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Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations

In this study, we proposed a novel method for extracting the instantaneous respiratory rate (IRR) from the pulse oximeter photoplethysmogram (PPG). The method was performed in three main steps: (1) a time-frequency transform called synchrosqueezing transform (SST) was used to extract the respiratory...

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Autores principales: Dehkordi, Parastoo, Garde, Ainara, Molavi, Behnam, Ansermino, J. Mark, Dumont, Guy A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6058306/
https://www.ncbi.nlm.nih.gov/pubmed/30072918
http://dx.doi.org/10.3389/fphys.2018.00948
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author Dehkordi, Parastoo
Garde, Ainara
Molavi, Behnam
Ansermino, J. Mark
Dumont, Guy A.
author_facet Dehkordi, Parastoo
Garde, Ainara
Molavi, Behnam
Ansermino, J. Mark
Dumont, Guy A.
author_sort Dehkordi, Parastoo
collection PubMed
description In this study, we proposed a novel method for extracting the instantaneous respiratory rate (IRR) from the pulse oximeter photoplethysmogram (PPG). The method was performed in three main steps: (1) a time-frequency transform called synchrosqueezing transform (SST) was used to extract the respiratory-induced intensity, amplitude and frequency variation signals from PPG, (2) the second SST was applied to each extracted respiratory-induced variation signal to estimate the corresponding IRR, and (3) the proposed peak-conditioned fusion method then combined the IRR estimates to calculate the final IRR. We validated the implemented method with capnography and nasal/oral airflow as the reference RR using the limits of agreement (LOA) approach. Compared to simple fusion and single respiratory-induced variation estimations, peak-conditioned fusion shows better performance. It provided a bias of 0.28 bpm with the 95% LOAs ranging from −3.62 to 4.17, validated against capnography and a bias of 0.04 bpm with the 95% LOAs ranging from −5.74 to 5.82, validated against nasal/oral airflow. This algorithm would expand the functionality of a conventional pulse oximetry beyond the measurement of heart rate and oxygen saturation to measure the respiratory rate continuously and instantly.
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spelling pubmed-60583062018-08-02 Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations Dehkordi, Parastoo Garde, Ainara Molavi, Behnam Ansermino, J. Mark Dumont, Guy A. Front Physiol Physiology In this study, we proposed a novel method for extracting the instantaneous respiratory rate (IRR) from the pulse oximeter photoplethysmogram (PPG). The method was performed in three main steps: (1) a time-frequency transform called synchrosqueezing transform (SST) was used to extract the respiratory-induced intensity, amplitude and frequency variation signals from PPG, (2) the second SST was applied to each extracted respiratory-induced variation signal to estimate the corresponding IRR, and (3) the proposed peak-conditioned fusion method then combined the IRR estimates to calculate the final IRR. We validated the implemented method with capnography and nasal/oral airflow as the reference RR using the limits of agreement (LOA) approach. Compared to simple fusion and single respiratory-induced variation estimations, peak-conditioned fusion shows better performance. It provided a bias of 0.28 bpm with the 95% LOAs ranging from −3.62 to 4.17, validated against capnography and a bias of 0.04 bpm with the 95% LOAs ranging from −5.74 to 5.82, validated against nasal/oral airflow. This algorithm would expand the functionality of a conventional pulse oximetry beyond the measurement of heart rate and oxygen saturation to measure the respiratory rate continuously and instantly. Frontiers Media S.A. 2018-07-18 /pmc/articles/PMC6058306/ /pubmed/30072918 http://dx.doi.org/10.3389/fphys.2018.00948 Text en Copyright © 2018 Dehkordi, Garde, Molavi, Ansermino and Dumont. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Physiology
Dehkordi, Parastoo
Garde, Ainara
Molavi, Behnam
Ansermino, J. Mark
Dumont, Guy A.
Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
title Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
title_full Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
title_fullStr Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
title_full_unstemmed Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
title_short Extracting Instantaneous Respiratory Rate From Multiple Photoplethysmogram Respiratory-Induced Variations
title_sort extracting instantaneous respiratory rate from multiple photoplethysmogram respiratory-induced variations
topic Physiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6058306/
https://www.ncbi.nlm.nih.gov/pubmed/30072918
http://dx.doi.org/10.3389/fphys.2018.00948
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