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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...

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Autores principales: Zhao, Lu, Wu, Song, Huang, Erya, Gnatenko, Dimitri, Bahou, Wadie F., Zhu, Wei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
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.
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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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