Development of a tongue image-based machine learning tool for the diagnosis of gastric cancer: a prospective multicentre clinical cohort study.

Yuan, Li; Yang, Lin; Zhang, Shichuan; Xu, Zhiyuan; Qin, Jiangjiang; Shi, Yunfu; Yu, Pengcheng; Wang, Yi; Bao, Zhehan; Xia, Yuhang; Sun, Jiancheng; He, Weiyang; Chen, Tianhui; Chen, Xiaolei; Hu, Can; Zhang, Yunlong; Dong, Changwu; Zhao, Ping; Wang, Yanan; Jiang, Nan; Lv, Bin; Xue, Yingwei; Jiao, Baoping; Gao, Hongyu; Chai, Kequn; Li, Jun; Wang, Hao; Wang, Xibo; Guan, Xiaoqing; Liu, Xu; Zhao, Gang; Zheng, Zhichao; Yan, Jie; Yu, Haiyue; Chen, Luchuan; Ye, Zaisheng; You, Huaqiang; Bao, Yu; Cheng, Xi; Zhao, Peizheng; Wang, Liang; Zeng, Wenting; Tian, Yanfei; Chen, Ming; You, You; Yuan, Guihong; Ruan, Hua; Gao, Xiaole; Xu, Jingli; Xu, Handong

Yuan, Li; Yang, Lin; Zhang, Shichuan; Xu, Zhiyuan; Qin, Jiangjiang; Shi, Yunfu; Yu, Pengcheng; Wang, Yi; Bao, Zhehan; Xia, Yuhang; Sun, Jiancheng; He, Weiyang; Chen, Tianhui; Chen, Xiaolei; Hu, Can; Zhang, Yunlong; Dong, Changwu; Zhao, Ping; Wang, Yanan; Jiang, Nan; Lv, Bin; Xue, Yingwei; Jiao, Baoping; Gao, Hongyu; Chai, Kequn; Li, Jun; Wang, Hao; Wang, Xibo; Guan, Xiaoqing; Liu, Xu; Zhao, Gang; Zheng, Zhichao; Yan, Jie; Yu, Haiyue; Chen, Luchuan; Ye, Zaisheng; You, Huaqiang; Bao, Yu; Cheng, Xi; Zhao, Peizheng; Wang, Liang; Zeng, Wenting; Tian, Yanfei; Chen, Ming; You, You; Yuan, Guihong; Ruan, Hua; Gao, Xiaole; Xu, Jingli; Xu, Handong.

