Blood pressure measurement using only a smartphone

被引:31
作者
Frey, Lorenz [1 ]
Menon, Carlo [1 ]
Elgendi, Mohamed [1 ]
机构
[1] Swiss Fed Inst Technol, Biomed & Mobile Hlth Technol Lab, CH-8008 Zurich, Switzerland
关键词
PULSE TRANSIT-TIME; MOTION ARTIFACTS; REMOTE PHOTOPLETHYSMOGRAPHY; MEASURING DEVICES; ARRIVAL-TIME; HYPERTENSION; VALIDATION; STANDARD; SOCIETY; GENDER;
D O I
10.1038/s41746-022-00629-2
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Hypertension is an immense challenge in public health. As one of the most prevalent medical conditions worldwide, it is a major cause of premature death. At present, the detection, diagnosis and monitoring of hypertension are subject to several limitations. In this review, we conducted a literature search on blood pressure measurement using only a smartphone, which has the potential to overcome current limitations and thus pave the way for long-term ambulatory blood pressure monitoring on a large scale. Among the 333 articles identified, we included 25 relevant articles over the past decade (November 2011-November 2021) and analyzed the described approaches to the types of underlying data recorded with smartphone sensors, the signal processing techniques applied to construct the desired signals, the features extracted from the constructed signals, and the algorithms used to estimate blood pressure. In addition, we analyzed the validation of the proposed methods against reference blood pressure measurements. We further examined and compared the effectiveness of the proposed approaches. Among the 25 articles, 23 propose an approach that requires direct contact between the sensor and the subject and two articles propose a contactless approach based on facial videos. The sample sizes in the identified articles range from three to 3000 subjects, where 8 articles used sample sizes of 85 or more subjects. Furthermore, 10 articles include hypertensive subjects in their participant pools. The methodologies applied for the evaluation of blood pressure measurement accuracy vary considerably among the analyzed articles. There is no consistency regarding the methods for blood pressure data collection and the reference blood pressure measurement and validation. Moreover, no established protocol is currently available for the validation of blood pressure measuring technologies using only a smartphone. We conclude the review with a discussion of the results and with recommendations for future research on the topic.
引用
收藏
页数:14
相关论文
共 67 条
[1]  
Adachi Y, 2019, IEEE ENG MED BIO, P2411, DOI [10.1109/embc.2019.8856439, 10.1109/EMBC.2019.8856439]
[2]   Photoplethysmography and its application in clinical physiological measurement [J].
Allen, John .
PHYSIOLOGICAL MEASUREMENT, 2007, 28 (03) :R1-R39
[3]   Oscillometric blood pressure: a review for clinicians [J].
Alpert, Bruce S. ;
Quinn, David ;
Gallick, David .
JOURNAL OF THE AMERICAN SOCIETY OF HYPERTENSION, 2014, 8 (12) :930-938
[4]  
Baek S, 2020, IEEE ENG MED BIO, P188, DOI 10.1109/EMBC44109.2020.9175902
[5]  
Banerjee R, 2015, INT CONF ACOUST SPEE, P967, DOI 10.1109/ICASSP.2015.7178113
[6]  
Bhattacharjee A, 2021, 2021 INT C ADV ELECT, P1, DOI [10.1109/ICAECT49130.2021.9392503, DOI 10.1109/ICAECT49130.2021.9392503]
[7]   Heart rate monitoring via remote photoplethysmography with motion artifacts reduction [J].
Cennini, Giovanni ;
Arguel, Jeremie ;
Aksit, Kaan ;
van Leest, Arno .
OPTICS EXPRESS, 2010, 18 (05) :4867-4875
[8]   Continuous estimation of systolic blood pressure using the pulse arrival time and intermittent calibration [J].
Chen, W ;
Kobayashi, T ;
Ichikawa, S ;
Takeuchi, Y ;
Togawa, T .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2000, 38 (05) :569-574
[9]   Reduction of Motion Artifacts From Remote Photoplethysmography Using Adaptive Noise Cancellation and Modified HSI Model [J].
Cho, Dongrae ;
Kim, Jongin ;
Lee, Kwang Jin ;
Kim, Sayup .
IEEE ACCESS, 2021, 9 (09) :122655-122667
[10]   INVIVO REFLECTANCE OF BLOOD AND TISSUE AS A FUNCTION OF LIGHT WAVELENGTH [J].
CUI, W ;
OSTRANDER, LE ;
LEE, BY .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1990, 37 (06) :632-639