Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device
2024
Преузимање 🢃
Аутори
Miletić, Marjan
Atanasoski, Vladimir
Beličev, Petra
Gligorić, Goran
Ralević, Uroš
Kršić, Jelena
Obradović, Aleksa
Lazović, Aleksandar
Stojanović, Danka
Petrović, Jovana
Babić, Rade
Vukajlović, Dejan
Hadžievski, Ljupčo
Bojović, Boško
Panescu, Dorin
Vajdić, Branislav
Чланак у часопису (Објављена верзија)
Метаподаци
Приказ свих података о документуАпстракт
Clinical outcomes of several acute conditions, including myocardial infarction (MI), the most common cause of death, can be improved by timely diagnostics based on electrocardiography (ECG). However, current diagnostic technologies include a large number of wired ECG electrodes, which require accurate placement by trained personnel. The ideal ECG device would be suitable for self-measurement, i.e., would have a small number of electrodes, be mobile or portable, and provide an accurate diagnosis. However, these aims have not been met using the same device. A recently developed handheld ECG device with three quasi-orthogonal leads opened the door for mobile assessment of the three-dimensional cardiac vector by self-measurement. We hypothesize that the information provided is sufficient for accurate reconstruction of the 12-lead ECG. We propose a reconstruction algorithm based on the segment-by-segment 4-matrix (4M) transformation applied to the P wave, QRS complex, ST segment, and T wave.... The accuracy of the 4M method was tested using data obtained from 64 healthy volunteers. The 4M method reconstructed the standard 12-lead ECG with a 0.96 mean cross-correlation for all leads and provided meaningful clinical results. A back-to-back comparative study demonstrated the superiority of the proposed method over the traditional EASI method. In addition, the results provide evidence of the capability of the 3-lead 4M technology to accurately reconstruct the full cardiac vector from a single measurement, which distinguishes it from competition. Although further clinical investigation is necessary, wireless operation and high accuracy make the proposed method potentially suitable for remote monitoring and self-assessment.
Кључне речи:
Cardiac vector / mobile ECG / 12-lead reconstructionИзвор:
IEEE Access, 2024, 12, 79765-79775Финансирање / пројекти:
- Ministry of Science, Technological Development and Innovation of the Republic of Serbia
- HeartBeam Inc., Santa Clara, CA, USA
DOI: 10.1109/ACCESS.2024.3408412
ISSN: 2169-3536
WoS: 001248278900001
Scopus: 2-s2.0-85195379265
Институција/група
VinčaTY - JOUR AU - Miletić, Marjan AU - Atanasoski, Vladimir AU - Beličev, Petra AU - Gligorić, Goran AU - Ralević, Uroš AU - Kršić, Jelena AU - Obradović, Aleksa AU - Lazović, Aleksandar AU - Stojanović, Danka AU - Petrović, Jovana AU - Babić, Rade AU - Vukajlović, Dejan AU - Hadžievski, Ljupčo AU - Bojović, Boško AU - Panescu, Dorin AU - Vajdić, Branislav PY - 2024 UR - https://vinar.vin.bg.ac.rs/handle/123456789/13375 AB - Clinical outcomes of several acute conditions, including myocardial infarction (MI), the most common cause of death, can be improved by timely diagnostics based on electrocardiography (ECG). However, current diagnostic technologies include a large number of wired ECG electrodes, which require accurate placement by trained personnel. The ideal ECG device would be suitable for self-measurement, i.e., would have a small number of electrodes, be mobile or portable, and provide an accurate diagnosis. However, these aims have not been met using the same device. A recently developed handheld ECG device with three quasi-orthogonal leads opened the door for mobile assessment of the three-dimensional cardiac vector by self-measurement. We hypothesize that the information provided is sufficient for accurate reconstruction of the 12-lead ECG. We propose a reconstruction algorithm based on the segment-by-segment 4-matrix (4M) transformation applied to the P wave, QRS complex, ST segment, and T wave. The accuracy of the 4M method was tested using data obtained from 64 healthy volunteers. The 4M method reconstructed the standard 12-lead ECG with a 