17       Impact factor: 3.240

5.  A Single-Center Validation of the Accuracy of a Photoplethysmography-Based Smartwatch for Screening Obstructive Sleep Apnea.

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Journal:  Nat Sci Sleep       Date:  2021-09-16

6.  Cross time-frequency analysis for combining information of several sources: application to estimation of spontaneous respiratory rate from photoplethysmography.

Authors:  M D Peláez-Coca; M Orini; J Lázaro; R Bailón; E Gil
Journal:  Comput Math Methods Med       Date:  2013-12-01       Impact factor: 2.238

7.  Evaluation of a Decision Support System for Obstructive Sleep Apnea with Nonlinear Analysis of Respiratory Signals.

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Journal:  PLoS One       Date:  2016-03-03       Impact factor: 3.240

8.  Heart rate variability spectrum characteristics in children with sleep apnea.

Authors:  Adrián Martín-Montero; Gonzalo C Gutiérrez-Tobal; Leila Kheirandish-Gozal; Jorge Jiménez-García; Daniel Álvarez; Félix Del Campo; David Gozal; Roberto Hornero
Journal:  Pediatr Res       Date:  2020-09-14       Impact factor: 3.756

  8 in total

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