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Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure?
Arterial Blood Pressure (ABP) and photoplethysmography (PPG) are both useful techniques to monitor cardiovascular status. Though ABP monitoring is more widely employed, this procedure of signal acquisition whether done invasively or non-invasively may cause inconvenience and discomfort to the patien...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6209968/ https://www.ncbi.nlm.nih.gov/pubmed/30274376 http://dx.doi.org/10.3390/jcm7100316 |
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author | Martínez, Gloria Howard, Newton Abbott, Derek Lim, Kenneth Ward, Rabab Elgendi, Mohamed |
author_facet | Martínez, Gloria Howard, Newton Abbott, Derek Lim, Kenneth Ward, Rabab Elgendi, Mohamed |
author_sort | Martínez, Gloria |
collection | PubMed |
description | Arterial Blood Pressure (ABP) and photoplethysmography (PPG) are both useful techniques to monitor cardiovascular status. Though ABP monitoring is more widely employed, this procedure of signal acquisition whether done invasively or non-invasively may cause inconvenience and discomfort to the patients. PPG, however, is simple, noninvasive, and can be used for continuous measurement. This paper focuses on analyzing the similarities in time and frequency domains between ABP and PPG signals for normotensive, prehypertensive and hypertensive subjects and the feasibility of the classification of subjects considering the results of the analysis performed. From a database with 120 records of ABP and PPG, each 120 s in length, the records where separated into epochs taking into account 10 heartbeats, and the following statistical measures were performed: Correlation (r), Coherence (COH), Partial Coherence (pCOH), Partial Directed Coherence (PDC), Directed Transfer Function (DTF), Full Frequency Directed Transfer Function (ffDTF) and Direct Directed Transfer Function (dDTF). The correlation coefficient was [Formula: see text] on average for all groups, indicating a strong morphology similarity. For COH and pCOH, coherence (linear correlation in frequency domain) was found with significance (p < 0.01) in differentiating between normotensive and hypertensive subjects using PPG signals. For the dataset at hand, only two synchrony measures are able to convincingly distinguish hypertensive subjects from normotensive control subjects, i.e., ffDTF and dDTF. From PDC, DTF, ffDTF, and dDTF, a consistent, a strong significant causality from ABP→PPG was found. When all synchrony measures were combined, an [Formula: see text] accuracy was achieved to detect hypertension using a Neural Network classifier, suggesting that PPG holds most informative features that exist in ABP. |
format | Online Article Text |
id | pubmed-6209968 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-62099682018-11-02 Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? Martínez, Gloria Howard, Newton Abbott, Derek Lim, Kenneth Ward, Rabab Elgendi, Mohamed J Clin Med Article Arterial Blood Pressure (ABP) and photoplethysmography (PPG) are both useful techniques to monitor cardiovascular status. Though ABP monitoring is more widely employed, this procedure of signal acquisition whether done invasively or non-invasively may cause inconvenience and discomfort to the patients. PPG, however, is simple, noninvasive, and can be used for continuous measurement. This paper focuses on analyzing the similarities in time and frequency domains between ABP and PPG signals for normotensive, prehypertensive and hypertensive subjects and the feasibility of the classification of subjects considering the results of the analysis performed. From a database with 120 records of ABP and PPG, each 120 s in length, the records where separated into epochs taking into account 10 heartbeats, and the following statistical measures were performed: Correlation (r), Coherence (COH), Partial Coherence (pCOH), Partial Directed Coherence (PDC), Directed Transfer Function (DTF), Full Frequency Directed Transfer Function (ffDTF) and Direct Directed Transfer Function (dDTF). The correlation coefficient was [Formula: see text] on average for all groups, indicating a strong morphology similarity. For COH and pCOH, coherence (linear correlation in frequency domain) was found with significance (p < 0.01) in differentiating between normotensive and hypertensive subjects using PPG signals. For the dataset at hand, only two synchrony measures are able to convincingly distinguish hypertensive subjects from normotensive control subjects, i.e., ffDTF and dDTF. From PDC, DTF, ffDTF, and dDTF, a consistent, a strong significant causality from ABP→PPG was found. When all synchrony measures were combined, an [Formula: see text] accuracy was achieved to detect hypertension using a Neural Network classifier, suggesting that PPG holds most informative features that exist in ABP. MDPI 2018-09-30 /pmc/articles/PMC6209968/ /pubmed/30274376 http://dx.doi.org/10.3390/jcm7100316 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Martínez, Gloria Howard, Newton Abbott, Derek Lim, Kenneth Ward, Rabab Elgendi, Mohamed Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? |
title | Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? |
title_full | Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? |
title_fullStr | Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? |
title_full_unstemmed | Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? |
title_short | Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? |
title_sort | can photoplethysmography replace arterial blood pressure in the assessment of blood pressure? |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6209968/ https://www.ncbi.nlm.nih.gov/pubmed/30274376 http://dx.doi.org/10.3390/jcm7100316 |
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