Hybrid deep multi-task learning radiomics approach for predicting EGFR mutation status of non-small cell lung cancer in CT images.

Gong, Jing; Fu, Fangqiu; Ma, Xiaowen; Wang, Ting; Ma, Xiangyi; You, Chao; Zhang, Yang; Peng, Weijun; Chen, Haiquan; Gu, Yajia

Gong, Jing; Fu, Fangqiu; Ma, Xiaowen; Wang, Ting; Ma, Xiangyi; You, Chao; Zhang, Yang; Peng, Weijun; Chen, Haiquan; Gu, Yajia.

Afiliação

Gong J; Department of Radiology, Fudan University Shanghai Cancer Center, 270 Dongan Road, Shanghai, 20003, People's Republic of China.
Fu F; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Ma X; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Wang T; Department of Thoracic Surgery and State key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, 200032, People's Republic of China.
Ma X; Department of Radiology, Fudan University Shanghai Cancer Center, 270 Dongan Road, Shanghai, 20003, People's Republic of China.
You C; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Zhang Y; Department of Radiology, Fudan University Shanghai Cancer Center, 270 Dongan Road, Shanghai, 20003, People's Republic of China.
Peng W; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Chen H; Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200032, People's Republic of China.
Gu Y; Department of Thoracic Surgery and State key Laboratory of Genetic Engineering, Fudan University Shanghai Cancer Center, Shanghai, 200032, People's Republic of China.

Phys Med Biol ; 68(24)2023 Dec 12.

Article em En | MEDLINE | ID: mdl-37972417

Assuntos

Carcinoma Pulmonar de Células não Pequenas; Neoplasias Pulmonares; Humanos; Carcinoma Pulmonar de Células não Pequenas/diagnóstico por imagem; Carcinoma Pulmonar de Células não Pequenas/genética; Neoplasias Pulmonares/diagnóstico por imagem; Neoplasias Pulmonares/genética; Estudos Retrospectivos; Mutação; Tomografia Computadorizada por Raios X/métodos; Receptores ErbB/genética

Palavras-chave

CT image; EGFR mutation; deep learning; non-small cell lung cancer; radiomics

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Texto completo: 1 Coleções: 01-internacional Temas: Geral / Tipos_de_cancer / Pulmao Base de dados: MEDLINE Assunto principal: Carcinoma Pulmonar de Células não Pequenas / Neoplasias Pulmonares Limite: Humans Idioma: En Revista: Phys Med Biol Ano de publicação: 2023 Tipo de documento: Article

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