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Cardiac-specific mortality prediction in adolescents and young adults with classical hodgkin lymphoma: a nomogram development and validation
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  • Published: 09 May 2026

Cardiac-specific mortality prediction in adolescents and young adults with classical hodgkin lymphoma: a nomogram development and validation

  • Rui Yan1,2 na1,
  • Jiaying Niu2 na1,
  • Weijia Zhang3 na1,
  • Yufeng Zhang2,
  • Jinglian Li2 &
  • …
  • Sijin Li1 

Scientific Reports (2026) Cite this article

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Cancer
  • Cardiology
  • Diseases
  • Medical research
  • Oncology
  • Risk factors

Abstract

As survival for classical Hodgkin lymphoma (cHL) improves, cardiac disease is a leading cause of non-relapse mortality, yet the risk of cardiac-specific mortality (CSM) in adolescents and young adults (AYAs) is unclear. This study developed and validated a nomogram to predict CSM for AYAs with cHL using data from the SEER database, with a training cohort of 7,475 patients for model development and a validation cohort of 3,205 patients for internal validation. A Fine-Gray competing risk model was used, with the cumulative incidence of CSM surpassing that of cHL over time. Analysis identified Black race, male sex, older age, earlier diagnosis year, and radiotherapy as significant risk factors for CSM. The resulting nomogram estimates the 15- and 25-year risks of CSM using age, race, sex, diagnosis year, Ann Arbor stage, and radiotherapy. Validation demonstrated strong discriminatory ability via ROC curves, with calibration plots and decision curve analysis confirming its accuracy and clinical utility. This nomogram is a useful tool for predicting CSM in the AYA population and may aid physicians in managing clinical risk factors.

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Acknowledgements

Not applicable.

Funding

This study was supported by grants from the National Natural Science Foundation of China (grant numbers 82001872 and U22A6008) and the General Program of the Natural Science Foundation of Shanxi Province, China (202403021221157).

Author information

Author notes
  1. Rui Yan, Jiaying Niu and Weijia Zhang contributed equally to this work.

Authors and Affiliations

  1. Department of Nuclear Medicine, First Hospital of Shanxi Medical University, Taiyuan, 030001, Shanxi, China

    Rui Yan & Sijin Li

  2. Nursing College of Shanxi Medical University, No. 56, Xijian Road, Taiyuan, 030001, Shanxi, China

    Rui Yan, Jiaying Niu, Yufeng Zhang & Jinglian Li

  3. First Hospital of Shanxi Medical University, Taiyuan, 030001, Shanxi, China

    Weijia Zhang

Authors
  1. Rui Yan
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  2. Jiaying Niu
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  3. Weijia Zhang
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  4. Yufeng Zhang
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  5. Jinglian Li
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  6. Sijin Li
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Corresponding authors

Correspondence to Rui Yan or Sijin Li.

Ethics declarations

Ethics approval and consent to participate

The data for this study were obtained from publicly available databases and does not require ethical approval and written informed consent.

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Not applicable.

Competing interests

The authors declare no competing interests.

Running Title

Cardiac Mortality Nomogram in AYA cHL.

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Cite this article

Yan, R., Niu, J., Zhang, W. et al. Cardiac-specific mortality prediction in adolescents and young adults with classical hodgkin lymphoma: a nomogram development and validation. Sci Rep (2026). https://doi.org/10.1038/s41598-026-51913-0

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  • Received: 15 January 2026

  • Accepted: 30 April 2026

  • Published: 09 May 2026

  • DOI: https://doi.org/10.1038/s41598-026-51913-0

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Keywords

  • Classical Hodgkin Lymphoma
  • Cardiac-specific mortality
  • Competing risk analysis
  • Nomogram
  • SEER database
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