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Identification of macrophage related gene in colorectal cancer patients and their functional roles
BACKGROUND: Recent scientific research has enabled the identification of macrophages related-genes (MaRG), which play a key role in the control of the immune microenvironment in many human cancers. However, the functional role of MaRGs in human tumors is ill-defined. Herein, we aimed at bioinformati...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8201885/ https://www.ncbi.nlm.nih.gov/pubmed/34120619 http://dx.doi.org/10.1186/s12920-021-01010-0 |
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author | Chen, Yingxiang Zhang, Cui Zou, Xiang Yu, Miao Yang, Bo Ji, Chen-Feng Gao, Shi-Yong Li, Jun Liu, Bin |
author_facet | Chen, Yingxiang Zhang, Cui Zou, Xiang Yu, Miao Yang, Bo Ji, Chen-Feng Gao, Shi-Yong Li, Jun Liu, Bin |
author_sort | Chen, Yingxiang |
collection | PubMed |
description | BACKGROUND: Recent scientific research has enabled the identification of macrophages related-genes (MaRG), which play a key role in the control of the immune microenvironment in many human cancers. However, the functional role of MaRGs in human tumors is ill-defined. Herein, we aimed at bioinformatically exploring the molecular signatures of MaRGs in colorectal cancer. METHODS: A list of MaRGs was generated and their differential expression was analyzed across multiple datasets downloaded from the publicly available functional genomics database Gene Expression Omnibus. The weighted gene co-expression network analysis (WGCNA) was also applied to identify the partner genes of these MaRGs in colorectal cancer. RESULTS: After integration of the results from analyses of different datasets, we found that 29 differentially expressed MaRGs (DE-MaRGs) could be considered as CRC-related genes as obtained from the WGCNA analysis. These genes were functionally involved in positive regulation of DNA biosynthetic process and glutathione metabolism. Protein–protein interaction network analysis indicated that PDIA6, PSMA1, PRC1, RRM2, HSP90AB1, CDK4, MCM7, RFC4, and CCT5 were the hub MaRGs. The LASSO approach was used for validating the 29 MaRGs in TCGA-COAD and TCGA-READ data and the results showed that ten among the 29 genes could be considered as MaRGs significantly involved in CRC. The maftools analysis showed that MaRGs were mutated at varying degrees. The nomogram analysis indicated the correlation of these MaRGs with diverse clinical features of CRC patients. CONCLUSIONS: Conclusively, the present disclosed a signature of MaRGs as potential key regulators involved in CRC pathogenesis and progression. These findings contribute not only to the understanding of the molecular mechanism of CRC pathogenesis but also to the development of adequate immunotherapies for CRC patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-021-01010-0. |
format | Online Article Text |
id | pubmed-8201885 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-82018852021-06-16 Identification of macrophage related gene in colorectal cancer patients and their functional roles Chen, Yingxiang Zhang, Cui Zou, Xiang Yu, Miao Yang, Bo Ji, Chen-Feng Gao, Shi-Yong Li, Jun Liu, Bin BMC Med Genomics Research Article BACKGROUND: Recent scientific research has enabled the identification of macrophages related-genes (MaRG), which play a key role in the control of the immune microenvironment in many human cancers. However, the functional role of MaRGs in human tumors is ill-defined. Herein, we aimed at bioinformatically exploring the molecular signatures of MaRGs in colorectal cancer. METHODS: A list of MaRGs was generated and their differential expression was analyzed across multiple datasets downloaded from the publicly available functional genomics database Gene Expression Omnibus. The weighted gene co-expression network analysis (WGCNA) was also applied to identify the partner genes of these MaRGs in colorectal cancer. RESULTS: After integration of the results from analyses of different datasets, we found that 29 differentially expressed MaRGs (DE-MaRGs) could be considered as CRC-related genes as obtained from the WGCNA analysis. These genes were functionally involved in positive regulation of DNA biosynthetic process and glutathione metabolism. Protein–protein interaction network analysis indicated that PDIA6, PSMA1, PRC1, RRM2, HSP90AB1, CDK4, MCM7, RFC4, and CCT5 were the hub MaRGs. The LASSO approach was used for validating the 29 MaRGs in TCGA-COAD and TCGA-READ data and the results showed that ten among the 29 genes could be considered as MaRGs significantly involved in CRC. The maftools analysis showed that MaRGs were mutated at varying degrees. The nomogram analysis indicated the correlation of these MaRGs with diverse clinical features of CRC patients. CONCLUSIONS: Conclusively, the present disclosed a signature of MaRGs as potential key regulators involved in CRC pathogenesis and progression. These findings contribute not only to the understanding of the molecular mechanism of CRC pathogenesis but also to the development of adequate immunotherapies for CRC patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-021-01010-0. BioMed Central 2021-06-13 /pmc/articles/PMC8201885/ /pubmed/34120619 http://dx.doi.org/10.1186/s12920-021-01010-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 | Research Article Chen, Yingxiang Zhang, Cui Zou, Xiang Yu, Miao Yang, Bo Ji, Chen-Feng Gao, Shi-Yong Li, Jun Liu, Bin Identification of macrophage related gene in colorectal cancer patients and their functional roles |
title | Identification of macrophage related gene in colorectal cancer patients and their functional roles |
title_full | Identification of macrophage related gene in colorectal cancer patients and their functional roles |
title_fullStr | Identification of macrophage related gene in colorectal cancer patients and their functional roles |
title_full_unstemmed | Identification of macrophage related gene in colorectal cancer patients and their functional roles |
title_short | Identification of macrophage related gene in colorectal cancer patients and their functional roles |
title_sort | identification of macrophage related gene in colorectal cancer patients and their functional roles |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8201885/ https://www.ncbi.nlm.nih.gov/pubmed/34120619 http://dx.doi.org/10.1186/s12920-021-01010-0 |
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