1
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Yang E, Schutte AE, Stergiou G, Wyss FS, Commodore-Mensah Y, Odili A, Kronish I, Lee HY, Shimbo D. Cuffless Blood Pressure Measurement Devices-International Perspectives on Accuracy and Clinical Use: A Narrative Review. JAMA Cardiol 2025:2832857. [PMID: 40266607 DOI: 10.1001/jamacardio.2025.0662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/24/2025]
Abstract
Importance Hypertension is a primary modifiable risk factor for cardiovascular death and disability. Accurate blood pressure (BP) measurement is essential for the diagnosis and treatment of hypertension. Conventional BP measurement with cuff devices is recommended but difficult for patients to perform due to inconvenience, discomfort, and challenges with appropriate cuff sizing and measurement protocols. The emergence of cuffless BP devices provides an opportunity to address many of these problems, including inconvenience, patient comfort, positional requirements, and continuous measurement. Observations Cuffless BP measurement devices are appealing to patients and clinicians, but validation of these technologies is essential before they can be deployed for clinical use. Key issues that remain include accuracy with risk of undertreatment or overtreatment, equitable access for low- and middle-income countries and minoritized populations, data privacy concerns, and how the devices will be deployed in clinical practice. Conclusions Clinicians and patients should only use validated BP cuff devices until cuffless BP measurement devices are appropriately tested and validated.
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Affiliation(s)
- Eugene Yang
- University of Washington School of Medicine, Seattle
| | - Aletta E Schutte
- School of Population Health, University of New South Wales, Sydney, New South Wales, Australia
- The George Institute for Global Health, Sydney, New South Wales, Australia
| | - George Stergiou
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Sotiria Hospital, Athens, Greece
| | | | | | - Augustine Odili
- College of Health Sciences, University of Abuja, Abuja, Nigeria
| | - Ian Kronish
- Center for Behavioral Cardiovascular Health, Columbia University Irving Medical Center, New York, New York
| | - Hae-Young Lee
- Department of Internal Medicine, Division of Cardiology, Seoul National University Hospital, Seoul, South Korea
| | - Daichi Shimbo
- Columbia Hypertension Lab, Columbia University Irving Medical Center, New York, New York
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2
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Landry C, Dubrofsky L, Pasricha SV, Ringrose J, Ruzicka M, Tran KC, Tsuyuki RT, Hiremath S, Goupil R. Hypertension Canada Statement on the Use of Cuffless Blood Pressure Monitoring Devices in Clinical Practice. Am J Hypertens 2025; 38:259-266. [PMID: 39661401 DOI: 10.1093/ajh/hpae154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 10/18/2024] [Accepted: 12/07/2024] [Indexed: 12/12/2024] Open
Abstract
BACKGROUND Cuffless blood pressure (BP) devices are an emerging technology marketed as providing frequent, nonintrusive and reliable BP measurements. With the increasing interest in these devices, it is important for Hypertension Canada to provide a statement regarding the current place of cuffless BP measurements in hypertension management. METHODS An overview of the technology in cuffless BP devices, the potential with this technology and the challenges related to determining the accuracy of these devices. RESULTS Cuffless BP monitoring is an emerging field where various technologies are applied to measure BP without the use of a brachial cuff. None of the devices currently sold have been validated in static and dynamic conditions using a recognized validation standard. Important issues persist in regard to the accuracy and the place of these devices in clinical practice. Current data only support using validated cuff-based devices for the diagnosis and management of hypertension. Presently, readings from cuffless devices that are used for diagnosis or clinical management need to be confirmed using measurements obtained from a clinically validated BP device. CONCLUSIONS Cuffless BP devices are a developing technology designed to track BP in most daily life activities. However, many steps remain before they should be used in clinical practice.
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Affiliation(s)
- Céderick Landry
- Department of Mechanical Engineering, Université de Sherbrooke, Sherbrooke, Québec, Canada
- Centre de recherche sur le vieillissement, Université de Sherbrooke, Sherbrooke, Québec, Canada
| | - Lisa Dubrofsky
- Women's College Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Sachin V Pasricha
- Division of Nephrology, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jennifer Ringrose
- Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Marcel Ruzicka
- Division of Nephrology, Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Karen C Tran
- Division of General Internal Medicine, Department of Medicine, University of British Columbia, Vancouver, British Colombia, Canada
| | - Ross T Tsuyuki
- Division of Cardiology, Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Swapnil Hiremath
- Division of Nephrology, Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | - Rémi Goupil
- Department of Pharmacology and Physiology, Université de Montréal, Montréal, Québec, Canada
- Hôpital de Sacré-Cœur de Montréal, CIUSSS-du-Nord-de-l'île-de-Montréal, Montréal, Québec, Canada
- Department of Medecine, Université de Montréal, Montréal, Québec, Canada
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Mukkamala R, Shroff SG, Kyriakoulis KG, Avolio AP, Stergiou GS. Cuffless Blood Pressure Measurement: Where Do We Actually Stand? Hypertension 2025. [PMID: 40231350 DOI: 10.1161/hypertensionaha.125.24822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2025]
Abstract
Cuffless blood pressure (BP) measurement offers considerable potential for clinical practice but is a challenging technological field. Many are investigating pulse wave analysis with or without pulse arrival time in which machine learning is applied to pulsatile waveforms obtained with mobile devices (eg, wristbands, smartphones) to estimate BP. These methods generally require individual user calibration with cuff BP measurements or demographics (eg, age, sex). This calibration makes it difficult to evaluate the method's accuracy, and many studies claiming accuracy used inadequate testing procedures. Yet, publications and regulatory-cleared devices continue to rise, seemingly implying technological advancements. An update is provided on the flurry of activity in cuffless BP technologies over the last 2 to 3 years, covering the clinical need, the latest devices, recent publications based on pulse wave analysis and pulse arrival time, progress in developing validation standards for cuffless BP devices, and recent publications on other cuffless BP measurement principles. Despite the high volume of research and development, to date, there is no compelling evidence that pulse wave analysis and pulse arrival time can provide significant added value in BP measurement accuracy beyond the cuff BP or demographic data for calibration. Thus, it is reasonable to at least be skeptical of published and future studies on pulse wave analysis and pulse arrival time for cuffless BP measurement with uncertain testing procedures. It is important to focus on establishing robust validation standards for cuffless BP devices requiring individual user calibration and also pursuing cuffless and calibration-free BP measurement methodologies going forward.
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Affiliation(s)
- Ramakrishna Mukkamala
- Department of Bioengineering, University of Pittsburgh, PA. (R.M., S.G.S.)
- Department of Anesthesiology and Perioperative Medicine, University of Pittsburgh, PA. (R.M.)
| | - Sanjeev G Shroff
- Department of Bioengineering, University of Pittsburgh, PA. (R.M., S.G.S.)
| | - Konstantinos G Kyriakoulis
- Hypertension Center STRIDE-7, School of Medicine, Third Department of Medicine, Sotiria Hospital, National and Kapodistrian University of Athens, Greece (K.G.K., G.S.S.)
| | - Alberto P Avolio
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, New South Wales, Australia (A.P.A.)
| | - George S Stergiou
- Hypertension Center STRIDE-7, School of Medicine, Third Department of Medicine, Sotiria Hospital, National and Kapodistrian University of Athens, Greece (K.G.K., G.S.S.)
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4
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Almeida P, Cuénoud A, Hoang H, Othenin-Girard A, Salhi N, Köthe A, Christen U, Schoettker P. Accuracy of the smartphone blood pressure measurement solution OptiBP to track blood pressure changes in pregnant women. J Hypertens 2025; 43:665-672. [PMID: 39927734 PMCID: PMC11872272 DOI: 10.1097/hjh.0000000000003956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2024] [Revised: 11/18/2024] [Accepted: 12/11/2024] [Indexed: 02/11/2025]
Abstract
INTRODUCTION Hypertensive disorders present significant morbidity and mortality during pregnancy. Although ambulatory blood pressure measurement remains the standard of care for normotensive women, self-monitoring at home is increasingly prevalent. The widespread use of smartphones worldwide has sparked interest in mobile applications that leverage the built-in hardware for blood pressure estimation, yet few trials have assessed their accuracy. METHODS This prospective, longitudinal and monocentric study evaluated the accuracy of the OptiBP algorithm against standard oscillometric blood pressure measurements in a sample of pregnant women. Patients scheduled for elective caesarean sections were enrolled during the preoperative anesthesia consultations. Paired blood pressure measurements using OptiBP and the reference method were obtained at multiple time-points in late pregnancy and the postpartum period. Agreement between methods was assessed using the AAMI/ESH/ISO 81060-2:2018 standard thresholds of 5 ± 8 mmHg for mean ± standard deviation of the error (criterion 1) and patient-specific standard deviation of the mean error (criterion 2) and represented graphically by Bland-Altman scatterplots. RESULTS Forty-eight women were enrolled of which 32 completed the protocol, yielding 338 total valid measurement pairs. Mean and standard deviation of the error were -1.78 ± 7.94 and 1.19 ± 7.59, and the patient-specific standard deviation of the mean error was 4.68 and 4.52, for SBP and DBP, respectively. CONCLUSION Compared with blood pressure measurements taken with an oscillometric device, OptiBP's blood pressure estimates meet the AAMI/ESH/ISO 81060-2:2018 criteria.
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Affiliation(s)
- Pedro Almeida
- Department of Anesthesiology, Lausanne University Hospital
- University of Lausanne
| | - Alexia Cuénoud
- Department of Anesthesiology, Lausanne University Hospital
| | | | | | - Nadia Salhi
- Department of Anesthesiology, Lausanne University Hospital
| | | | | | - Patrick Schoettker
- Department of Anesthesiology, Lausanne University Hospital
- University of Lausanne
- Biospectal SA, Lausanne, Switzerland
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5
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Islam B, Ibrahim TI, Tingting W, Wu M, Jiabi Q. Current status of elevated blood pressure and hypertension among adolescents in Asia: a systematic review. J Glob Health 2025; 15:04115. [PMID: 40146996 PMCID: PMC11949511 DOI: 10.7189/jogh.15.04115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025] Open
Abstract
Background Hypertension among adolescents in Asia is an emerging public health concern that is directly associated with early onset cardiovascular risks. As such, it can also lead to further health issues and challenges for health care in the future. As existing studies have predominantly focussed on adult populations, we sought to provide targeted insights into adolescent hypertension across Asia, elucidating the impact of rapid lifestyle and environmental changes on this younger population. Therefore, in this systematic review, we aimed to evaluate the prevalence and trends of elevated blood pressure (BP) and hypertension among adolescents aged 10-19 years across Asia, address gaps in region-specific data, and determine any demographic risk factors. Methods Following PRISMA guidelines, we searched PubMed, EMBASE, Science Direct, Web of Science, Google Scholar, and Scopus for cross-sectional studies on adolescent hypertension/elevated BP in Asia published from January 2019 to June 2024, after which we narratively synthesised their findings. Results Of the 2634 retrieved studies, 39 met the inclusion criteria, covering over 200 000 adolescents in Asia. The prevalence of hypertension ranges from 0.7% in urban Bangladesh to 24.5% in urban Malaysia, with urban areas generally showing higher rates than rural areas (e.g. India: 8.4% urban vs. 5.7% rural). By region, East Asia has the highest overall prevalence (14.25%), followed by West Asia (14.14%), South Asia (13.77%), Southeast Asia (13.16%), and Central Asia (12.37%). Males had higher prevalence rates (for example, 22.3% in Chinese males vs. 20% in females). Conclusions The increasing prevalence of adolescent hypertension in urban Asia is a significant public health concern. Although extensive research has been conducted in East and South Asia, there is a dearth of studies in Western, Southeast, and Central Asia, emphasising a need for future research. Standardised diagnostic criteria and targeted interventions are crucial for addressing regional disparities and reducing long-term cardiovascular risks.
