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Differential Protein Network Analysis of the Immune Cell Lineage

Recently, the Immunological Genome Project (ImmGen) completed the first phase of the goal to understand the molecular circuitry underlying the immune cell lineage in mice. That milestone resulted in the creation of the most comprehensive collection of gene expression profiles in the immune cell line...

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Detalles Bibliográficos
Autores principales: Clancy, Trevor, Hovig, Eivind
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4189771/
https://www.ncbi.nlm.nih.gov/pubmed/25309909
http://dx.doi.org/10.1155/2014/363408
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author Clancy, Trevor
Hovig, Eivind
author_facet Clancy, Trevor
Hovig, Eivind
author_sort Clancy, Trevor
collection PubMed
description Recently, the Immunological Genome Project (ImmGen) completed the first phase of the goal to understand the molecular circuitry underlying the immune cell lineage in mice. That milestone resulted in the creation of the most comprehensive collection of gene expression profiles in the immune cell lineage in any model organism of human disease. There is now a requisite to examine this resource using bioinformatics integration with other molecular information, with the aim of gaining deeper insights into the underlying processes that characterize this immune cell lineage. We present here a bioinformatics approach to study differential protein interaction mechanisms across the entire immune cell lineage, achieved using affinity propagation applied to a protein interaction network similarity matrix. We demonstrate that the integration of protein interaction networks with the most comprehensive database of gene expression profiles of the immune cells can be used to generate hypotheses into the underlying mechanisms governing the differentiation and the differential functional activity across the immune cell lineage. This approach may not only serve as a hypothesis engine to derive understanding of differentiation and mechanisms across the immune cell lineage, but also help identify possible immune lineage specific and common lineage mechanism in the cells protein networks.
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spelling pubmed-41897712014-10-12 Differential Protein Network Analysis of the Immune Cell Lineage Clancy, Trevor Hovig, Eivind Biomed Res Int Research Article Recently, the Immunological Genome Project (ImmGen) completed the first phase of the goal to understand the molecular circuitry underlying the immune cell lineage in mice. That milestone resulted in the creation of the most comprehensive collection of gene expression profiles in the immune cell lineage in any model organism of human disease. There is now a requisite to examine this resource using bioinformatics integration with other molecular information, with the aim of gaining deeper insights into the underlying processes that characterize this immune cell lineage. We present here a bioinformatics approach to study differential protein interaction mechanisms across the entire immune cell lineage, achieved using affinity propagation applied to a protein interaction network similarity matrix. We demonstrate that the integration of protein interaction networks with the most comprehensive database of gene expression profiles of the immune cells can be used to generate hypotheses into the underlying mechanisms governing the differentiation and the differential functional activity across the immune cell lineage. This approach may not only serve as a hypothesis engine to derive understanding of differentiation and mechanisms across the immune cell lineage, but also help identify possible immune lineage specific and common lineage mechanism in the cells protein networks. Hindawi Publishing Corporation 2014 2014-09-21 /pmc/articles/PMC4189771/ /pubmed/25309909 http://dx.doi.org/10.1155/2014/363408 Text en Copyright © 2014 T. Clancy and E. Hovig. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Clancy, Trevor
Hovig, Eivind
Differential Protein Network Analysis of the Immune Cell Lineage
title Differential Protein Network Analysis of the Immune Cell Lineage
title_full Differential Protein Network Analysis of the Immune Cell Lineage
title_fullStr Differential Protein Network Analysis of the Immune Cell Lineage
title_full_unstemmed Differential Protein Network Analysis of the Immune Cell Lineage
title_short Differential Protein Network Analysis of the Immune Cell Lineage
title_sort differential protein network analysis of the immune cell lineage
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4189771/
https://www.ncbi.nlm.nih.gov/pubmed/25309909
http://dx.doi.org/10.1155/2014/363408
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