The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma
Background Esophageal squamous cell carcinoma (ESCC) is a subtype of esophageal cancer with high incidence and mortality. Due to the poor 5-year survival rates of patients with ESCC, exploring novel diagnostic markers for early ESCC is emergent. Collagen, the abundant constituent of extracellular ma...
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doaj-4fab3b4848654b36b09dbb914cf78f5f2020-11-25T01:38:42ZengPeerJ Inc.PeerJ2167-83592019-10-017e770510.7717/peerj.7705The clinical significance of collagen family gene expression in esophageal squamous cell carcinomaJieling Li0Xiao Wang1Kai Zheng2Ying Liu3Junjun Li4Shaoqi Wang5Kaisheng Liu6Xun Song7Nan Li8Shouxia Xie9Shaoxiang Wang10School of Pharmaceutical Sciences, Shenzhen University Health Science Center, Shenzhen, ChinaDepartment of Pharmacy, The Second Clinical Medical College (Shenzhen People’s Hospital), Jinan University, Shenzhen, ChinaSchool of Pharmaceutical Sciences, Shenzhen University Health Science Center, Shenzhen, ChinaDepartment of Pharmacy, The Second Clinical Medical College (Shenzhen People’s Hospital), Jinan University, Shenzhen, ChinaSchool of Pharmaceutical Sciences, Shenzhen University Health Science Center, Shenzhen, ChinaDepartment of Oncology, Hubei Provincial Corps Hospital, Chinese People Armed Police Forces, Wuhan, ChinaDepartment of Pharmacy, The Second Clinical Medical College (Shenzhen People’s Hospital), Jinan University, Shenzhen, ChinaSchool of Pharmaceutical Sciences, Shenzhen University Health Science Center, Shenzhen, ChinaDepartment of Pharmacy, The Second Clinical Medical College (Shenzhen People’s Hospital), Jinan University, Shenzhen, ChinaDepartment of Pharmacy, The Second Clinical Medical College (Shenzhen People’s Hospital), Jinan University, Shenzhen, ChinaSchool of Pharmaceutical Sciences, Shenzhen University Health Science Center, Shenzhen, ChinaBackground Esophageal squamous cell carcinoma (ESCC) is a subtype of esophageal cancer with high incidence and mortality. Due to the poor 5-year survival rates of patients with ESCC, exploring novel diagnostic markers for early ESCC is emergent. Collagen, the abundant constituent of extracellular matrix, plays a critical role in tumor growth and epithelial-mesenchymal transition. However, the clinical significance of collagen genes in ESCC has been rarely studied. In this work, we systematically analyzed the gene expression of whole collagen family in ESCC, aiming to search for ideal biomarkers. Methods Clinical data and gene expression profiles of ESCC patients were collected from The Cancer Genome Atlas and the gene expression omnibus databases. Bioinformatics methods, including differential expression analysis, survival analysis, gene sets enrichment analysis (GSEA) and co-expression network analysis, were performed to investigate the correlation between the expression patterns of 44 collagen family genes and the development of ESCC. Results A total of 22 genes of collagen family were identified as differentially expressed genes in both the two datasets. Among them, COL1A1, COL10A1 and COL11A1 were particularly up-regulated in ESCC tissues compared to normal controls, while COL4A4, COL6A5 and COL14A1 were notably down-regulated. Besides, patients with low COL6A5 expression or high COL18A1 expression showed poor survival. In addition, a 7-gene prediction model was established based on collagen gene expression to predict patient survival, which had better predictive accuracy than the tumor-node-metastasis staging based model. Finally, GSEA results suggested that collagen genes might be tightly associated with PI3K/Akt/mTOR pathway, p53 pathway, apoptosis, cell cycle, etc. Conclusion Several collagen genes could be potential diagnostic and prognostic biomarkers for ESCC. Moreover, a novel 7-gene prediction model is probably useful for predicting survival outcomes of ESCC patients. These findings may facilitate early detection of ESCC and help improves prognosis of the patients.https://peerj.com/articles/7705.pdfESCCTCGAGEOGene expressionOverall survivalCollagen |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jieling Li Xiao Wang Kai Zheng Ying Liu Junjun Li Shaoqi Wang Kaisheng Liu Xun Song Nan Li Shouxia Xie Shaoxiang Wang |
spellingShingle |
Jieling Li Xiao Wang Kai Zheng Ying Liu Junjun Li Shaoqi Wang Kaisheng Liu Xun Song Nan Li Shouxia Xie Shaoxiang Wang The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma PeerJ ESCC TCGA GEO Gene expression Overall survival Collagen |
author_facet |
Jieling Li Xiao Wang Kai Zheng Ying Liu Junjun Li Shaoqi Wang Kaisheng Liu Xun Song Nan Li Shouxia Xie Shaoxiang Wang |
author_sort |
Jieling Li |
title |
The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma |
title_short |
The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma |
title_full |
The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma |
title_fullStr |
The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma |
title_full_unstemmed |
The clinical significance of collagen family gene expression in esophageal squamous cell carcinoma |
title_sort |
clinical significance of collagen family gene expression in esophageal squamous cell carcinoma |
publisher |
PeerJ Inc. |
series |
PeerJ |
issn |
2167-8359 |
publishDate |
2019-10-01 |
description |
Background Esophageal squamous cell carcinoma (ESCC) is a subtype of esophageal cancer with high incidence and mortality. Due to the poor 5-year survival rates of patients with ESCC, exploring novel diagnostic markers for early ESCC is emergent. Collagen, the abundant constituent of extracellular matrix, plays a critical role in tumor growth and epithelial-mesenchymal transition. However, the clinical significance of collagen genes in ESCC has been rarely studied. In this work, we systematically analyzed the gene expression of whole collagen family in ESCC, aiming to search for ideal biomarkers. Methods Clinical data and gene expression profiles of ESCC patients were collected from The Cancer Genome Atlas and the gene expression omnibus databases. Bioinformatics methods, including differential expression analysis, survival analysis, gene sets enrichment analysis (GSEA) and co-expression network analysis, were performed to investigate the correlation between the expression patterns of 44 collagen family genes and the development of ESCC. Results A total of 22 genes of collagen family were identified as differentially expressed genes in both the two datasets. Among them, COL1A1, COL10A1 and COL11A1 were particularly up-regulated in ESCC tissues compared to normal controls, while COL4A4, COL6A5 and COL14A1 were notably down-regulated. Besides, patients with low COL6A5 expression or high COL18A1 expression showed poor survival. In addition, a 7-gene prediction model was established based on collagen gene expression to predict patient survival, which had better predictive accuracy than the tumor-node-metastasis staging based model. Finally, GSEA results suggested that collagen genes might be tightly associated with PI3K/Akt/mTOR pathway, p53 pathway, apoptosis, cell cycle, etc. Conclusion Several collagen genes could be potential diagnostic and prognostic biomarkers for ESCC. Moreover, a novel 7-gene prediction model is probably useful for predicting survival outcomes of ESCC patients. These findings may facilitate early detection of ESCC and help improves prognosis of the patients. |
topic |
ESCC TCGA GEO Gene expression Overall survival Collagen |
url |
https://peerj.com/articles/7705.pdf |
work_keys_str_mv |
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