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Affiliation(s)
- Binish Islam
- Xiangya School of Public Health, Central South University, Changsha, China
| | - Tasiu Ibrahim Ibrahim
- Department of Neurological Surgery, the Second Xiangya Hospital of Central South University, Changsha, China
| | - Wang Tingting
- Xiangya School of Public Health, Central South University, Changsha, China
| | - Mingyang Wu
- Xiangya School of Public Health, Central South University, Changsha, China
| | - Qin Jiabi
- School of Public Health, Kunming Medical University, Kunming, China
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Armoundas AA, Ahmad FS, Attia ZI, Doudesis D, Khera R, Kyriakoulis KG, Stergiou GS, Tang WHW. Controversy in Hypertension: Pro-Side of the Argument Using Artificial Intelligence for Hypertension Diagnosis and Management. Hypertension 2025. [PMID: 40091745 DOI: 10.1161/hypertensionaha.124.22349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Hypertension presents the largest modifiable public health challenge due to its high prevalence, its intimate relationship to cardiovascular diseases, and its complex pathogenesis and pathophysiology. Low awareness of blood pressure elevation and suboptimal hypertension diagnosis serve as the major hurdles in effective hypertension management. Advances in artificial intelligence in hypertension have permitted the integrative analysis of large data sets including omics, clinical (with novel sensor and wearable technologies), health-related, social, behavioral, and environmental sources, and hold transformative potential in achieving large-scale, data-driven approaches toward personalized diagnosis, treatment, and long-term management. However, although the emerging artificial intelligence science may advance the concept of precision hypertension in discovery, drug targeting and development, patient care, and management, its clinical adoption at scale today is lacking. Recognizing that clinical implementation of artificial intelligence-based solutions need evidence generation, this opinion statement examines a clinician-centric perspective of the state-of-art in using artificial intelligence in the management of hypertension and puts forward recommendations toward equitable precision hypertension care.
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Affiliation(s)
- Antonis A Armoundas
- Cardiovascular Research Center, Massachusetts General Hospital and Broad Institute, Massachusetts Institute of Technology, Boston (A.A.A.)
| | - Faraz S Ahmad
- Division of Cardiology, Department of Medicine, Northwestern University, Feinberg School of Medicine, Chicago, IL (F.S.A.)
| | - Zachi I Attia
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN (Z.I.A.)
| | - Dimitrios Doudesis
- British Heart Foundation (BHF) Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (D.D.)
| | - Rohan Khera
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine (R.K.)
- Section of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, CT (R.K.)
| | - Konstantinos G Kyriakoulis
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Athens, Greece (K.G.K., G.S.S.)
| | - George S Stergiou
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Athens, Greece (K.G.K., G.S.S.)
| | - W H Wilson Tang
- Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, OH (W.H.W.T.)
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7
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Bothe TL, Patzak A, Opatz OS, Heinz V, Pilz N. Machine learning-based blood pressure estimation using impedance cardiography data. Acta Physiol (Oxf) 2025; 241:e14269. [PMID: 39803779 PMCID: PMC11726408 DOI: 10.1111/apha.14269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 11/18/2024] [Accepted: 01/01/2025] [Indexed: 01/16/2025]
Abstract
OBJECTIVE Accurate blood pressure (BP) measurement is crucial for the diagnosis, risk assessment, treatment decision-making, and monitoring of cardiovascular diseases. Unfortunately, cuff-based BP measurements suffer from inaccuracies and discomfort. This study is the first to access the feasibility of machine learning-based BP estimation using impedance cardiography (ICG) data. METHODS We analyzed ICG data from 71 young and healthy adults. Nine different machine learning algorithms were evaluated for their BP estimation performance against quality controlled, oscillometric (cuff-based), arterial BP measurements during mental (Trier social stress test), and physical exercise (bike ergometer). Models were optimized to minimize the root mean squared error and their performance was evaluated against accuracy and regression metrics. RESULTS The multi-linear regression model demonstrated the highest measurement accuracy for systolic BP with a mean difference of -0.01 mmHg, a standard deviation (SD) of 10.79 mmHg, a mean absolute error (MAE) of 8.20 mmHg, and a correlation coefficient of r = 0.82. In contrast, the support vector regression model achieved the highest accuracy for diastolic BP with a mean difference of 0.15 mmHg, SD = 7.79 mmHg, MEA = 6.05 mmHg, and a correlation coefficient of r = 0.51. CONCLUSION The study demonstrates the feasibility of ICG-based machine learning algorithms for estimating cuff-based reference BP. However, further research into limiting biases, improving performance, and standardized validation is needed before clinical use.
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Affiliation(s)
- T. L. Bothe
- Institute of Physiology, Center for Space Medicine and Extreme Environments BerlinCharité—Universitätsmedizin BerlinBerlinGermany
| | - A. Patzak
- Institute of Translational PhysiologyCharité—Universitätsmedizin BerlinBerlinGermany
| | - O. S. Opatz
- Institute of Physiology, Center for Space Medicine and Extreme Environments BerlinCharité—Universitätsmedizin BerlinBerlinGermany
| | - V. Heinz
- Institute of Physiology, Center for Space Medicine and Extreme Environments BerlinCharité—Universitätsmedizin BerlinBerlinGermany
| | - N. Pilz
- Institute of Physiology, Center for Space Medicine and Extreme Environments BerlinCharité—Universitätsmedizin BerlinBerlinGermany
- Department of Cardiology and AngiologyHannover Medical SchoolHannoverGermany
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8
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Kario K, Tomitani N, Haimoto K, Narita K, Komi R, Koba S, Shimizu H, Ohbayashi H, Fujiwara T, Kabutoya T, Kihara H, Sekizuka H, Mizuno H, Abe Y, Haimoto H, Harada K, Hoshide S. Concept, study design, and baseline nighttime blood pressure control status of the WISDOM-Night Study using a wrist-type oscillometric home blood pressure monitoring device. Hypertens Res 2025; 48:592-603. [PMID: 39394513 DOI: 10.1038/s41440-024-01930-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Revised: 09/11/2024] [Accepted: 09/13/2024] [Indexed: 10/13/2024]
Abstract
There is growing evidence that nocturnal hypertension is an independent risk factor for cardiovascular diseases, including heart failure. However, brachial blood pressure (BP) measurements during sleep might themselves disturb sleep quality. We initiated a nationwide, multicenter observational prospective study using a wrist-type oscillometric nighttime BP monitoring device with new algorithms to measure supine BP accurately without sleep disturbance. This study, named the Wrist ICT-based Sleep and Circadian Blood Pressure Monitoring Program-Night BP Study (WISDOM-Night Study), was designed to clarify the impact of wrist-measured daily nighttime BPs on cardiovascular prognosis (stroke, coronary artery disease, heart failure, etc.) using 7 days of BP measurements at 2:00 a.m., 3:00 a.m., 4:00 a.m., and 4 h after bedtime. A total of 2751 patients with one or more cardiovascular risk factors were recruited between March 2021 and March 2024 and are currently being followed up for 7 years. Additionally, 1416 of the WISDOM-Night Study-enrolled patients who also agreed to participate in the WISDOM-Hypertension-Mediated Organ Damage (HMOD) Study underwent echocardiography to evaluate the association between wrist-measured BP and left ventricular structure. Data from this WISDOM-Night Study should provide the prospective association between nighttime BP and cardiovascular disease and reveal the indexes of nighttime BP with clinical pathological relevance. This first report of the WISDOM-Night Study describes the study design, baseline characteristics, and BP control status.
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Affiliation(s)
- Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan.
- Washiya Memorial Hospital, Tochigi, Japan.
| | - Naoko Tomitani
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | | | - Keisuke Narita
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
- Washiya Memorial Hospital, Tochigi, Japan
| | | | - Shinji Koba
- Showa University Dental Hospital Internal Medicine Clinic, Tokyo, Japan
| | | | | | - Takeshi Fujiwara
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Tomoyuki Kabutoya
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Hajime Kihara
- Kihara Cardiovascular Internal Medicine Clinic, Hokkaido, Japan
| | | | - Hiroyuki Mizuno
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | | | | | - Kenji Harada
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Satoshi Hoshide
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
- Washiya Memorial Hospital, Tochigi, Japan
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9
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Lee S, Al-antari MA, Joshi GP. Improved Confidence-Interval Estimations Using Uncertainty Measure and Weighted Feature Decisions for Cuff-Less Blood-Pressure Measurements. Bioengineering (Basel) 2025; 12:131. [PMID: 40001651 PMCID: PMC11852306 DOI: 10.3390/bioengineering12020131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Revised: 01/24/2025] [Accepted: 01/24/2025] [Indexed: 02/27/2025] Open
Abstract
This paper presents a method to improve confidence-interval (CI) estimation using individual uncertainty measures and weighted feature decisions for cuff-less blood-pressure (BP) measurement. We obtained uncertainty using Gaussian process regression (GPR). The CI obtained from the GPR model is computed using the distribution of BP estimates, which provides relatively wide CIs. Thus, we proposed a method to obtain improved CIs for individual subjects by applying bootstrap and uncertainty methods using the cuff-less BP estimates of each subject obtained through GPR. This study also introduced a novel method to estimate cuff-less BP with high fidelity by determining highly weighted features using weighted feature decisions. The standard deviation of the proposed method's mean error is 2.94 mmHg and 1.50 mmHg for systolic blood pressure (SBP) and (DBP), respectively. The mean absolute error results were obtained by weighted feature determination combining GPR and gradient boosting algorithms (GBA) for SBP (1.46 mmHg) and DBP (0.69 mmHg). The study confirmed that the BP estimates were within the CI based on the test samples of almost all subjects. The weighted feature decisions combining GPR and GBA were more accurate and reliable for cuff-less BP estimation.
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Affiliation(s)
- Soojeong Lee
- Department of Computer Engineering, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, Republic of Korea;
| | - Mugahed A. Al-antari
- Department of Artificial Intelligence and Data Science, Sejong University, Seoul 05006, Republic of Korea
| | - Gyanendra Prasad Joshi
- Department of AI Software, Kangwon National University, Kangwon State, Samcheok 10587, Republic of Korea
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10
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Tamura T, Huang M. Cuffless Blood Pressure Monitor for Home and Hospital Use. SENSORS (BASEL, SWITZERLAND) 2025; 25:640. [PMID: 39943278 PMCID: PMC11820056 DOI: 10.3390/s25030640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Revised: 01/19/2025] [Accepted: 01/20/2025] [Indexed: 02/16/2025]
Abstract
Cardiovascular diseases, particularly hypertension, pose a significant threat to global health, often referred to as a "silent killer". Traditional cuff-based blood pressure monitors have limitations in terms of convenience and continuous monitoring capabilities. As an alternative, cuffless blood pressure monitors offer a promising approach for the detection and prevention of hypertension. Despite their potential, achieving clinical performance standards remains a challenge. This review focuses on the principles of the device, current research and development, and devices that are currently approved as medical devices. Then, we describe measures to meet home and clinical performance requirements. In addition, we provide thoughts on validating the accuracy of devices in the home and hospital setting.
