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Cancer Therapy-Related Cardiac DysfunctionNCT07515859

Risk Stratification of Cancer Therapy-Related Cardiac Dysfunction Using AI-Enhanced Electrocardiography

An observational study of Cancer Therapy-Related Cardiac Dysfunction and Heart Failure, run by Yonsei University at 1 site in South Korea.

Completed

Finished. The study has ended and is not enrolling. Results may be posted on the official record.

Official record

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Trial summary

This study investigates the use of AI-enhanced electrocardiogram (ECG) for risk stratification of cancer therapy-related cardiac dysfunction (CTRCD) before the initiation of cancer therapy. Read more about this study

Who is it for?
Ages 19 years and older
How many people
31,486 participants
Where
1 siteSouth Korea
Study dates
1 May 2006to 31 Dec 2022
Phase
Observational

Key requirements

Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.

  • Ages 19 years and older
  • All sexes
  • No healthy volunteers
  • Adult, Older adult

Study population: Patients who were prescribed anthracycline, HER2 inhibitor, or ICI agents and have ECG prescription within 90 days before their first chemotherapy treatment at Severance hospital from May 2006 to November 2022.

Who may be able to join

  • Patients prescribed anthracycline (doxorubicin, daunorubicin, epirubicin, aclarubicin, idarubicin), HER2 inhibitor (trastuzumab, emtansine, tucatinib, trastuzumab deruxtecan, pertuzumab), or immune checkpoint inhibitors (ipilimumab, nivolumab, atezolizumab, pembrolizumab, durvalumab, avelumab)
  • ECG performed within 90 days prior to the first chemotherapy treatment
  • Age ≥ 19 years
  • For trajectory analysis: patients with an additional ECG within 90 days after the first chemotherapy

Who cannot join

  • Age < 19 years
  • History of heart failure, cardiomyopathy, or myocarditis (confirmed by ICD codes)
  • Prior exposure to anthracycline, HER2 inhibitor, or immune checkpoint inhibitor therapy
  • Baseline left ventricular ejection fraction (LVEF) < 40% on echocardiography within 1 year prior to chemotherapy

Trial locations and contacts

1 site in 1 country.

South Korea1 site
  • Severance Hospital, Yonsei University Health System

    Seoul, 03722

Other trials in South Korea

About this study

This study investigates the use of AI-enhanced electrocardiogram (ECG) for risk stratification of cancer therapy-related cardiac dysfunction (CTRCD) before the initiation of cancer therapy. The study includes patients treated with anthracyclines, HER2 inhibitors, or immune checkpoint inhibitors (ICIs) at Severance Hospital between May 2006 and November 2022, who underwent an ECG within 90 days prior to chemotherapy. The primary goal is to evaluate whether AI-ECG can accurately predict the risk of CTRCD and compare its performance to existing risk stratification models. In addition, we aim to assess whether the variation in AI-ECG scores between pre- and post-chemotherapy assessments could serve as a predictor of CTRCD. Eligible participants are adults without prior heart failure, cardiomyopathy, or myocarditis, and with baseline left ventricular ejection fraction (LVEF) ≥40%. For trajectory analysis, only patients with an additional ECG within 90 days after chemotherapy are included. The primary outcome is the development of CTRCD within 12 months after the last treatment cycle (and no more than 24 months after the first). The secondary outcomes are severe CTRCD (LVEF <40%) and all-cause mortality.

This study aims to validate the clinical utility of AI-enhanced ECG as a simple, accessible, and cost-effective tool for predicting CTRCD across diverse cancer treatment regimens, including newer immunotherapies.

Being tested
No intervention (retrospective observational study)
Keywords
Cardiotoxicity, Electrocardiography, Chemotherapy, AI-ECG, CTRCD, Risk Stratification, Cardio-Oncology
Medical subject headings
Heart Failure, Ventricular Dysfunction, Left, Cardiotoxicity

What participants receive

What participants receive. In a randomised study each person is assigned to one group by chance.

  • No intervention (retrospective observational study)Other

    This is a retrospective observational study using existing clinical data. No intervention or diagnostic procedure is applied to participants.

Study groups in NCT07515859
Study groupRoleWhat they receive
High baseline AI-ECG risk for CTRCDPatients classified as high risk for CTRCD based on baseline AI-ECG LVSD prediction probability before initiation of cancer therapy.
Receives: Other: No intervention (retrospective observational study)
Low baseline AI-ECG risk for CTRCDPatients classified as low risk for CTRCD based on baseline AI-ECG LVSD prediction probability before initiation of cancer therapy.
Receives: Other: No intervention (retrospective observational study)

What is being measured

The primary outcome is the main question the study is designed to answer.

  1. Incidence of cancer therapy-related cardiac dysfunction (CTRCD)

    CTRCD defined as ≥10%p drop in left ventricular ejection fraction (LVEF) from baseline to 40% to 49.9% OR <10%p drop to 40-49.9% with a reduction in GLS by >15% OR new LVEF reduction to <40% from baseline LVEF, OR hospitalization for heart failure or diagnosis of cardiomyopathy defined by ICD codes,, diagnosed within 12 months after the last treatment cycle and no more than 24 months after the first cycle cardiotoxic cancer therapy. LVEF is assessed by either echocardiography or MUGA (Multi-gated acquisition nuclear imaging) scan.

