Improving diagnosis and outcome prediction of gastric cancer via multimodal learning using whole slide pathological images and gene expression.

Xie, Yuzhang; Sang, Qingqing; Da, Qian; Niu, Guoshuai; Deng, Shijie; Feng, Haoran; Chen, Yunqin; Li, Yuan-Yuan; Liu, Bingya; Yang, Yang; Dai, Wentao

Xie, Yuzhang; Sang, Qingqing; Da, Qian; Niu, Guoshuai; Deng, Shijie; Feng, Haoran; Chen, Yunqin; Li, Yuan-Yuan; Liu, Bingya; Yang, Yang; Dai, Wentao.

Afiliação

Xie Y; Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
Sang Q; Department of General Surgery, Shanghai Key Laboratory of Gastric Neoplasm, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Da Q; Department of Pathology, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
Niu G; Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
Deng S; Department of Pathology, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China.
Feng H; Department of General Surgery, Shanghai Key Laboratory of Gastric Neoplasm, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Chen Y; Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai 200237, China; Shanghai Engineering Research Center of Pharmaceutical Translation, Shanghai, 201203, China.
Li YY; Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shanghai 200237, China; Shanghai Engineering Research Center of Pharmaceutical Translation, Shanghai, 201203, China.
Liu B; Department of General Surgery, Shanghai Key Laboratory of Gastric Neoplasm, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. Electronic address: liubingya@sjtu.edu.cn.
Yang Y; Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China. Electronic address: yangyang@cs.sjtu.edu.cn.
Dai W; Department of General Surgery, Shanghai Key Laboratory of Gastric Neoplasm, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China; Shanghai-MOST Key Laboratory of Health and Disease Genomics, Shanghai Institute for Biomedical and Pharmaceutical Technologies, Shan

Artif Intell Med ; 152: 102871, 2024 Jun.

Article em En | MEDLINE | ID: mdl-38685169

Assuntos

Aprendizado de Máquina; Neoplasias Gástricas; Neoplasias Gástricas/genética; Neoplasias Gástricas/patologia; Humanos; Interpretação de Imagem Assistida por Computador/métodos; Prognóstico; Perfilação da Expressão Gênica/métodos

Palavras-chave

Gastric cancer; Gene expression; Interpretability analysis; Multimodal learning; WSI

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias Gástricas / Aprendizado de Máquina Limite: Humans Idioma: En Ano de publicação: 2024 Tipo de documento: Article

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