MDF-SA-DDI: predicting drug-drug interaction events based on multi-source drug fusion, multi-source feature fusion and transformer self-attention mechanism.

Lin, Shenggeng; Wang, Yanjing; Zhang, Lingfeng; Chu, Yanyi; Liu, Yatong; Fang, Yitian; Jiang, Mingming; Wang, Qiankun; Zhao, Bowen; Xiong, Yi; Wei, Dong-Qing

Lin, Shenggeng; Wang, Yanjing; Zhang, Lingfeng; Chu, Yanyi; Liu, Yatong; Fang, Yitian; Jiang, Mingming; Wang, Qiankun; Zhao, Bowen; Xiong, Yi; Wei, Dong-Qing.

Afiliação

Lin S; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Wang Y; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Zhang L; School of Electrical Engineering and Computer Science, University of Ottawa, Canada.
Chu Y; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Liu Y; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Fang Y; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Jiang M; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Wang Q; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Zhao B; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Xiong Y; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.
Wei DQ; School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200030, P.R. China.

Brief Bioinform ; 23(1)2022 01 17.

Article em En | MEDLINE | ID: mdl-34671814

Assuntos

Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos; Redes Neurais de Computação; Interações Medicamentosas; Humanos; Oligossacarídeos; Software

Palavras-chave

drugdrug interaction; multi-source drug fusion; multi-source feature fusion; self-attention mechanism

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Redes Neurais de Computação / Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos Tipo de estudo: Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Brief Bioinform Assunto da revista: BIOLOGIA / INFORMATICA MEDICA Ano de publicação: 2022 Tipo de documento: Article

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