Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks

Ulcerative colitis (UC) is an idiopathic, chronic inflammatory disorder of the colon, characterized by continuous mucosal inflammation. Recently, some studies have considered it as part of an inflammatory bowel disease-based global network. Herein, with the aim of identifying the underlying potentia...

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Main Authors: Wanting Shi, Rongjun Zou, Minglei Yang, Lei Mai, Jiangnan Ren, Jialing Wen, Zhaoshi Liu, Renxu Lai
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-05-01
Series:Frontiers in Physiology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fphys.2019.00662/full
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spelling doaj-0d7310b15e614c6baa2e0aa5eb31347b2020-11-25T00:48:17ZengFrontiers Media S.A.Frontiers in Physiology1664-042X2019-05-011010.3389/fphys.2019.00662410144Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression NetworksWanting Shi0Wanting Shi1Rongjun Zou2Minglei Yang3Lei Mai4Jiangnan Ren5Jialing Wen6Jialing Wen7Zhaoshi Liu8Zhaoshi Liu9Renxu Lai10Renxu Lai11Department of Gastroenterology, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaDigestive Endoscopy Center, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaDepartment of Cardiovascular Surgery, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, ChinaDepartment of Genetics, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, ChinaDepartment of Gastroenterology, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaDigestive Endoscopy Center, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaGuangdong Institute of Gastroenterology, Guangdong, ChinaGuangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, ChinaDepartment of Gastroenterology, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaDigestive Endoscopy Center, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaDepartment of Gastroenterology, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaDigestive Endoscopy Center, Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, ChinaUlcerative colitis (UC) is an idiopathic, chronic inflammatory disorder of the colon, characterized by continuous mucosal inflammation. Recently, some studies have considered it as part of an inflammatory bowel disease-based global network. Herein, with the aim of identifying the underlying potential genetic mechanisms involved in the development of UC, multiple algorithms for weighted correlation network analysis (WGCNA), principal component analysis (PCA), and linear models for microarray data algorithm (LIMMA) were used to identify the hub genes. The map of platelet activation, ligand-receptor interaction, calcium signaling pathway, and cAMP signaling pathway showed significant links with UC development, and the hub genes CCR7, CXCL10, CXCL9, IDO1, MMP9, and VCAM1, which are associated with immune dysregulation and tumorigenesis in biological function, were found by multiple powerful bioinformatics methods. Analysis of The Cancer Genome Atlas (TCGA) also showed that the low expression of CCR7, CXCL10, CXCL9, and MMP9 may be correlated with a poor prognosis of overall survival (OS) in colorectal cancer (CRC) patients (all p < 0.05), while no significance detected in both of IDO1 and VCAM1. In addition, low expression of CCR7, CXCL10, CXCL9, MMP9, and IDO1 may be associated with a poor prognosis in recurrence free survival (RFS) time (all p < 0.05), but no significant difference was identified in VCAM1. Moreover, the NFKB1, FLI1, and STAT1 with the highest enrichment score were detected as the master regulators of hub genes. In summary, these results indicated the central role of the hub genes of CCR7, CXCL10, CXCL9, IDO1, VCAM1, and MMP9, in response to UC progression, as well as the development of UC to CRC, thus shedding light on the molecular mechanisms involved and assisting with drug target validation.https://www.frontiersin.org/article/10.3389/fphys.2019.00662/fullulcerative colitiscolorectal cancerpathway enrichmentmolecular mechanismbioinformatics analysis
collection DOAJ
language English
format Article
sources DOAJ
author Wanting Shi
Wanting Shi
Rongjun Zou
Minglei Yang
Lei Mai
Jiangnan Ren
Jialing Wen
Jialing Wen
Zhaoshi Liu
Zhaoshi Liu
Renxu Lai
Renxu Lai
spellingShingle Wanting Shi
Wanting Shi
Rongjun Zou
Minglei Yang
Lei Mai
Jiangnan Ren
Jialing Wen
Jialing Wen
Zhaoshi Liu
Zhaoshi Liu
Renxu Lai
Renxu Lai
Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks
Frontiers in Physiology
ulcerative colitis
colorectal cancer
pathway enrichment
molecular mechanism
bioinformatics analysis
author_facet Wanting Shi
Wanting Shi
Rongjun Zou
Minglei Yang
Lei Mai
Jiangnan Ren
Jialing Wen
Jialing Wen
Zhaoshi Liu
Zhaoshi Liu
Renxu Lai
Renxu Lai
author_sort Wanting Shi
title Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks
title_short Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks
title_full Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks
title_fullStr Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks
title_full_unstemmed Analysis of Genes Involved in Ulcerative Colitis Activity and Tumorigenesis Through Systematic Mining of Gene Co-expression Networks
title_sort analysis of genes involved in ulcerative colitis activity and tumorigenesis through systematic mining of gene co-expression networks
publisher Frontiers Media S.A.
series Frontiers in Physiology
issn 1664-042X
publishDate 2019-05-01
description Ulcerative colitis (UC) is an idiopathic, chronic inflammatory disorder of the colon, characterized by continuous mucosal inflammation. Recently, some studies have considered it as part of an inflammatory bowel disease-based global network. Herein, with the aim of identifying the underlying potential genetic mechanisms involved in the development of UC, multiple algorithms for weighted correlation network analysis (WGCNA), principal component analysis (PCA), and linear models for microarray data algorithm (LIMMA) were used to identify the hub genes. The map of platelet activation, ligand-receptor interaction, calcium signaling pathway, and cAMP signaling pathway showed significant links with UC development, and the hub genes CCR7, CXCL10, CXCL9, IDO1, MMP9, and VCAM1, which are associated with immune dysregulation and tumorigenesis in biological function, were found by multiple powerful bioinformatics methods. Analysis of The Cancer Genome Atlas (TCGA) also showed that the low expression of CCR7, CXCL10, CXCL9, and MMP9 may be correlated with a poor prognosis of overall survival (OS) in colorectal cancer (CRC) patients (all p < 0.05), while no significance detected in both of IDO1 and VCAM1. In addition, low expression of CCR7, CXCL10, CXCL9, MMP9, and IDO1 may be associated with a poor prognosis in recurrence free survival (RFS) time (all p < 0.05), but no significant difference was identified in VCAM1. Moreover, the NFKB1, FLI1, and STAT1 with the highest enrichment score were detected as the master regulators of hub genes. In summary, these results indicated the central role of the hub genes of CCR7, CXCL10, CXCL9, IDO1, VCAM1, and MMP9, in response to UC progression, as well as the development of UC to CRC, thus shedding light on the molecular mechanisms involved and assisting with drug target validation.
topic ulcerative colitis
colorectal cancer
pathway enrichment
molecular mechanism
bioinformatics analysis
url https://www.frontiersin.org/article/10.3389/fphys.2019.00662/full
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