Cargando…

Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma

Several studies have demonstrated that chronic hepatitis delta virus (HDV) infection is associated with a worsening of hepatitis B virus (HBV) infection and increased risk of hepatocellular carcinoma (HCC). However, there is limited data on the role of HDV in the oncogenesis of HCC. This study is ai...

Descripción completa

Detalles Bibliográficos
Autores principales: Yu, Zhe, Ma, Xuemei, Zhang, Wei, Chang, Xiujuan, An, Linjing, Niu, Ming, Chen, Yan, Sun, Chao, Yang, Yongping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7867452/
https://www.ncbi.nlm.nih.gov/pubmed/33564675
http://dx.doi.org/10.1155/2021/1093702
_version_ 1783648300113592320
author Yu, Zhe
Ma, Xuemei
Zhang, Wei
Chang, Xiujuan
An, Linjing
Niu, Ming
Chen, Yan
Sun, Chao
Yang, Yongping
author_facet Yu, Zhe
Ma, Xuemei
Zhang, Wei
Chang, Xiujuan
An, Linjing
Niu, Ming
Chen, Yan
Sun, Chao
Yang, Yongping
author_sort Yu, Zhe
collection PubMed
description Several studies have demonstrated that chronic hepatitis delta virus (HDV) infection is associated with a worsening of hepatitis B virus (HBV) infection and increased risk of hepatocellular carcinoma (HCC). However, there is limited data on the role of HDV in the oncogenesis of HCC. This study is aimed at assessing the potential mechanisms of HDV-associated hepatocarcinogenesis, especially to screen and identify key genes and pathways possibly involved in the pathogenesis of HCC. We selected three microarray datasets: GSE55092 contains 39 cancer specimens and 81 paracancer specimens from 11 HBV-associated HCC patients, GSE98383 contains 11 cancer specimens and 24 paracancer specimens from 5 HDV-associated HCC patients, and 371 HCC patients with the RNA-sequencing data combined with their clinical data from the Cancer Genome Atlas (TCGA). Afterwards, 948 differentially expressed genes (DEGs) closely related to HDV-associated HCC were obtained using the R package and filtering with a Venn diagram. We then performed gene ontology (GO) annotation and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis to determine the biological processes (BP), cellular component (CC), molecular function (MF), and KEGG signaling pathways most enriched for DEGs. Additionally, we performed Weighted Gene Coexpression Network Analysis (WGCNA) and protein-to-protein interaction (PPI) network construction with 948 DEGs, from which one module was identified by WGCNA and three modules were identified by the PPI network. Subsequently, we validated the expression of 52 hub genes from the PPI network with an independent set of HCC dataset stored in the Gene Expression Profiling Interactive Analysis (GEPIA) database. Finally, seven potential key genes were identified by intersecting with key modules from WGCNA, including 3 reported genes, namely, CDCA5, CENPH, and MCM7, and 4 novel genes, namely, CDC6, CDC45, CDCA8, and MCM4, which are associated with nucleoplasm, cell cycle, DNA replication, and mitotic cell cycle. The CDCA8 and stage of HCC were the independent factors associated with overall survival of HDV-associated HCC. All the related findings of these genes can help gain a better understanding of the role of HDV in the underlying mechanism of HCC carcinogenesis.
format Online
Article
Text
id pubmed-7867452
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-78674522021-02-08 Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma Yu, Zhe Ma, Xuemei Zhang, Wei Chang, Xiujuan An, Linjing Niu, Ming Chen, Yan Sun, Chao Yang, Yongping Biomed Res Int Research Article Several studies have demonstrated that chronic hepatitis delta virus (HDV) infection is associated with a worsening of hepatitis B virus (HBV) infection and increased risk of hepatocellular carcinoma (HCC). However, there is limited data on the role of HDV in the oncogenesis of HCC. This study is aimed at assessing the potential mechanisms of HDV-associated hepatocarcinogenesis, especially to screen and identify key genes and pathways possibly involved in the pathogenesis of HCC. We selected three microarray datasets: GSE55092 contains 39 cancer specimens and 81 paracancer specimens from 11 HBV-associated HCC patients, GSE98383 contains 11 cancer specimens and 24 paracancer specimens from 5 HDV-associated HCC patients, and 371 HCC patients with the RNA-sequencing data combined with their clinical data from the Cancer Genome Atlas (TCGA). Afterwards, 948 differentially expressed genes (DEGs) closely related to HDV-associated HCC were obtained using the R package and filtering with a Venn diagram. We then performed gene ontology (GO) annotation and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis to determine the biological processes (BP), cellular component (CC), molecular function (MF), and KEGG signaling pathways most enriched for DEGs. Additionally, we performed Weighted Gene Coexpression Network Analysis (WGCNA) and protein-to-protein interaction (PPI) network construction with 948 DEGs, from which one module was identified by WGCNA and three modules were identified by the PPI network. Subsequently, we validated the expression of 52 hub genes from the PPI network with an independent set of HCC dataset stored in the Gene Expression Profiling Interactive Analysis (GEPIA) database. Finally, seven potential key genes were identified by intersecting with key modules from WGCNA, including 3 reported genes, namely, CDCA5, CENPH, and MCM7, and 4 novel genes, namely, CDC6, CDC45, CDCA8, and MCM4, which are associated with nucleoplasm, cell cycle, DNA replication, and mitotic cell cycle. The CDCA8 and stage of HCC were the independent factors associated with overall survival of HDV-associated HCC. All the related findings of these genes can help gain a better understanding of the role of HDV in the underlying mechanism of HCC carcinogenesis. Hindawi 2021-01-30 /pmc/articles/PMC7867452/ /pubmed/33564675 http://dx.doi.org/10.1155/2021/1093702 Text en Copyright © 2021 Zhe Yu et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Yu, Zhe
Ma, Xuemei
Zhang, Wei
Chang, Xiujuan
An, Linjing
Niu, Ming
Chen, Yan
Sun, Chao
Yang, Yongping
Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma
title Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma
title_full Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma
title_fullStr Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma
title_full_unstemmed Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma
title_short Microarray Data Mining and Preliminary Bioinformatics Analysis of Hepatitis D Virus-Associated Hepatocellular Carcinoma
title_sort microarray data mining and preliminary bioinformatics analysis of hepatitis d virus-associated hepatocellular carcinoma
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7867452/
https://www.ncbi.nlm.nih.gov/pubmed/33564675
http://dx.doi.org/10.1155/2021/1093702
work_keys_str_mv AT yuzhe microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT maxuemei microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT zhangwei microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT changxiujuan microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT anlinjing microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT niuming microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT chenyan microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT sunchao microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma
AT yangyongping microarraydataminingandpreliminarybioinformaticsanalysisofhepatitisdvirusassociatedhepatocellularcarcinoma