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Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis

Gastric cancer (GC) patients have high mortality due to late-stage diagnosis, which is closely associated with lymph node metastasis. Exploring the molecular mechanisms of lymphatic metastasis may inform the research into early diagnostics of GC. In the present study, we obtained RNA-Seq data from T...

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Autores principales: Zhang, Chao, Jing, Li-wei, Li, Zhi-ting, Chang, Zi-wei, Liu, Hui, Zhang, Qiu-meng, Zhang, Qing-yu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Portland Press Ltd. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6499450/
https://www.ncbi.nlm.nih.gov/pubmed/30971501
http://dx.doi.org/10.1042/BSR20182179
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author Zhang, Chao
Jing, Li-wei
Li, Zhi-ting
Chang, Zi-wei
Liu, Hui
Zhang, Qiu-meng
Zhang, Qing-yu
author_facet Zhang, Chao
Jing, Li-wei
Li, Zhi-ting
Chang, Zi-wei
Liu, Hui
Zhang, Qiu-meng
Zhang, Qing-yu
author_sort Zhang, Chao
collection PubMed
description Gastric cancer (GC) patients have high mortality due to late-stage diagnosis, which is closely associated with lymph node metastasis. Exploring the molecular mechanisms of lymphatic metastasis may inform the research into early diagnostics of GC. In the present study, we obtained RNA-Seq data from The Cancer Genome Altas and used Limma package to identify differentially expressed genes (DEGs) between lymphatic metastases and non-lymphatic metastases in GC tissues. Then, we used an elastic net-regularized COX proportional hazard model for gene selection from the DEGs and constructed a regression model composed of 28-gene signatures. Furthermore, we assessed the prognostic performance of the 28-gene signature by analyzing the receive operating characteristic curves. In addition, we selected the gene PELI2 amongst 28 genes and assessed the roles of this gene in GC cells. The good prognostic performance of the 28-gene signature was confirmed in the testing set, which was also validated by GSE66229 dataset. In addition, the biological experiments showed that PELI2 could promote the growth and metastasis of GC cells by regulating vascular endothelial growth factor C. Our study indicates that the identified 28-gene signature could be considered as a sensitive predictive tool for lymphatic metastasis in GC.
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spelling pubmed-64994502019-05-16 Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis Zhang, Chao Jing, Li-wei Li, Zhi-ting Chang, Zi-wei Liu, Hui Zhang, Qiu-meng Zhang, Qing-yu Biosci Rep Research Articles Gastric cancer (GC) patients have high mortality due to late-stage diagnosis, which is closely associated with lymph node metastasis. Exploring the molecular mechanisms of lymphatic metastasis may inform the research into early diagnostics of GC. In the present study, we obtained RNA-Seq data from The Cancer Genome Altas and used Limma package to identify differentially expressed genes (DEGs) between lymphatic metastases and non-lymphatic metastases in GC tissues. Then, we used an elastic net-regularized COX proportional hazard model for gene selection from the DEGs and constructed a regression model composed of 28-gene signatures. Furthermore, we assessed the prognostic performance of the 28-gene signature by analyzing the receive operating characteristic curves. In addition, we selected the gene PELI2 amongst 28 genes and assessed the roles of this gene in GC cells. The good prognostic performance of the 28-gene signature was confirmed in the testing set, which was also validated by GSE66229 dataset. In addition, the biological experiments showed that PELI2 could promote the growth and metastasis of GC cells by regulating vascular endothelial growth factor C. Our study indicates that the identified 28-gene signature could be considered as a sensitive predictive tool for lymphatic metastasis in GC. Portland Press Ltd. 2019-05-02 /pmc/articles/PMC6499450/ /pubmed/30971501 http://dx.doi.org/10.1042/BSR20182179 Text en © 2019 The Author(s). http://creativecommons.org/licenses/by/4.0/This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and distributed under the Creative Commons Attribution License 4.0 (CC BY) (http://creativecommons.org/licenses/by/4.0/) .
spellingShingle Research Articles
Zhang, Chao
Jing, Li-wei
Li, Zhi-ting
Chang, Zi-wei
Liu, Hui
Zhang, Qiu-meng
Zhang, Qing-yu
Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
title Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
title_full Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
title_fullStr Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
title_full_unstemmed Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
title_short Identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
title_sort identification of a prognostic 28-gene expression signature for gastric cancer with lymphatic metastasis
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6499450/
https://www.ncbi.nlm.nih.gov/pubmed/30971501
http://dx.doi.org/10.1042/BSR20182179
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