Affiliation

Yuan L; Department of Gastric Surgery, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institutes of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
Yang L; Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, 310022, China.
Zhang S; Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, 310022, China.
Xu Z; Artificial Intelligence and Biomedical Images Analysis Lab, School of Engineering, Westlake University, China.
Qin J; Artificial Intelligence and Biomedical Images Analysis Lab, School of Engineering, Westlake University, China.
Shi Y; Department of Gastric Surgery, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institutes of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
Yu P; Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, 310022, China.
Wang Y; Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, 310022, China.
Bao Z; Department of Gastric Surgery, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institutes of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
Xia Y; Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, 310022, China.
Sun J; Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, 310022, China.
He W; First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Chen T; Oncology Department, Tongde Hospital of Zhejiang Province, Hangzhou, 310012, China.
Chen X; First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Hu C; First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Zhang Y; First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Dong C; First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Zhao P; Department of Gastrointestinal Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325099, China.
Wang Y; Department of Gastrointestinal Surgery, Sichuan Cancer Hospital, Chengdu, 610042, China.
Jiang N; Department of Gastric Surgery, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institutes of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
Lv B; Department of Gastrointestinal Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325099, China.
Xue Y; First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Jiao B; Artificial Intelligence and Biomedical Images Analysis Lab, School of Engineering, Westlake University, China.
Gao H; College of Traditional Chinese Medicine, Anhui University of Traditional Chinese Medicine, HeFei, 230038, China.
Chai K; Department of Gastrointestinal Surgery, Sichuan Cancer Hospital, Chengdu, 610042, China.
Li J; College of Traditional Chinese Medicine, Anhui University of Traditional Chinese Medicine, HeFei, 230038, China.
Wang H; College of Traditional Chinese Medicine, Anhui University of Traditional Chinese Medicine, HeFei, 230038, China.
Wang X; Department of Gastroenterology, First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, 310053, China.
Guan X; Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
Liu X; Department of General Surgery, Shanxi Cancer Hospital, Taiyuan, 030013, China.
Zhao G; Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
Zheng Z; Oncology Department, Tongde Hospital of Zhejiang Province, Hangzhou, 310012, China.
Yan J; Department of General Surgery, Shanxi Cancer Hospital, Taiyuan, 030013, China.
Yu H; Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
Chen L; Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
Ye Z; Department of Gastric Surgery, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institutes of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, 310022, China.
You H; Department of Gastrointestinal Surgery, RenJi Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China.
Bao Y; Department of Gastrointestinal Surgery, RenJi Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200025, China.
Cheng X; Department of Gastric Surgery, Cancer Hospital of China Medical University (Liaoning Cancer Hospital and Institute), Shenyang, 110042, China.
Zhao P; Department of Gastric Surgery, Cancer Hospital of China Medical University (Liaoning Cancer Hospital and Institute), Shenyang, 110042, China.
Wang L; Department of Gastric Surgery, Cancer Hospital of China Medical University (Liaoning Cancer Hospital and Institute), Shenyang, 110042, China.
Zeng W; Department of Gastrointestinal Surgery, Fujian Cancer Hospital, Fujian Medical University Cancer Hospital, Fuzhou, 350014, China.
Tian Y; Department of Gastrointestinal Surgery, Fujian Cancer Hospital, Fujian Medical University Cancer Hospital, Fuzhou, 350014, China.
Chen M; Department of Gastroenterology, Yuhang District People's Hospital, Hangzhou, 311199, China.
You Y; Department of Gastrointestinal Surgery, Sichuan Cancer Hospital, Chengdu, 610042, China.
Yuan G; Department of Gastrointestinal Surgery, Sichuan Cancer Hospital, Chengdu, 610042, China.
Ruan H; Department of Health Management Center, Yueyang Central Hospital, Yueyang, 414000, China.
Gao X; Department of Endoscopy Center, Kecheng District People's Hospital, Quzhou, 324000, China.
Xu J; Department of General Surgery, Shanxi Cancer Hospital, Taiyuan, 030013, China.
Xu H; Department of Gastric Surgery, Cancer Hospital of China Medical University (Liaoning Cancer Hospital and Institute), Shenyang, 110042, China.

EClinicalMedicine ; 57: 101834, 2023 Mar.

Article in En | MEDLINE | ID: mdl-36825238

Key words

AFP, alpha fetoprotein; AG, atrophic gastritis; AI, artificial intelligence; APINet, attentive pairwise interaction neural network; AUC, area under the curve; Artificial intelligence; BC, breast cancer; CA, carbohydrate antigen; CEA, carcinoembryonic antigen; CRC, colorectal cancer; DT, decision tree learning; EC, esophageal cancer; GC, gastric cancer; Gastric cancer; HBPC, hepatobiliary pancreatic carcinoma; HC, healthy control; KNN, K-nearest neighbours; LC, lung cancer; NGC, non-gastric cancers; PCoA, principal coordinates analysis; SG, superficial gastritis; SVM, support vector machine; TCM, traditional Chinese medicine; Tongue coating microbiome; Tongue images; Traditional Chinese medicine; TransFG, transformer architecture for fine-grained recognition

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Full text: 1 Collection: 01-internacional Database: MEDLINE Type of study: Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies Language: En Journal: EClinicalMedicine Year: 2023 Document type: Article Affiliation country: China

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