| Literature DB >> 36169999 |
Sara Chokshi1, Gulzhan Tologonova2, Rose Calixte3, Vandana Yadav1, Naveed Razvi4, Jason Lazar2, Stan Kachnowski1,5,6.
Abstract
BACKGROUND: Abnormal prolongation or shortening of the QT interval is associated with increased risk for ventricular arrhythmias and sudden cardiac death. For continuous monitoring, widespread use, and prevention of cardiac events, advanced wearable technologies are emerging as promising surrogates for conventional 12‑lead electrocardiogram (ECG) QT interval assessment. Previous studies have shown a good agreement between QT and corrected QT (QTc) intervals measured on a smartwatch ECG and a 12-lead ECG, but the clinical accuracy of computerized algorithms for QT and QTc interval measurement from smartwatch ECGs is unclear.Entities:
Keywords: AI ECG; AI wearables; artificial intelligence ECG; big data; cardiovascular medicine; digital health; machine learning
Year: 2022 PMID: 36169999 PMCID: PMC9557757 DOI: 10.2196/41241
Source DB: PubMed Journal: JMIR Form Res ISSN: 2561-326X
Descriptive summary of age, HR, QT interval, and QTc interval by sex.
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| Female (n=32) | Male (n=18) | |
| Age (years), mean (SD) | 47.44 (10.99) | 43.94 (13.38) | .35 |
| Platform HRb (bpm), mean (SD) | 78.67 (9.92) | 74.50 (11.79) | .21 |
| Platform QT interval (ms), median (IQR) | 401 (371.8-424) | 374 (369.1-392.4) | .10 |
| Platform QTcc interval (ms), median (IQR) | 444.5 (433.4-465.2) | 423.8 (410.2-434.2) | <.001 |
| 12-lead HR (bpm), mean (SD) | 75.22 (9.99) | 73.00 (11.34) | .49 |
| 12-lead QT interval (ms), median (IQR) | 382 (363.5-410.5) | 375 (360-388) | .29 |
| 12-lead QTc interval (ms), median (IQR) | 431.5 (412-441) | 410.5 (40.32-415.8) | .006 |
| Lead I HR (bpm), mean (SD) | 77.42 (11.62) | 72.17 (12.72) | .16 |
| Lead I QT interval (ms), median (IQR) | 366.5 (350.8-393.2) | 363.5 (349.5-381) | .56 |
| Lead I QTc interval (ms), median (IQR) | 418 (406.5-435) | 397 (373.5-718.8) | .02 |
| Lead II HR (bpm), mean (SD) | 76.68 (10.34) | 72.06 (14.38) | .24 |
| Lead II QT interval (ms), median (IQR) | 371 (356-396.2) | 362.5 (353.2-380.2) | .18 |
| Lead II QTc interval (ms), median (IQR) | 430 (410-436.5) | 388 (366.5-410.2) | .003 |
aStatistical comparison between measurements from the platform and the 12-lead electrocardiogram were done using a 2-sample t test and Wilcoxon rank sum test. A P value <.05 was considered significant.
bHR: heart rate.
cQTc: corrected QT.
Descriptive summary of HR, QT interval, and QTc interval (N=50).a
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| Values | ||||
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| Mean (SD) | Range | Median (IQR) |
| |
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| |||||
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| HRb (bpm) | 77.17 (10.70) | 53.50-97.50 | 76.5 (68.12-84.88) | N/Ac |
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| QT interval (ms) | 389.9 (33.95) | 293.5-443.5 | 388.5 (369.9-417.9) | N/A |
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| QTcd interval (ms) | 434.4 (32.91) | 305-487.5 | 437.5 (423.4-459.9) | N/A |
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| |||||
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| HR (bpm) | 74.42 (10.44) | 54-100 | 74 (66.5-80.75) | <.001 |
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| QT interval (ms) | 383.6 (26.63) | 342-442 | 378 (362.5-406) | .005 |
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| QTc interval (ms) | 423.9 (23.16) | 379-486 | 422.5 (408-438.8) | .001 |
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| |||||
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| HR (bpm) | 75.49 (12.17) | 47-98 | 75 (67-84) | .047 |
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| QT interval (ms) | 368.9 (28.01) | 318-429 | 365.5 (350.2-389.8) | <.001 |
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| QTc interval (ms) | 411.1 (27.30) | 359-481 | 414 (392-426) | <.001 |
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| |||||
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| HR (bpm) | 74.98 (12.05) | 47-105 | 75 (67-84) | .012 |
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| QT interval (ms) | 371.5 (31.35) | 293-468 | 370 (354-390.8) | <.001 |
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| QTc interval (ms) | 412.4 (34.34) | 336-494 | 417 (387-436) | <.001 |
aStatistical comparison between measurements from the platform and 12-lead ECG were done using Wilcoxon sign rank test.
bHR: heart rate.
cN/A: not available.
dQTc: corrected QT.
eECG: electrocardiogram.
