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Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one
BACKGROUND: Smartwatches are commonly capable to record a lead-I-like electrocardiogram (ECG) and perform a photoplethysmography (PPG)-based atrial fibrillation (AF) detection. Wearable technologies repeatedly face the challenge of frequent premature beats, particularly in target populations for scr...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10288196/ https://www.ncbi.nlm.nih.gov/pubmed/37363094 http://dx.doi.org/10.3389/fcvm.2023.1160242 |
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author | Bacevicius, Justinas Taparauskaite, Neringa Kundelis, Ricardas Sokas, Daivaras Butkuviene, Monika Stankeviciute, Guoste Abramikas, Zygimantas Pilkiene, Aiste Dvinelis, Ernestas Staigyte, Justina Marinskiene, Julija Audzijoniene, Deimile Petrylaite, Marija Jukna, Edvardas Karuzas, Albinas Juknevicius, Vytautas Jakaite, Rusne Basyte-Bacevice, Viktorija Bileisiene, Neringa Badaras, Ignas Kiseliute, Margarita Zarembaite, Gintare Gudauskas, Modestas Jasiunas, Eugenijus Johnson, Linda Marozas, Vaidotas Aidietis, Audrius |
author_facet | Bacevicius, Justinas Taparauskaite, Neringa Kundelis, Ricardas Sokas, Daivaras Butkuviene, Monika Stankeviciute, Guoste Abramikas, Zygimantas Pilkiene, Aiste Dvinelis, Ernestas Staigyte, Justina Marinskiene, Julija Audzijoniene, Deimile Petrylaite, Marija Jukna, Edvardas Karuzas, Albinas Juknevicius, Vytautas Jakaite, Rusne Basyte-Bacevice, Viktorija Bileisiene, Neringa Badaras, Ignas Kiseliute, Margarita Zarembaite, Gintare Gudauskas, Modestas Jasiunas, Eugenijus Johnson, Linda Marozas, Vaidotas Aidietis, Audrius |
author_sort | Bacevicius, Justinas |
collection | PubMed |
description | BACKGROUND: Smartwatches are commonly capable to record a lead-I-like electrocardiogram (ECG) and perform a photoplethysmography (PPG)-based atrial fibrillation (AF) detection. Wearable technologies repeatedly face the challenge of frequent premature beats, particularly in target populations for screening of AF. OBJECTIVE: To investigate the potential diagnostic benefit of six-lead ECG compared to single-lead ECG and PPG-based algorithm for AF detection of the wrist-worn device. METHODS AND RESULTS: From the database of DoubleCheck-AF 249 adults were enrolled in AF group (n = 121) or control group of SR with frequent premature ventricular (PVCs) or atrial (PACs) contractions (n = 128). Cardiac rhythm was monitored using a wrist-worn device capable of recording continuous PPG and simultaneous intermittent six-lead standard-limb-like ECG. To display a single-lead ECG, the six-lead ECGs were trimmed to lead-I-like ECGs. Two diagnosis-blinded cardiologists evaluated reference, six-lead and single-lead ECGs as “AF”, “SR”, or “Cannot be concluded”. AF detection based on six-lead ECG, single-lead ECG, and PPG yielded a sensitivity of 99.2%, 95.7%, and 94.2%, respectively. The higher number of premature beats per minute was associated with false positive outcomes of single-lead ECG (18.80 vs. 5.40 beats/min, P < 0.01), six-lead ECG (64.3 vs. 5.8 beats/min, P = 0.018), and PPG-based detector (13.20 vs. 5.60 beats/min, P = 0.05). Single-lead ECG required 3.4 times fewer extrasystoles than six-lead ECG to result in a false positive outcome. In a control subgroup of PACs, the specificity of six-lead ECG, single-lead ECG, and PPG dropped to 95%, 83.8%, and 90%, respectively. The diagnostic value of single-lead ECG (AUC 0.898) was inferior to six-lead ECG (AUC 0.971) and PPG-based detector (AUC 0.921). In a control subgroup of PVCs, the specificity of six-lead ECG, single-lead ECG, and PPG was 100%, 96.4%, and 96.6%, respectively. The diagnostic value of single-lead ECG (AUC 0.961) was inferior to six-lead ECG (AUC 0.996) and non-inferior to PPG-based detector (AUC 0.954). CONCLUSIONS: A six-lead wearable-recorded ECG demonstrated the superior diagnostic value of AF detection compared to a single-lead ECG and PPG-based AF detection. The risk of type I error due to the widespread use of smartwatch-enabled single-lead ECGs in populations with frequent premature beats is significant. |
format | Online Article Text |
