Comparative analysis of machine learning models for predicting anthracycline-induced cardiotoxicity in patients with hematologic malignancies

M. A. El-Khatib; M. V. Solopov; E. V. Sklyannaya; A. G. Popandopulo

Siberian journal of oncology
Sibirskij onkologičeskij žurnal

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

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El-Khatib M.A., Solopov M.V., Sklyannaya E.V., Popandopulo A.G. Comparative analysis of machine learning models for predicting anthracycline-induced cardiotoxicity in patients with hematologic malignancies. Siberian journal of oncology. 2025;24(5):27-39. (In Russ.) https://doi.org/10.21294/1814-4861-2025-24-5-27-39

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This work is licensed under a Creative Commons Attribution 4.0 License.

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

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Evgeny L. Choynzonov

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About the Authors

M. A. El-Khatib
V.K. Gusak Institute of Emergency and Reconstructive Surgery, Ministry of Health of Russia; M. Gorky Donetsk State Medical University, Ministry of Health of Russia
Russian Federation

Maryam Adnan Ibrahim El-Khatib - MD, PhD, Hematologist, Department of Hematology (Hematology and Chemotherapy), V.K. Gusak Institute of Emergency and Reconstructive Surgery, MHR; Associate Professor, Department of Internal Medicine No. 3, M. Gorky Donetsk State Medical University, MHR.

47, Leninsky Ave., Donetsk, Donetsk People’s Republic, 283045; 16, Ilyicha Ave., Donetsk, Donetsk People’s Republic, 283003

M. V. Solopov
V.K. Gusak Institute of Emergency and Reconstructive Surgery, Ministry of Health of Russia
Russian Federation

Maxim V. Solopov - Biologist, Laboratory of Cell and Tissue Cultivation. Author ID (Scopus): 57196187773.

47, Leninsky Ave., Donetsk, Donetsk People’s Republic, 283045

E. V. Sklyannaya
V.K. Gusak Institute of Emergency and Reconstructive Surgery, Ministry of Health of Russia; M. Gorky Donetsk State Medical University, Ministry of Health of Russia
Russian Federation

Elena V. Sklyannaya - MD, PhD, Head of the Hematology Department, V.K. Gusak Institute of Emergency and Reconstructive Surgery, Ministry of Health of Russia; Associate Professor, Department of Internal Medicine No. 3, M. Gorky Donetsk State Medical University, MHR. Author ID (Scopus): 6505508326.

47, Leninsky Ave., Donetsk, Donetsk People’s Republic, 283045; 16, Ilyicha Ave., Donetsk, Donetsk People’s Republic, 283003

A. G. Popandopulo
V.K. Gusak Institute of Emergency and Reconstructive Surgery, Ministry of Health of Russia
Russian Federation

Andrey G. Popandopulo - MD, DSc, Head of the Laboratory of Cell and Tissue Cultivation, Surgeon,Author ID (Scopus): 12782689700.

47, Leninsky Ave., Donetsk, Donetsk People’s Republic, 283045

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