Correlation between devices.
| Platform measures with... | Intraclass correlation: consistency (95% CI) | Intraclass correlation: agreement (95% CI) | Pearson correlation (95% CI) |
| HRa from 12-lead ECGb | 0.88 (0.79-0.93) | 0.85 (0.69-0.92) | 0.87 (0.79-0.93) |
| HR (lead I) | 0.75 (0.59-0.85) | 0.74 (0.58-0.84) | 0.75 (0.60-0.85) |
| HR (lead II) | 0.79 (0.65-0.87) | 0.77 (0.62-0.87) | 0.79 (0.66-0.88) |
| QTcc interval from 12-lead ECG | 0.40 (0.14-0.61) | 0.38 (0.13-0.59) | 0.43 (0.17-0.63) |
| QTc interval (lead I) | 0.42 (0.16-0.63) | 0.33 (0.02-0.57) | 0.43 (0.17-0.63) |
| QTc interval (lead II) | 0.41 (0.15-0.62) | 0.34 (0.05-0.57) | 0.41 (0.14-0.62) |
| QT interval from 12-lead ECG | 0.68 (0.49-0.80) | 0.66 (0.48-0.80) | 0.69 (0.52-0.82) |
| QT interval (lead I) | 0.53 (0.30-0.70) | 0.43 (0.09-0.66) | 0.54 (0.31-0.71) |
| QT interval (lead II) | 0.56 (0.34-0.73) | 0.49 (0.17-0.70) | 0.56 (0.34-0.73) |
aHR: heart rate.
bECG: electrocardiogram.
cQTc: corrected QT.
Association of the platform’s QT/QTc intervals with the 12-lead electrocardiogram’s QT/QTc intervals.a
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| 12-lead | Lead I | Lead II | ||||||||||||||||||||||||
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| |||||||||||||||||||||||||||
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| 0.30 (0.09) | .002 | 0.31 (0.09) | .001 | 0.35 (0.11) | .002 | 0.30 (0.12) | .01 | 0.42 (0.14) | .002 | 0.30 (0.14) | .03 | |||||||||||||||
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| Age |
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| 0.30 (0.22) | .18 |
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| 0.33 (0.29) | .26 |
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| 0.04 (0.36) | .92 | ||||||||||||||
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| Male |
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| –10.66 (6.03) | .08 |
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| –10.84 (7.87) | .26 |
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| –22.29 (9.41) | .92 | ||||||||||||||
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| HRg,h |
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| –1.93 (0.52) | <.001 |
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| –0.93 (0.43) | .03 |
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| –1.62 (0.56) | .006 | ||||||||||||||
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| 0.54 (0.08) | <.001 | 0.53 (0.08) | <.001 | 0.44 (0.10) | <.001 | 0.41 (0.09) | <.001 | 0.52 (0.11) | <.001 | 0.48 (0.12) | <.001 | |||||||||||||||
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| Age |
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| 0.37 (0.24) | .13 |
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| 0.47 (0.26) | .08 |
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| 0.19 (0.33) | .58 | ||||||||||||||
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| Male |
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| 0.54 (6.02) | .93 |
|
| 2.03 (6.47) | .75 |
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| –8.13 (8.11) | .32 | ||||||||||||||
|
| HR |
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| –0.29 (0.53) | .59 |
|
| 1.09 (0.38) | .006 |
|
| 0.54 (0.53) | .31 | ||||||||||||||
aThe QT/QTc intervals from the 12-lead electrocardiogram were modeled using multiple linear regression with QT/QTc intervals from the platform as the main predictor, adjusted for age, sex, and change in HR.
b: parameter estimates.
csimple linear regression.
dmultiple linear regression.
eQTc: corrected QT.
fQTc/QT measurements were from the platform.
gHR: heart rate.
hChange in HR between the platform and electrocardiogram.
Figure 1The 12-lead corrected QT (QTC) with AccurBeat QTc.
Figure 6Lead II QT with AccurBeat QT.