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Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis
Inflammatory Bowel Disease – comprised of Crohn's Disease and Ulcerative Colitis (UC) - is a complex, multi-factorial inflammatory disorder of the gastrointestinal tract. In this study we have explored the utility of naturally occurring circulating miRNAs as potential blood-based biomarkers for...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3281076/ https://www.ncbi.nlm.nih.gov/pubmed/22359580 http://dx.doi.org/10.1371/journal.pone.0031241 |
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author | Duttagupta, Radha DiRienzo, Sharon Jiang, Rong Bowers, Jessica Gollub, Jeremy Kao, Jessica Kearney, Keith Rudolph, David Dawany, Noor B. Showe, Michael K. Stamato, Tom Getts, Robert C. Jones, Keith W. |
author_facet | Duttagupta, Radha DiRienzo, Sharon Jiang, Rong Bowers, Jessica Gollub, Jeremy Kao, Jessica Kearney, Keith Rudolph, David Dawany, Noor B. Showe, Michael K. Stamato, Tom Getts, Robert C. Jones, Keith W. |
author_sort | Duttagupta, Radha |
collection | PubMed |
description | Inflammatory Bowel Disease – comprised of Crohn's Disease and Ulcerative Colitis (UC) - is a complex, multi-factorial inflammatory disorder of the gastrointestinal tract. In this study we have explored the utility of naturally occurring circulating miRNAs as potential blood-based biomarkers for non-invasive prediction of UC incidences. Whole genome maps of circulating miRNAs in micro-vesicles, Peripheral Blood Mononuclear Cells and platelets have been constructed from a cohort of 20 UC patients and 20 normal individuals. Through Significance Analysis of Microarrays, a signature of 31 differentially expressed platelet-derived miRNAs has been identified and biomarker performance estimated through a non-probabilistic binary linear classification using Support Vector Machines. Through this approach, classifier measurements reveal a predictive score of 92.8% accuracy, 96.2% specificity and 89.5% sensitivity in distinguishing UC patients from normal individuals. Additionally, the platelet-derived biomarker signature can be validated at 88% accuracy through qPCR assays, and a majority of the miRNAs in this panel can be demonstrated to sub-stratify into 4 highly correlated intensity based clusters. Analysis of predicted targets of these biomarkers reveal an enrichment of pathways associated with cytoskeleton assembly, transport, membrane permeability and regulation of transcription factors engaged in a variety of regulatory cascades that are consistent with a cell-mediated immune response model of intestinal inflammation. Interestingly, comparison of the miRNA biomarker panel and genetic loci implicated in IBD through genome-wide association studies identifies a physical linkage between hsa-miR-941 and a UC susceptibility loci located on Chr 20. Taken together, analysis of these expression maps outlines a promising catalog of novel platelet-derived miRNA biomarkers of clinical utility and provides insight into the potential biological function of these candidates in disease pathogenesis. |
format | Online Article Text |
id | pubmed-3281076 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-32810762012-02-22 Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis Duttagupta, Radha DiRienzo, Sharon Jiang, Rong Bowers, Jessica Gollub, Jeremy Kao, Jessica Kearney, Keith Rudolph, David Dawany, Noor B. Showe, Michael K. Stamato, Tom Getts, Robert C. Jones, Keith W. PLoS One Research Article Inflammatory Bowel Disease – comprised of Crohn's Disease and Ulcerative Colitis (UC) - is a complex, multi-factorial inflammatory disorder of the gastrointestinal tract. In this study we have explored the utility of naturally occurring circulating miRNAs as potential blood-based biomarkers for non-invasive prediction of UC incidences. Whole genome maps of circulating miRNAs in micro-vesicles, Peripheral Blood Mononuclear Cells and platelets have been constructed from a cohort of 20 UC patients and 20 normal individuals. Through Significance Analysis of Microarrays, a signature of 31 differentially expressed platelet-derived miRNAs has been identified and biomarker performance estimated through a non-probabilistic binary linear classification using Support Vector Machines. Through this approach, classifier measurements reveal a predictive score of 92.8% accuracy, 96.2% specificity and 89.5% sensitivity in distinguishing UC patients from normal individuals. Additionally, the platelet-derived biomarker signature can be validated at 88% accuracy through qPCR assays, and a majority of the miRNAs in this panel can be demonstrated to sub-stratify into 4 highly correlated intensity based clusters. Analysis of predicted targets of these biomarkers reveal an enrichment of pathways associated with cytoskeleton assembly, transport, membrane permeability and regulation of transcription factors engaged in a variety of regulatory cascades that are consistent with a cell-mediated immune response model of intestinal inflammation. Interestingly, comparison of the miRNA biomarker panel and genetic loci implicated in IBD through genome-wide association studies identifies a physical linkage between hsa-miR-941 and a UC susceptibility loci located on Chr 20. Taken together, analysis of these expression maps outlines a promising catalog of novel platelet-derived miRNA biomarkers of clinical utility and provides insight into the potential biological function of these candidates in disease pathogenesis. Public Library of Science 2012-02-16 /pmc/articles/PMC3281076/ /pubmed/22359580 http://dx.doi.org/10.1371/journal.pone.0031241 Text en Duttagupta 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Duttagupta, Radha DiRienzo, Sharon Jiang, Rong Bowers, Jessica Gollub, Jeremy Kao, Jessica Kearney, Keith Rudolph, David Dawany, Noor B. Showe, Michael K. Stamato, Tom Getts, Robert C. Jones, Keith W. Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis |
title | Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis |
title_full | Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis |
title_fullStr | Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis |
title_full_unstemmed | Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis |
title_short | Genome-Wide Maps of Circulating miRNA Biomarkers for Ulcerative Colitis |
title_sort | genome-wide maps of circulating mirna biomarkers for ulcerative colitis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3281076/ https://www.ncbi.nlm.nih.gov/pubmed/22359580 http://dx.doi.org/10.1371/journal.pone.0031241 |
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