Integrative network analysis identifies candidate genes shared between ferroptosis and cuproptosis pathways in rheumatoid arthritis pathogenesis

• Abbas Ahmad ,

  Contributed equally to this work with: Abbas Ahmad, Ayaz Ahmad

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Validation, Visualization, Writing – original draft

  Affiliation Department of Biotechnology, Abdul Wali Khan University Mardan, Khyber Pakhtunkhwa, Pakistan

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• Shehzad Khalil,

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

  Affiliation Institute of Biotechnology and Genetic Engineering, The University of Agriculture Peshawar, Peshawar, Khyber Pakhtunkhwa, Pakistan

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• Douglas Law,

  Roles Formal analysis, Investigation, Validation, Writing – review & editing

  Affiliation Faculty of Health and Life Sciences, INTI International University, Nilai, Negeri Sembilan, Malaysia

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• Patricio R. De los Ríos-Escalante,

  Roles Formal analysis, Funding acquisition, Investigation, Writing – review & editing

  Affiliations Departamento de Ciencias Biológicas y Químicas, Facultad de Recursos Naturales, Universidad Católica de Temuco, Temuco, Chile, Núcleo de Estudios Ambientales, Facultad de Recursos Naturales, Universidad Católica de Temuco, Temuco, Chile

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• Mostafa A. Abdel-Maksoud,

  Roles Formal analysis, Funding acquisition, Resources, Writing – review & editing

  Affiliation Research Chair of Biomedical Applications of Nanomaterials, Biochemistry Department, College of Science, King Saud University, Riyadh, Saudi Arabia

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• Saeedah Almutairi ,

  Roles Formal analysis, Validation, Visualization, Writing – review & editing

  * E-mail: alsaeedah@ksu.edu.sa (SA); ahdayazb5@awkum.edu.pk (AA)

  Affiliation Botany and Microbiology Department, College of Science, King Saud University, Riyadh, Saudi Arabia

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• Aljawharah Fahad Alabbad,

  Roles Formal analysis, Investigation, Validation

  Affiliation Botany and Microbiology Department, College of Science, King Saud University, Riyadh, Saudi Arabia

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• Waheed Ahmad,

  Roles Formal analysis, Investigation, Software, Visualization

  Affiliation Minnesota Dental Research Center for Biomaterials and Biomechanics, School of Dentistry, University of Minnesota, Minneapolis, Minnesota, United States of America

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• Ayaz Ahmad

  Contributed equally to this work with: Abbas Ahmad, Ayaz Ahmad

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Project administration, Supervision, Writing – review & editing

  * E-mail: alsaeedah@ksu.edu.sa (SA); ahdayazb5@awkum.edu.pk (AA)

  Affiliation Department of Biotechnology, Abdul Wali Khan University Mardan, Khyber Pakhtunkhwa, Pakistan

  https://orcid.org/0000-0003-3555-4735

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