Early prediction of thyroid capsule invasion in papillary microcarcinoma using ultrasound-based deep learning models: a retrospective multicenter study
Accurate prediction of TCI facilitates early assessment of PTMC progression and guides subsequent individualized clinical management. DL significantly improves the predictive performance for TCI. DL effectively assists radiologists in TCI diagnosis.
Authors
- Vicky Yang Wang
- Kaiyuan Shi (ORCID: https://orcid.org/0000-0002-9713-4640)
- Lujiao Lv
- Liping Wang (ORCID: https://orcid.org/0000-0003-2654-2337)
- Dong Xu (ORCID: https://orcid.org/0000-0002-0583-240X)
- Bojian Feng (ORCID: https://orcid.org/0000-0002-4559-0775)
- Yifan Wang (ORCID: https://orcid.org/0000-0001-5626-488X)
- Chen Chen (ORCID: https://orcid.org/0000-0003-2104-534X)
- Sui Lin
- Min Lai (ORCID: https://orcid.org/0000-0001-8541-9975)
- Cong Li (ORCID: https://orcid.org/0009-0003-5053-0720)
- Yang Zhang (ORCID: https://orcid.org/0000-0001-7123-5315)
- Zhiyan Jin
- Jincao Yao (ORCID: https://orcid.org/0000-0003-1543-6010)
- Tian Jiang (ORCID: https://orcid.org/0000-0002-1117-8942)
- Wenwen Yue (ORCID: https://orcid.org/0000-0002-7121-591X)
- Yahan Zhou
- Xinying Zhu (ORCID: https://orcid.org/0000-0002-6970-4925)
- Yuqi Yan (ORCID: https://orcid.org/0009-0002-9071-2441)
- Lina Feng
- Dejiang Yu
Institutions
- Tongji University (CN)
- Chinese Academy of Sciences (CN)
- Wenzhou Medical University (CN)
- Zhejiang Cancer Hospital (CN)
- Hangzhou Academy of Agricultural Sciences (CN)
- Zhejiang Provincial People's Hospital (CN)
- Shanghai Tenth People's Hospital (CN)
- Hangzhou Hospital of Traditional Chinese Medicine (CN)
- First Hospital of Jiaxing (CN)
- Shanghai Clinical Research Center (CN)
- Zhejiang Taizhou Hospital (CN)
- Artificial Intelligence in Medicine (Canada) (CA)
- Hangzhou Medical College (CN)
- Hangzhou Cancer Hospital (CN)
- Taizhou University (CN)
Publication Details
- Journal
- Insights into Imaging
- Published
- 2025-11-27
- DOI
- https://doi.org/10.1186/s13244-025-02132-0
- Primary Topic
- Thyroid Cancer Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China