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The number of titrated microRNA species dictates ceRNA regulation
microRNAs (miRNAs) play key roles in cancer, but their propensity to couple their targets as competing endogenous RNAs (ceRNAs) has only recently emerged. Multiple models have studied ceRNA regulation, but these models did not account for the effects of co-regulation by miRNAs with many targets. We...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961349/ https://www.ncbi.nlm.nih.gov/pubmed/29684207 http://dx.doi.org/10.1093/nar/gky286 |
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author | Chiu, Hua-Sheng Martínez, María Rodríguez . Komissarova, Elena V Llobet-Navas, David Bansal, Mukesh Paull, Evan O Silva, José Yang, Xuerui Sumazin, Pavel Califano, Andrea |
author_facet | Chiu, Hua-Sheng Martínez, María Rodríguez . Komissarova, Elena V Llobet-Navas, David Bansal, Mukesh Paull, Evan O Silva, José Yang, Xuerui Sumazin, Pavel Califano, Andrea |
author_sort | Chiu, Hua-Sheng |
collection | PubMed |
description | microRNAs (miRNAs) play key roles in cancer, but their propensity to couple their targets as competing endogenous RNAs (ceRNAs) has only recently emerged. Multiple models have studied ceRNA regulation, but these models did not account for the effects of co-regulation by miRNAs with many targets. We modeled ceRNA and simulated its effects using established parameters for miRNA/mRNA interaction kinetics while accounting for co-regulation by multiple miRNAs with many targets. Our simulations suggested that co-regulation by many miRNA species is more likely to produce physiologically relevant context-independent couplings. To test this, we studied the overlap of inferred ceRNA networks from four tumor contexts—our proposed pan-cancer ceRNA interactome (PCI). PCI was composed of interactions between genes that were co-regulated by nearly three-times as many miRNAs as other inferred ceRNA interactions. Evidence from expression-profiling datasets suggested that PCI interactions are predictive of gene expression in 12 independent tumor- and non-tumor contexts. Biochemical assays confirmed ceRNA couplings for two PCI subnetworks, including oncogenes CCND1, HIF1A and HMGA2, and tumor suppressors PTEN, RB1 and TP53. Our results suggest that PCI is enriched for context-independent interactions that are coupled by many miRNA species and are more likely to be context independent. |
format | Online Article Text |
id | pubmed-5961349 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-59613492018-06-06 The number of titrated microRNA species dictates ceRNA regulation Chiu, Hua-Sheng Martínez, María Rodríguez . Komissarova, Elena V Llobet-Navas, David Bansal, Mukesh Paull, Evan O Silva, José Yang, Xuerui Sumazin, Pavel Califano, Andrea Nucleic Acids Res Computational Biology microRNAs (miRNAs) play key roles in cancer, but their propensity to couple their targets as competing endogenous RNAs (ceRNAs) has only recently emerged. Multiple models have studied ceRNA regulation, but these models did not account for the effects of co-regulation by miRNAs with many targets. We modeled ceRNA and simulated its effects using established parameters for miRNA/mRNA interaction kinetics while accounting for co-regulation by multiple miRNAs with many targets. Our simulations suggested that co-regulation by many miRNA species is more likely to produce physiologically relevant context-independent couplings. To test this, we studied the overlap of inferred ceRNA networks from four tumor contexts—our proposed pan-cancer ceRNA interactome (PCI). PCI was composed of interactions between genes that were co-regulated by nearly three-times as many miRNAs as other inferred ceRNA interactions. Evidence from expression-profiling datasets suggested that PCI interactions are predictive of gene expression in 12 independent tumor- and non-tumor contexts. Biochemical assays confirmed ceRNA couplings for two PCI subnetworks, including oncogenes CCND1, HIF1A and HMGA2, and tumor suppressors PTEN, RB1 and TP53. Our results suggest that PCI is enriched for context-independent interactions that are coupled by many miRNA species and are more likely to be context independent. Oxford University Press 2018-05-18 2018-04-19 /pmc/articles/PMC5961349/ /pubmed/29684207 http://dx.doi.org/10.1093/nar/gky286 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Computational Biology Chiu, Hua-Sheng Martínez, María Rodríguez . Komissarova, Elena V Llobet-Navas, David Bansal, Mukesh Paull, Evan O Silva, José Yang, Xuerui Sumazin, Pavel Califano, Andrea The number of titrated microRNA species dictates ceRNA regulation |
title | The number of titrated microRNA species dictates ceRNA
regulation |
title_full | The number of titrated microRNA species dictates ceRNA
regulation |
title_fullStr | The number of titrated microRNA species dictates ceRNA
regulation |
title_full_unstemmed | The number of titrated microRNA species dictates ceRNA
regulation |
title_short | The number of titrated microRNA species dictates ceRNA
regulation |
title_sort | number of titrated microrna species dictates cerna
regulation |
topic | Computational Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961349/ https://www.ncbi.nlm.nih.gov/pubmed/29684207 http://dx.doi.org/10.1093/nar/gky286 |
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