Expert-Level Immunofixation Electrophoresis Image Recognition based on Explainable and Generalizable Deep Learning.

Hu, Honghua; Xu, Wei; Jiang, Ting; Cheng, Yuheng; Tao, Xiaoyan; Liu, Wenna; Jian, Meiling; Li, Kang; Wang, Guotai

Hu, Honghua; Xu, Wei; Jiang, Ting; Cheng, Yuheng; Tao, Xiaoyan; Liu, Wenna; Jian, Meiling; Li, Kang; Wang, Guotai.

Afiliación

Hu H; Department of Laboratory Medicine and Sichuan Provincial Key Laboratory for Human Disease Gene Study, Sichuan Provincial Peoples Hospital, University of Electronic Science and Technology of China, Chengdu 610072, China.
Xu W; School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China.
Jiang T; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu 610041, China.
Cheng Y; Department of Laboratory Medicine, Tianfu New Area Peoples Hospital, Chengdu 610213, China.
Tao X; Department of Laboratory Medicine and Sichuan Provincial Key Laboratory for Human Disease Gene Study, Sichuan Provincial Peoples Hospital, University of Electronic Science and Technology of China, Chengdu 610072, China.
Liu W; Department of Laboratory Medicine and Sichuan Provincial Key Laboratory for Human Disease Gene Study, Sichuan Provincial Peoples Hospital, University of Electronic Science and Technology of China, Chengdu 610072, China.
Jian M; Department of Laboratory Medicine and Sichuan Provincial Key Laboratory for Human Disease Gene Study, Sichuan Provincial Peoples Hospital, University of Electronic Science and Technology of China, Chengdu 610072, China.
Li K; Department of Laboratory Medicine and Sichuan Provincial Key Laboratory for Human Disease Gene Study, Sichuan Provincial Peoples Hospital, University of Electronic Science and Technology of China, Chengdu 610072, China.
Wang G; West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu 610041, China.

Clin Chem ; 69(2): 130-139, 2023 02 01.

Article en En | MEDLINE | ID: mdl-36544350

Asunto(s)

Aprendizaje Profundo; Paraproteinemias; Humanos; Reproducibilidad de los Resultados; Inteligencia Artificial; Inmunoelectroforesis/métodos; Inmunoglobulina A; Inmunoglobulina G; Inmunoglobulina M

Palabras clave

M-protein; deep learning; immunofixation electrophoresis; plasma cell disorders

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Paraproteinemias / Aprendizaje Profundo Tipo de estudio: Guideline / Prognostic_studies Límite: Humans Idioma: En Revista: Clin Chem Asunto de la revista: QUIMICA CLINICA Año: 2023 Tipo del documento: Article País de afiliación: China Pais de publicación: Reino Unido

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