Cargando…
Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers
BACKGROUND: Regulation of gene expression by microRNAs (miRNAs) is critical for determining cellular fate and function. Dysregulation of miRNA expression contributes to the development and progression of multiple diseases. miRNA can target multiple mRNAs, making deconvolution of the effects of miRNA...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516802/ https://www.ncbi.nlm.nih.gov/pubmed/28725457 http://dx.doi.org/10.1038/npjsba.2015.1 |
_version_ | 1783251227473084416 |
---|---|
author | Moss, Tyler J Luo, Zijun Seviour, Elena G Sehgal, Vasudha Lu, Yiling Hill, Steven M Rupaimoole, Rajesha Lee, Ju-Seog Rodriguez-Aguayo, Cristian Lopez-Berestein, Gabriel Sood, Anil K Azencott, Robert Gray, Joe W Mukherjee, Sach Mills, Gordon B Ram, Prahlad T |
author_facet | Moss, Tyler J Luo, Zijun Seviour, Elena G Sehgal, Vasudha Lu, Yiling Hill, Steven M Rupaimoole, Rajesha Lee, Ju-Seog Rodriguez-Aguayo, Cristian Lopez-Berestein, Gabriel Sood, Anil K Azencott, Robert Gray, Joe W Mukherjee, Sach Mills, Gordon B Ram, Prahlad T |
author_sort | Moss, Tyler J |
collection | PubMed |
description | BACKGROUND: Regulation of gene expression by microRNAs (miRNAs) is critical for determining cellular fate and function. Dysregulation of miRNA expression contributes to the development and progression of multiple diseases. miRNA can target multiple mRNAs, making deconvolution of the effects of miRNA challenging and the complexity of regulation of cellular pathways by miRNAs at the functional protein level remains to be elucidated. Therefore, we sought to determine the effects of expression of miRNAs in breast and ovarian cancer cells on cellular pathways by measuring systems-wide miRNA perturbations to protein and phosphoproteins. METHODS: We measure protein level changes by reverse-phase protein array (RPPA) in MDA-MB-231, SKOV3.ip1 and HEYA8 cancer cell lines transfected by a library of 879 human miRNA mimics. RESULTS: The effects of multiple miRNAs–protein networks converged in five broad functional clusters of miRNA, suggesting a broad overlap of miRNA action on cellular pathways. Detailed analysis of miRNA clusters revealed novel miRNA/cell cycle protein networks, which we functionally validated. De novo phosphoprotein network estimation using Gaussian graphical modeling, using no priors, revealed known and novel protein interplay, which we also observed in patient ovarian tumor proteomic data. We identified several miRNAs that have pluripotent activities across multiple cellular pathways. In particular we studied miR-365a whose expression is associated with poor survival across several cancer types and demonstrated that anti-miR-365 significantly reduced tumor formation in animal models. CONCLUSIONS: Mapping of miRNA-induced protein and phosphoprotein changes onto pathways revealed new miRNA-cellular pathway connectivity, paving the way for targeting of dysregulated pathways with potential miRNA-based therapeutics. |
format | Online Article Text |
id | pubmed-5516802 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-55168022017-07-19 Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers Moss, Tyler J Luo, Zijun Seviour, Elena G Sehgal, Vasudha Lu, Yiling Hill, Steven M Rupaimoole, Rajesha Lee, Ju-Seog Rodriguez-Aguayo, Cristian Lopez-Berestein, Gabriel Sood, Anil K Azencott, Robert Gray, Joe W Mukherjee, Sach Mills, Gordon B Ram, Prahlad T NPJ Syst Biol Appl Article BACKGROUND: Regulation of gene expression by microRNAs (miRNAs) is critical for determining cellular fate and function. Dysregulation of miRNA expression contributes to the development and progression of multiple diseases. miRNA can target multiple mRNAs, making deconvolution of the effects of miRNA challenging and the complexity of regulation of cellular pathways by miRNAs at the functional protein level remains to be elucidated. Therefore, we sought to determine the effects of expression of miRNAs in breast and ovarian cancer cells on cellular pathways by measuring systems-wide miRNA perturbations to protein and phosphoproteins. METHODS: We measure protein level changes by reverse-phase protein array (RPPA) in MDA-MB-231, SKOV3.ip1 and HEYA8 cancer cell lines transfected by a library of 879 human miRNA mimics. RESULTS: The effects of multiple miRNAs–protein networks converged in five broad functional clusters of miRNA, suggesting a broad overlap of miRNA action on cellular pathways. Detailed analysis of miRNA clusters revealed novel miRNA/cell cycle protein networks, which we functionally validated. De novo phosphoprotein network estimation using Gaussian graphical modeling, using no priors, revealed known and novel protein interplay, which we also observed in patient ovarian tumor proteomic data. We identified several miRNAs that have pluripotent activities across multiple cellular pathways. In particular we studied miR-365a whose expression is associated with poor survival across several cancer types and demonstrated that anti-miR-365 significantly reduced tumor formation in animal models. CONCLUSIONS: Mapping of miRNA-induced protein and phosphoprotein changes onto pathways revealed new miRNA-cellular pathway connectivity, paving the way for targeting of dysregulated pathways with potential miRNA-based therapeutics. Nature Publishing Group 2015-09-28 /pmc/articles/PMC5516802/ /pubmed/28725457 http://dx.doi.org/10.1038/npjsba.2015.1 Text en Copyright © 2015 The Systems Biology Institute/Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Moss, Tyler J Luo, Zijun Seviour, Elena G Sehgal, Vasudha Lu, Yiling Hill, Steven M Rupaimoole, Rajesha Lee, Ju-Seog Rodriguez-Aguayo, Cristian Lopez-Berestein, Gabriel Sood, Anil K Azencott, Robert Gray, Joe W Mukherjee, Sach Mills, Gordon B Ram, Prahlad T Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers |
title | Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers |
title_full | Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers |
title_fullStr | Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers |
title_full_unstemmed | Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers |
title_short | Genome-wide perturbations by miRNAs map onto functional cellular pathways, identifying regulators of chromatin modifiers |
title_sort | genome-wide perturbations by mirnas map onto functional cellular pathways, identifying regulators of chromatin modifiers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5516802/ https://www.ncbi.nlm.nih.gov/pubmed/28725457 http://dx.doi.org/10.1038/npjsba.2015.1 |
work_keys_str_mv | AT mosstylerj genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT luozijun genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT seviourelenag genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT sehgalvasudha genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT luyiling genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT hillstevenm genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT rupaimoolerajesha genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT leejuseog genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT rodriguezaguayocristian genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT lopezberesteingabriel genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT soodanilk genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT azencottrobert genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT grayjoew genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT mukherjeesach genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT millsgordonb genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers AT ramprahladt genomewideperturbationsbymirnasmapontofunctionalcellularpathwaysidentifyingregulatorsofchromatinmodifiers |