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Accurate Reconstruction of the 12-Lead Electrocardiogram From a 3-Lead Electrocardiogram Measured by a Mobile Device

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2024
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Authors
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
Article (Published version)
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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.

Keywords:
Cardiac vector / mobile ECG / 12-lead reconstruction
Source:
IEEE Access, 2024, 12, 79765-79775
Funding / projects:
  • 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
[ Google Scholar ]
1
URI
https://vinar.vin.bg.ac.rs/handle/123456789/13375
Collections
  • 040 - Laboratorija za atomsku fiziku
  • Radovi istraživača
Institution/Community
Vinča
TY  - 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 . .

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