Briefings in Bioinformatics · 2019 · 128 citations · 42 references
Biological Mass SpectrometryProtein AnalysisMolecular BiologyProteomic TechnologyAccurate Protein IdentificationProteomicsBiochemistryProteomics—a ReviewProtein ModelingOmicsAcceptable MetricsComputational Mass SpectrometryBioinformaticsProtein BioinformaticsNatural SciencesMass SpectrometryComputational BiologyProtein Mass SpectrometrySystems BiologyMedicine
Statistically, accurate protein identification is a fundamental cornerstone of proteomics and underpins the understanding and application of this technology across all elements of medicine and biology. Proteomics, as a branch of biochemistry, has in recent years played a pivotal role in extending and developing the science of accurately identifying the biology and interactions of groups of proteins or proteomes. Proteomics has primarily used mass spectrometry (MS)-based techniques for identifying proteins, although other techniques including affinity-based identifications still play significant roles. Here, we outline the basics of MS to understand how data are generated and parameters used to inform computational tools used in protein identification. We then outline a comprehensive analysis of the bioinformatics and computational methodologies used in protein identification in proteomics including discussing the most current communally acceptable metrics to validate any identification.
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Gene Ontology: tool for the unification of biology
Michael Ashburner, Catherine A. Ball, Judith A. Blake et al. · Nature Genetics · 2000 · 43.3K citations · Full text
Functional Genomics, Engineering, Bioinformatics Database +11
Frank Desiere · Nucleic Acids Research · 2005 · 895 citations · Full text