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Integrated micro/messenger RNA regulatory networks in essential thrombocytosis
Essential thrombocytosis (ET) is a chronic myeloproliferative disorder with an unregulated surplus of platelets. Complications of ET include stroke, heart attack, and formation of blood clots. Although platelet-enhancing mutations have been identified in ET cohorts, genetic networks causally implica...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5805260/ https://www.ncbi.nlm.nih.gov/pubmed/29420626 http://dx.doi.org/10.1371/journal.pone.0191932 |
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author | Zhao, Lu Wu, Song Huang, Erya Gnatenko, Dimitri Bahou, Wadie F. Zhu, Wei |
author_facet | Zhao, Lu Wu, Song Huang, Erya Gnatenko, Dimitri Bahou, Wadie F. Zhu, Wei |
author_sort | Zhao, Lu |
collection | PubMed |
description | Essential thrombocytosis (ET) is a chronic myeloproliferative disorder with an unregulated surplus of platelets. Complications of ET include stroke, heart attack, and formation of blood clots. Although platelet-enhancing mutations have been identified in ET cohorts, genetic networks causally implicated in thrombotic risk remain unestablished. In this study, we aim to identify novel ET-related miRNA-mRNA regulatory networks through comparisons of transcriptomes between healthy controls and ET patients. Four network discovery algorithms have been employed, including (a) Pearson correlation network, (b) sparse supervised canonical correlation analysis (sSCCA), (c) sparse partial correlation network analysis (SPACE), and, (d) (sparse) Bayesian network analysis–all through a combined data-driven and knowledge-based analysis. The result predicts a close relationship between an 8-miRNA set (miR-9, miR-490-5p, miR-490-3p, miR-182, miR-34a, miR-196b, miR-34b*, miR-181a-2*) and a 9-mRNA set (CAV2, LAPTM4B, TIMP1, PKIG, WASF1, MMP1, ERVH-4, NME4, HSD17B12). The majority of the identified variables have been linked to hematologic functions by a number of studies. Furthermore, it is observed that the selected mRNAs are highly relevant to ET disease, and provide an initial framework for dissecting both platelet-enhancing and functional consequences of dysregulated platelet production. |
format | Online Article Text |
id | pubmed-5805260 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-58052602018-02-23 Integrated micro/messenger RNA regulatory networks in essential thrombocytosis Zhao, Lu Wu, Song Huang, Erya Gnatenko, Dimitri Bahou, Wadie F. Zhu, Wei PLoS One Research Article Essential thrombocytosis (ET) is a chronic myeloproliferative disorder with an unregulated surplus of platelets. Complications of ET include stroke, heart attack, and formation of blood clots. Although platelet-enhancing mutations have been identified in ET cohorts, genetic networks causally implicated in thrombotic risk remain unestablished. In this study, we aim to identify novel ET-related miRNA-mRNA regulatory networks through comparisons of transcriptomes between healthy controls and ET patients. Four network discovery algorithms have been employed, including (a) Pearson correlation network, (b) sparse supervised canonical correlation analysis (sSCCA), (c) sparse partial correlation network analysis (SPACE), and, (d) (sparse) Bayesian network analysis–all through a combined data-driven and knowledge-based analysis. The result predicts a close relationship between an 8-miRNA set (miR-9, miR-490-5p, miR-490-3p, miR-182, miR-34a, miR-196b, miR-34b*, miR-181a-2*) and a 9-mRNA set (CAV2, LAPTM4B, TIMP1, PKIG, WASF1, MMP1, ERVH-4, NME4, HSD17B12). The majority of the identified variables have been linked to hematologic functions by a number of studies. Furthermore, it is observed that the selected mRNAs are highly relevant to ET disease, and provide an initial framework for dissecting both platelet-enhancing and functional consequences of dysregulated platelet production. Public Library of Science 2018-02-08 /pmc/articles/PMC5805260/ /pubmed/29420626 http://dx.doi.org/10.1371/journal.pone.0191932 Text en © 2018 Zhao et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Zhao, Lu Wu, Song Huang, Erya Gnatenko, Dimitri Bahou, Wadie F. Zhu, Wei Integrated micro/messenger RNA regulatory networks in essential thrombocytosis |
title | Integrated micro/messenger RNA regulatory networks in essential thrombocytosis |
title_full | Integrated micro/messenger RNA regulatory networks in essential thrombocytosis |
title_fullStr | Integrated micro/messenger RNA regulatory networks in essential thrombocytosis |
title_full_unstemmed | Integrated micro/messenger RNA regulatory networks in essential thrombocytosis |
title_short | Integrated micro/messenger RNA regulatory networks in essential thrombocytosis |
title_sort | integrated micro/messenger rna regulatory networks in essential thrombocytosis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5805260/ https://www.ncbi.nlm.nih.gov/pubmed/29420626 http://dx.doi.org/10.1371/journal.pone.0191932 |
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