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Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells
Endothelial progenitor cells (EPCs) are a group of rare cells that play an important role in the repair of injured vascular endothelial cells and assist in reperfusion of ischemic tissue. Decreased production and/or loss of function of EPCs are associated with diabetic vasculopathy. The molecular me...
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/PMC6040716/ https://www.ncbi.nlm.nih.gov/pubmed/29995913 http://dx.doi.org/10.1371/journal.pone.0200194 |
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author | Irhimeh, Mohammad R. Hamed, Mohamed Barthelmes, Daniel Gladbach, Yvonne Helms, Volkhard Shen, Weiyong Gillies, Mark C. |
author_facet | Irhimeh, Mohammad R. Hamed, Mohamed Barthelmes, Daniel Gladbach, Yvonne Helms, Volkhard Shen, Weiyong Gillies, Mark C. |
author_sort | Irhimeh, Mohammad R. |
collection | PubMed |
description | Endothelial progenitor cells (EPCs) are a group of rare cells that play an important role in the repair of injured vascular endothelial cells and assist in reperfusion of ischemic tissue. Decreased production and/or loss of function of EPCs are associated with diabetic vasculopathy. The molecular mechanisms by which diabetes impairs EPCs remain unclear. We conducted microarray experiments followed by integrative regulatory analysis on cells isolated from Akita diabetic mice (18-weeks after onset of diabetes) and age-matched non-diabetic controls. Two types of cells were isolated from mice bone marrow; Lin(+) cells and Lin(-)/VEGF-R2(+) EPCs. RNA was hybridized to mouse WG-6 V2 beadchips followed by comprehensive gene network analysis and computational validation of the obtained results. In total, 80 genes were exclusively DE between non-diabetic Lin(-)/VEGF-R2(+) EPCs and diabetic Lin(-)/VEGF-R2(+) EPCs, of which the 3 genes Clcnka, Pik3c2a, and Ptf1a are known to be associated with diabetic complications. Further analysis led to the establishment of a TF-miRNA mediated regulatory network specific to diabetic Lin(-)/VEGF-R2(+) EPCs and to identify 11 central-hub TFs (Tbp, Ahr, Trp53, Gata1, Foxo1, Foxo4, Yy1, Max, Pparg, Myc, Cebpa), and 2 miRNAs (mir-139-5p, mir-709) that might act as putative genomic drivers of diabetic pathogenesis in Lin(-)/VEGF-R2(+) EPCs. Moreover, we identified multiple TF-miRNA co-regulatory network motifs for which we validated their contribution to diabetic Lin(-)/VEGF-R2(+) EPCs in terms of statistical significance and relevance to biological evidence. Our findings suggest that diabetic Lin(-)/VEGF-R2(+) EPCs have specifically altered signature genes and miRNAs that render their capacity to proliferate and differentiate. |
format | Online Article Text |
id | pubmed-6040716 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60407162018-07-19 Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells Irhimeh, Mohammad R. Hamed, Mohamed Barthelmes, Daniel Gladbach, Yvonne Helms, Volkhard Shen, Weiyong Gillies, Mark C. PLoS One Research Article Endothelial progenitor cells (EPCs) are a group of rare cells that play an important role in the repair of injured vascular endothelial cells and assist in reperfusion of ischemic tissue. Decreased production and/or loss of function of EPCs are associated with diabetic vasculopathy. The molecular mechanisms by which diabetes impairs EPCs remain unclear. We conducted microarray experiments followed by integrative regulatory analysis on cells isolated from Akita diabetic mice (18-weeks after onset of diabetes) and age-matched non-diabetic controls. Two types of cells were isolated from mice bone marrow; Lin(+) cells and Lin(-)/VEGF-R2(+) EPCs. RNA was hybridized to mouse WG-6 V2 beadchips followed by comprehensive gene network analysis and computational validation of the obtained results. In total, 80 genes were exclusively DE between non-diabetic Lin(-)/VEGF-R2(+) EPCs and diabetic Lin(-)/VEGF-R2(+) EPCs, of which the 3 genes Clcnka, Pik3c2a, and Ptf1a are known to be associated with diabetic complications. Further analysis led to the establishment of a TF-miRNA mediated regulatory network specific to diabetic Lin(-)/VEGF-R2(+) EPCs and to identify 11 central-hub TFs (Tbp, Ahr, Trp53, Gata1, Foxo1, Foxo4, Yy1, Max, Pparg, Myc, Cebpa), and 2 miRNAs (mir-139-5p, mir-709) that might act as putative genomic drivers of diabetic pathogenesis in Lin(-)/VEGF-R2(+) EPCs. Moreover, we identified multiple TF-miRNA co-regulatory network motifs for which we validated their contribution to diabetic Lin(-)/VEGF-R2(+) EPCs in terms of statistical significance and relevance to biological evidence. Our findings suggest that diabetic Lin(-)/VEGF-R2(+) EPCs have specifically altered signature genes and miRNAs that render their capacity to proliferate and differentiate. Public Library of Science 2018-07-11 /pmc/articles/PMC6040716/ /pubmed/29995913 http://dx.doi.org/10.1371/journal.pone.0200194 Text en © 2018 Irhimeh 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 Irhimeh, Mohammad R. Hamed, Mohamed Barthelmes, Daniel Gladbach, Yvonne Helms, Volkhard Shen, Weiyong Gillies, Mark C. Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells |
title | Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells |
title_full | Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells |
title_fullStr | Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells |
title_full_unstemmed | Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells |
title_short | Identification of novel diabetes impaired miRNA-transcription factor co-regulatory networks in bone marrow-derived Lin(-)/VEGF-R2(+) endothelial progenitor cells |
title_sort | identification of novel diabetes impaired mirna-transcription factor co-regulatory networks in bone marrow-derived lin(-)/vegf-r2(+) endothelial progenitor cells |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6040716/ https://www.ncbi.nlm.nih.gov/pubmed/29995913 http://dx.doi.org/10.1371/journal.pone.0200194 |
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