Integration Analysis of Three Omics Data Using Penalized Regression Methods: An Application to Bladder Cancer

• Silvia Pineda,

  Affiliations Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain, Systems and Modeling Unit–BIO3, Montefiore Institute, Liège, Belgium

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• Francisco X. Real,

  Affiliations Epithelial Carcinogenesis Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain, Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra, Barcelona, Spain

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• Manolis Kogevinas,

  Affiliation Centre for Research in Environmental Epidemiology (CREAL) and Parc de Salut Mar, Barcelona, Spain

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• Alfredo Carrato,

  Affiliation Servicio de Oncología, Hospital Universitario Ramon y Cajal, Madrid, and Servicio de Oncología, Hospital Universitario de Elche, Alicante, Spain

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• Stephen J. Chanock,

  Affiliation Division of Cancer Epidemiology and Genetics, National Cancer Institute, Department of Health and Human Services, Bethesda, Maryland, United States of America

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• Núria Malats ,

  Contributed equally to this work with: Núria Malats, Kristel Van Steen

  * E-mail: nmalats@cnio.es (NM); kristel.vansteen@ulg.ac.be (KVS)

  Affiliation Genetic and Molecular Epidemiology Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain

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• Kristel Van Steen

  Contributed equally to this work with: Núria Malats, Kristel Van Steen

  * E-mail: nmalats@cnio.es (NM); kristel.vansteen@ulg.ac.be (KVS)

  Affiliations Systems and Modeling Unit–BIO3, Montefiore Institute, Liège, Belgium, Systems Biology and Chemical Biology, GIGA-R, Liège, Belgium

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