LogLoss-BERAF: An ensemble-based machine learning model for constructing highly accurate diagnostic sets of methylation sites accounting for heterogeneity in prostate cancer

• K. Babalyan ,

  Roles Formal analysis, Methodology, Visualization, Writing – original draft

  * E-mail: babalyan@phystech.edu

  Affiliations Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation, Moscow Institute of Physics and Technology (State University), Dolgoprudny, Moscow Region, Russian Federation, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, Moscow, Russian Federation

  http://orcid.org/0000-0001-7136-3894

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• R. Sultanov,

  Roles Data curation, Methodology

  Affiliations Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation, Moscow Institute of Physics and Technology (State University), Dolgoprudny, Moscow Region, Russian Federation, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, Moscow, Russian Federation

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• E. Generozov,

  Roles Conceptualization, Data curation, Formal analysis, Supervision, Writing – original draft, Writing – review & editing

  Affiliation Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation

  http://orcid.org/0000-0002-6314-4883

  ⨯
• E. Sharova,

  Roles Conceptualization, Data curation, Supervision

  Affiliation Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation

  http://orcid.org/0000-0003-3208-9719

  ⨯
• E. Kostryukova,

  Roles Data curation, Supervision

  Affiliation Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation

  ⨯
• A. Larin,

  Roles Data curation, Resources

  Affiliation Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation

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• A. Kanygina,

  Roles Investigation, Writing – original draft

  Affiliations Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation, Moscow Institute of Physics and Technology (State University), Dolgoprudny, Moscow Region, Russian Federation

  http://orcid.org/0000-0003-4993-9492

  ⨯
• V. Govorun,

  Roles Project administration

  Affiliations Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation, Moscow Institute of Physics and Technology (State University), Dolgoprudny, Moscow Region, Russian Federation, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, Moscow, Russian Federation

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• G. Arapidi

  Roles Data curation, Supervision, Writing – review & editing

  Affiliations Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian Federation, Moscow Institute of Physics and Technology (State University), Dolgoprudny, Moscow Region, Russian Federation, Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, Moscow, Russian Federation

  http://orcid.org/0000-0003-2323-1859

  ⨯