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A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells

microRNAs (miRNAs) are relevant in the pathogenesis of primary myelofibrosis (PMF) but our understanding is limited to specific target genes and the overall systemic scenario islacking. By both knowledge-based and ab initio approaches for comparative analysis of CD34+ cells of PMF patients and healt...

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Autores principales: Calura, E, Pizzini, S, Bisognin, A, Coppe, A, Sales, G, Gaffo, E, Fanelli, T, Mannarelli, C, Zini, R, Norfo, R, Pennucci, V, Manfredini, R, Romualdi, C, Guglielmelli, P, Vannucchi, A M, Bortoluzzi, S
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5141361/
https://www.ncbi.nlm.nih.gov/pubmed/27341078
http://dx.doi.org/10.1038/bcj.2016.47
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author Calura, E
Pizzini, S
Bisognin, A
Coppe, A
Sales, G
Gaffo, E
Fanelli, T
Mannarelli, C
Zini, R
Norfo, R
Pennucci, V
Manfredini, R
Romualdi, C
Guglielmelli, P
Vannucchi, A M
Bortoluzzi, S
author_facet Calura, E
Pizzini, S
Bisognin, A
Coppe, A
Sales, G
Gaffo, E
Fanelli, T
Mannarelli, C
Zini, R
Norfo, R
Pennucci, V
Manfredini, R
Romualdi, C
Guglielmelli, P
Vannucchi, A M
Bortoluzzi, S
author_sort Calura, E
collection PubMed
description microRNAs (miRNAs) are relevant in the pathogenesis of primary myelofibrosis (PMF) but our understanding is limited to specific target genes and the overall systemic scenario islacking. By both knowledge-based and ab initio approaches for comparative analysis of CD34+ cells of PMF patients and healthy controls, we identified the deregulated pathways involving miRNAs and genes and new transcriptional and post-transcriptional regulatory circuits in PMF cells. These converge in a unique and integrated cellular process, in which the role of specific miRNAs is to wire, co-regulate and allow a fine crosstalk between the involved processes. The PMF pathway includes Akt signaling, linked to Rho GTPases, CDC42, PLD2, PTEN crosstalk with the hypoxia response and Calcium-linked cellular processes connected to cyclic AMP signaling. Nested on the depicted transcriptional scenario, predicted circuits are reported, opening new hypotheses. Links between miRNAs (miR-106a-5p, miR-20b-5p, miR-20a-5p, miR-17-5p, miR-19b-3p and let-7d-5p) and key transcription factors (MYCN, ATF, CEBPA, REL, IRF and FOXJ2) and their common target genes tantalizingly suggest new path to approach the disease. The study provides a global overview of transcriptional and post-transcriptional deregulations in PMF, and, unifying consolidated and predicted data, could be helpful to identify new combinatorial therapeutic strategy. Interactive PMF network model: http://compgen.bio.unipd.it/pmf-net/.
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spelling pubmed-51413612016-12-27 A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells Calura, E Pizzini, S Bisognin, A Coppe, A Sales, G Gaffo, E Fanelli, T Mannarelli, C Zini, R Norfo, R Pennucci, V Manfredini, R Romualdi, C Guglielmelli, P Vannucchi, A M Bortoluzzi, S Blood Cancer J Original Article microRNAs (miRNAs) are relevant in the pathogenesis of primary myelofibrosis (PMF) but our understanding is limited to specific target genes and the overall systemic scenario islacking. By both knowledge-based and ab initio approaches for comparative analysis of CD34+ cells of PMF patients and healthy controls, we identified the deregulated pathways involving miRNAs and genes and new transcriptional and post-transcriptional regulatory circuits in PMF cells. These converge in a unique and integrated cellular process, in which the role of specific miRNAs is to wire, co-regulate and allow a fine crosstalk between the involved processes. The PMF pathway includes Akt signaling, linked to Rho GTPases, CDC42, PLD2, PTEN crosstalk with the hypoxia response and Calcium-linked cellular processes connected to cyclic AMP signaling. Nested on the depicted transcriptional scenario, predicted circuits are reported, opening new hypotheses. Links between miRNAs (miR-106a-5p, miR-20b-5p, miR-20a-5p, miR-17-5p, miR-19b-3p and let-7d-5p) and key transcription factors (MYCN, ATF, CEBPA, REL, IRF and FOXJ2) and their common target genes tantalizingly suggest new path to approach the disease. The study provides a global overview of transcriptional and post-transcriptional deregulations in PMF, and, unifying consolidated and predicted data, could be helpful to identify new combinatorial therapeutic strategy. Interactive PMF network model: http://compgen.bio.unipd.it/pmf-net/. Nature Publishing Group 2016-06 2016-06-24 /pmc/articles/PMC5141361/ /pubmed/27341078 http://dx.doi.org/10.1038/bcj.2016.47 Text en Copyright © 2016 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 Original Article
Calura, E
Pizzini, S
Bisognin, A
Coppe, A
Sales, G
Gaffo, E
Fanelli, T
Mannarelli, C
Zini, R
Norfo, R
Pennucci, V
Manfredini, R
Romualdi, C
Guglielmelli, P
Vannucchi, A M
Bortoluzzi, S
A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells
title A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells
title_full A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells
title_fullStr A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells
title_full_unstemmed A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells
title_short A data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in CD34+ cells
title_sort data-driven network model of primary myelofibrosis: transcriptional and post-transcriptional alterations in cd34+ cells
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5141361/
https://www.ncbi.nlm.nih.gov/pubmed/27341078
http://dx.doi.org/10.1038/bcj.2016.47
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