Detection of hypertension using a target spectral camera: a prospective clinical study.

Autor: Uchida R; Department of Advanced Cardiology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Hasumi E; Center for Epidemiology and Preventive Medicine, The University of Tokyo Hospital, Tokyo, Japan. ehasumi-circ@umin.ac.jp.; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. ehasumi-circ@umin.ac.jp., Chen Y; Department of Advanced Cardiology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Oida M; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Goto K; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Kani K; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Oshima T; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Matsubara TJ; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Shimizu Y; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Oguri G; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Kojima T; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Sugita J; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Nakayama Y; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Yamamichi N; Center for Epidemiology and Preventive Medicine, The University of Tokyo Hospital, Tokyo, Japan., Komuro I; Department of Advanced Cardiology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan., Fujiu K; Department of Advanced Cardiology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. fujiu-tky@umin.ac.jp.; Department of Cardiovascular Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan. fujiu-tky@umin.ac.jp.
Jazyk: angličtina
Zdroj: Scientific reports [Sci Rep] 2024 Sep 19; Vol. 14 (1), pp. 21882. Date of Electronic Publication: 2024 Sep 19.
DOI: 10.1038/s41598-024-70903-8
Abstrakt: Hypertension is a significant contributor to premature mortality, and the regular monitoring of blood pressure (BP) enables the early detection of hypertension and cardiovascular disease. There is an urgent need for the development of highly accurate cuffless BP devices. We examined BP measurements based on a target spectral camera's recordings and evaluated their accuracy. Images of 215 adults' palms and faces were recorded, and BP was measured. The camera captured RGB wavelength data at 640 × 480 pixels and 150 frames per second (fps). These recordings were analyzed to extract pulse transit time (PTT) values between the face and palm, a key parameter for estimating BP. Continuous BP measurements were taken using a CNAPmonitor500 for validation. Three frequency wavelengths were measured from video images. A machine learning model was constructed to determine hypertension, defined as a systolic BP of 130 mmHg or higher or a diastolic BP of 80 mmHg or higher, using the visualized data. The discrimination between hypertension and normal BP was 95.0% accurate within 30 s and 90.3% within 5 s, based on the captured images. The results of heartbeat-by-heartbeat analyses can be used to determine hypertension based on only one second of camera footage or one heartbeat. The data extracted from a video recorded by a target spectral camera enabled accurate hypertension diagnoses, suggesting the potential for simplified BP monitoring.
(© 2024. The Author(s).)
Databáze: MEDLINE
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