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Affiliation(s)
- Toshiyo Tamura
- Healthcare Robotics Institute, Future Robotics Organization, Waseda University, Tokyo 169-8050, Japan
| | - Ming Huang
- Shenzhen Institute of Advanced Technology, Shenzhen 518055, China;
- Graduate School of Science and Technology, Nara Institute of Science and Technology, Ikoma 630-0192, Japan
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11
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Kario K, Nishiyama A, Shibata S, Arima H, Furuhashi M, Ichihara A, Ishida M, Katsuya T, Kishi T, Miura K, Miura SI, Mogi M, Ohishi M, Shibata H, Shimosawa T, Sugawara A, Tamura K, Toyoda K, Yamamoto K, Node K. Digital hypertension, implementation hypertension, and internationalization - 3 pillars of Japanese Society of Hypertension 2024-2026 advancing hypertension science from Japan to the world in the information network era. Hypertens Res 2025; 48:1-5. [PMID: 39643706 DOI: 10.1038/s41440-024-02045-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Accepted: 11/21/2024] [Indexed: 12/09/2024]
Affiliation(s)
- Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan.
| | - Akira Nishiyama
- Department of Pharmacology, Kagawa University Medical School, Kagawa, Japan
| | - Shigeru Shibata
- Division of Nephrology, Department of Internal Medicine, Teikyo University School of Medicine, Tokyo, Japan
| | - Hisatomi Arima
- Department of Preventive Medicine and Public Health, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Masato Furuhashi
- Department of Cardiovascular, Renal and Metabolic Medicine, Sapporo Medical University School of Medicine, Hokkaido, Japan
| | - Atsuhiro Ichihara
- Department of Medicine, Tokyo Women's Medical University, Tokyo, Japan
| | - Mari Ishida
- Department of Health and Nutrition, Faculty of Health Sciences, Hiroshima Shudo University, Hiroshima, Japan
| | | | - Takuya Kishi
- Department of Graduate School of Medicine (Cardiology), International University of Health and Welfare, Fukuoka, Japan
| | - Katsuyuki Miura
- NCD Epidemiology Research Center, Shiga University of Medical Science, Shiga, Japan
| | - Shin-Ichiro Miura
- Department of Cardiology, Fukuoka University Faculty of Medicine, Fukuoka, Japan
| | - Masaki Mogi
- Department of Pharmacology, Ehime University Graduate School of Medicine, Ehime, Japan
| | - Mitsuru Ohishi
- Department of Cardiovascular Medicine and Hypertension, Graduate School of Medical and Dental Sciences, Kagoshima University, Kagoshima, Japan
| | - Hirotaka Shibata
- Department of Endocrinology, Metabolism, Rheumatology and Nephrology, Faculty of Medicine, Oita University, Oita, Japan
| | - Tatsuo Shimosawa
- Department of Clinical Laboratory, School of Medicine, International University of Health and Welfare, Narita, Chiba, Japan
| | - Akira Sugawara
- Department of Molecular Endocrinology, Tohoku University Graduate School of Medicine, Miyagi, Japan
| | - Kouichi Tamura
- Department of Medical Science and Cardiorenal Medicine, Yokohama City University Graduate School of Medicine, Kanagawa, Japan
| | - Kazunori Toyoda
- Department of Cerebrovascular Medicine, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Koichi Yamamoto
- Department of Geriatric and General Medicine, Osaka University Graduate School Of Medicine, Osaka, Japan
| | - Koichi Node
- Department of Cardiovascular Medicine, Saga University, Saga, Japan
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12
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Kimura T, Kikuya M, Asayama K, Tatsumi Y, Imai Y, Ohkubo T. Home Pulse Rate Before and During Antihypertensive Treatment and Mortality Risk in Hypertensive Patients: A Post Hoc Analysis of the HOMED-BP Study. J Am Heart Assoc 2024; 13:e037292. [PMID: 39673324 PMCID: PMC11935540 DOI: 10.1161/jaha.124.037292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 11/01/2024] [Indexed: 12/16/2024]
Abstract
BACKGROUND Although a high pulse rate assessed in the clinic office setting has been associated with an increased risk of cardiovascular disease and mortality, there are few studies assessing the prognostic ability of out-of-office pulse rate, particularly self-measured home pulse rate. METHODS AND RESULTS We investigated the prognostic ability of home pulse rate in 3022 patients with mild-to-moderate hypertension. During a median follow-up of 7.3 years, 72 patients died and 50 had major adverse cardiovascular events. For each 1 SD increase in pulse rate before treatment (9.4 beats per minute), the adjusted hazard ratio for all-cause mortality was 1.52 (95% CI, 1.24-1.92). For each 1 SD increase in pulse rate during the follow-up period (9.9 beats per minute), the adjusted hazard ratio was 1.70 (95% CI, 1.39-2.08). However, pulse rate was not significantly associated with major adverse cardiovascular events. When both home pulse rate and office pulse rate before treatment were included in a Cox model, only the home pulse rate significantly predicted all-cause mortality (P ≤0.019). Excluding the home pulse rate from the model led to a significant deterioration of the model fit statistic (P ≤0.020). The optimal cut-off values of home pulse rate in predicting all-cause mortality, determined by Youden's index from a receiver operator characteristic analysis, were 67.8 beats per minute at baseline and 66.4 beats per minute during follow-up. CONCLUSIONS In patients with mild-to-moderate hypertension, the pulse rate measured at home, both before and during antihypertensive treatment, was associated with mortality risk and has superior prognostic ability compared with office pulse rate. The accuracy of risk stratification may be improved by using a home pulse rate, which can be self-measured easily and frequently at home. REGISTRATION URL: https://www.umin.ac.jp/ctr; Unique identifier: C000000137.
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Affiliation(s)
- Takahiro Kimura
- Department of Hygiene and Public HealthTeikyo University School of MedicineTokyoJapan
- Fourth Department of Internal MedicineMizonokuchi Hospital, Teikyo University School of MedicineKawasakiJapan
| | - Masahiro Kikuya
- Department of Hygiene and Public HealthTeikyo University School of MedicineTokyoJapan
- Department of Preventive Medicine and EpidemiologyTohoku Medical Megabank Organization, Tohoku UniversitySendaiJapan
| | - Kei Asayama
- Department of Hygiene and Public HealthTeikyo University School of MedicineTokyoJapan
- Environment and HealthKU Leuven Department of Public Health and Primary CareLeuvenBelgium
- Tohoku Institute for Management of Blood PressureSendaiJapan
| | - Yukako Tatsumi
- Department of Hygiene and Public HealthTeikyo University School of MedicineTokyoJapan
| | - Yutaka Imai
- Tohoku Institute for Management of Blood PressureSendaiJapan
| | - Takayoshi Ohkubo
- Department of Hygiene and Public HealthTeikyo University School of MedicineTokyoJapan
- Tohoku Institute for Management of Blood PressureSendaiJapan
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13
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Tomitani N, Hoshide S, Kario K. Sleep and hypertension - up to date 2024. Hypertens Res 2024; 47:3356-3362. [PMID: 39152257 DOI: 10.1038/s41440-024-01845-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 07/18/2024] [Accepted: 07/22/2024] [Indexed: 08/19/2024]
Abstract
People spend one-third of their lives sleeping, and adequate, restful sleep is an essential component of a healthy life. Conversely, disruption of sleep has been found to cause various physical and mental health problems. Emerging research has shown that blood pressure (BP) during sleep is a stronger predictor of cardiovascular events than conventional office BP or daytime BP. Thus, management of both sleep health and nighttime BP during sleep is important for preventing cardiovascular events. However, recent studies demonstrated that nighttime BP is poorly controlled compared with office BP and daytime BP. This finding is understandable, given the challenges in monitoring BP during sleep and the multiplicity of factors related to nocturnal hypertension and BP variability. This review summarizes recent evidence and considers future perspectives for the management of sleep and hypertension.
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Affiliation(s)
- Naoko Tomitani
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, 3311-1 Yakushiji, Shimotsuke, Tochigi, 329-0498, Japan.
| | - Satoshi Hoshide
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, 3311-1 Yakushiji, Shimotsuke, Tochigi, 329-0498, Japan
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, 3311-1 Yakushiji, Shimotsuke, Tochigi, 329-0498, Japan
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14
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Narita K, Shimbo D, Kario K. Assessment of blood pressure variability: characteristics and comparison of blood pressure measurement methods. Hypertens Res 2024; 47:3345-3355. [PMID: 39152254 DOI: 10.1038/s41440-024-01844-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 07/10/2024] [Accepted: 07/16/2024] [Indexed: 08/19/2024]
Abstract
Previous studies have reported that blood pressure variability (BPV) is associated with the risk of cardiovascular events independent of blood pressure (BP) levels. While there is little evidence from intervention trials examining whether suppressing BPV is useful in preventing cardiovascular disease, it is suggested that detection of abnormally elevated BPV may be useful in reducing cardiovascular events adding by complementing management of appropriate BP levels. Cuffless BP devices can assess beat-to-beat BPV. Although cuffless BP monitoring devices have measurement accuracy issues that need to be resolved, this is an area of research where the evidence is accumulating rapidly, with many publications on beat-to-beat BPV over several decades. Ambulatory BP monitoring (ABPM) can assess 24-hour BPV and nocturnal dipping patterns. Day-to-day BPV and visit-to-visit BPV are assessed by self-measured BP monitoring at home and office BP measurement, respectively. 24 h, day-to-day, and visit-to-visit BPV have been reported to be associated with cardiovascular prognosis. Although there have been several studies comparing whether ABPM and self-measured BP monitoring at home is the superior measurement method of BPV, no strong evidence has been accumulated that indicates whether ABPM or self-measured home BP is superior. ABPM and self-measured BP monitoring have their own advantages and complement each other in the assessment of BPV.
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Affiliation(s)
- Keisuke Narita
- Columbia Hypertension Laboratory, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA.
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan.
| | - Daichi Shimbo
- Columbia Hypertension Laboratory, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
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15
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Sinou N, Sinou N, Koutroulakis S, Filippou D. The Role of Wearable Devices in Blood Pressure Monitoring and Hypertension Management: A Systematic Review. Cureus 2024; 16:e75050. [PMID: 39749057 PMCID: PMC11695067 DOI: 10.7759/cureus.75050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/03/2024] [Indexed: 01/04/2025] Open
Abstract
Hypertension constitutes a significant risk factor for the development of many coronary artery diseases. In recent years, the advancement of technology and artificial intelligence has led to significant research and breakthroughs in wearable devices that can monitor blood pressure (BP). These devices offer continuous, real-time BP readings, facilitating the early detection and prevention of hypertension. Detailed research was conducted via the PubMed and Scopus databases, using the following keywords: Wearable devices AND Hypertension AND Monitoring. The research was made in the articles from 2017 and subsequently. The aim of the present review is to highlight the benefits of advanced wearable devices, such as smartwatches equipped with BP tracking, inflatable cuffs, finger and wrist monitors, as well as patch and skin-compatible sensors, which provide individuals with the possibility of detecting BP at any time, while also preventing hypertension disease. Finally, wearable devices develop a telehealth connection between patient and physician. However, they ought to be adhered to by particular protocols that attest to their accuracy.
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Affiliation(s)
- Nikoleta Sinou
- Biomedical Sciences, National and Kapodistrian University of Athens School of Medicine, Athens, GRC
| | - Natalia Sinou
- Biomedical Sciences, National and Kapodistrian University of Athens School of Medicine, Athens, GRC
| | - Stamatios Koutroulakis
- Medicine, National and Kapodistrian University of Athens School of Medicine, Athens, GRC
| | - Dimitrios Filippou
- Anatomy, National and Kapodistrian University of Athens School of Medicine, Athens, GRC
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16
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Cheung MY, Sabharwal A, Cote GL, Veeraraghavan A. Wearable Blood Pressure Monitoring Devices: Understanding Heterogeneity in Design and Evaluation. IEEE Trans Biomed Eng 2024; 71:3569-3592. [PMID: 39106139 PMCID: PMC11799359 DOI: 10.1109/tbme.2024.3434344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/09/2024]
Abstract
OBJECTIVE Rapid advances in cuffless blood pressure (BP) monitoring have the potential to radically transform clinical care for cardiovascular health. However, due to the large heterogeneity in device design and evaluation, it is difficult to critically and quantitatively evaluate research progress. In this two-part manuscript, we provide a principled way of describing and accounting for heterogeneity in device and study design. METHODS We first provide an overview of foundational elements and design principles of three critical aspects: 1) sensors and systems, 2) pre-processing and feature extraction, and 3) BP estimation algorithms. Then, we critically analyze the state-of-the-art methods via a systematic review. RESULTS First, we find large heterogeneity in study designs, making fair comparisons extremely challenging. Moreover, many study designs have data leakage and are underpowered. We suggest a first open-contribution BP estimation benchmark for standardization. Next, we observe that BP distribution in the study sample and the time between calibration and test in emerging personalized devices confound BP estimation error. We suggest accounting for these using a convenient metric coined "explained deviation". Finally, we complement this manuscript with a website, https://wearablebp.github.io, containing a bibliography, meta-analysis results, datasets, and benchmarks, providing a timely plaWorm to understand state-of-the-art devices. CONCLUSION There is large heterogeneity in device and study design, which should be carefully accounted for when designing, comparing, and contrasting studies. SIGNIFICANCE Our findings will allow readers to parse out the heterogeneous literature and move toward promising directions for safer and more reliable devices in clinical practice and beyond.
