Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Martínez, Gloria, Howard, Newton, Abbott, Derek, Lim, Kenneth, Ward, Rabab, Elgendi, Mohamed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
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
_version_ 1783367009577205760
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
work_keys_str_mv AT martinezgloria canphotoplethysmographyreplacearterialbloodpressureintheassessmentofbloodpressure
AT howardnewton canphotoplethysmographyreplacearterialbloodpressureintheassessmentofbloodpressure
AT abbottderek canphotoplethysmographyreplacearterialbloodpressureintheassessmentofbloodpressure
AT limkenneth canphotoplethysmographyreplacearterialbloodpressureintheassessmentofbloodpressure
AT wardrabab canphotoplethysmographyreplacearterialbloodpressureintheassessmentofbloodpressure
AT elgendimohamed canphotoplethysmographyreplacearterialbloodpressureintheassessmentofbloodpressure