Application of transfer learning for cancer drug sensitivity prediction.

Dhruba, Saugato Rahman; Rahman, Raziur; Matlock, Kevin; Ghosh, Souparno; Pal, Ranadip

Dhruba, Saugato Rahman; Rahman, Raziur; Matlock, Kevin; Ghosh, Souparno; Pal, Ranadip.

Afiliação

Dhruba SR; Department of Electrical and Computer Engineering, Texas Tech University, 1012 Boston Ave, Lubbock, 79409, TX, USA.
Rahman R; Department of Electrical and Computer Engineering, Texas Tech University, 1012 Boston Ave, Lubbock, 79409, TX, USA.
Matlock K; Department of Electrical and Computer Engineering, Texas Tech University, 1012 Boston Ave, Lubbock, 79409, TX, USA.
Ghosh S; Department of Mathematics and Statistics, Texas Tech University, 1108 Memorial Circle, Lubbock, 79409, TX, USA.
Pal R; Department of Electrical and Computer Engineering, Texas Tech University, 1012 Boston Ave, Lubbock, 79409, TX, USA. ranadip.pal@ttu.edu.

BMC Bioinformatics ; 19(Suppl 17): 497, 2018 Dec 28.

Article em En | MEDLINE | ID: mdl-30591023

Assuntos

Algoritmos; Antineoplásicos/uso terapêutico; Neoplasias/tratamento farmacológico; Área Sob a Curva; Bases de Dados Factuais; Regulação Neoplásica da Expressão Gênica; Humanos; Neoplasias/genética

Palavras-chave

CCLE; Cost optimization; Drug sensitivity prediction; GDSC; Latent variable; Nonlinear mapping; Pharmacogenomic studies; Transfer learning

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Algoritmos / Neoplasias / Antineoplásicos Tipo de estudo: Diagnostic_studies / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Ano de publicação: 2018 Tipo de documento: Article

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