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17
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Kario K, Williams B, Tomitani N, McManus RJ, Schutte AE, Avolio A, Shimbo D, Wang JG, Khan NA, Picone DS, Tan I, Charlton PH, Satoh M, Mmopi KN, Lopez-Lopez JP, Bothe TL, Bianchini E, Bhandari B, Lopez-Rivera J, Charchar FJ, Tomaszewski M, Stergiou G. Innovations in blood pressure measurement and reporting technology: International Society of Hypertension position paper endorsed by the World Hypertension League, European Society of Hypertension, Asian Pacific Society of Hypertension, and Latin American Society of Hypertension. J Hypertens 2024; 42:1874-1888. [PMID: 39246139 DOI: 10.1097/hjh.0000000000003827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Accepted: 07/10/2024] [Indexed: 09/10/2024]
Abstract
Blood pressure (BP) is a key contributor to the lifetime risk of preclinical organ damage and cardiovascular disease. Traditional clinic-based BP readings are typically measured infrequently and under standardized/resting conditions and therefore do not capture BP values during normal everyday activity. Therefore, current hypertension guidelines emphasize the importance of incorporating out-of-office BP measurement into strategies for hypertension diagnosis and management. However, conventional home and ambulatory BP monitoring devices use the upper-arm cuff oscillometric method and only provide intermittent BP readings under static conditions or in a limited number of situations. New innovations include technologies for BP estimation based on processing of sensor signals supported by artificial intelligence tools, technologies for remote monitoring, reporting and storage of BP data, and technologies for BP data interpretation and patient interaction designed to improve hypertension management ("digital therapeutics"). The number and volume of data relating to new devices/technologies is increasing rapidly and will continue to grow. This International Society of Hypertension position paper describes the new devices/technologies, presents evidence relating to new BP measurement techniques and related indices, highlights standard for the validation of new devices/technologies, discusses the reliability and utility of novel BP monitoring devices, the association of these metrics with clinical outcomes, and the use of digital therapeutics. It also highlights the challenges and evidence gaps that need to be overcome before these new technologies can be considered as a user-friendly and accurate source of novel BP data to inform clinical hypertension management strategies.
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Affiliation(s)
- Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Bryan Williams
- University College London (UCL) and National Insitute for Health Research UCL Hospitals Biomedical Research Centre, London, United Kingdom
| | - Naoko Tomitani
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Richard J McManus
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom
| | - Aletta E Schutte
- School of Population Health, University of New South Wales; The George Institute for Global Health, Sydney, Australia
| | - Alberto Avolio
- Macquarie Medical School, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, Australia
| | - Daichi Shimbo
- Hypertension Lab, Columbia University Irving Medical Center, New York, NY, USA
| | - Ji-Guang Wang
- Centre for Epidemiological Studies and Clinical Trials, Shanghai Key Laboratory of Hypertension, Department of Hypertension, Ruijin Hospital, The Shanghai Institute of Hypertension, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Nadia A Khan
- Center for Advancing Health Outcomes, Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Dean S Picone
- School of Health Sciences, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
- Menzies Institute for Medical Research, University of Tasmania, Tasmania, Australia
| | - Isabella Tan
- The George Institute for Global Health, University of New South Wales, Sydney, Australia
| | - Peter H Charlton
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Michihiro Satoh
- Division of Public Health, Hygiene and Epidemiology, Faculty of Medicine, Tohoku Medical and Pharmaceutical University, Sendai, Japan
| | - Keneilwe Nkgola Mmopi
- Department of Biomedical Sciences, Faculty of Medicine. University of Botswana, Gaborone, Botswana
| | - Jose P Lopez-Lopez
- Masira Research Institute, Medical School, Universidad de Santander, Bucaramanga, Colombia
| | - Tomas L Bothe
- Charité - Universitätsmedizin Berlin, Institute of Physiology, Center for Space Medicine and Extreme Environments Berlin, Berlin, Germany
| | - Elisabetta Bianchini
- Institute of Clinical Physiology, Italian National Research Council, Pisa, Italy
| | - Buna Bhandari
- Department of Global Health and Population, Harvard T H Chan School of Public Health, Boston, MA, USA
| | - Jesús Lopez-Rivera
- Unidad de Hipertension arterial, V departamento, Hospital Central San Cristobal, Tachira, Venezuela
| | - Fadi J Charchar
- Health Innovation and Transformation Centre, Federation University Australia, Ballarat
- Department of Physiology, University of Melbourne, Melbourne, Australia
- Department of Cardiovascular Sciences, University of Leicester, Leicester
| | - Maciej Tomaszewski
- Division of Cardiovascular Sciences, Faculty of Medicine, Biology and Health, University of Manchester, Manchester
- Manchester Royal Infirmary, Manchester Academic Health Science Centre, Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - George Stergiou
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Sotiria Hospital, Athens, Greece
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18
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Hove C, Sæter FW, Stepanov A, Bøtker-Rasmussen KG, Seeberg TM, Westgaard E, Heimark S, Waldum-Grevbo B, Hisdal J, Larstorp ACK. A prototype photoplethysmography-based cuffless device shows promising results in tracking changes in blood pressure. FRONTIERS IN MEDICAL TECHNOLOGY 2024; 6:1464473. [PMID: 39498215 PMCID: PMC11532190 DOI: 10.3389/fmedt.2024.1464473] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2024] [Accepted: 10/01/2024] [Indexed: 11/07/2024] Open
Abstract
Introduction Non-invasive cuffless blood pressure devices have shown promising results in accurately estimating blood pressure when comparing measurements at rest. However, none of commercially available or prototype cuffless devices have yet been validated according to the appropriate standards. The aim of the present study was to bridge this gap and evaluate the ability of a prototype cuffless device, developed by Aidee Health AS, to track changes in blood pressure compared to a non-invasive, continuous blood pressure monitor (Human NIBP or Nexfin) in a laboratory set up. The performance was evaluated according to the metrics and statistical methodology described in the ISO 81060-3:2022 standard. However, the present study is not a validation study and thus the study was not conducted according to the ISO 81060-3:2022 protocol, e.g., non-invasive reference and distribution of age not fulfilled. Method Data were sampled continuously, beat-to-beat, from both the cuffless and the reference device. The cuffless device was calibrated once using the reference BP measurement. Three different techniques (isometric exercise, mental stress, and cold pressor test) were used to induce blood pressure changes in 38 healthy adults. Results The mean difference (standard deviation) was 0.3 (8.7) mmHg for systolic blood pressure, 0.04 (6.6) mmHg for diastolic blood pressure, and 0.8 (7.9) mmHg for mean arterial pressure, meeting the Accuracy requirement of ISO 81060-3:2022 (≤6.0 (10.0) mmHg). The corresponding results for the Stability criteria were 1.9 (9.2) mmHg, 2.9 (8.1) mmHg and 2.5 (9.5) mmHg. The acceptance criteria for the Change requirement were achieved for the 85th percentile of ≤50% error for diastolic blood pressure and mean arterial pressure but were higher than the limit for systolic blood pressure (56% vs. ≤50%) and for all parameters for the 50th percentile (32%-39% vs. ≤25%). Conclusions The present study demonstrated that the cuffless device could track blood pressure changes in healthy adults across different activities and showed promising results in achieving the acceptance criteria from ISO 81060-3:2022.
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Affiliation(s)
- Christine Hove
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Nephrology, Oslo University Hospital, Oslo, Norway
| | - Frode Wirum Sæter
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Vascular Surgery, Oslo University Hospital, Oslo, Norway
| | | | | | | | | | - Sondre Heimark
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Nephrology, Oslo University Hospital, Oslo, Norway
| | - Bård Waldum-Grevbo
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Nephrology, Oslo University Hospital, Oslo, Norway
| | - Jonny Hisdal
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Vascular Surgery, Oslo University Hospital, Oslo, Norway
| | - Anne Cecilie K. Larstorp
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Section for Cardiovascular and Renal Research, Oslo University Hospital, Oslo, Norway
- Department of Medical Biochemistry, Oslo University Hospital, Oslo, Norway
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19
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McEvoy JW, McCarthy CP, Bruno RM, Brouwers S, Canavan MD, Ceconi C, Christodorescu RM, Daskalopoulou SS, Ferro CJ, Gerdts E, Hanssen H, Harris J, Lauder L, McManus RJ, Molloy GJ, Rahimi K, Regitz-Zagrosek V, Rossi GP, Sandset EC, Scheenaerts B, Staessen JA, Uchmanowicz I, Volterrani M, Touyz RM. 2024 ESC Guidelines for the management of elevated blood pressure and hypertension. Eur Heart J 2024; 45:3912-4018. [PMID: 39210715 DOI: 10.1093/eurheartj/ehae178] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/04/2024] Open
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20
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Mbeta E, Hill JE. Wearable cuffless blood pressure monitoring devices: a commentary. Br J Community Nurs 2024; 29:468-472. [PMID: 39446686 DOI: 10.12968/bjcn.2024.0022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2024]
Abstract
Hypertension is a growing public challenge as a leading risk factor for cardiovascular disease and all-cause mortality. Reducing overall cardiovascular risk through early screening, initiation of treatment and ongoing monitoring remains a priority in the comprehensive management of hypertension and its complications. Community nurses are ideally positioned to play a crucial role in the early detection of hypertension and providing support for its management. Wearable cuffless devices have the potential for continuous remote blood pressure monitoring. However, there is not enough literature on the validity and usability of wearable cuffless blood pressure devices to justify their use in clinical practice. This commentary critically appraises a systematic review designed to assess the validity, features and clinical usability of wearable cuffless devices, and expands on its findings and their relevance to community nursing and future research.
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Affiliation(s)
- Elliot Mbeta
- Medical student, Liverpool John Moores University, Liverpool
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21
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Schutte AE. Wearable cuffless blood pressure tracking: when will they be good enough? J Hum Hypertens 2024; 38:669-672. [PMID: 38997475 PMCID: PMC11387187 DOI: 10.1038/s41371-024-00932-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 07/02/2024] [Accepted: 07/04/2024] [Indexed: 07/14/2024]
Abstract
Wearable health monitoring is a multibillion-dollar industry. But the holy grail is probably getting it right for blood pressure monitoring without a cuff, because raised blood pressure is very common and the leading cause of death in the world. Many have tried and failed, but industry is persisting: numerous cuffless wearable blood pressure devices are on the market, several technologies have been developed, hundreds of patents are registered every year, and some devices already have regulatory approval. However, to convince the die-hard blood pressure critic is a different ball game. To understand the challenges of currently accepted methods and cuffless devices, I performed a 24-h blood pressure monitoring self-test, including measurements when awake, asleep and watching an intense match of the Rugby World Cup final, with the purpose to demonstrate the challenges and opportunities we face. Blood pressure was monitored using five different devices simultaneously: validated left and right arm cuff blood pressure, and three cuffless wearable devices (wrist-band, chest patch and a ring). Whilst none of these devices proved to be perfect in capturing a physiologically challenging measure, namely blood pressure, it emphasised that our current practice of a single blood pressure measurement in clinical practice should be revisited. It further begs the question of when cuffless measurements will be good enough to incorporate in clinical decision-making.
