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Title:
Knowledge-based analysis of proteomics data | BMC Bioinformatics | Full Text
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As it is the case with any OMICs technology, the value of proteomics data is defined by the degree of its functional interpretation in the context of phenotype. Functional analysis of proteomics profiles is inherently complex, as each of hundreds of detected proteins can belong to dozens of pathways, be connected in different context-specific groups by protein interactions and regulated by a variety of one-step and remote regulators. Knowledge-based approach deals with this complexity by creating a structured database of protein interactions, pathways and protein-disease associations from experimental literature and a set of statistical tools to compare the proteomics profiles with this rich source of accumulated knowledge. Here we describe the main methods of ontology enrichment, interactome topology and network analysis applied on a comprehensive, manually curated and semantically consistent knowledge source MetaBase and demonstrate several case studies in different disease areas.
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Keywords {π}
proteins, network, nodes, analysis, protein, list, interactions, proteomics, set, ontology, enrichment, node, number, data, pathways, networks, gene, genes, algorithm, interactome, functional, size, shortest, human, objects, interest, cancer, dataset, paths, processes, connectivity, pathway, figure, expression, interaction, significant, pubmed, article, terms, metacore, transcription, profiles, statistical, disease, based, input, canonical, google, scholar, ontologies,
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Questions {β}
- Ontology enrichment cannot rank individual proteins based on significance and answer questions such as "what is the most important protein kinase for my dataset?
- Rivals I, Personnaz L, Taing L, Potier M-C: Enrichment or depletion of a GO category within a class of genes: which test?
- What is the value and relevance of this "accumulated knowledge" for the analysis of an individual proteomic profile and how could it be applied in meaningful way?
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headline:Knowledge-based analysis of proteomics data
description:As it is the case with any OMICs technology, the value of proteomics data is defined by the degree of its functional interpretation in the context of phenotype. Functional analysis of proteomics profiles is inherently complex, as each of hundreds of detected proteins can belong to dozens of pathways, be connected in different context-specific groups by protein interactions and regulated by a variety of one-step and remote regulators. Knowledge-based approach deals with this complexity by creating a structured database of protein interactions, pathways and protein-disease associations from experimental literature and a set of statistical tools to compare the proteomics profiles with this rich source of accumulated knowledge. Here we describe the main methods of ontology enrichment, interactome topology and network analysis applied on a comprehensive, manually curated and semantically consistent knowledge source MetaBase and demonstrate several case studies in different disease areas.
datePublished:2012-11-05T00:00:00Z
dateModified:2012-11-05T00:00:00Z
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Gene Ontology
Short Path
Enrichment Analysis
Cluster Coefficient
Proteomics Profile
Bioinformatics
Microarrays
Computational Biology/Bioinformatics
Computer Appl. in Life Sciences
Algorithms
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description:As it is the case with any OMICs technology, the value of proteomics data is defined by the degree of its functional interpretation in the context of phenotype. Functional analysis of proteomics profiles is inherently complex, as each of hundreds of detected proteins can belong to dozens of pathways, be connected in different context-specific groups by protein interactions and regulated by a variety of one-step and remote regulators. Knowledge-based approach deals with this complexity by creating a structured database of protein interactions, pathways and protein-disease associations from experimental literature and a set of statistical tools to compare the proteomics profiles with this rich source of accumulated knowledge. Here we describe the main methods of ontology enrichment, interactome topology and network analysis applied on a comprehensive, manually curated and semantically consistent knowledge source MetaBase and demonstrate several case studies in different disease areas.
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Short Path
Enrichment Analysis
Cluster Coefficient
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Bioinformatics
Microarrays
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Computer Appl. in Life Sciences
Algorithms
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