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ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics

ProTExA is a web-tool that provides a post-processing workflow for the analysis of protein and gene expression datasets. Using network-based bioinformatics approaches, ProTExA facilitates differential expression analysis and co-expression network analysis as well as pathway and post-pathway analysis...

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Detalles Bibliográficos
Autores principales: Minadakis, George, Sokratous, Kleitos, Spyrou, George M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7340977/
https://www.ncbi.nlm.nih.gov/pubmed/32670509
http://dx.doi.org/10.1016/j.csbj.2020.06.036
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author Minadakis, George
Sokratous, Kleitos
Spyrou, George M.
author_facet Minadakis, George
Sokratous, Kleitos
Spyrou, George M.
author_sort Minadakis, George
collection PubMed
description ProTExA is a web-tool that provides a post-processing workflow for the analysis of protein and gene expression datasets. Using network-based bioinformatics approaches, ProTExA facilitates differential expression analysis and co-expression network analysis as well as pathway and post-pathway analysis. Specifically, for a given set of protein-gene expression data across samples, ProTExA: (1) performs statistical analysis and filtering to highlight the differentially expressed proteins-genes, (2) performs enrichment analysis to identify top-scored pathways, (3) generates pathway-to-pathway and pathway-to-gene networks (4) generates protein and gene co-expression networks using a variety of methodologies, and (5) applies clustering methodologies to identify sub-networks of co-expressed proteins-genes. The proposed web-tool is a simple yet informative tool, towards understanding and exploitation of protein and gene expression datasets, especially for those that do not have the expertise and local resources to replicate specific analyses in the context of collaborative and scientific data exchanging.
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spelling pubmed-73409772020-07-14 ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics Minadakis, George Sokratous, Kleitos Spyrou, George M. Comput Struct Biotechnol J Method Article ProTExA is a web-tool that provides a post-processing workflow for the analysis of protein and gene expression datasets. Using network-based bioinformatics approaches, ProTExA facilitates differential expression analysis and co-expression network analysis as well as pathway and post-pathway analysis. Specifically, for a given set of protein-gene expression data across samples, ProTExA: (1) performs statistical analysis and filtering to highlight the differentially expressed proteins-genes, (2) performs enrichment analysis to identify top-scored pathways, (3) generates pathway-to-pathway and pathway-to-gene networks (4) generates protein and gene co-expression networks using a variety of methodologies, and (5) applies clustering methodologies to identify sub-networks of co-expressed proteins-genes. The proposed web-tool is a simple yet informative tool, towards understanding and exploitation of protein and gene expression datasets, especially for those that do not have the expertise and local resources to replicate specific analyses in the context of collaborative and scientific data exchanging. Research Network of Computational and Structural Biotechnology 2020-06-29 /pmc/articles/PMC7340977/ /pubmed/32670509 http://dx.doi.org/10.1016/j.csbj.2020.06.036 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Method Article
Minadakis, George
Sokratous, Kleitos
Spyrou, George M.
ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
title ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
title_full ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
title_fullStr ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
title_full_unstemmed ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
title_short ProtExA: A tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
title_sort protexa: a tool for post-processing proteomics data providing differential expression metrics, co-expression networks and functional analytics
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7340977/
https://www.ncbi.nlm.nih.gov/pubmed/32670509
http://dx.doi.org/10.1016/j.csbj.2020.06.036
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