Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach

Colorectal cancer (CRC) is the third most common cancer that contributes to cancer-related morbidity. However, the differential expression of genes in different phases of CRC is largely unknown. Moreover, very little is known about the role of stress-survival pathways in CRC. We sought to discover t...

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Main Authors: Abhijeet R. Patil, Ming-Ying Leung, Sourav Roy
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:International Journal of Environmental Research and Public Health
Subjects:
Online Access:https://www.mdpi.com/1660-4601/18/11/5564
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spelling doaj-958ea5209a59479d982d5eec6a67e1c12021-06-01T00:51:07ZengMDPI AGInternational Journal of Environmental Research and Public Health1661-78271660-46012021-05-01185564556410.3390/ijerph18115564Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics ApproachAbhijeet R. Patil0Ming-Ying Leung1Sourav Roy2Computational Science Program, The University of Texas at El Paso, El Paso, TX 79968, USAComputational Science Program, The University of Texas at El Paso, El Paso, TX 79968, USABorder Biomedical Research Center, The University of Texas at El Paso, El Paso, TX 79968, USAColorectal cancer (CRC) is the third most common cancer that contributes to cancer-related morbidity. However, the differential expression of genes in different phases of CRC is largely unknown. Moreover, very little is known about the role of stress-survival pathways in CRC. We sought to discover the hub genes and identify their roles in several key pathways, including oxidative stress and apoptosis in the different stages of CRC. To identify the hub genes that may be involved in the different stages of CRC, gene expression datasets were obtained from the gene expression omnibus (GEO) database. The differentially expressed genes (DEGs) common among the different datasets for each group were obtained using the robust rank aggregation method. Then, gene enrichment analysis was carried out with Gene Ontology and Kyoto Encyclopedia of Genes and Genomes databases. Finally, the protein-protein interaction networks were constructed using the Cytoscape software. We identified 40 hub genes and performed enrichment analysis for each group. We also used the Oncomine database to identify the DEGs related to stress-survival and apoptosis pathways involved in different stages of CRC. In conclusion, the hub genes were found to be enriched in several key pathways, including the cell cycle and p53 signaling pathway. Some of the hub genes were also reported in the stress-survival and apoptosis pathways. The hub DEGs revealed from our study may be used as biomarkers and may explain CRC development and progression mechanisms.https://www.mdpi.com/1660-4601/18/11/5564colorectal canceradenomaadenocarcinomaoxidative stressapoptosis
collection DOAJ
language English
format Article
sources DOAJ
author Abhijeet R. Patil
Ming-Ying Leung
Sourav Roy
spellingShingle Abhijeet R. Patil
Ming-Ying Leung
Sourav Roy
Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach
International Journal of Environmental Research and Public Health
colorectal cancer
adenoma
adenocarcinoma
oxidative stress
apoptosis
author_facet Abhijeet R. Patil
Ming-Ying Leung
Sourav Roy
author_sort Abhijeet R. Patil
title Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach
title_short Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach
title_full Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach
title_fullStr Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach
title_full_unstemmed Identification of Hub Genes in Different Stages of Colorectal Cancer through an Integrated Bioinformatics Approach
title_sort identification of hub genes in different stages of colorectal cancer through an integrated bioinformatics approach
publisher MDPI AG
series International Journal of Environmental Research and Public Health
issn 1661-7827
1660-4601
publishDate 2021-05-01
description Colorectal cancer (CRC) is the third most common cancer that contributes to cancer-related morbidity. However, the differential expression of genes in different phases of CRC is largely unknown. Moreover, very little is known about the role of stress-survival pathways in CRC. We sought to discover the hub genes and identify their roles in several key pathways, including oxidative stress and apoptosis in the different stages of CRC. To identify the hub genes that may be involved in the different stages of CRC, gene expression datasets were obtained from the gene expression omnibus (GEO) database. The differentially expressed genes (DEGs) common among the different datasets for each group were obtained using the robust rank aggregation method. Then, gene enrichment analysis was carried out with Gene Ontology and Kyoto Encyclopedia of Genes and Genomes databases. Finally, the protein-protein interaction networks were constructed using the Cytoscape software. We identified 40 hub genes and performed enrichment analysis for each group. We also used the Oncomine database to identify the DEGs related to stress-survival and apoptosis pathways involved in different stages of CRC. In conclusion, the hub genes were found to be enriched in several key pathways, including the cell cycle and p53 signaling pathway. Some of the hub genes were also reported in the stress-survival and apoptosis pathways. The hub DEGs revealed from our study may be used as biomarkers and may explain CRC development and progression mechanisms.
topic colorectal cancer
adenoma
adenocarcinoma
oxidative stress
apoptosis
url https://www.mdpi.com/1660-4601/18/11/5564
work_keys_str_mv AT abhijeetrpatil identificationofhubgenesindifferentstagesofcolorectalcancerthroughanintegratedbioinformaticsapproach
AT mingyingleung identificationofhubgenesindifferentstagesofcolorectalcancerthroughanintegratedbioinformaticsapproach
AT souravroy identificationofhubgenesindifferentstagesofcolorectalcancerthroughanintegratedbioinformaticsapproach
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