The interpretable CT-based vision transformer model for preoperative prediction of clear cell renal cell carcinoma SSIGN score and outcome
Current first-line imaging lacks preoperative prediction of the SSIGN score for ccRCC patients. The ViT model could predict the SSIGN score and outcome of ccRCC patients. This study can facilitate the development of personalized treatment for ccRCC patients.
Authors
- Lianzi Zhao
- Jie Wu (ORCID: https://orcid.org/0009-0009-6534-5783)
- Xia Zhao (ORCID: https://orcid.org/0000-0002-2751-7160)
- Pei Nie (ORCID: https://orcid.org/0000-0003-4572-6545)
- Nan Wang (ORCID: https://orcid.org/0000-0002-7616-8083)
- Yanmei Wang (ORCID: https://orcid.org/0000-0001-8507-4081)
- Guangjie Yang
- Feng Hou
- Xianjun Li (ORCID: https://orcid.org/0000-0001-7690-9155)
- Chengcheng Chen (ORCID: https://orcid.org/0000-0002-6015-5413)
- Lei Yan (ORCID: https://orcid.org/0000-0002-2250-6585)
- He Zhu (ORCID: https://orcid.org/0009-0000-9887-5662)
- Kaiyue Zhi
- Yuchao Xu (ORCID: https://orcid.org/0000-0002-7646-8457)
- Yicong Wang (ORCID: https://orcid.org/0000-0001-9102-4363)
- Shuo Zhang (ORCID: https://orcid.org/0009-0006-4367-6301)
- Ning Wang (ORCID: https://orcid.org/0000-0001-6877-9741)
Institutions
- Qingdao University (CN)
- Yuhuangding Hospital (CN)
- Fudan University Shanghai Cancer Center (CN)
- People’s Hospital of Rizhao (CN)
- Weifang People's Hospital (CN)
- Shandong Provincial Hospital (CN)
- Affiliated Hospital of Qingdao University (CN)
- Affiliated Hospital of Shandong University of Traditional Chinese Medicine (CN)
- Affiliated Hospital of Jining Medical University (CN)
- Shandong First Medical University (CN)
- University of South China (CN)
Publication Details
- Journal
- Insights into Imaging
- Published
- 2025-05-09
- DOI
- https://doi.org/10.1186/s13244-025-01972-0
- Citations
- 2
- Primary Topic
- Renal cell carcinoma treatment
- Type
- article
- Field-Weighted Citation Impact
- 3.04
Funders
- Taishan Scholar Foundation of Shandong Province