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Affiliation(s)
- Aletta E Schutte
- School of Population Health, University of New South Wales, Sydney, NSW, Australia.
- The George Institute for Global Health, Sydney, NSW, Australia.
- Hypertension in Africa Research Team, MRC Unit for Hypertension and Cardiovascular Disease, North-West University, Potchefstroom, South Africa.
- SAMRC/Wits Developmental Pathways for Health Research Unit, Department of Paediatrics, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
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22
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Queiroz C, Guerreiro C, Oliveira-Santos M, Ferreira D, Fontes-Carvalho R, Ladeiras-Lopes R. Digital health and cardiovascular healthcare professionals in Portugal: Current status, expectations and barriers to implementation. Rev Port Cardiol 2024; 43:459-467. [PMID: 38460748 DOI: 10.1016/j.repc.2023.10.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Revised: 08/19/2023] [Accepted: 10/13/2023] [Indexed: 03/11/2024] Open
Abstract
INTRODUCTION AND OBJECTIVES Digital health (DH) is a broad concept, bringing together technology and healthcare, that is playing an increasingly important role in the daily routine of healthcare professionals (HCPs) and promises to contribute to the prevention and treatment of cardiovascular disease. There are no solid data on the position of Portuguese HCPs toward the implementation of DH in cardiovascular medicine. This national cross-sectional study aims to provide a snapshot of DH implementation in Portuguese cardiovascular HCP routines and to identify both expectations and barriers to its adoption. METHODS An 18-question survey was created specifically for this study and distributed to 1174 individuals on the Portuguese Society of Cardiology mailing list. RESULTS We collected 117 valid responses (response rate 10%). Almost all participants had smartphones and laptops, and two-thirds had tablets. Electronic medical information systems were the most used DH tool (84% of respondents) and were considered the most important for improving cardiovascular care. Implantable technologies (sensors and devices), telemedicine and social media were used by more than two out of three respondents and considered «very important» or «extremely important» by most of them. Most participants showed positive expectations regarding the impact of DH in cardiovascular medicine: 78% agreed that DH could improve health outcomes, 64% that it promotes health literacy and 63% that it could decrease healthcare costs. The top-rated barriers were patients' inability to use smartphones, limited access to electronic devices, and lack of legal regulation of DH. CONCLUSION Most Portuguese cardiovascular HCPs had at least three electronic devices (mainly smartphones, laptops and tablets) and showed positive expectations regarding DH's current and future impact on cardiovascular medicine. Patient DH literacy, technology adoption, and DH regulation were identified as the most important barriers to increasing the adoption of DH tools in cardiovascular medicine.
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Affiliation(s)
| | - Cláudio Guerreiro
- Cardiology Department, Gaia Hospital Centre, Vila Nova de Gaia, Portugal
| | | | - Daniel Ferreira
- Intensive Care Unit, Hospital da Luz Lisboa, Lisbon, Portugal
| | - Ricardo Fontes-Carvalho
- Cardiology Department, Gaia Hospital Centre, Vila Nova de Gaia, Portugal; Cardiovascular R&D Unit, Faculty of Medicine, University of Porto, Porto, Portugal; Department of Surgery and Physiology, Faculty of Medicine, University of Porto, Portugal
| | - Ricardo Ladeiras-Lopes
- Cardiovascular R&D Unit, Faculty of Medicine, University of Porto, Porto, Portugal; Department of Surgery and Physiology, Faculty of Medicine, University of Porto, Portugal.
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23
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Elgendi M, Haugg F, Fletcher RR, Allen J, Shin H, Alian A, Menon C. Recommendations for evaluating photoplethysmography-based algorithms for blood pressure assessment. COMMUNICATIONS MEDICINE 2024; 4:140. [PMID: 38997447 PMCID: PMC11245506 DOI: 10.1038/s43856-024-00555-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 06/19/2024] [Indexed: 07/14/2024] Open
Abstract
Photoplethysmography (PPG) is a non-invasive optical technique that measures changes in blood volume in the microvascular tissue bed of the body. While it shows potential as a clinical tool for blood pressure (BP) assessment and hypertension management, several sources of error can affect its performance. One such source is the PPG-based algorithm, which can lead to measurement bias and inaccuracy. Here, we review seven widely used measures to assess PPG-based algorithm performance and recommend implementing standardized error evaluation steps in their development. This standardization can reduce bias and improve the reliability and accuracy of PPG-based BP estimation, leading to better health outcomes for patients managing hypertension.
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Affiliation(s)
- Mohamed Elgendi
- Biomedical and Mobile Health Technology Lab, Department of Health Sciences and Technology, ETH Zurich, Zurich, 8008, Switzerland.
| | - Fridolin Haugg
- Biomedical and Mobile Health Technology Lab, Department of Health Sciences and Technology, ETH Zurich, Zurich, 8008, Switzerland
| | - Richard Ribon Fletcher
- Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - John Allen
- Research Centre for Intelligent Healthcare, Coventry University, CV1 5FB, Coventry, UK
| | - Hangsik Shin
- Department of Convergence Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, 05505, Republic of Korea
| | - Aymen Alian
- Yale School of Medicine, Yale University, New Haven, CT, 06510, USA
| | - Carlo Menon
- Biomedical and Mobile Health Technology Lab, Department of Health Sciences and Technology, ETH Zurich, Zurich, 8008, Switzerland
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Liu ZD, Li Y, Zhang YT, Zeng J, Chen ZX, Liu JK, Miao F. HGCTNet: Handcrafted Feature-Guided CNN and Transformer Network for Wearable Cuffless Blood Pressure Measurement. IEEE J Biomed Health Inform 2024; 28:3882-3894. [PMID: 38687656 DOI: 10.1109/jbhi.2024.3395445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2024]
Abstract
Biosignals collected by wearable devices, such as electrocardiogram and photoplethysmogram, exhibit redundancy and global temporal dependencies, posing a challenge in extracting discriminative features for blood pressure (BP) estimation. To address this challenge, we propose HGCTNet, a handcrafted feature-guided CNN and transformer network for cuffless BP measurement based on wearable devices. By leveraging convolutional operations and self-attention mechanisms, we design a CNN-Transformer hybrid architecture to learn features from biosignals that capture both local information and global temporal dependencies. Then, we introduce a handcrafted feature-guided attention module that utilizes handcrafted features extracted from biosignals as query vectors to eliminate redundant information within the learned features. Finally, we design a feature fusion module that integrates the learned features, handcrafted features, and demographics to enhance model performance. We validate our approach using two large wearable BP datasets: the CAS-BP dataset and the Aurora-BP dataset. Experimental results demonstrate that HGCTNet achieves an estimation error of 0.9 ± 6.5 mmHg for diastolic BP (DBP) and 0.7 ± 8.3 mmHg for systolic BP (SBP) on the CAS-BP dataset. On the Aurora-BP dataset, the corresponding errors are -0.4 ± 7.0 mmHg for DBP and -0.4 ± 8.6 mmHg for SBP. Compared to the current state-of-the-art approaches, HGCTNet reduces the mean absolute error of SBP estimation by 10.68% on the CAS-BP dataset and 9.84% on the Aurora-BP dataset. These results highlight the potential of HGCTNet in improving the performance of wearable cuffless BP measurements.
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Ramdani S, Haddiya I. Updates in the management of hypertension. Ann Med Surg (Lond) 2024; 86:3514-3521. [PMID: 38846840 PMCID: PMC11152838 DOI: 10.1097/ms9.0000000000002052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 03/30/2024] [Indexed: 06/09/2024] Open
Abstract
Hypertension is the leading cause of cardiovascular diseases and nephropathies. Its treatment and management require long-term follow-up which can be facilitated by the emergence of device-based therapies. Novel recommendations have been well described in the latest ESH guidelines as well as new risk factors have been identified. The authors summarized the published evidence on hypertension management. The authors also cited in this review novel treatment approaches in different settings and the intervention of medication adherence in treatment success. Such non-communicable disease requires long-term follow-up and monitoring, which is quite facilitated in the era of digitalization by cuff-less devices based on prediction tools.
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Affiliation(s)
- Sara Ramdani
- Laboratory of Epidemiology, Clinical Research and Public Health, Faculty of Medicine and Pharmacy of Oujda, University Mohammed First
| | - Intissar Haddiya
- Laboratory of Epidemiology, Clinical Research and Public Health, Faculty of Medicine and Pharmacy of Oujda, University Mohammed First
- Department of Nephrology, Mohammed VI University Hospital, Oujda, Morocco
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Hametner B, Maurer S, Sehnert A, Bachler M, Orter S, Zechner O, Müllner-Rieder M, Penkler M, Wassertheurer S, Sehnert W, Mengden T, Mayer CC. Non-invasive pulse arrival time as a surrogate for oscillometric systolic blood pressure changes during non-pharmacological intervention. Physiol Meas 2024; 45:055015. [PMID: 38688296 DOI: 10.1088/1361-6579/ad45ab] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 04/30/2024] [Indexed: 05/02/2024]
Abstract
Background.Non-invasive continuous blood pressure (BP) monitoring is of longstanding interest in various cardiovascular scenarios. In this context, pulse arrival time (PAT), i.e., a surrogate parameter for systolic BP (change), became very popular recently, especially in the context of cuffless BP measurement and dedicated lifestyle interventions. Nevertheless, there is also understandable doubt on its reliability in uncontrolled and mobile settings.Objective.The aim of this work is therefore the investigation whether PAT follows oscillometric systolic BP readings during moderate interventions by physical or mental activity using a medical grade handheld device for non-invasive PAT assessment.Approach.A study was conducted featuring an experimental group performing a physical and a mental task, and a control group. Oscillometric BP and PAT were assessed at baseline and after each intervention. Interventions were selected randomly but then performed sequentially in a counterbalanced order. Multivariate analyses of variance were used to test within-subject and between-subject effects for the dependent variables, followed by univariate analyses for post-hoc testing. Furthermore, correlation analysis was performed to assess the association of intervention effects between BP and PAT.Mainresults.The study included 51 subjects (31 females). Multivariate analysis of variances showed that effects in BP, heart rate, PAT and pulse wave parameters were consistent and significantly different between experimental and control groups. After physical activity, heart rate and systolic BP increased significantly whereas PAT decreased significantly. Mental activity leads to a decrease in systolic BP at stable heart rate. Pulse wave parameters follow accordingly by an increase of PAT and mainly unchanged pulse wave analysis features due to constant heart rate. Finally, also the control group behaviour was accurately registered by the PAT method compared to oscillometric cuff. Correlation analyses revealed significant negative associations between changes of systolic BP and changes of PAT from baseline to the physical task (-0.33 [-0.63, 0.01],p< 0.048), and from physical to mental task (-0.51 [-0.77, -0.14],p= 0.001), but not for baseline to mental task (-0.12 [-0,43,0,20],p= 0.50) in the experimental group.Significance.PAT and the used digital, handheld device proved to register changes in BP and heart rate reliably compared to oscillometric measurements during intervention. Therefore, it might add benefit to future mobile health solutions to support BP management by tracking relative, not absolute, BP changes during non-pharmacological interventions.
