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A literature-based approach for curating gene signatures in multifaceted diseases
BACKGROUND AND AIMS: The task of identifying a representative and yet manageable target gene list for assessing the pathogenesis of complicated and multifaceted diseases is challenging. Using Inflammatory Bowel Disease (IBD) as an example, we conceived a bioinformatic approach to identify novel gene...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7350750/ https://www.ncbi.nlm.nih.gov/pubmed/32650786 http://dx.doi.org/10.1186/s12967-020-02408-7 |
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author | Garand, Mathieu Kumar, Manoj Huang, Susie Shih Yin Al Khodor, Souhaila |
author_facet | Garand, Mathieu Kumar, Manoj Huang, Susie Shih Yin Al Khodor, Souhaila |
author_sort | Garand, Mathieu |
collection | PubMed |
description | BACKGROUND AND AIMS: The task of identifying a representative and yet manageable target gene list for assessing the pathogenesis of complicated and multifaceted diseases is challenging. Using Inflammatory Bowel Disease (IBD) as an example, we conceived a bioinformatic approach to identify novel genes associated with the various disease subtypes, in combination with known clinical control genes. METHODS: From the available literature, we used Acumenta Literature Lab(TM) (LitLab), network analyses, and LitLab Gene Retriever to assemble a gene pool that has a high likelihood of representing immunity-related subtype-specific signatures of IBD. RESULTS: We generated six relevant gene lists and 21 intersections that contain genes with unique literature associations to Crohn’s Disease (n = 60), Ulcerative Colitis (n = 17), and unclassified (n = 45) subtypes of IBD. From this gene pool, we then filtered and constructed, using network analysis, a final list of 142 genes that are the most representative of the disease and its subtypes. CONCLUSIONS: In this paper, we present the bioinformatic construction of a gene panel that putatively contains subtype signatures of IBD, a multifactorial disease. These gene signatures will be tested as biomarkers to classify patients with IBD, which has been a clinically challenging task. Such approach to diagnose and monitor complicated disease pathogenesis is a stepping-stone towards personalized care. |
format | Online Article Text |
id | pubmed-7350750 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73507502020-07-14 A literature-based approach for curating gene signatures in multifaceted diseases Garand, Mathieu Kumar, Manoj Huang, Susie Shih Yin Al Khodor, Souhaila J Transl Med Methodology BACKGROUND AND AIMS: The task of identifying a representative and yet manageable target gene list for assessing the pathogenesis of complicated and multifaceted diseases is challenging. Using Inflammatory Bowel Disease (IBD) as an example, we conceived a bioinformatic approach to identify novel genes associated with the various disease subtypes, in combination with known clinical control genes. METHODS: From the available literature, we used Acumenta Literature Lab(TM) (LitLab), network analyses, and LitLab Gene Retriever to assemble a gene pool that has a high likelihood of representing immunity-related subtype-specific signatures of IBD. RESULTS: We generated six relevant gene lists and 21 intersections that contain genes with unique literature associations to Crohn’s Disease (n = 60), Ulcerative Colitis (n = 17), and unclassified (n = 45) subtypes of IBD. From this gene pool, we then filtered and constructed, using network analysis, a final list of 142 genes that are the most representative of the disease and its subtypes. CONCLUSIONS: In this paper, we present the bioinformatic construction of a gene panel that putatively contains subtype signatures of IBD, a multifactorial disease. These gene signatures will be tested as biomarkers to classify patients with IBD, which has been a clinically challenging task. Such approach to diagnose and monitor complicated disease pathogenesis is a stepping-stone towards personalized care. BioMed Central 2020-07-10 /pmc/articles/PMC7350750/ /pubmed/32650786 http://dx.doi.org/10.1186/s12967-020-02408-7 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Methodology Garand, Mathieu Kumar, Manoj Huang, Susie Shih Yin Al Khodor, Souhaila A literature-based approach for curating gene signatures in multifaceted diseases |
title | A literature-based approach for curating gene signatures in multifaceted diseases |
title_full | A literature-based approach for curating gene signatures in multifaceted diseases |
title_fullStr | A literature-based approach for curating gene signatures in multifaceted diseases |
title_full_unstemmed | A literature-based approach for curating gene signatures in multifaceted diseases |
title_short | A literature-based approach for curating gene signatures in multifaceted diseases |
title_sort | literature-based approach for curating gene signatures in multifaceted diseases |
topic | Methodology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7350750/ https://www.ncbi.nlm.nih.gov/pubmed/32650786 http://dx.doi.org/10.1186/s12967-020-02408-7 |
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