Development and validation of a machine learning-based early warning system for predicting venous thromboembolism risk in hospitalized lymphoma patients undergoing chemotherapy: a multicenter and retrospective cohort study
The VTE-EWS leverages simple clinical indicators to quickly and visually predict VTE risk, enabling precise and targeted interventions for lymphoma patients hospitalized undergoing chemotherapy.
Authors
- Shuang Chen (ORCID: https://orcid.org/0000-0002-6139-4619)
- Zailin Yang (ORCID: https://orcid.org/0000-0001-8773-1022)
- Jieping Li (ORCID: https://orcid.org/0009-0005-1226-3451)
- Xia Wei (ORCID: https://orcid.org/0000-0001-7198-0825)
- Tingting Jiang (ORCID: https://orcid.org/0000-0001-8755-2147)
- Haike Lei (ORCID: https://orcid.org/0000-0003-0284-2052)
- Xiaoming Liu (ORCID: https://orcid.org/0000-0003-4466-8961)
- Zhanshu Liu
- Peng Yu (ORCID: https://orcid.org/0000-0002-4781-746X)
- Yakun Zhang
- Jun Liu (ORCID: https://orcid.org/0000-0002-7851-6782)
- Tingting Liu (ORCID: https://orcid.org/0000-0001-6043-3340)
- Yong Chen (ORCID: https://orcid.org/0000-0002-7188-4566)
- Yao Liu (ORCID: https://orcid.org/0000-0001-5572-723X)
- Xuewei Tang (ORCID: https://orcid.org/0009-0000-0746-7269)
- J. Li (ORCID: https://orcid.org/0009-0005-2987-4398)
- Bingling Guo
- Na Fan (ORCID: https://orcid.org/0009-0000-9635-0360)
- Xiaomei Zhang (ORCID: https://orcid.org/0009-0006-1818-8373)
- Dehong Huang
- Zuhai Hu
Institutions
- Army Medical University (CN)
- Chongqing University (CN)
- Third People 's Hospital of Chongqing (CN)
- The Affiliated Yongchuan Hospital of Chongqing Medical University (CN)
- Chongqing Public Health Medical Center (CN)
- Chongqing Cancer Hospital (CN)
- First People's Hospital of Chongqing (CN)
- Chongqing Medical University (CN)
Publication Details
- Journal
- Frontiers in Oncology
- Published
- 2025-08-12
- DOI
- https://doi.org/10.3389/fonc.2025.1566905
- Citations
- 1
- Primary Topic
- Venous Thromboembolism Diagnosis and Management
- Type
- article
- Field-Weighted Citation Impact
- 1.87
Funders
- Centre Scientifique et Technique du Bâtiment
- Fundamental Research Funds for the Central Universities