0.96 mean cross-correlation for all leads and provided meaningful clinical results. A back-to-back comparative study demonstrated the superiority of the proposed method over the traditional EASI method. In addition, the results provide evidence of the capability of the 3-lead 4M technology to accurately reconstruct the full cardiac vector from a single measurement, which distinguishes it from competition. Although further clinical investigation is necessary, wireless operation and high accuracy make the proposed method potentially suitable for remote monitoring and self-assessment. T2 - IEEE Access T1 - Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device VL - 12 SP - 79765 EP - 79775 DO - 10.1109/ACCESS.2024.3408412 ER -
@article{
author = "Miletić, Marjan and Atanasoski, Vladimir and Beličev, Petra and Gligorić, Goran and Ralević, Uroš and Kršić, Jelena and Obradović, Aleksa and Lazović, Aleksandar and Stojanović, Danka and Petrović, Jovana and Babić, Rade and Vukajlović, Dejan and Hadžievski, Ljupčo and Bojović, Boško and Panescu, Dorin and Vajdić, Branislav",
year = "2024",
abstract = "Clinical outcomes of several acute conditions, including myocardial infarction (MI), the most common cause of death, can be improved by timely diagnostics based on electrocardiography (ECG). However, current diagnostic technologies include a large number of wired ECG electrodes, which require accurate placement by trained personnel. The ideal ECG device would be suitable for self-measurement, i.e., would have a small number of electrodes, be mobile or portable, and provide an accurate diagnosis. However, these aims have not been met using the same device. A recently developed handheld ECG device with three quasi-orthogonal leads opened the door for mobile assessment of the three-dimensional cardiac vector by self-measurement. We hypothesize that the information provided is sufficient for accurate reconstruction of the 12-lead ECG. We propose a reconstruction algorithm based on the segment-by-segment 4-matrix (4M) transformation applied to the P wave, QRS complex, ST segment, and T wave. The accuracy of the 4M method was tested using data obtained from 64 healthy volunteers. The 4M method reconstructed the standard 12-lead ECG with a 0.96 mean cross-correlation for all leads and provided meaningful clinical results. A back-to-back comparative study demonstrated the superiority of the proposed method over the traditional EASI method. In addition, the results provide evidence of the capability of the 3-lead 4M technology to accurately reconstruct the full cardiac vector from a single measurement, which distinguishes it from competition. Although further clinical investigation is necessary, wireless operation and high accuracy make the proposed method potentially suitable for remote monitoring and self-assessment.",
journal = "IEEE Access",
title = "Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device",
volume = "12",
pages = "79765-79775",
doi = "10.1109/ACCESS.2024.3408412"
}
Miletić, M., Atanasoski, V., Beličev, P., Gligorić, G., Ralević, U., Kršić, J., Obradović, A., Lazović, A., Stojanović, D., Petrović, J., Babić, R., Vukajlović, D., Hadžievski, L., Bojović, B., Panescu, D.,& Vajdić, B.. (2024). Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device. in IEEE Access, 12, 79765-79775. https://doi.org/10.1109/ACCESS.2024.3408412
Miletić M, Atanasoski V, Beličev P, Gligorić G, Ralević U, Kršić J, Obradović A, Lazović A, Stojanović D, Petrović J, Babić R, Vukajlović D, Hadžievski L, Bojović B, Panescu D, Vajdić B. Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device. in IEEE Access. 2024;12:79765-79775. doi:10.1109/ACCESS.2024.3408412 .
Miletić, Marjan, Atanasoski, Vladimir, Beličev, Petra, Gligorić, Goran, Ralević, Uroš, Kršić, Jelena, Obradović, Aleksa, Lazović, Aleksandar, Stojanović, Danka, Petrović, Jovana, Babić, Rade, Vukajlović, Dejan, Hadžievski, Ljupčo, Bojović, Boško, Panescu, Dorin, Vajdić, Branislav, "Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device" in IEEE Access, 12 (2024):79765-79775, https://doi.org/10.1109/ACCESS.2024.3408412 . .


