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Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity

Intestinal epithelial cells, like Caco-2, are commonly used to study the interaction between food, other luminal factors and the host, often supported by microarray analysis to study the changes in gene expression as a result of the exposure. However, no compiled dataset for Caco-2 has ever been ini...

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Autores principales: Venkatasubramanian, Prashanna Balaji, Toydemir, Gamze, de Wit, Nicole, Saccenti, Edoardo, Martins dos Santos, Vitor A. P., van Baarlen, Peter, Wells, Jerry M., Suarez-Diez, Maria, Mes, Jurriaan J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5533711/
https://www.ncbi.nlm.nih.gov/pubmed/28755007
http://dx.doi.org/10.1038/s41598-017-06355-0
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author Venkatasubramanian, Prashanna Balaji
Toydemir, Gamze
de Wit, Nicole
Saccenti, Edoardo
Martins dos Santos, Vitor A. P.
van Baarlen, Peter
Wells, Jerry M.
Suarez-Diez, Maria
Mes, Jurriaan J.
author_facet Venkatasubramanian, Prashanna Balaji
Toydemir, Gamze
de Wit, Nicole
Saccenti, Edoardo
Martins dos Santos, Vitor A. P.
van Baarlen, Peter
Wells, Jerry M.
Suarez-Diez, Maria
Mes, Jurriaan J.
author_sort Venkatasubramanian, Prashanna Balaji
collection PubMed
description Intestinal epithelial cells, like Caco-2, are commonly used to study the interaction between food, other luminal factors and the host, often supported by microarray analysis to study the changes in gene expression as a result of the exposure. However, no compiled dataset for Caco-2 has ever been initiated and Caco-2-dedicated gene expression networks are barely available. Here, 341 Caco-2-specific microarray samples were collected from public databases and from in-house experiments pertaining to Caco-2 cells exposed to pathogens, probiotics and several food compounds. Using these datasets, a gene functional association network specific for Caco-2 was generated containing 8937 nodes 129711 edges. Two in silico methods, a modified version of biclustering and the new Differential Expression Correlation Analysis, were developed to identify Caco-2-specific gene targets within a pathway of interest. These methods were subsequently applied to the AhR and Nrf2 signalling pathways and altered expression of the predicted target genes was validated by qPCR in Caco-2 cells exposed to coffee extracts, known to activate both AhR and Nrf2 pathways. The datasets and in silico method(s) to identify and predict responsive target genes can be used to more efficiently design experiments to study Caco-2/intestinal epithelial-relevant biological processes.
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spelling pubmed-55337112017-08-03 Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity Venkatasubramanian, Prashanna Balaji Toydemir, Gamze de Wit, Nicole Saccenti, Edoardo Martins dos Santos, Vitor A. P. van Baarlen, Peter Wells, Jerry M. Suarez-Diez, Maria Mes, Jurriaan J. Sci Rep Article Intestinal epithelial cells, like Caco-2, are commonly used to study the interaction between food, other luminal factors and the host, often supported by microarray analysis to study the changes in gene expression as a result of the exposure. However, no compiled dataset for Caco-2 has ever been initiated and Caco-2-dedicated gene expression networks are barely available. Here, 341 Caco-2-specific microarray samples were collected from public databases and from in-house experiments pertaining to Caco-2 cells exposed to pathogens, probiotics and several food compounds. Using these datasets, a gene functional association network specific for Caco-2 was generated containing 8937 nodes 129711 edges. Two in silico methods, a modified version of biclustering and the new Differential Expression Correlation Analysis, were developed to identify Caco-2-specific gene targets within a pathway of interest. These methods were subsequently applied to the AhR and Nrf2 signalling pathways and altered expression of the predicted target genes was validated by qPCR in Caco-2 cells exposed to coffee extracts, known to activate both AhR and Nrf2 pathways. The datasets and in silico method(s) to identify and predict responsive target genes can be used to more efficiently design experiments to study Caco-2/intestinal epithelial-relevant biological processes. Nature Publishing Group UK 2017-07-28 /pmc/articles/PMC5533711/ /pubmed/28755007 http://dx.doi.org/10.1038/s41598-017-06355-0 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Venkatasubramanian, Prashanna Balaji
Toydemir, Gamze
de Wit, Nicole
Saccenti, Edoardo
Martins dos Santos, Vitor A. P.
van Baarlen, Peter
Wells, Jerry M.
Suarez-Diez, Maria
Mes, Jurriaan J.
Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity
title Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity
title_full Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity
title_fullStr Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity
title_full_unstemmed Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity
title_short Use of Microarray Datasets to generate Caco-2-dedicated Networks and to identify Reporter Genes of Specific Pathway Activity
title_sort use of microarray datasets to generate caco-2-dedicated networks and to identify reporter genes of specific pathway activity
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5533711/
https://www.ncbi.nlm.nih.gov/pubmed/28755007
http://dx.doi.org/10.1038/s41598-017-06355-0
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