Machine learning-based prediction of rheumatoid arthritis with development of ACPA autoantibodies in the presence of non-HLA genes polymorphisms

• Grzegorz Dudek ,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: grzegorz.dudek@pcz.pl (GD); joanna.makowska@umed.lodz.pl (JM)

  Affiliations Electrical Engineering Faculty, Czestochowa University of Technology, Czestochowa, Poland, Faculty of Mathematics and Computer Science, University of Lodz, Lodz, Poland, Centre for Data Analysis, Modelling and Computational Sciences, University of Lodz, Lodz, Poland

  https://orcid.org/0000-0002-2285-0327

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• Sebastian Sakowski,

  Roles Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Faculty of Mathematics and Computer Science, University of Lodz, Lodz, Poland, Centre for Data Analysis, Modelling and Computational Sciences, University of Lodz, Lodz, Poland

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• Olga Brzezińska,

  Roles Conceptualization, Data curation, Investigation, Writing – original draft

  Affiliation Department of Rheumatology, Medical University of Lodz, Lodz, Poland

  https://orcid.org/0000-0002-3885-8497

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• Joanna Sarnik,

  Roles Conceptualization, Data curation, Investigation, Validation

  Affiliation Department of Rheumatology, Medical University of Lodz, Lodz, Poland

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• Tomasz Budlewski,

  Roles Investigation

  Affiliation Department of Rheumatology, Medical University of Lodz, Lodz, Poland

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• Grzegorz Dragan,

  Roles Investigation

  Affiliation Department of Clinical Chemistry and Biochemistry, Medical University of Lodz, Lodz, Poland

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• Marta Poplawska,

  Roles Data curation

  Affiliation Biobank, Department of Immunology and Allergy, Medical University of Lodz, Lodz, Poland

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• Tomasz Poplawski,

  Roles Funding acquisition, Project administration, Supervision, Writing – original draft, Writing – review & editing

  Affiliation Department of Pharmaceutical Microbiology and Biochemistry, Medical University of Lodz, Lodz, Poland

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• Michał Bijak,

  Roles Funding acquisition

  Affiliation Biohazard Prevention Centre, Faculty of Biology and Environmental Protection, University of Lodz, Lodz, Poland

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• Joanna Makowska

  Roles Conceptualization, Investigation, Project administration, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: grzegorz.dudek@pcz.pl (GD); joanna.makowska@umed.lodz.pl (JM)

  Affiliation Department of Rheumatology, Medical University of Lodz, Lodz, Poland

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