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Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells
Nutritional systems biology is an evolving research field aimed at understanding nutritional processes at a systems level. It is known that the development of cancer can be influenced by the nutritional status, and the link between vitamin D status and different cancer types is widely investigated....
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4537452/ https://www.ncbi.nlm.nih.gov/pubmed/26276506 http://dx.doi.org/10.1007/s12263-015-0484-0 |
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author | Kutmon, Martina Coort, Susan L. de Nooijer, Kim Lemmens, Claire Evelo, Chris T. |
author_facet | Kutmon, Martina Coort, Susan L. de Nooijer, Kim Lemmens, Claire Evelo, Chris T. |
author_sort | Kutmon, Martina |
collection | PubMed |
description | Nutritional systems biology is an evolving research field aimed at understanding nutritional processes at a systems level. It is known that the development of cancer can be influenced by the nutritional status, and the link between vitamin D status and different cancer types is widely investigated. In this study, we performed an integrative network-based analysis using a publicly available data set studying the role of 1,25-dihydroxyvitamin D(3) (1,25(OH)(2)D(3)) in prostate cancer cells on mRNA and microRNA level. Pathway analysis revealed 15 significantly altered pathways: eight more general mostly cell cycle-related pathways and seven cancer-specific pathways. The changes in the G1-to-S cell cycle pathway showed that 1,25(OH)(2)D(3) down-regulates the genes influencing the G1-to-S phase transition. Moreover, after 1,25(OH)(2)D(3) treatment the gene expression in several cancer-related processes was down-regulated. The more general pathways were merged into one network and then extended with known protein–protein and transcription factor–gene interactions. Network algorithms were used to (1) identify active network modules and (2) integrate microRNA regulation in the network. Adding microRNA regulation to the network enabled the identification of gene targets of significantly expressed microRNAs after 1,25(OH)(2)D(3) treatment. Six of the nine differentially expressed microRNAs target genes in the extended network, including CLSPN, an important checkpoint regulator in the cell cycle that was down-regulated, and FZD5, a receptor for Wnt proteins that was up-regulated. The extendable network-based tools PathVisio and Cytoscape enable straightforward, in-depth and integrative analysis of mRNA and microRNA expression data in 1,25(OH)(2)D(3)-treated cancer cells. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s12263-015-0484-0) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4537452 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-45374522015-08-15 Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells Kutmon, Martina Coort, Susan L. de Nooijer, Kim Lemmens, Claire Evelo, Chris T. Genes Nutr Research Paper Nutritional systems biology is an evolving research field aimed at understanding nutritional processes at a systems level. It is known that the development of cancer can be influenced by the nutritional status, and the link between vitamin D status and different cancer types is widely investigated. In this study, we performed an integrative network-based analysis using a publicly available data set studying the role of 1,25-dihydroxyvitamin D(3) (1,25(OH)(2)D(3)) in prostate cancer cells on mRNA and microRNA level. Pathway analysis revealed 15 significantly altered pathways: eight more general mostly cell cycle-related pathways and seven cancer-specific pathways. The changes in the G1-to-S cell cycle pathway showed that 1,25(OH)(2)D(3) down-regulates the genes influencing the G1-to-S phase transition. Moreover, after 1,25(OH)(2)D(3) treatment the gene expression in several cancer-related processes was down-regulated. The more general pathways were merged into one network and then extended with known protein–protein and transcription factor–gene interactions. Network algorithms were used to (1) identify active network modules and (2) integrate microRNA regulation in the network. Adding microRNA regulation to the network enabled the identification of gene targets of significantly expressed microRNAs after 1,25(OH)(2)D(3) treatment. Six of the nine differentially expressed microRNAs target genes in the extended network, including CLSPN, an important checkpoint regulator in the cell cycle that was down-regulated, and FZD5, a receptor for Wnt proteins that was up-regulated. The extendable network-based tools PathVisio and Cytoscape enable straightforward, in-depth and integrative analysis of mRNA and microRNA expression data in 1,25(OH)(2)D(3)-treated cancer cells. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s12263-015-0484-0) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2015-08-15 2015-09 /pmc/articles/PMC4537452/ /pubmed/26276506 http://dx.doi.org/10.1007/s12263-015-0484-0 Text en © The Author(s) 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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. |
spellingShingle | Research Paper Kutmon, Martina Coort, Susan L. de Nooijer, Kim Lemmens, Claire Evelo, Chris T. Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells |
title | Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells |
title_full | Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells |
title_fullStr | Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells |
title_full_unstemmed | Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells |
title_short | Integrative network-based analysis of mRNA and microRNA expression in 1,25-dihydroxyvitamin D(3)-treated cancer cells |
title_sort | integrative network-based analysis of mrna and microrna expression in 1,25-dihydroxyvitamin d(3)-treated cancer cells |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4537452/ https://www.ncbi.nlm.nih.gov/pubmed/26276506 http://dx.doi.org/10.1007/s12263-015-0484-0 |
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