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Affiliation(s)
- Bernhard Hametner
- AIT Austrian Institute of Technology GmbH, Center for Health & Bioresources, Medical Signal Analysis, Vienna, Austria
| | - Severin Maurer
- Institute of Market Research and Methodology, University of Applied Sciences Wiener Neustadt, Wiener Neustadt, Austria
| | - Alina Sehnert
- Institute for Clinical Research Sehnert, Dortmund, Germany
| | - Martin Bachler
- AIT Austrian Institute of Technology GmbH, Center for Health & Bioresources, Medical Signal Analysis, Vienna, Austria
| | - Stefan Orter
- AIT Austrian Institute of Technology GmbH, Center for Health & Bioresources, Medical Signal Analysis, Vienna, Austria
| | - Olivia Zechner
- AIT Austrian Institute of Technology, Center for Technology Experience, Experience Business Transformation, Vienna, Austria
| | - Markus Müllner-Rieder
- AIT Austrian Institute of Technology, Center for Health & Bioresources, Digital Health Information Systems, Vienna, Austria
| | - Michael Penkler
- Institute of Market Research and Methodology, University of Applied Sciences Wiener Neustadt, Wiener Neustadt, Austria
| | - Siegfried Wassertheurer
- AIT Austrian Institute of Technology GmbH, Center for Health & Bioresources, Medical Signal Analysis, Vienna, Austria
| | - Walter Sehnert
- Institute for Clinical Research Sehnert, Dortmund, Germany
| | - Thomas Mengden
- Kerckhoff Clinic, Rehabilitation, ESH Excellence Centre, Bad Nauheim, Germany
| | - Christopher C Mayer
- AIT Austrian Institute of Technology GmbH, Center for Health & Bioresources, Medical Signal Analysis, Vienna, Austria
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Shokouhmand A, Jiang X, Ayazi F, Ebadi N. MEMS Fingertip Strain Plethysmography for Cuffless Estimation of Blood Pressure. IEEE J Biomed Health Inform 2024; 28:2699-2712. [PMID: 38442050 DOI: 10.1109/jbhi.2024.3372968] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/07/2024]
Abstract
OBJECTIVE To develop a cuffless method for estimating blood pressure (BP) from fingertip strain plethysmography (SPG) recordings. METHODS A custom-built micro-electromechanical systems (MEMS) strain sensor is employed to record heartbeat-induced vibrations at the fingertip. An XGboost regressor is then trained to relate SPG recordings to beat-to-beat systolic BP (SBP), diastolic BP (DBP), mean arterial pressure (MAP) values. For this purpose, each SPG segment in this setup is represented by a feature vector consisting of cardiac time interval, amplitude features, statistical properties, and demographic information of the subjects. In addition, a novel concept, coined geometric features, are introduced and incorporated into the feature space to further encode the dynamics in SPG recordings. The performance of the regressor is assessed on 32 healthy subjects through 5-fold cross-validation (5-CV) and leave-subject-out cross validation (LSOCV). RESULTS Mean absolute errors (MAEs) of 3.88 mmHg and 5.45 mmHg were achieved for DBP and SBP estimations, respectively, in the 5-CV setting. LSOCV yielded MAEs of 8.16 mmHg for DBP and 16.81 mmHg for SBP. Through feature importance analysis, 3 geometric and 26 integral-related features introduced in this work were identified as primary contributors to BP estimation. The method exhibited robustness against variations in blood pressure level (normal to critical) and body mass index (underweight to obese), with MAE ranges of [1.28, 4.28] mmHg and [2.64, 7.52] mmHg, respectively. CONCLUSION The findings suggest high potential for SPG-based BP estimation at the fingertip. SIGNIFICANCE This study presents a fundamental step towards the augmentation of optical sensors that are susceptible to dark skin tones.
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van Vliet M, Monnink SHJ, Kuiper MJ, Constandse JC, Hoftijzer D, Ronner E. Evaluation of a novel cuffless photoplethysmography-based wristband for measuring blood pressure according to the regulatory standards. EUROPEAN HEART JOURNAL. DIGITAL HEALTH 2024; 5:335-343. [PMID: 38774367 PMCID: PMC11104472 DOI: 10.1093/ehjdh/ztae006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 12/01/2023] [Accepted: 12/05/2023] [Indexed: 05/24/2024]
Abstract
Aims Elevated blood pressure (BP) is a key risk factor in cardiovascular diseases. However, obtaining reliable and reproducible BP remains a challenge. This study, therefore, aimed to evaluate a novel cuffless wristband, based on photoplethysmography (PPG), for continuous BP monitoring. Methods and results Predictions by a PPG-guided algorithm were compared to arterial BP measurements (in the sub-clavian artery), obtained during cardiac catheterization. Eligible patients were included and screened based on AAMI/European Society of Hypertension (ESH)/ISO Universal Standard requirements. The machine learning-based BP algorithm required three cuff-based initialization measurements in combination with ∼100 features (signal-derived and patient demographic-based). Ninety-seven patients and 420 samples were included. Mean age, weight, and height were 67.1 years (SD 11.1), 83.4 kg (SD 16.1), and 174 cm (SD 10), respectively. Systolic BP was ≤100 mmHg in 48 samples (11%) and ≥160 mmHg in 106 samples (25%). Diastolic BP was ≤70 mmHg in 222 samples (53%) and ≥85 mmHg in 99 samples (24%). The algorithm showed mean errors of ±3.7 mmHg (SD 4.4 mmHg) and ±2.5 mmHg (SD 3.7 mmHg) for systolic and diastolic BP, respectively. Similar results were observed across all genders and skin colours (Fitzpatrick I-VI). Conclusion This study provides initial evidence for the accuracy of a PPG-based BP algorithm in combination with a cuffless wristband across a range of BP distributions. This research complies with the AAMI/ESH/ISO Universal Standard, however, further research is required to evaluate the algorithms performance in light of the remaining European Society of Hypertension recommendations. Clinical trial registration www.clinicaltrials.gov, NCT05566886.
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Affiliation(s)
- Mariska van Vliet
- Department of Cardiology, Reinier de Graaf Hospital, Reinier de Graafweg 5, 2625 AD Delft, The Netherlands
| | - Stefan H J Monnink
- Department of Cardiology, Reinier de Graaf Hospital, Reinier de Graafweg 5, 2625 AD Delft, The Netherlands
| | - Mathijs J Kuiper
- Department of Cardiology, Reinier de Graaf Hospital, Reinier de Graafweg 5, 2625 AD Delft, The Netherlands
| | - Jan C Constandse
- Department of Cardiology, Reinier de Graaf Hospital, Reinier de Graafweg 5, 2625 AD Delft, The Netherlands
| | - Dieke Hoftijzer
- Department of Cardiology, Reinier de Graaf Hospital, Reinier de Graafweg 5, 2625 AD Delft, The Netherlands
| | - Eelko Ronner
- Department of Cardiology, Reinier de Graaf Hospital, Reinier de Graafweg 5, 2625 AD Delft, The Netherlands
- Corsano Health B.V., Wilhelmina van Pruisenweg 35, 2595 AN The Hague, The Netherlands
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Derendinger FC, Vischer AS, Krisai P, Socrates T, Schumacher C, Mayr M, Burkard T. Ability of a 24-h ambulatory cuffless blood pressure monitoring device to track blood pressure changes in clinical practice. J Hypertens 2024; 42:662-671. [PMID: 38288945 PMCID: PMC10906216 DOI: 10.1097/hjh.0000000000003667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 12/19/2023] [Accepted: 01/07/2024] [Indexed: 03/03/2024]
Abstract
OBJECTIVE There is an increasing number of cuffless blood pressure (BP) measurement (BPM) devices. Despite promising results when comparing single measurements, the ability of these devices to track changes in BP levels over 24 h related to an initial calibration BP (CalibBP) is unknown. Our aim was to analyse this ability in a cuffless device using pulse transit time. METHODS We prospectively enrolled 166 participants for simultaneously performed cuffless (Somnotouch-NIBP) and cuff-based (Spacelabs 90217A/IEM Mobil-O-graph) 24 h BPM. As CalibBP for the cuffless device, first cuff-based BP was used. As surrogate for changes in BP levels after the CalibBP, we used the difference between the CalibBP and mean 24 h, awake and asleep BP measured by the two devices. In addition, we analysed the relationship between the difference of the CalibBP and the cuff-based BPM versus the difference between the cuff-based and the cuffless BPM devices. RESULTS Mean(SD) difference between the CalibBP and mean 24hBP by the cuff-based or cuffless BP device were 7.4 (13.2) versus 1.8 (8.3) mmHg for systolic ( P < 0.0001) and 6.6 (6.8) versus 1.6 (5.8) mmHg for diastolic ( P < 0.0001). A near linear relationship was seen among the difference between the CalibBP and the cuff-based BPM values and the difference between the cuff-based and cuffless BPM device. CONCLUSION Our data indicate a lower ability of the cuffless BPM device to track changes of BP levels after CalibBP. In addition, cuffless device accuracy was associated with the changes in BP levels after the initial CalibBP - the larger the BP level change, the larger the difference between the devices. REGISTRATION https://www.clinicaltrials.gov ; Unique identifier: NCT03054688; NCT03975582.
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Affiliation(s)
- Felicia C. Derendinger
- Medical Outpatient Department and Hypertension Clinic, ESH Hypertension Centre of Excellence
- Faculty of Medicine, University Basel, Basel, Switzerland
| | - Annina S. Vischer
- Medical Outpatient Department and Hypertension Clinic, ESH Hypertension Centre of Excellence
- Faculty of Medicine, University Basel, Basel, Switzerland
| | - Philipp Krisai
- Department of Cardiology
- Cardiovascular Research Institute Basel, University Hospital Basel
- Faculty of Medicine, University Basel, Basel, Switzerland
| | - Thenral Socrates
- Medical Outpatient Department and Hypertension Clinic, ESH Hypertension Centre of Excellence
- Faculty of Medicine, University Basel, Basel, Switzerland
| | - Christina Schumacher
- Medical Outpatient Department and Hypertension Clinic, ESH Hypertension Centre of Excellence
| | - Michael Mayr
- Medical Outpatient Department and Hypertension Clinic, ESH Hypertension Centre of Excellence
- Faculty of Medicine, University Basel, Basel, Switzerland
| | - Thilo Burkard
- Medical Outpatient Department and Hypertension Clinic, ESH Hypertension Centre of Excellence
- Department of Cardiology
- Faculty of Medicine, University Basel, Basel, Switzerland
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Tomitani N, Hoshide S, Kario K. Could wristwatch-type wearable oscillometric blood pressure monitoring be a third option for out-of-office blood pressure monitoring? Hypertens Res 2024; 47:1078-1080. [PMID: 38316965 DOI: 10.1038/s41440-024-01604-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 01/17/2024] [Indexed: 02/07/2024]
Affiliation(s)
- Naoko Tomitani
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan.
| | - Satoshi Hoshide
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
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Noh SA, Kim HS, Kang SH, Yoon CH, Youn TJ, Chae IH. History and evolution of blood pressure measurement. Clin Hypertens 2024; 30:9. [PMID: 38556854 PMCID: PMC10983645 DOI: 10.1186/s40885-024-00268-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Accepted: 02/27/2024] [Indexed: 04/02/2024] Open
Abstract
Hypertension is the leading cause of morbidity and mortality worldwide. Hypertension mostly accompanies no symptoms, and therefore blood pressure (BP) measurement is the only way for early recognition and timely treatment. Methods for BP measurement have a long history of development and improvement. Invasive method via arterial cannulation was first proven possible in the 1800's. Subsequent scientific progress led to the development of the auscultatory method, also known as Korotkoff' sound, and the oscillometric method, which enabled clinically available BP measurement. However, hypertension management status is still poor. Globally, less than half of adults are aware of their hypertension diagnosis, and only one-third of them being treated are under control. Novel methods are actively investigated thanks to technological advances such as sensors and machine learning in addition to the clinical needs for easier and more convenient BP measurement. Each method adopts different technologies with its own specific advantages and disadvantages. Promises of novel methods include comprehensive information on out-of-office BP capturing dynamic short-term and long-term fluctuations. However, there are still pitfalls such as the need for regular calibration since most novel methods capture relative BP changes rather than an absolute value. In addition, there is growing concern on their accuracy and precision as conventional validation protocols are inappropriate for cuffless continuous methods. In this article, we provide a comprehensive overview of the past and present of BP measurement methods. Novel and emerging technologies are also introduced with respect to their potential applications and limitations.
