Effectiveness of lung cancer early diagnosis by analysing exhaled breath composition using neural network and multimodal approach

A. V. Obkhodskiy; E. V. Obkhodskaya; V. S. Lakonkin; E. O. Rodionov; D. E. Kulbakin; D. V. Podolko; V. I. Sachkov; V. I. Chernov; E. L. Choynzonov

Siberian journal of oncology
Sibirskij onkologičeskij žurnal

ISSN 1814-4861 (Print)
ISSN 2312-3168 (Online)

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Obkhodskiy A.V., Obkhodskaya E.V., Lakonkin V.S., Rodionov E.O., Kulbakin D.E., Podolko D.V., Sachkov V.I., Chernov V.I., Choynzonov E.L. Effectiveness of lung cancer early diagnosis by analysing exhaled breath composition using neural network and multimodal approach. Siberian journal of oncology. 2025;24(6):7-18. (In Russ.) https://doi.org/10.21294/18144861-2025-24-6-7-18

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ISSN 1814-4861 (Print)
ISSN 2312-3168 (Online)

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Evgeny L. Choynzonov

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About the Authors

A. V. Obkhodskiy
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; National Research Tomsk Polytechnic University
Russian Federation

Artem V. Obkhodskiy - PhD, Associate Professor, School of Nuclear Technology, National Research Tomsk Polytechnic University; Research Engineer, Cancer Research Institute, Tomsk NRMC, RAS. Researcher ID (WOS): A-6040-2014. Author ID (Scopus): 57188992238.

5, Kooperativny St., Tomsk, 634009; 30, Lenin St., Tomsk, 634050

E. V. Obkhodskaya
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; National Research Tomsk State University
Russian Federation

Elena V. Obkhodskaya - PhD, Senior Researcher, Laboratory of Chemical Technologies, Chemical faculty, National Research Tomsk SU; Research Engineer, Cancer Research Institute, Tomsk NRMC, RAS. Researcher ID (WOS): E-4297-2014. Author ID (Scopus): 55830396600.

5, Kooperativny St., Tomsk, 634009; 36, Lenin St., Tomsk, 634050

V. S. Lakonkin
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; National Research Tomsk Polytechnic University
Russian Federation

Vladislav S. Lakonkin Laboratory Researcher, Cancer Research Institute, Tomsk NRMC, RAS; student, School of Nuclear Technology, National Research Tomsk Polytechnic University. Researcher ID (WOS): NOE-5489-2025.

5, Kooperativny St., Tomsk, 634009; 30, Lenin St., Tomsk, 634050

E. O. Rodionov
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; Siberian State Medical University, Ministry of Health of Russia
Russian Federation

Evgeniy O. Rodionov MD, PhD, Senior Researcher, Department of Thoracic Oncology, Cancer Research Institute, Tomsk NRMC, RAS; Assistant, Department of Oncology, Siberian SMU, Ministry of Health of Russia. Researcher (WOS): B-7280-2017. Author ID (Scopus): 57189622130.

5, Kooperativny St., Tomsk, 634009; 2, Moskovsky trakt, Tomsk, 634050

D. E. Kulbakin
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences
Russian Federation

Denis E. Kulbakin - MD, DSc, Head of Department of Head and Neck Tumors, Cancer Research Institute, Tomsk National NRMC, RAS. Researcher ID (WOS): D-1151-2012. Author ID (Scopus): 55534205500.

5, Kooperativny St., Tomsk, 634009

D. V. Podolko
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences
Russian Federation

Danil V. Podolko - MD, Oncologist, Department of Thoracic Oncology, Cancer Research Institute, Tomsk NRMC, RAS. Author ID (Scopus): 57446519100.

5, Kooperativny St., Tomsk, 634009

V. I. Sachkov
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; National Research Tomsk State University
Russian Federation

Victor I. Sachkov - DSc, Head of the Laboratory of Chemical Technologies, Chemical faculty, National Research Tomsk SU; Research Engineer, Cancer Research Institute, Tomsk NRMC, RAS. Researcher ID (WOS): E-4291-2014. Author ID (Scopus): 23009839000.

5, Kooperativny St., Tomsk, 634009; 36, Lenin St., Tomsk, 634050

V. I. Chernov
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; National Research Tomsk Polytechnic University
Russian Federation

Vladimir I. Chernov - MD, DSc, Professor, Corresponding Member of the Russian Academy of Sciences, Deputy Director for Science and Innovation, Head of Nuclear Medicine Department, Cancer Research Institute, Tomsk NRMC, RAS; Head of Strategic Bets “Health Engineering”, NR Tomsk Polytechnic University; Head of the Department of Development of Radionuclide Technologies, Scientific and Educational Medical Center of Nuclear Medicine, National Research Center Kurchatov Institute. Researcher ID (WOS): AAG-6392-2020. Author ID (Scopus): 7201429550.

5, Kooperativny St., Tomsk, 634009; 30, Lenin St., Tomsk, 634050

E. L. Choynzonov
Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences; Siberian State Medical University, Ministry of Health of Russia
Russian Federation

Evgeny L. Choynzonov - MD, DSc, Professor, Member of the Russian Academy of Sciences, Director, Cancer Research Institute, Tomsk NRMC, RAS; Head of Oncology Department, Siberian SMU, Ministry of Health of Russia. Researcher ID (WOS): P-1470-2014. Author ID (Scopus): 6603352329.

5, Kooperativny St., Tomsk, 634009; 2, Moskovsky trakt, Tomsk, 634050

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