Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study.
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| Title: | Application of machine learning based on habitat imaging and vision transformer to predict treatment response of locally advanced esophageal squamous cell carcinoma following neoadjuvant chemoimmunotherapy: a multi-center study. |
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| Authors: | Xie SH; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; The Graduate School of Fujian Medical University, Fuzhou, Fujian, China., Xu H; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; The Graduate School of Fujian Medical University, Fuzhou, Fujian, China., Zhang H; Department of Thoracic Surgery, Gaozhou People's Hospital, Gaozhou, Guangdong,, China., Xu JX; Department of Thoracic Surgery, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China., Huang SJ; Department of Cardiothoracic Surgery, The Affiliated Hospital of Putian University, Putian, China., Liu WY; Department of Thoracic Surgery, Cancer Hospital Chinese Academy of Medical Sciences, Shenzhen Center, Shenzhen, China., Tang ZL; Department of Thoracic Surgery, Quanzhou First Hospital, Quanzhou, Fujian,, China.; Department of Thoracic Surgery, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian, China., Xu RY; Department of Thoracic Surgery, Quanzhou First Hospital, Quanzhou, Fujian,, China.; Department of Thoracic Surgery, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, Fujian, China., Ke SK; Department of Thoracic Surgery, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China., Xie JB; Department of Cardiothoracic Surgery, The Affiliated Hospital of Putian University, Putian, China., Feng QY; Department of Ultrasound, Gaozhou People's Hospital, Gaozhou, Guangdong, China., Kang MQ; Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian, China.; Key Laboratory of Cardio-Thoracic Surgery(Fujian Medical University), Fujian Province University, Fuzhou, Fujian, China.; Key Laboratory of Ministry of Education for Gastrointestinal Cancer, Fujian Medical University, Fuzhou, Fujian, China.; Fujian Key Laboratory of Tumor Microbiology, Fujian Medical University, Fuzhou, Fujian, China.; Clinical Research Center for Thoracic Tumors of Fujian Province, Fuzhou, Fujian, China. |
| Source: | Frontiers in immunology [Front Immunol] 2025 Aug 06; Vol. 16, pp. 1603249. Date of Electronic Publication: 2025 Aug 06 (Print Publication: 2025). |
| Publication Type: | Journal Article; Multicenter Study |
| Journal Info: | Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101560960 Publication Model: eCollection Cited Medium: Internet ISSN: 1664-3224 (Electronic) Linking ISSN: 16643224 NLM ISO Abbreviation: Front Immunol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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