Automatic classification of patient groups using magnetocardiography in the diagnosis of the atria lesions in patients with chronic obstructive pulmonary disease and coronary heart disease

G G Ivanov; Иванов Геннадий Георгиевич; N A Bulanova; Буланова Наталия Александровна; V A Vostrikov; Востриков Вячеслав Александрович; V E Dvornikov; Дворников Владимир Евгеньевич; N A Chuiko; Чуйко Наталья Александровна; G Halabi; Халаби Гази; Yu V Maslennikov; Масленников Юрий Васильевич; M A Prinin; Примин Михаил Андреевич; I V Nedaivoda; Недайвода Игорь Владимирович; S Yu Kuznetsova; Кузнецова Светлана Юрьевна; V N Gunaeva; Гунаева Виктория Николаевна

Automatic classification of patient groups using magnetocardiography in the diagnosis of the atria lesions in patients with chronic obstructive pulmonary disease and coronary heart disease

Authors: Ivanov GG¹, Bulanova NA¹, Vostrikov VA¹, Dvornikov VE², Chuiko NA², Halabi G², Maslennikov Y.V³, Prinin MA⁴, Nedaivoda IV⁴, Kuznetsova SY.⁵, Gunaeva VN⁵
Affiliations:
1. The first Moscow medical University n.a. I.M. Sechenov
2. Peoples’ Friendship University of Russia
3. CRYOTON Co. Ltd., Moscow
4. The Glushkov’s Institute of Cybernetics of NAS
5. Polyclinic № 3 of the Central clinical hospital of RAS
Issue: No 2 (2015)
Pages: 62-72
Section: Articles
URL: https://journals.rudn.ru/medicine/article/view/2661

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Abstract

The work is devoted to study the possibilities of automatic classification of patient groups using magnetocardiography (MCG) in the diagnosis of lesions of the atria. Analyzed magnetocardiographic data for the three groups of patients. The first group included 31 ΜCG record healthy volunteers. The second group - 45 MCG records of patients with chronic obstructive pulmonary disease (COPD). The third group - 58 ΜG records of patients with coronary heart disease (CHD). Statistical analysis showed that the decision rule for classification of patients with COPD and IHD can have four information parameter: 1 - the rate of variation of the magnetic field (RVMF), which characterizes the percentage of exceeding a given level of magnetic field in the whole time interval (104 msec), points on the plane dimensions of each magnetic card. 2 - parameter inversion (PI), which is defined on the interval 2-40 msec. 3 - parameter changes integrated map currents (ICT) characterizing changes in the structure (the values of vectors; directions of vectors; spatial distribution within the boundaries of the field measurements) distribution maps of vector current density during msec (on P wave in this case). 4 - parameter integral of the minimum magnetic field (PIMF).

Keywords

Magnetocardiography, P wave, chronic obstructive pulmonary disease, paroxysmal form of atrial fibrillation

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Vol 29, No 1 (2025)

Automatic classification of patient groups using magnetocardiography in the diagnosis of the atria lesions in patients with chronic obstructive pulmonary disease and coronary heart disease

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Abstract

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About the authors

G G Ivanov

N A Bulanova

V A Vostrikov

V E Dvornikov

N A Chuiko

G Halabi

Yu V Maslennikov

M A Prinin

I V Nedaivoda

S Yu Kuznetsova

V N Gunaeva

References

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