Optimizing recurrence prediction and risk stratification in prostate cancer using a 2.5D deep learning model: a multicenter MRI-based study
The stacked DLF model demonstrated the capability to predict early postoperative recurrence in patients with PCa and effectively identify high-risk cases, highlighting its potential as a valuable tool for optimizing treatment strategies and postoperative surveillance.
Authors
- Ping Hu (ORCID: https://orcid.org/0000-0002-0629-6274)
- Haibo Qu (ORCID: https://orcid.org/0000-0003-4488-4277)
- Ruohan Feng (ORCID: https://orcid.org/0000-0003-1114-7924)
- Yue Lv (ORCID: https://orcid.org/0000-0003-0913-3662)
- Junqiang Yang
- Ruishan Liu (ORCID: https://orcid.org/0000-0002-7298-0701)
- Lihua Zhuo (ORCID: https://orcid.org/0009-0005-5674-0854)
- Fei Wang (ORCID: https://orcid.org/0000-0001-8432-0009)
- Shaoqiang Wu (ORCID: https://orcid.org/0000-0002-3255-8020)
- Yuqi Chen (ORCID: https://orcid.org/0000-0002-2928-556X)
- Li Fan (ORCID: https://orcid.org/0000-0002-8764-3687)
- Qiurong Ruan (ORCID: https://orcid.org/0000-0002-7015-7666)
- Lian Yang (ORCID: https://orcid.org/0000-0003-4664-2474)
- Xiaodong Liu (ORCID: https://orcid.org/0000-0001-8572-3643)
- Gang Ning (ORCID: https://orcid.org/0000-0002-1726-362X)
- Pei Wang (ORCID: https://orcid.org/0009-0004-4467-4987)
- Meng Zhou (ORCID: https://orcid.org/0009-0007-8541-2782)
Institutions
- Union Hospital (HK)
- Sichuan University (CN)
- Southwest Medical University (CN)
- West China Second University Hospital of Sichuan University (CN)
- Mianyang Third People's Hospital (CN)
- Thermo Fisher Scientific (Japan) (JP)
- Ningxia Medical University (CN)
- Panzhihua Central Hospital (CN)
- Ningxia Medical University General Hospital (CN)
- Huazhong University of Science and Technology (CN)
Publication Details
- Journal
- International Journal of Surgery
- Published
- 2025-12-19
- DOI
- https://doi.org/10.1097/js9.0000000000004584
- Citations
- 1
- Primary Topic
- Prostate Cancer Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 1.52