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Machine learning and data mining frameworks for predicting drug response in cancer: An overview and a novel in silico screening process based on association rule mining.
Vougas, Konstantinos; Sakellaropoulos, Theodore; Kotsinas, Athanassios; Foukas, George-Romanos P; Ntargaras, Andreas; Koinis, Filippos; Polyzos, Alexander; Myrianthopoulos, Vassilios; Zhou, Hua; Narang, Sonali; Georgoulias, Vassilis; Alexopoulos, Leonidas; Aifantis, Iannis; Townsend, Paul A; Sfikakis, Petros; Fitzgerald, Rebecca; Thanos, Dimitris; Bartek, Jiri; Petty, Russell; Tsirigos, Aristotelis; Gorgoulis, Vassilis G.
Afiliación
  • Vougas K; Biomedical Research Foundation of the Academy of Athens, 4 Soranou Ephessiou Str., Athens GR-11527, Greece; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece.
  • Sakellaropoulos T; Department of Pathology, NYU School of Medicine, New York, NY 10016, USA; Laura and Isaac Perlmutter Cancer Center, NYU School of Medicine, New York, NY 10016, USA.
  • Kotsinas A; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece.
  • Foukas GP; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece.
  • Ntargaras A; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece.
  • Koinis F; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece.
  • Polyzos A; Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10021, USA.
  • Myrianthopoulos V; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece; Division of Pharmaceutical Chemistry, School of Pharmacy, National and Kapodistrian University of Athens, Athens,
  • Zhou H; Applied Bioinformatics Laboratories, NYU School of Medicine, New York, NY 10016, USA.
  • Narang S; Department of Pathology, NYU School of Medicine, New York, NY 10016, USA; Laura and Isaac Perlmutter Cancer Center, NYU School of Medicine, New York, NY 10016, USA.
  • Georgoulias V; Laboratory of Tumour Cell Biology, School of Medicine, University of Crete, Heraklion, Crete, Greece.
  • Alexopoulos L; School of Mechanical Engineering, National Technical University of Athens, Zografou 15780, Greece.
  • Aifantis I; Department of Pathology, NYU School of Medicine, New York, NY 10016, USA; Laura and Isaac Perlmutter Cancer Center, NYU School of Medicine, New York, NY 10016, USA.
  • Townsend PA; Division of Cancer Sciences, Faculty of Biology, Medicine and Health, Manchester Academic Health Science Centre, Manchester Cancer Research Centre, NIHR Manchester Biomedical Research Centre, University of Manchester, Manchester M20 4GJ, UK.
  • Sfikakis P; 1st Department of Propaedeutic Internal Medicine, Medical School, Laikon Hospital, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece; Center for New Biotechnologies and Precision Medicine, Medical School, National and Kapodistrian University of Athens, 75 M
  • Fitzgerald R; Medical Research Council Cancer Unit, Hutchison/Medical Research Council Research Centre, University of Cambridge, Cambridge, UK.
  • Thanos D; Biomedical Research Foundation of the Academy of Athens, 4 Soranou Ephessiou Str., Athens GR-11527, Greece.
  • Bartek J; Genome Integrity Unit, Danish Cancer Society Research Centre, Strandboulevarden 49, Copenhagen DK-2100, Denmark; Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacky University, Hnevotínská, Olomouc 1333/5 779 00, Czech Republic; Science for Life Laboratory,
  • Petty R; Division of Molecular and Clinical Medicine, Ninewells Hospital and School of Medicine, University of Dundee, Dundee DD1 9SY, Scotland.
  • Tsirigos A; Department of Pathology, NYU School of Medicine, New York, NY 10016, USA; Laura and Isaac Perlmutter Cancer Center, NYU School of Medicine, New York, NY 10016, USA; Applied Bioinformatics Laboratories, NYU School of Medicine, New York, NY 10016, USA. Electronic address: aristotelis.tsirigos@nyulango
  • Gorgoulis VG; Biomedical Research Foundation of the Academy of Athens, 4 Soranou Ephessiou Str., Athens GR-11527, Greece; Molecular Carcinogenesis Group, Department of Histology and Embryology, School of Medicine, National and Kapodistrian University of Athens, 75 Mikras Asias Str, Athens GR-11527, Greece; Divisi
Pharmacol Ther ; 203: 107395, 2019 11.
Article en En | MEDLINE | ID: mdl-31374225
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Minería de Datos / Aprendizaje Automático / Neoplasias Tipo de estudio: Diagnostic_studies / Prognostic_studies / Risk_factors_studies / Screening_studies Límite: Animals / Humans Idioma: En Revista: Pharmacol Ther Año: 2019 Tipo del documento: Article País de afiliación: Grecia Pais de publicación: Reino Unido
Texto completo
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Minería de Datos / Aprendizaje Automático / Neoplasias Tipo de estudio: Diagnostic_studies / Prognostic_studies / Risk_factors_studies / Screening_studies Límite: Animals / Humans Idioma: En Revista: Pharmacol Ther Año: 2019 Tipo del documento: Article País de afiliación: Grecia Pais de publicación: Reino Unido