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Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma
Stomach adenocarcinoma (STAD) is a leading cause of cancer deaths, and the outcome of the patients remains dismal for the lack of effective biomarkers of early detection. Recent studies have elucidated the landscape of genomic alterations of gastric cancer and reveal some biomarkers of advanced-stag...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8249817/ https://www.ncbi.nlm.nih.gov/pubmed/34221961 http://dx.doi.org/10.3389/fonc.2021.636461 |
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author | Tan, Ruoyue Zhang, Guanghui Liu, Ruochen Hou, Jianbing Dong, Zhen Deng, Chaowei Wan, Sicheng Lai, Xiaodong Cui, Hongjuan |
author_facet | Tan, Ruoyue Zhang, Guanghui Liu, Ruochen Hou, Jianbing Dong, Zhen Deng, Chaowei Wan, Sicheng Lai, Xiaodong Cui, Hongjuan |
author_sort | Tan, Ruoyue |
collection | PubMed |
description | Stomach adenocarcinoma (STAD) is a leading cause of cancer deaths, and the outcome of the patients remains dismal for the lack of effective biomarkers of early detection. Recent studies have elucidated the landscape of genomic alterations of gastric cancer and reveal some biomarkers of advanced-stage gastric cancer, however, information about early-stage biomarkers is limited. Here, we adopt Weighted Gene Co-expression Network Analysis (WGCNA) to screen potential biomarkers for early-stage STAD using RNA-Seq and clinical data from TCGA database. We find six gene clusters (or modules) are significantly correlated with the stage-I STADs. Among these, five hub genes, i.e., MS4A1, THBS2, VCAN, PDGFRB, and KCNA3 are identified and significantly de-regulated in the stage-I STADs compared with the normal stomach gland tissues, which suggests they can serve as potential early diagnostic biomarkers. Moreover, we show that high expression of VCAN and PDGFRB is associated with poor prognosis of STAD. VCAN encodes a large chondroitin sulfate proteoglycan that is the main component of the extracellular matrix, and PDGFRB encodes a cell surface tyrosine kinase receptor for members of the platelet-derived growth factor (PDGF) family. Consistently, Gene Ontology (GO) analysis of differentially expressed genes in the STADs indicates terms associated with extracellular matrix and receptor ligand activity are significantly enriched. Protein-protein network interaction analysis (PPI) and Gene Set Enrichment Analysis (GSEA) further support the core role of VCAN and PDGFRB in the tumorigenesis. Collectively, our study identifies the potential biomarkers for early detection and prognosis of STAD. |
format | Online Article Text |
id | pubmed-8249817 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82498172021-07-03 Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma Tan, Ruoyue Zhang, Guanghui Liu, Ruochen Hou, Jianbing Dong, Zhen Deng, Chaowei Wan, Sicheng Lai, Xiaodong Cui, Hongjuan Front Oncol Oncology Stomach adenocarcinoma (STAD) is a leading cause of cancer deaths, and the outcome of the patients remains dismal for the lack of effective biomarkers of early detection. Recent studies have elucidated the landscape of genomic alterations of gastric cancer and reveal some biomarkers of advanced-stage gastric cancer, however, information about early-stage biomarkers is limited. Here, we adopt Weighted Gene Co-expression Network Analysis (WGCNA) to screen potential biomarkers for early-stage STAD using RNA-Seq and clinical data from TCGA database. We find six gene clusters (or modules) are significantly correlated with the stage-I STADs. Among these, five hub genes, i.e., MS4A1, THBS2, VCAN, PDGFRB, and KCNA3 are identified and significantly de-regulated in the stage-I STADs compared with the normal stomach gland tissues, which suggests they can serve as potential early diagnostic biomarkers. Moreover, we show that high expression of VCAN and PDGFRB is associated with poor prognosis of STAD. VCAN encodes a large chondroitin sulfate proteoglycan that is the main component of the extracellular matrix, and PDGFRB encodes a cell surface tyrosine kinase receptor for members of the platelet-derived growth factor (PDGF) family. Consistently, Gene Ontology (GO) analysis of differentially expressed genes in the STADs indicates terms associated with extracellular matrix and receptor ligand activity are significantly enriched. Protein-protein network interaction analysis (PPI) and Gene Set Enrichment Analysis (GSEA) further support the core role of VCAN and PDGFRB in the tumorigenesis. Collectively, our study identifies the potential biomarkers for early detection and prognosis of STAD. Frontiers Media S.A. 2021-06-18 /pmc/articles/PMC8249817/ /pubmed/34221961 http://dx.doi.org/10.3389/fonc.2021.636461 Text en Copyright © 2021 Tan, Zhang, Liu, Hou, Dong, Deng, Wan, Lai and Cui https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Tan, Ruoyue Zhang, Guanghui Liu, Ruochen Hou, Jianbing Dong, Zhen Deng, Chaowei Wan, Sicheng Lai, Xiaodong Cui, Hongjuan Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma |
title | Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma |
title_full | Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma |
title_fullStr | Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma |
title_full_unstemmed | Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma |
title_short | Identification of Early Diagnostic and Prognostic Biomarkers via WGCNA in Stomach Adenocarcinoma |
title_sort | identification of early diagnostic and prognostic biomarkers via wgcna in stomach adenocarcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8249817/ https://www.ncbi.nlm.nih.gov/pubmed/34221961 http://dx.doi.org/10.3389/fonc.2021.636461 |
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