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Published on: November 20, 2016
Cuffless blood pressure estimation based on haemodynamic principles: progress towards mobile healthcare
Takehiro Yamakoshi1,2, Peter Rolfe3,4, Ken-Ichi Yamakoshi5,6,7
1Institute of Liberal Arts and Science, Kanazawa University, Kanazawa, Ishikawa, Japan.
Insights
A new smartphone-based method accurately estimates blood pressure (BP) without a cuff, using photoplethysmogram data. This cuffless BP monitoring offers a convenient alternative to traditional methods for mobile healthcare.
Area of Science:
- Biomedical Engineering
- Cardiovascular Technology
- Digital Health
Background:
- Traditional cuff-sphygmomanometry for blood pressure (BP) measurement is inconvenient.
- Existing cuffless BP monitoring methods often lack accuracy.
- Previous smartphone-based methods required extensive calibration models.
Purpose of the Study:
- To develop a novel, highly accurate cuffless blood pressure estimation method.
- To overcome limitations of previous calibration-dependent BP monitoring techniques.
- To leverage smartphone-derived photoplethysmogram data for BP assessment.
Main Methods:
- Utilized modified normalized pulse volume (mNPV) and pulse rate (PR) from smartphone photoplethysmograms.
- Implemented an initial calibration procedure using cuff-based BP, mNPV, and PR.
- Calculated estimated BP (BP_e) using a formula derived from hemodynamic Ohm's law: BP_e = (BP_c0 * PR * mNPV) / (PR_0 * mNPV_0).
Main Results:
- High agreement between cuff-based and estimated BP values observed (correlation coefficients: 0.968 for SBP, 0.934 for MBP, 0.844 for DBP).
- Bland-Altman analyses confirmed good agreement, with mean absolute differences < 5 mmHg.
- Demonstrated good tracking of BP trends over time in individual subjects.
Conclusions:
- Successfully developed a new cuffless BP estimation method.
- The method shows significant potential as a convenient substitute for conventional sphygmomanometers.
- Applicable to smartphones, smartwatches, and finger-based devices for mobile healthcare.
Background:
Although cuff-sphygmomanometry is used worldwide in medical and healthcare fields, it is a fact that the use of an occlusive cuff to obtain blood pressure (BP) is troublesome and inconvenient. There have therefore been on-going efforts to devise methods that do not require the use of a cuff, almost all being based on the measurement of pulse wave velocity or pulse transit time, but so far few significant developments have been made, especially regarding measurement accuracy. We have previously reported a smartphone-based cuffless method using a linear multiple regression calibration model comprising of BP obtained with a cuff-sphygmomanometer as an objective variable and modified normalized pulse volume (mNPV: a measure of vasoconstrictive activity in a finger) and pulse rate (PR) as explanatory variables. This requires a number of subjects to construct a calibration model and thus is largely dependent on the accuracy due to the model. To address these drawbacks, we report here a new cuffless method to surpass considerably the results of our previous study as well as earlier works.
Methods:
With this method we can estimate BP, with much higher accuracy, using mNPV and PR, both also obtained from a smartphone-derived photoplethysmogram. The subject firstly performs a cuff-based BP measurement in parallel with the acquisition of mNPV and PR from a smartphone. These parameters are set as initial values (BP c0, mNPV 0 and PR 0; initial calibration procedure). Then, the estimated BP (BP e) can be calculated from the relation: "BP e = (BP c0·PR·mNPV)/(PR 0·mNPV 0)", which is derived from the so-called haemodynamic Ohm's law. To validate this method, preliminary experiments using 13 volunteers were carried out to compare results from the new method with those from the cuff-sphygmomanometry, used as a reference.
Results:
Altogether 299 paired data sets were analyzed: A good agreement was found between the cuff-based and the estimated BP values, with correlation coefficients of 0.968 for systolic BP (SBP), 0.934 for mean BP (MBP) and 0.844 for diastolic BP (DBP). Bland-Altman analyses for the BP e (SBP e, MBP e, DBP e) and the BP c (SBP c, MBP c, DBP c) values also supported these comparison results. Mean absolute differences between the BP e and the BP c values in total subjects were less than 5 mmHg. Fairly good tracking availability in terms of time series data of the BP c against the corresponding BP e values was also confirmed in each subject during the study periods (1-2 weeks for 12 subjects and about 4 months for one subject).
Discussion:
The present study reported the successful development of the new cuffless BP estimation method, given as the status of a trial stage of investigation. This method could easily be used with various smartphones, smart watches, and finger-based devices, and it appears to have significant potential as a convenient substitute for conventional cuff-sphygmomanometers as well as for practical application to mobile healthcare.
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