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Affiliation(s)
- Su A Noh
- Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam-Si, Gyeonggi-Do, 13620, South Korea
| | - Hwang-Soo Kim
- Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam-Si, Gyeonggi-Do, 13620, South Korea
| | - Si-Hyuck Kang
- Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam-Si, Gyeonggi-Do, 13620, South Korea.
- Department of Internal Medicine, Seoul National University, Seoul, South Korea.
| | - Chang-Hwan Yoon
- Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam-Si, Gyeonggi-Do, 13620, South Korea
- Department of Internal Medicine, Seoul National University, Seoul, South Korea
| | - Tae-Jin Youn
- Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam-Si, Gyeonggi-Do, 13620, South Korea
- Department of Internal Medicine, Seoul National University, Seoul, South Korea
| | - In-Ho Chae
- Cardiovascular Center, Department of Internal Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam-Si, Gyeonggi-Do, 13620, South Korea
- Department of Internal Medicine, Seoul National University, Seoul, South Korea
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Shin JH, Shin J. Evaluation of Applicability and Accuracy of a New Form of Cuffless Blood Pressure Measurement Device, CART-I Plus. Korean Circ J 2024; 54:105-107. [PMID: 38346697 PMCID: PMC10864252 DOI: 10.4070/kcj.2024.0016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 01/23/2024] [Indexed: 02/16/2024] Open
Affiliation(s)
- Jeong-Hun Shin
- Division of Cardiology, Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea.
| | - Jinho Shin
- Division of Cardiology, Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
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Lee H, Park S, Kwon H, Cho B, Park JH, Lee HY. Feasibility and Effectiveness of a Ring-Type Blood Pressure Measurement Device Compared With 24-Hour Ambulatory Blood Pressure Monitoring Device. Korean Circ J 2024; 54:93-104. [PMID: 38196118 PMCID: PMC10864248 DOI: 10.4070/kcj.2023.0303] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/03/2023] [Accepted: 12/12/2023] [Indexed: 01/11/2024] Open
Abstract
BACKGROUNDS AND OBJECTIVES This study aimed to evaluate the applicability and precision of a ring-type cuffless blood pressure (BP) measurement device, CART-I Plus, compared to conventional 24-hour ambulatory BP monitoring (ABPM). METHODS Forty patients were recruited, and 33 participants were included in the final analysis. Each participant wore both CART-I Plus and ABPM devices on the same arm for approximately 24 hours. BP estimation from CART-I Plus, derived from photoplethysmography (PPG) signals, were compared with the corresponding ABPM measurements. RESULTS The CART-I Plus recorded systolic blood pressure (SBP)/diastolic blood pressure (DBP) values of 131.4±14.1/81.1±12.0, 132.7±13.9/81.9±11.9, and 128.7±14.6/79.3±12.2 mmHg for 24-hour, daytime, and nighttime periods respectively, compared to ABPM values of 129.7±11.7/84.4±11.2, 131.9±11.6/86.3±11.1, and 124.5±13.6/80.0±12.2 mmHg. Mean differences in SBP/DBP between the two devices were 1.74±6.69/-3.24±6.51 mmHg, 0.75±7.44/-4.41±7.42 mmHg, and 4.15±6.15/-0.67±5.23 mmHg for 24-hour, daytime, and nighttime periods respectively. Strong correlations were also observed between the devices, with r=0.725 and r=0.750 for transitions in SBP and DBP from daytime to nighttime, respectively (both p<0.001). CONCLUSIONS The CART-I Plus device, with its unique ring-type design, shows promising accuracy in BP estimation and offers a potential avenue for continuous BP monitoring in clinical practice. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT06084065.
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Affiliation(s)
- Huijin Lee
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Sungjoon Park
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Hyuktae Kwon
- Department of Family Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Belong Cho
- Department of Family Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Jin Ho Park
- Department of Family Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Hae-Young Lee
- Division of Cardiology, Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea.
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Meng F, Cui Z, Guo H, Zhang Y, Gu Z, Wang Z. Global research on wearable technology applications in healthcare: A data-driven bibliometric analysis. Digit Health 2024; 10:20552076241281210. [PMID: 39347506 PMCID: PMC11439181 DOI: 10.1177/20552076241281210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 08/16/2024] [Indexed: 10/01/2024] Open
Abstract
Background In recent years, with the advancement of technological innovation and the widespread application of semiconductor materials, wearable technology has emerged as a significant branch in healthcare, demonstrating considerable potential for further development. This analysis aims to explore the global scientific trends on wearable technology applications in healthcare. Methods Scientific publications on wearable technology applications in healthcare from 1 January 2003 to 31 December 2022 were retrieved from the Web of Science Core Collection. A total of 19,426 publications were included in the bibliometric analysis. VOSviewer and CiteSpace were used to conduct bibliometric and visualized analysis. Key metrics such as country, institution, author co-authorships, cited references, journal citations, and keyword co-occurrences were selected for analytical emphasis. Results The United States of America and China emerged as the top two contributing countries, with significantly higher publication compared to other countries/regions. Chinese Acad Sci and Sensors are the institution and journal with the largest number of publications, respectively. Najafi, Bijan is the most active author. Research hotspots of wearable technology were divided into four clusters based on the co-occurrence analysis of keywords: (1) Wearable Technology for Detecting and Monitoring Human Physiological Parameters; (2) Wearable Technology for Human Chronic Disease Detection and Management; (3) Wearable Technology Exercise Health and Sports Rehabilitation Therapy under Intervention; and (4) The Technical Realization of Accuracy Enhancement in Wearable Technology. Conclusions The number of annual publications on wearable technology applications in healthcare has increased over the past 20 years. This analysis identified the status, trends, hot topics, and frontiers of wearable technology applications in healthcare. These findings will help researchers quickly identify emerging themes and offer new insights into the future development of wearable technology in healthcare.
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Affiliation(s)
- Fanyu Meng
- Department of Information Center, The First Hospital of China Medical University, Shenyang, China
- College of Health Management, China Medical University, Shenyang,
China
| | - Zhiying Cui
- Department of Information Center, The First Hospital of China Medical University, Shenyang, China
- College of Health Management, China Medical University, Shenyang,
China
| | - Haoxin Guo
- Department of Information Center, The First Hospital of China Medical University, Shenyang, China
- College of Health Management, China Medical University, Shenyang,
China
| | - Ye Zhang
- Department of Information Center, The First Hospital of China Medical University, Shenyang, China
- College of Health Management, China Medical University, Shenyang,
China
| | - Zhengmin Gu
- Department of Information Center, The First Hospital of China Medical University, Shenyang, China
| | - Zhongqing Wang
- Department of Information Center, The First Hospital of China Medical University, Shenyang, China
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Lunardi M, Muhammad F, Shahzad A, Nadeem A, Combe L, Simpkin AJ, Sharif F, Wijns W, McEvoy JW. Performance of wearable watch-type home blood pressure measurement devices in a real-world clinical sample. Clin Res Cardiol 2023:10.1007/s00392-023-02353-7. [PMID: 38112747 DOI: 10.1007/s00392-023-02353-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 11/29/2023] [Indexed: 12/21/2023]
Abstract
BACKGROUND Independent testing of home blood pressure (BP) measurement (HBPM) devices is often lacking, particularly among older and multi-morbid patients. METHODS We studied the Bpro G2 (using tonometry), Omron HeartGuide (using occlusive oscillometric technology), and Heartisans (using photoplethysmography) wrist watch HBPM devices against a gold standard brachial sphygmomanometer. To test device performance, we used the ISO81060-2 protocol (though this protocol cannot formally validate cuffless devices). We also used linear mixed models to compare adjusted longitudinal BP measurements between devices. Finally, as a surrogate for usability, we recorded instances of device failure where no BP measurement was returned. RESULTS We enrolled 128 participants (median [Q1-Q3] age 53 [40-65] years, 51% male, 46% on antihypertensive drugs), of whom 100 were suitable for the primary analysis. All three devices had mean BP values within 5 mmHg of sphygmomanometry. However, due to insufficient reliability (e.g., wider than accepted standard deviations of mean BP), none of the three devices passed all criteria required by the ISO81060-2 protocol. In adjusted longitudinal analyses, the Omron device also systematically underestimated systolic and diastolic BP (- 8.46 mmHg; 95% CI 6.07, 10.86; p < 0.001; and - 2.53 mmHg; 95% CI - 4.03, - 1.03; p = 0.001; respectively). Nevertheless, compared to the Omron device, BPro and Heartisans devices had increased odds of failure (BPro: odds ratio [OR] 5.24; p < 0.0001; Heartisans: OR 5.61; p < 0.001). CONCLUSIONS While we could not formally validate the cuffless devices, our results show that wearable technologies will require improvements to offer reliable BP assessment. This study also highlights the need for validation protocols specifically designed for cuffless BP measurement technologies.
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Affiliation(s)
- Mattia Lunardi
- Department of Cardiology, Saolta Group, Galway University Hospital, Health Service Executive and University of Galway, Galway, H91 TK33, Ireland
- The Smart Sensors Laboratory at the Lambe Institute for Translational Medicine and CURAM, University of Galway, Galway, Ireland
- Division of Cardiology, University Hospital of Verona, Verona, Italy
| | - Farooq Muhammad
- The Smart Sensors Laboratory at the Lambe Institute for Translational Medicine and CURAM, University of Galway, Galway, Ireland
| | - Atif Shahzad
- The Smart Sensors Laboratory at the Lambe Institute for Translational Medicine and CURAM, University of Galway, Galway, Ireland
| | - Asma Nadeem
- The Smart Sensors Laboratory at the Lambe Institute for Translational Medicine and CURAM, University of Galway, Galway, Ireland
| | - Lisa Combe
- The Smart Sensors Laboratory at the Lambe Institute for Translational Medicine and CURAM, University of Galway, Galway, Ireland
| | - Andrew J Simpkin
- School of Mathematics, Statistics and Applied Mathematics, University of Galway, Galway, Ireland
- Insight Centre for Data Analytics, University of Galway, Galway, Ireland
| | - Faisal Sharif
- Department of Cardiology, Saolta Group, Galway University Hospital, Health Service Executive and University of Galway, Galway, H91 TK33, Ireland
| | - William Wijns
- The Smart Sensors Laboratory at the Lambe Institute for Translational Medicine and CURAM, University of Galway, Galway, Ireland
| | - John W McEvoy
- Department of Cardiology, Saolta Group, Galway University Hospital, Health Service Executive and University of Galway, Galway, H91 TK33, Ireland.
