Combining Clinical, Genetic and Protein Markers Using Machine Learning Models Discriminates Psoriatic Arthritis Patients From Those With Psoriasis.

Journal: Journal of psoriasis and psoriatic arthritis
Published Date:

Abstract

BACKGROUND: Psoriatic Arthritis (PsA), an immune mediated inflammatory arthritis, affects a quarter of patients with cutaneous psoriasis, usually after psoriasis onset. Early diagnosis of PsA is challenging. A biomarker-based diagnostic test may facilitate early diagnosis.

Authors

  • Darshini Ganatra
    Gladman Krembil Psoriatic Arthritis Program, Schroeder Arthritis Institute, Krembil Research Institute, Toronto, ON, Canada.
  • Max Kotlyar
    Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute, Krembil Research Institute, Toronto, ON, Canada.
  • Amanda Dohey
    Faculty of Medicine, Memorial University, St. John's, NL, Canada.
  • Dianne Codner
    Faculty of Medicine, Memorial University, St. John's, NL, Canada.
  • Quan Li
  • Fatima Abji
    Gladman Krembil Psoriatic Arthritis Program, Schroeder Arthritis Institute, Krembil Research Institute, Toronto, ON, Canada.
  • Mozhgan Rasti
    Gladman Krembil Psoriatic Arthritis Program, Schroeder Arthritis Institute, Krembil Research Institute, Toronto, ON, Canada.
  • Lihi Eder
    Department of Medicine, University of Toronto, Toronto, Ontario, Canada; Women's College Research Institute, Women's College Hospital, Toronto, Ontario, Canada.
  • Dafna Gladman
    Gladman Krembil Psoriatic Arthritis Program, Schroeder Arthritis Institute, Krembil Research Institute, Toronto, ON, Canada.
  • Proton Rahman
    Faculty of Medicine, Memorial University, St. John's, NL, Canada.
  • Igor Jurisica
    Departments of Medical Biophysics and Computer Science, University of Toronto, Toronto, Canada. juris@ai.utoronto.ca.
  • Vinod Chandran
    School of Electrical Engineering and Robotics, Queensland University of Technology (QUT), Brisbane, QLD 4000, Australia.

Keywords

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