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...
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doaj-90545323c02143b8818a8dedaff8804f2020-11-24T23:04:56ZengMDPI AGJournal of Clinical Medicine2077-03832018-09-0171031610.3390/jcm7100316jcm7100316Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure?Gloria Martínez0Newton Howard1Derek Abbott2Kenneth Lim3Rabab Ward4Mohamed Elgendi5School of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaNuffield Department of Surgical Sciences, University of Oxford, Oxford 450456, UKSchool of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA 5005, AustraliaFaculty of Medicine, University of British Columbia, Vancouver, BC V1Y 1T3, CanadaSchool of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaSchool of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC V6T 1Z4, CanadaArterial 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 r > 0.9 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 87.5 % accuracy was achieved to detect hypertension using a Neural Network classifier, suggesting that PPG holds most informative features that exist in ABP.http://www.mdpi.com/2077-0383/7/10/316pulse morphologypulse oximeterblood pressure monitoringpulse arrival timeglobal healthdigital medicinewearable devices |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Gloria Martínez Newton Howard Derek Abbott Kenneth Lim Rabab Ward Mohamed Elgendi |
spellingShingle |
Gloria Martínez Newton Howard Derek Abbott Kenneth Lim Rabab Ward Mohamed Elgendi Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? Journal of Clinical Medicine pulse morphology pulse oximeter blood pressure monitoring pulse arrival time global health digital medicine wearable devices |
author_facet |
Gloria Martínez Newton Howard Derek Abbott Kenneth Lim Rabab Ward Mohamed Elgendi |
author_sort |
Gloria Martínez |
title |
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_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_sort |
can photoplethysmography replace arterial blood pressure in the assessment of blood pressure? |
publisher |
MDPI AG |
series |
Journal of Clinical Medicine |
issn |
2077-0383 |
publishDate |
2018-09-01 |
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 r > 0.9 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 87.5 % accuracy was achieved to detect hypertension using a Neural Network classifier, suggesting that PPG holds most informative features that exist in ABP. |
topic |
pulse morphology pulse oximeter blood pressure monitoring pulse arrival time global health digital medicine wearable devices |
url |
http://www.mdpi.com/2077-0383/7/10/316 |
work_keys_str_mv |
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