Non-invasive prediction of invasive lung adenocarcinoma and high-risk histopathological characteristics in resectable early-stage adenocarcinoma by [18F]FDG PET/CT radiomics-based machine learning models: a prospective cohort study
PET/CT radiomics-based models enable accurate non-invasive prediction of invasiveness and high-risk pathology in early-stage LUAD, guiding optimal surgical resection.
Authors
- Ping Luo (ORCID: https://orcid.org/0000-0003-0029-0872)
- Yice Sun
- Jiatong Liu (ORCID: https://orcid.org/0000-0003-0746-8127)
- Mengyuan Liang
- Jingjing Deng (ORCID: https://orcid.org/0000-0003-4233-3869)
- Xinghui Cao
- Mengfei Guo (ORCID: https://orcid.org/0009-0001-6637-3534)
- Xiaoli Lan (ORCID: https://orcid.org/0000-0002-7263-7399)
- Qi Huang (ORCID: https://orcid.org/0009-0005-1193-7696)
- Sufei Wang (ORCID: https://orcid.org/0009-0008-9329-6010)
- Yuanyang Hu
- Wenjing Xiao (ORCID: https://orcid.org/0000-0001-8492-1058)
- Wei Geng (ORCID: https://orcid.org/0000-0001-9157-5237)
- Jin Yang (ORCID: https://orcid.org/0000-0001-9625-7449)
- Juanjuan Xu (ORCID: https://orcid.org/0000-0001-9874-3205)
- Yan Li (ORCID: https://orcid.org/0000-0002-3077-8097)
- Minglei Li (ORCID: https://orcid.org/0000-0002-8618-954X)
- Zhilei Lv
- Mei Zhou (ORCID: https://orcid.org/0000-0002-8510-5287)
- Shengqing Hu (ORCID: https://orcid.org/0000-0001-8034-2497)
- Xueyun Tan
Institutions
- Union Hospital (HK)
- Wuhan University (CN)
- State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing (CN)
- Renmin Hospital of Wuhan University (CN)
- Union Hospital (CN)
- Huazhong University of Science and Technology (CN)
- Hubei University of Technology (CN)
- Hubei University (CN)
Publication Details
- Journal
- International Journal of Surgery
- Published
- 2025-09-10
- DOI
- https://doi.org/10.1097/js9.0000000000003464
- Citations
- 1
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 1.36