id | pubmed-10288196 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102881962023-06-24 Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one Bacevicius, Justinas Taparauskaite, Neringa Kundelis, Ricardas Sokas, Daivaras Butkuviene, Monika Stankeviciute, Guoste Abramikas, Zygimantas Pilkiene, Aiste Dvinelis, Ernestas Staigyte, Justina Marinskiene, Julija Audzijoniene, Deimile Petrylaite, Marija Jukna, Edvardas Karuzas, Albinas Juknevicius, Vytautas Jakaite, Rusne Basyte-Bacevice, Viktorija Bileisiene, Neringa Badaras, Ignas Kiseliute, Margarita Zarembaite, Gintare Gudauskas, Modestas Jasiunas, Eugenijus Johnson, Linda Marozas, Vaidotas Aidietis, Audrius Front Cardiovasc Med Cardiovascular Medicine BACKGROUND: Smartwatches are commonly capable to record a lead-I-like electrocardiogram (ECG) and perform a photoplethysmography (PPG)-based atrial fibrillation (AF) detection. Wearable technologies repeatedly face the challenge of frequent premature beats, particularly in target populations for screening of AF. OBJECTIVE: To investigate the potential diagnostic benefit of six-lead ECG compared to single-lead ECG and PPG-based algorithm for AF detection of the wrist-worn device. METHODS AND RESULTS: From the database of DoubleCheck-AF 249 adults were enrolled in AF group (n = 121) or control group of SR with frequent premature ventricular (PVCs) or atrial (PACs) contractions (n = 128). Cardiac rhythm was monitored using a wrist-worn device capable of recording continuous PPG and simultaneous intermittent six-lead standard-limb-like ECG. To display a single-lead ECG, the six-lead ECGs were trimmed to lead-I-like ECGs. Two diagnosis-blinded cardiologists evaluated reference, six-lead and single-lead ECGs as “AF”, “SR”, or “Cannot be concluded”. AF detection based on six-lead ECG, single-lead ECG, and PPG yielded a sensitivity of 99.2%, 95.7%, and 94.2%, respectively. The higher number of premature beats per minute was associated with false positive outcomes of single-lead ECG (18.80 vs. 5.40 beats/min, P < 0.01), six-lead ECG (64.3 vs. 5.8 beats/min, P = 0.018), and PPG-based detector (13.20 vs. 5.60 beats/min, P = 0.05). Single-lead ECG required 3.4 times fewer extrasystoles than six-lead ECG to result in a false positive outcome. In a control subgroup of PACs, the specificity of six-lead ECG, single-lead ECG, and PPG dropped to 95%, 83.8%, and 90%, respectively. The diagnostic value of single-lead ECG (AUC 0.898) was inferior to six-lead ECG (AUC 0.971) and PPG-based detector (AUC 0.921). In a control subgroup of PVCs, the specificity of six-lead ECG, single-lead ECG, and PPG was 100%, 96.4%, and 96.6%, respectively. The diagnostic value of single-lead ECG (AUC 0.961) was inferior to six-lead ECG (AUC 0.996) and non-inferior to PPG-based detector (AUC 0.954). CONCLUSIONS: A six-lead wearable-recorded ECG demonstrated the superior diagnostic value of AF detection compared to a single-lead ECG and PPG-based AF detection. The risk of type I error due to the widespread use of smartwatch-enabled single-lead ECGs in populations with frequent premature beats is significant. Frontiers Media S.A. 2023-06-09 /pmc/articles/PMC10288196/ /pubmed/37363094 http://dx.doi.org/10.3389/fcvm.2023.1160242 Text en © 2023 Bacevicius, Taparauskaite, Kundelis, Sokas, Butkuviene, Stankeviciute, Abramikas, Pilkiene, Dvinelis, Staigyte, Marinskiene, Audzijoniene, Petrylaite, Jukna, Karuzas, Juknevicius, Jakaite, Basyte-Bacevice, Bileisiene, Badaras, Kiseliute, Zarembaite, Gudauskas, Jasiunas, Johnson, Marozas and Aidietis. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (https://creativecommons.org/licenses/by/4.0/) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cardiovascular Medicine Bacevicius, Justinas Taparauskaite, Neringa Kundelis, Ricardas Sokas, Daivaras Butkuviene, Monika Stankeviciute, Guoste Abramikas, Zygimantas Pilkiene, Aiste Dvinelis, Ernestas Staigyte, Justina Marinskiene, Julija Audzijoniene, Deimile Petrylaite, Marija Jukna, Edvardas Karuzas, Albinas Juknevicius, Vytautas Jakaite, Rusne Basyte-Bacevice, Viktorija Bileisiene, Neringa Badaras, Ignas Kiseliute, Margarita Zarembaite, Gintare Gudauskas, Modestas Jasiunas, Eugenijus Johnson, Linda Marozas, Vaidotas Aidietis, Audrius Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
title | Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
title_full | Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
title_fullStr | Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
title_full_unstemmed | Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
title_short | Six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
title_sort | six-lead electrocardiography compared to single-lead electrocardiography and photoplethysmography of a wrist-worn device for atrial fibrillation detection controlled by premature atrial or ventricular contractions: six is smarter than one |
topic | Cardiovascular Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10288196/ https://www.ncbi.nlm.nih.gov/pubmed/37363094 http://dx.doi.org/10.3389/fcvm.2023.1160242 |
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