| Literature DB >> 35898281 |
Maarten Falter1,2,3, Martijn Scherrenberg1,2,4, Karen Driesen1, Zoë Pieters5, Toshiki Kaihara1,2,6, Linqi Xu1,2,7, Enrico Gianluca Caiani8,9, Paolo Castiglioni10, Andrea Faini11, Gianfranco Parati11,12, Paul Dendale1,2.
Abstract
Background: Novel smartwatch-based cuffless blood pressure (BP) measuring devices are coming to market and receive FDA and CE labels. These devices are often insufficiently validated for clinical use. This study aims to investigate a recently CE-cleared smartwatch using cuffless BP measurement in a population with normotensive and hypertensive individuals scheduled for 24-h BP measurement.Entities:
Keywords: Taffé method; ambulatory blood pressure monitoring; blood pressure; blood pressure variability; cardiovascular disease; digital health; hypertension; smartwatch
Year: 2022 PMID: 35898281 PMCID: PMC9309348 DOI: 10.3389/fcvm.2022.958212
Source DB: PubMed Journal: Front Cardiovasc Med ISSN: 2297-055X
Baseline characteristics (N = 40).
| Age (years) | 57.7 ± 12.5 |
| Gender (male) | 23 (58) |
| BMI (kg/m2) | 28.2 ± 4.6 |
| Diabetes mellitus type 2 | 3 (8) |
| Hypertension (from history) | 26 (65) |
| Current smoking | 5 (13) |
| History of cardiovascular disease (ischemic heart disease, heart failure, arrhythmia, valvular heart disease and/or cardiomyopathy) | 9 (23) |
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| |
| ACE-inhibitor | 10 (25) |
| Angiotensin receptor blocker | 3 (8) |
| Calcium channel blocker | 6 (15) |
| Thiazide and thiazide-like | 6 (15) |
| Beta blocker | 17 (43) |
| Loop diuretic | 4 (10) |
| Mineralocorticoid receptor antagonist | 0 |
| Angiotensin receptor and neprilysin inhibitor | 0 |
| Aspirin | 12 (30) |
| P2Y12 inhibitor | 2 (5) |
| Mean 24-h systolic BP/diastolic BP (by ABPM, mm Hg) | 130 ± 12/80 ± 10 |
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| |
| 24-h | 76 ± 11 |
| Daytime | 62 ± 9 |
| Night-time | 14 ± 4 |
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| |
| 24-h | 31 ± 18 |
| Daytime | 28 ± 16 |
| Night-time | 3 ± 2 |
| Systolic hypertension (≥130 mmHg/24-h) | 18 (45) |
| Diastolic hypertension (≥80 mmHg/24-h) | 14 (35) |
| Systolic and/or diastolic hypertension | 20 (50) |
ABPM, ambulatory blood pressure monitoring. ACE, angiotensin converting enzyme. BP, blood pressure. BMI, body mass index. SD, standard deviation. Daytime from 8AM to 11:59PM; night-time from midnight to 7:59 AM. Data as mean ± SD or n (%).
FIGURE 1Bias and precision plots according to Taffé method. Figures were constructed according to the Taffé method. (A) Bias plots for systolic and diastolic blood pressure (BP). The x-axis indicates the best linear unbiased prediction (BLUP) or true value of BP. Smartwatch measurements (blue dashed lines) are compared to 24-h BP measurements (solid black line); both values are read from the leftmost y-axis. The bias (difference of smartwatch measurement compared to the 24-h BP measurement) is depicted as a solid red line; the value of bias is read from the rightmost y-axis. (B) Precision plots for systolic and diastolic blood pressure (BP). The x-axis indicates the best linear unbiased prediction (BLUP) or true value of BP. The standard deviation of measurement errors for both measurements are depicted with the 24-h BP measurement depicted in black and the smartwatch method depicted in blue.
FIGURE 2Scatterplots and Bland–Altman plots. Scatterplots (A) and Bland–Altman plots (B) for systolic and diastolic blood pressure measurements. In the scatterplots, cut-offs of 135 and 85 mm Hg are depicted as dashed lines. 24-h ABPM: 24-h ambulatory blood pressure monitoring. SD, standard deviation.
Accuracy metrics of daytime smartwatch measures for the blood pressure cut-off of 135/85 mmHg.
| Systolic hypertension | Diastolic hypertension | Systolic and/or diastolic hypertension | |
| Sensitivity (%) | 71 | 92 | 83 |
| Specificity (%) | 73 | 52 | 41 |
| PPV (%) | 59 | 48 | 54 |
| NPV (%) | 83 | 93 | 75 |
PPV, positive predictive value. NPV, negative predictive value.
FIGURE 3ROC curves (A) and PPV/NPV optimization curves (B). ROC curves and PPV and NPV optimization curves in predicting systolic (left) or diastolic (right) hypertension. AUC, area under the curve. BP, blood pressure. PPV, positive predictive value. NPV, negative predictive value. ROC, receiver operating characteristic.
Blood pressure mean and blood pressure variability: mean ± SD over N = 40 participants, with significance p of the difference between devices.
| Smartwatch | ABPM | |||
| Mday (mmHg) | Systolic | 134 ± 11.7 | 132 ± 19.1 | 0.26 |
| Diastolic | 88 ± 10.3 | 82 ± 14.8 | < 0.001 | |
| SDday(mmHg) | Systolic | 11.7 ± 2.0 | 19.1 ± 4.8 | < 0.001 |
| Diastolic | 10.3 ± 9.2 | 14.8 ± 3.1 | < 0.001 | |
| SDw(mmHg) | Systolic | 11.7 ± 1.3 | 18.8 ± 3.6 | NA |
| Diastolic | 10.2 ± 0.8 | 14.6 ± 2.4 | NA | |
| ARVday (mmHg) | Systolic | 4.1 ± 2.2 | 11.0 ± 1.9 | < 0.001 |
| Diastolic | 3.3 ± 1.0 | 16.1 ± 1.9 | < 0.001 |
ABPM, ambulatory blood pressure monitoring. ARV
FIGURE 4Scatterplots for blood pressure variability per patient based on daytime measurements. ARV, average real variability. ABPM, ambulatory blood pressure monitoring.
FIGURE 5Scatterplot for pulse pressures measured by ABPM vs. smartwatch measurements per patient. ABPM, ambulatory blood pressure monitoring.