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Theiler K, Sola J, Damianaki A, Pfister A, Almeida TP, Alexandre J, Vermare P, Wuerzner G. Performance of the Aktiia optical blood pressure measurement device in the elderly: a comparison with double blinded auscultation in different body positions. Blood Press 2023; 32:2281320. [PMID: 37971487 DOI: 10.1080/08037051.2023.2281320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 11/03/2023] [Indexed: 11/19/2023]
Abstract
BACKGROUND Accurate blood pressure (BP) measurement is essential for the correct diagnosis and management of hypertension (HTN) especially in the elderly population. As with of all BP devices, the accuracy of cuffless devices must be verified. This study (NCT04027777) aimed to evaluate the performance of a wrist cuffless optical BP device in an elderly population cohort in different body positions with auscultation as the reference measurement. DESIGN AND METHODS Patients aged 65-85 years with different BP categories but without diabetes were recruited. After an initial calibration based on auscultatory measurements, BP estimation from the Aktiia Bracelet (Aktiia SA, Switzerland) were compared to reference double-blinded auscultatory measurements in sitting, standing and lying positions on four separate visits distributed over one month. In the absence of a universal standard for cuffless BP device at the time of the study, modified ISO81060-2 criteria were used for performance analysis. RESULTS Thirty-five participants were included in the analysis fulfilling the inclusion requirements of ISO 81060-2. A total of 469 paired measurements were obtained with overall 83% acceptance rate. Differences (mean ± SD) between Aktiia Bracelet and auscultation for systolic BP were -0.26 ± 9.96 mmHg for all body positions aggregated (sitting 1.23 ± 7.88 mmHg, standing -1.81 ± 11.11 mmHg, lying -1.8 ± 9.96 mmHg). Similarly, differences for diastolic BP were -0.75 ± 7.0 mmHg (0.2 ± 5.55 mmHg, -5.35 ± 7.75 mmHg and -0.94 ± 7.47 mmHg, respectively). Standard deviation of the averaged differences per subject for systolic/diastolic BP was 3.8/2.5 mmHg in sitting and 4.4/3.7 mmHg for all body positions aggregated. CONCLUSIONS Overall, this study demonstrates a similar performance of the Aktiia Bracelet compared to auscultation in an elderly population in body positions representative of daily activities. The use of more comfortable, non-invasive, and non-occlusive BP monitors during long periods may facilitate e-health and may contribute to better management of HTN, including diagnosis and treatment of HTN, in the elderly.
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Affiliation(s)
- Kenji Theiler
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | | | - Aikaterini Damianaki
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | | | | | | | | | - Gregoire Wuerzner
- Service of Nephrology and Hypertension, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
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Gogiberidze N, Suvorov A, Sultygova E, Sagirova Z, Kuznetsova N, Gognieva D, Chomakhidze P, Frolov V, Bykova A, Mesitskaya D, Novikova A, Kondakov D, Volovchenko A, Omboni S, Kopylov P. Practical Application of a New Cuffless Blood Pressure Measurement Method. PATHOPHYSIOLOGY 2023; 30:586-598. [PMID: 38133143 PMCID: PMC10748083 DOI: 10.3390/pathophysiology30040042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 11/06/2023] [Accepted: 11/29/2023] [Indexed: 12/23/2023] Open
Abstract
It would be useful to develop a reliable method for the cuffless measurement of blood pressure (BP), as such a method could be made available anytime and anywhere for the effective screening and monitoring of arterial hypertension. The purpose of this study is to evaluate blood pressure measurements through a CardioQVARK device in clinical practice in different patient groups. METHODS This study involved 167 patients aged 31 to 88 years (mean 64.2 ± 7.8 years) with normal blood pressure, high blood pressure, and compensated high blood pressure. During each session, three routine blood pressure measurements with intervals of 30 s were taken using a sphygmomanometer with an appropriate cuff size, and the mean value was selected for comparison. The measurements were carried out by two observers trained at the same time with a reference sphygmomanometer using a Y-shaped connector. In the minute following the last cuff-based measurements, an electrocardiogram (ECG) with an I-lead and a photoplethysmocardiogram were recorded simultaneously for 3 min with the CardioQVARK device. We compared the systolic and diastolic BP obtained from a cuff-based mercury sphygmomanometer and smartphone-case-based BP device: the CardioQVARK monitor. A statistical analysis plan was developed using the IEEE Standard for Wearable Cuffless Blood Pressure Devices. Bland-Altman plots were used to estimate the precision of cuffless measurements. RESULTS The mean difference between the values defined by CardioQVARK and the cuff-based sphygmomanometer for systolic blood pressure (SBP) was 0.31 ± 3.61, while that for diastolic blood pressure (DBP) was 0.44 ± 3.76. The mean absolute difference (MAD) for SBP was 3.44 ± 2.5 mm Hg, and that for DBP was 3.21 ± 2.82 mm Hg. In the subgroups, the smallest error (less than 3 mm Hg) was observed in the prehypertension group, with a slightly larger error (up to 4 mm Hg) found among patients with a normal blood pressure and stage 1 hypertension. The largest error was found in the stage 2 hypertension group (4-5.5 mm Hg). The largest error was 4.2 mm Hg in the high blood pressure group. We, therefore, did not record an error in excess of 7 mmHg, the upper boundary considered acceptable in the IEEE recommendations. We also did not reach a mean error of 5 mmHg, the upper boundary considered acceptable according to the very recent ESH recommendations. At the same time, in all groups of patients, the systolic blood pressure was determined with an error of less than 5 mm Hg in more than 80% of patients. While this study shows that the CardioQVARK device meets the standards of IEEE, the Bland-Altman analysis indicates that the cuffless measurement of diastolic blood pressure has significant bias. The difference was very small and unlikely to be of clinical relevance for the individual patient, but it may well have epidemiological relevance on a population level. Therefore, the CardioQVARK device, while being worthwhile for monitoring patients over time, may not be suitable for screening purposes. Cuffless blood pressure measurement devices are emerging as a convenient and tolerable alternative to cuff-based devices. However, there are several limitations to cuffless blood pressure measurement devices that should be considered. For instance, this study showed a high proportion of measurements with a measurement error of <5 mmHg, while detecting a small, although statistically significant, bias in the measurement of diastolic blood pressure. This suggests that this device may not be suitable for screening purposes. However, its value for monitoring BP over time is confirmed. Furthermore, and most importantly, the easy measurement method and the device portability (integrated in a smartphone) may increase the self-awareness of hypertensive patients and, potentially, lead to an improved adherence to their treatment. CONCLUSION The cuffless blood pressure technology developed in this study was tested in accordance with the IEEE protocol and showed great precision in patient groups with different blood pressure ranges. This approach, therefore, has the potential to be applied in clinical practice.
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Affiliation(s)
- Nana Gogiberidze
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Aleksandr Suvorov
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (A.S.); (E.S.); (N.K.)
| | - Elizaveta Sultygova
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (A.S.); (E.S.); (N.K.)
| | - Zhanna Sagirova
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Natalia Kuznetsova
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (A.S.); (E.S.); (N.K.)
| | - Daria Gognieva
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (A.S.); (E.S.); (N.K.)
| | - Petr Chomakhidze
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (A.S.); (E.S.); (N.K.)
| | - Victor Frolov
- Medical Center for Premorbid and Emergency Conditions, P.V. Mandryka Central Military Clinical Hospital, 121002 Moscow, Russia;
| | - Aleksandra Bykova
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Dinara Mesitskaya
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Alena Novikova
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Danila Kondakov
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Alexey Volovchenko
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
| | - Stefano Omboni
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
- Italian Institute of Telemedicine, Via Colombera 29, 21048 Solbiate Arno, Varese, Italy
| | - Philippe Kopylov
- Department of Cardiology, Functional and Ultrasound Diagnostics of N.V. Sklifosovsky Institute for Clinical Medicine, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (Z.S.); (D.G.); (P.C.); (A.B.); (D.M.); (A.N.); (D.K.); (A.V.); (S.O.); (P.K.)
- World-Class Research Center “Digital Biodesign and Personalized Healthcare”, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia; (A.S.); (E.S.); (N.K.)
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Kario K. Digital hypertension towards to the anticipation medicine. Hypertens Res 2023; 46:2503-2512. [PMID: 37612370 DOI: 10.1038/s41440-023-01409-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 07/19/2023] [Accepted: 07/23/2023] [Indexed: 08/25/2023]
Abstract
"Digital Hypertension" is a new research field proposed by the Japanese Society of Hypertension that integrates digital technology into hypertension management and proactively promotes research activities. This novel approach includes the development of new technologies for better BP management, such as sensors for detecting environmental factors that affect BP, information processing, and machine learning. To facilitate "Digital Hypertension," a more sophisticated BP monitoring system capable of measuring an individual's BP more frequently in various situations would be required. With the use of these technologies, hypertension management could shift from the current "dots" management based on office BP readings during clinic visits to a "line" management system based on seamless home BP or individual BP data taken by a wearable BP monitoring device. DTx is the innovation to change hypertension management from "dots" to "line", completely achieved by wearable BP.
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Affiliation(s)
- Kazuomi Kario
- Division of Cardiovascular Medicine, School of Medicine, Jichi Medical University, Tochigi, Japan.
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Gunasekaran D, Turner JM. Current and Developing Technologies for BP Monitoring. Curr Cardiol Rep 2023; 25:1151-1156. [PMID: 37698819 DOI: 10.1007/s11886-023-01956-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/28/2023] [Indexed: 09/13/2023]
Abstract
PURPOSE OF REVIEW To discuss new and emerging technologies for blood pressure measurement and monitoring, including the limitations of current blood pressure measurement techniques, hopes for new device technologies, and the current barriers impeding change in this space. RECENT FINDINGS A number of new cuffless devices are being developed and poised to emerge on the marketplace in coming years. There are several different types of technologies and sensors currently under study. New guidelines for validation of cuffless blood pressure devices have recently been developed in anticipation of this change. The current standards for blood pressure device validation are specific to cuff-based technology and are insufficient for validating devices with cuffless-based technologies. In anticipation of a number of new cuffless technologies coming to market in the coming years, three sets of standards have been developed and published in recent years to address this gap.
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Affiliation(s)
| | - Jeffrey M Turner
- Section of Nephrology, Yale School of Medicine, New Haven, CT, USA.
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Whelton PK, Flack JM, Jennings G, Schutte A, Wang J, Touyz RM. Editors' Commentary on the 2023 ESH Management of Arterial Hypertension Guidelines. Hypertension 2023; 80:1795-1799. [PMID: 37354199 PMCID: PMC10527435 DOI: 10.1161/hypertensionaha.123.21592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 06/23/2023] [Indexed: 06/26/2023]
Abstract
Clinical practice guidelines are ideally suited to the provision of advice on the prevention, diagnosis, evaluation, and management of high blood pressure (BP). The recently published European Society of Hypertension (ESH) 2023 ESH Guidelines for the management of arterial hypertension is the latest in a long series of high BP clinical practice guidelines. It closely resembles the 2018 European Society of Cardiology/ESH guidelines, with incremental rather than major changes. Although the ESH guidelines are primarily written for European clinicians and public health workers, there is a high degree of concordance between its recommendations and those in the other major BP guidelines. Despite the large number of national and international BP guidelines around the world, general population surveys demonstrate that BP guidelines are not being well implemented in any part of the world. The level of BP, which is the basis for diagnosis and management, continues to be poorly measured in routine clinical practice and control of hypertension remains suboptimal, even to a conservative BP target such as a systolic/diastolic BP <140/90 mm Hg. BP guidelines need to focus much more on implementation of recommendations for accurate diagnosis and strategies for improved control in those being treated for hypertension. An evolving body of implementation science can assist in meeting this goal. Given the enormous health, social, and financial burden of high BP, better diagnosis and management should be an imperative for clinicians, government, and others responsible for the provision of health care services. Hopefully, the 2023 ESH will help enable this.
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Affiliation(s)
- Paul K Whelton
- Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA (P.K.W.)
| | - John M Flack
- Hypertension Section, Division of General Medicine, Department of Medicine, Southern Illinois University, Springfield (J.M.F.)
| | - Garry Jennings
- Sydney Health Partners, University of Sydney and National Heart Foundation, New South Wales, Australia (G.J.)
| | - Alta Schutte
- School of Population Health, University of New South Wales, The George Institute for Global Health, Sydney, Australia (A.S.)
| | - Jiguang Wang
- Shanghai Institute of Hypertension, Shanghai Jiao Tong University School of Medicine, China (J.W.)
| | - Rhian M Touyz
- Department of Medicine, Faculty of Medicine and Health Sciences, McGill University, Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada (R.M.T.)
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