The Crisis of Proteomics Reproducibility - A Bioinformatics Perspective
Objective and aims: The objective of this literature review is to critically examine the challenges associated with the complexity and variability of available frameworks in proteomics analyses. Specifically, it aims to:
- Assess the extent and impact of inherent proteomics data analysis heterogeneity.
- Evaluate the role of non-standardized protocols and data analysis pipelines in contributing to the lack of reproducibility in proteomics research.
- Investigate the proposed solution of establishing community-wide efforts to develop standardized protocols and guidelines for data analysis in proteomics, with a focus on its feasibility, effectiveness, and adoption within the scientific community.
- Develop a recommended scoring system for reproducible proteomics frameworks. By addressing these objectives, this literature review seeks to provide a comprehensive overview of the challenges and potential solutions related to reproducibility in proteomics research, offering insights into the current state of the field and avenues for improvement.
A literature search for reproducible proteomics analyses:
Team members:
Coetzer, K.C(1), Aidoo, A.S(2), Adomako N.A(1,4), Ajiboye, I.O(5,6), Nortey H.(3), Okello, O.I(7), and Awe, O.I(8)
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Department Biomedical Sciences, Division of Molecular Biology and Human Genetics, Stellenbosch University, Cape Town, South Africa
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Department of Virology, Noguchi Memorial Institute for Medical Research, College of Health Sciences, University of Ghana, Legon, Accra, Ghana.
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Department of Clinical Pathology, Noguchi Memorial Institute for Medical Research, College of Health Sciences, University of Ghana, Legon, Accra, Ghana.
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Department of Molecular Medicine, School of Medicine and Dentistry, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana.
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Covenant Applied Informatics and Communication Africa Centre of Excellence (CApIC-ACE), Covenant University, Ota, Nigeria.
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Department of Computer and Information Sciences, College of Science and Technology, Covenant University, Ota, Nigeria.
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Department of Immunology and Molecular Biology, College of Health Sciences, School of Biomedical Sciences, Makerere University, Kampala, Uganda.
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African Society for Bioinformatics and Computational Biology, Cape Town, South Africa.