ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study
The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.
Authors
- Weidong Tong (ORCID: https://orcid.org/0000-0001-6150-9941)
- Yun Lu (ORCID: https://orcid.org/0000-0001-9332-6832)
- Mingjuan Cui
- Guangye Tian
- Jinhui Wu (ORCID: https://orcid.org/0000-0002-4164-4617)
- Xuhua Hu (ORCID: https://orcid.org/0000-0003-2287-7797)
- Sen Zhang (ORCID: https://orcid.org/0009-0006-6804-2719)
- Quan Wang (ORCID: https://orcid.org/0000-0002-2821-5017)
- Shiwei Zhang (ORCID: https://orcid.org/0000-0001-7788-608X)
- Junhao Zhang (ORCID: https://orcid.org/0000-0002-9878-4629)
- Guiying Wang (ORCID: https://orcid.org/0000-0002-6305-145X)
- Shuhao Liu (ORCID: https://orcid.org/0000-0002-8024-4069)
- Ruiqing Liu (ORCID: https://orcid.org/0000-0003-1331-700X)
- Yingchi Yang (ORCID: https://orcid.org/0000-0002-9126-3281)
- Kai Pang (ORCID: https://orcid.org/0000-0002-5991-1728)
- Keyu Ren
- Bo Feng (ORCID: https://orcid.org/0000-0001-6506-7669)
- Y. Zang
- Hao Di (ORCID: https://orcid.org/0009-0009-0884-7832)
Institutions
- Qingdao University (CN)
- Hebei Medical University (CN)
- Army Medical University (CN)
- Shandong University (CN)
- Shanghai Jiao Tong University (CN)
- Capital Medical University (CN)
- Jilin University (CN)
- Ruijin Hospital (CN)
- Yuhuangding Hospital (CN)
- Second Hospital of Hebei Medical University (CN)
- Fourth Hospital of Hebei Medical University (CN)
- Affiliated Hospital of Qingdao University (CN)
- First Hospital of Jilin University (CN)
- Beijing Friendship Hospital (CN)
Publication Details
- Journal
- Chinese Medical Journal
- Published
- 2024-12-10
- DOI
- https://doi.org/10.1097/cm9.0000000000003391
- Citations
- 2
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 0.81
Funders
- Natural Science Foundation of Shandong Province