AI-Enabled Early Detection of Chemo-Induced Cardiotoxicity Patterns Using ECG Time Series Data

The feature-driven, interpretable ML architecture suggested here shows that single-lead ECG has the potential to be an affordable and clinically relevant tool for the early detection of chemotherapy-induced cardiotoxicity. The method provides a feasible route toward implementation in precision cardio-oncology, particularly in resource-poor or ambulatory environments.

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Publication Details

Journal
American Journal of Clinical Oncology
Published
2025-12-26
DOI
https://doi.org/10.1097/coc.0000000000001280
Primary Topic
Chemotherapy-induced cardiotoxicity and mitigation
Type
article
Field-Weighted Citation Impact
0.00
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article

AI-Enabled Early Detection of Chemo-Induced Cardiotoxicity Patterns Using ECG Time Series Data

Agnieszka Góra-Błaszczykowska, Fr Jossy P George, Kamal Upreti, Khushboo Malik et al.
American Journal of Clinical Oncology
Chemotherapy-induced cardiotoxicity and mitigation
article

AI-Enabled Early Detection of Chemo-Induced Cardiotoxicity Patterns Using ECG Time Series Data

Agnieszka Góra-Błaszczykowska, Fr Jossy P George, Kamal Upreti, Khushboo Malik, G. V. Radhakrishnan
article en

Abstract

The feature-driven, interpretable ML architecture suggested here shows that single-lead ECG has the potential to be an affordable and clinically relevant tool for the early detection of chemotherapy-induced cardiotoxicity. The method provides a feasible route toward implementation in precision cardio-oncology, particularly in resource-poor or ambulatory environments.

American Journal of Clinical Oncology
War Studies Academy (PL), University of Warsaw (PL), Christ University (IN), KIIT University (IN)
Openalex Percentile: Top 31%
Chemotherapy-induced cardiotoxicity and mitigation
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