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Regulatory network changes between cell lines and their tissues of origin
BACKGROUND: Cell lines are an indispensable tool in biomedical research and often used as surrogates for tissues. Although there are recognized important cellular and transcriptomic differences between cell lines and tissues, a systematic overview of the differences between the regulatory processes...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5596945/ https://www.ncbi.nlm.nih.gov/pubmed/28899340 http://dx.doi.org/10.1186/s12864-017-4111-x |
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author | Lopes-Ramos, Camila M. Paulson, Joseph N. Chen, Cho-Yi Kuijjer, Marieke L. Fagny, Maud Platig, John Sonawane, Abhijeet R. DeMeo, Dawn L. Quackenbush, John Glass, Kimberly |
author_facet | Lopes-Ramos, Camila M. Paulson, Joseph N. Chen, Cho-Yi Kuijjer, Marieke L. Fagny, Maud Platig, John Sonawane, Abhijeet R. DeMeo, Dawn L. Quackenbush, John Glass, Kimberly |
author_sort | Lopes-Ramos, Camila M. |
collection | PubMed |
description | BACKGROUND: Cell lines are an indispensable tool in biomedical research and often used as surrogates for tissues. Although there are recognized important cellular and transcriptomic differences between cell lines and tissues, a systematic overview of the differences between the regulatory processes of a cell line and those of its tissue of origin has not been conducted. The RNA-Seq data generated by the GTEx project is the first available data resource in which it is possible to perform a large-scale transcriptional and regulatory network analysis comparing cell lines with their tissues of origin. RESULTS: We compared 127 paired Epstein-Barr virus transformed lymphoblastoid cell lines (LCLs) and whole blood samples, and 244 paired primary fibroblast cell lines and skin samples. While gene expression analysis confirms that these cell lines carry the expression signatures of their primary tissues, albeit at reduced levels, network analysis indicates that expression changes are the cumulative result of many previously unreported alterations in transcription factor (TF) regulation. More specifically, cell cycle genes are over-expressed in cell lines compared to primary tissues, and this alteration in expression is a result of less repressive TF targeting. We confirmed these regulatory changes for four TFs, including SMAD5, using independent ChIP-seq data from ENCODE. CONCLUSIONS: Our results provide novel insights into the regulatory mechanisms controlling the expression differences between cell lines and tissues. The strong changes in TF regulation that we observe suggest that network changes, in addition to transcriptional levels, should be considered when using cell lines as models for tissues. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-017-4111-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5596945 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-55969452017-09-15 Regulatory network changes between cell lines and their tissues of origin Lopes-Ramos, Camila M. Paulson, Joseph N. Chen, Cho-Yi Kuijjer, Marieke L. Fagny, Maud Platig, John Sonawane, Abhijeet R. DeMeo, Dawn L. Quackenbush, John Glass, Kimberly BMC Genomics Research Article BACKGROUND: Cell lines are an indispensable tool in biomedical research and often used as surrogates for tissues. Although there are recognized important cellular and transcriptomic differences between cell lines and tissues, a systematic overview of the differences between the regulatory processes of a cell line and those of its tissue of origin has not been conducted. The RNA-Seq data generated by the GTEx project is the first available data resource in which it is possible to perform a large-scale transcriptional and regulatory network analysis comparing cell lines with their tissues of origin. RESULTS: We compared 127 paired Epstein-Barr virus transformed lymphoblastoid cell lines (LCLs) and whole blood samples, and 244 paired primary fibroblast cell lines and skin samples. While gene expression analysis confirms that these cell lines carry the expression signatures of their primary tissues, albeit at reduced levels, network analysis indicates that expression changes are the cumulative result of many previously unreported alterations in transcription factor (TF) regulation. More specifically, cell cycle genes are over-expressed in cell lines compared to primary tissues, and this alteration in expression is a result of less repressive TF targeting. We confirmed these regulatory changes for four TFs, including SMAD5, using independent ChIP-seq data from ENCODE. CONCLUSIONS: Our results provide novel insights into the regulatory mechanisms controlling the expression differences between cell lines and tissues. The strong changes in TF regulation that we observe suggest that network changes, in addition to transcriptional levels, should be considered when using cell lines as models for tissues. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-017-4111-x) contains supplementary material, which is available to authorized users. BioMed Central 2017-09-12 /pmc/articles/PMC5596945/ /pubmed/28899340 http://dx.doi.org/10.1186/s12864-017-4111-x Text en © The Author(s). 2017 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. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Lopes-Ramos, Camila M. Paulson, Joseph N. Chen, Cho-Yi Kuijjer, Marieke L. Fagny, Maud Platig, John Sonawane, Abhijeet R. DeMeo, Dawn L. Quackenbush, John Glass, Kimberly Regulatory network changes between cell lines and their tissues of origin |
title | Regulatory network changes between cell lines and their tissues of origin |
title_full | Regulatory network changes between cell lines and their tissues of origin |
title_fullStr | Regulatory network changes between cell lines and their tissues of origin |
title_full_unstemmed | Regulatory network changes between cell lines and their tissues of origin |
title_short | Regulatory network changes between cell lines and their tissues of origin |
title_sort | regulatory network changes between cell lines and their tissues of origin |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5596945/ https://www.ncbi.nlm.nih.gov/pubmed/28899340 http://dx.doi.org/10.1186/s12864-017-4111-x |
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