    Measured: From initiation of first chemotherapy up to 24 months.

Secondary outcomes (1)
  1. All-cause mortality

    Death from any cause during the follow-up period.

    Measured: From initiation of first chemotherapy up to 24 months.

Timeline

From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.

  1. First posted7 Apr 2026
  2. Study start1 May 2006
  3. Primary completion31 Dec 2022
  4. Study completion31 Dec 2022

Resources

More details

For doctors and researchers: how the study is designed, who runs it, and its registry IDs.

Study design
Study type
Observational
Observational model
Cohort
Time perspective
Retrospective
Enrolment
31,486 participants (actual)
IDs, dates and publications
ClinicalTrials.gov ID
NCT07515859
Sponsor's protocol ID
4-2025-0326
Status last verified
Apr 2026
First submitted
30 Mar 2026
Last updated
13 Apr 2026
Results posted
No
Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
Individual data sharing
No: Individual participant data will not be shared due to institutional policies and privacy regulations related to the use of retrospective clinical data.

Publications

  • Stein-Merlob AF, Rothberg MV, Ribas A, Yang EH. Cardiotoxicities of novel cancer immunotherapies. Heart. 2021 Nov;107(21):1694-1703. doi: 10.1136/heartjnl-2020-318083. Epub 2021 Mar 15.

    PubMed 33722826
  • Lee SH, Cho I, You SC, Cha MJ, Chang JS, Kim WD, Go KY, Kim DY, Seo J, Shim CY, Hong GR, Kang SM, Ha JW, Rha SY, Kim HS. Cancer Therapy-Related Cardiac Dysfunction in Patients Treated with a Combination of an Immune Checkpoint Inhibitor and Doxorubicin. Cancers (Basel). 2022 May 7;14(9):2320. doi: 10.3390/cancers14092320.

    PubMed 35565449
  • Scalia IG, Farina JM, Pietri MP, Sarkis P, Javadi N, Bismee NN, Viggiano T, Tagle-Cornell C, Koepke L, Kenyon C, Novais B, Tiseer Abbas M, Tamarappoo BK, Lester SJ, Banerjee I, Ibrahim R, Larsen C, Lee KS, Arsanjani R, Ayoub C. Artificial Intelligence for Identification of Patients with Increased Risk of Severe Cancer Therapy-Related Cardiac Dysfunction Following Anthracycline Therapy. Am J Med. 2025 Nov;138(11):1561-1568.e1. doi: 10.1016/j.amjmed.2025.06.035. Epub 2025 Jun 25.

    PubMed 40578470
  • Choi HM, Kim J, Park J, Park JB, Kim HK, Choi HJ, Yoon YE, Cho GY, Cho Y, Hwang IC. AI derived ECG global longitudinal strain compared to echocardiographic measurements. Sci Rep. 2024 Nov 2;14(1):26458. doi: 10.1038/s41598-024-78268-8.

    PubMed 39488646
  • Mihos CG, Liu JE, Anderson KM, Pernetz MA, O'Driscoll JM, Aurigemma GP, Ujueta F, Wessly P; American Heart Association Council on Peripheral Vascular Disease; Council on Cardiovascular and Stroke Nursing; and Council on Clinical Cardiology. Speckle-Tracking Strain Echocardiography for the Assessment of Left Ventricular Structure and Function: A Scientific Statement From the American Heart Association. Circulation. 2025 Sep 9;152(10):e96-e109. doi: 10.1161/CIR.0000000000001354. Epub 2025 Aug 6.

    PubMed 40765507
  • Gomes C, Geels J, Debray TPA, Malekzadeh A, Asselbergs FW, Linschoten M. Risk prediction models for cancer therapy related cardiac dysfunction in patients with cancer and cancer survivors: systematic review and meta-analysis. BMJ. 2025 Sep 23;390:e084062. doi: 10.1136/bmj-2025-084062.

    PubMed 40987514
  • Oikonomou EK, Kokkinidis DG, Kampaktsis PN, Amir EA, Marwick TH, Gupta D, Thavendiranathan P. Assessment of Prognostic Value of Left Ventricular Global Longitudinal Strain for Early Prediction of Chemotherapy-Induced Cardiotoxicity: A Systematic Review and Meta-analysis. JAMA Cardiol. 2019 Oct 1;4(10):1007-1018. doi: 10.1001/jamacardio.2019.2952.

    PubMed 31433450
  • Haj-Yehia E, Michel L, Mincu RI, Rassaf T, Totzeck M. Prevention of cancer-therapy related cardiac dysfunction. Curr Heart Fail Rep. 2025 Feb 19;22(1):9. doi: 10.1007/s11897-025-00697-x.

    PubMed 39969700

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