Ten quick tips for biomarker discovery and validation analyses using machine learning

• Ramon Diaz-Uriarte,

  Affiliation Department of Biochemistry, School of Medicine, Universidad Autónoma de Madrid, Instituto de Investigaciones Biomédicas ‘Alberto Sols’ (UAM-CSIC), Madrid, Spain

  https://orcid.org/0000-0002-6637-9039

  ⨯
• Elisa Gómez de Lope,

  Affiliation Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Luxembourg

  https://orcid.org/0000-0002-7115-7393

  ⨯
• Rosalba Giugno,

  Affiliation Department of Computer Science, University of Verona, Verona, Italy

  ⨯
• Holger Fröhlich,

  Affiliations Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), Sankt Augustin, Germany, Bonn-Aachen International Centre for IT (b-it), Rheinische Friedrich-Wilhelms-Universität Bonn, Bonn, Germany

  https://orcid.org/0000-0002-5328-1243

  ⨯
• Petr V. Nazarov,

  Affiliation Department of Cancer Research, Luxembourg Institute of Health, Strassen, Luxembourg

  https://orcid.org/0000-0003-3443-0298

  ⨯
• Isabel A. Nepomuceno-Chamorro,

  Affiliation Dpto. de Lenguajes y Sistemas Informáticos, University of Seville, Seville, Spain

  ⨯
• Armin Rauschenberger,

  Affiliation Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Luxembourg

  https://orcid.org/0000-0001-6498-4801

  ⨯
• Enrico Glaab

  * E-mail: enrico.glaab@uni.lu

  Affiliation Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Luxembourg

  https://orcid.org/0000-0003-3977-7469

  ⨯