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A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma
BACKGROUND: Stomach adenocarcinoma (STAD) is the most common histological type of stomach cancer, which causes a considerable number of deaths worldwide. This study aimed to identify its potential biomarkers with the notion of revealing the underlying molecular mechanisms. METHODS: Gene expression p...
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/PMC8427509/ https://www.ncbi.nlm.nih.gov/pubmed/34512711 http://dx.doi.org/10.3389/fgene.2021.646818 |
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author | Han, Songling Zhu, Wei Yang, Weili Guan, Qijie Chen, Chao He, Qiang Zhong, Zhuoheng Zhao, Ruoke Xiong, Hangming Han, Haote Li, Yaohan Sun, Zijian Hu, Xingjiang Tian, Jingkui |
author_facet | Han, Songling Zhu, Wei Yang, Weili Guan, Qijie Chen, Chao He, Qiang Zhong, Zhuoheng Zhao, Ruoke Xiong, Hangming Han, Haote Li, Yaohan Sun, Zijian Hu, Xingjiang Tian, Jingkui |
author_sort | Han, Songling |
collection | PubMed |
description | BACKGROUND: Stomach adenocarcinoma (STAD) is the most common histological type of stomach cancer, which causes a considerable number of deaths worldwide. This study aimed to identify its potential biomarkers with the notion of revealing the underlying molecular mechanisms. METHODS: Gene expression profile microarray data were downloaded from the Gene Expression Omnibus (GEO) database. The “limma” R package was used to screen the differentially expressed genes (DEGs) between STAD and matched normal tissues. The Database for Annotation, Visualization, and Integrated Discovery (DAVID) was used for function enrichment analyses of DEGs. The STAD dataset from The Cancer Genome Atlas (TCGA) database was used to identify a prognostic gene signature, which was verified in another STAD dataset from the GEO database. CIBERSORT algorithm was used to characterize the 22 human immune cell compositions. The expression of LRFN4 and CTHRC1 in tissues was determined by quantitative real-time PCR from the patients recruited to the present study. RESULTS: Three public datasets including 90 STAD patients and 43 healthy controls were analyzed, from which 44 genes were differentially expressed in all three datasets. These genes were implicated in biological processes including cell adhesion, wound healing, and extracellular matrix organization. Five out of 44 genes showed significant survival differences. Among them, CTHRC1 and LRFN4 were selected for construction of prognostic signature by univariate Cox regression and stepwise multivariate Cox regression in the TCGA-STAD dataset. The fidelity of the signature was evaluated in another independent dataset and showed a good classification effect. The infiltration levels of multiple immune cells between high-risk and low-risk groups had significant differences, as well as two immune checkpoints. TIM-3 and PD-L2 were highly correlated with the risk score. Multiple signaling pathways differed between the two groups of patients. At the same time, the expression level of LRFN4 and CTHRC1 in tissues analyzed by quantitative real-time PCR were consistent with the in silico findings. CONCLUSION: The present study constructed the prognostic signature by expression of CTHRC1 and LRFN4 for the first time via comprehensive bioinformatics analysis, which provided the potential therapeutic targets of STAD for clinical treatment. |
format | Online Article Text |
id | pubmed-8427509 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84275092021-09-10 A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma Han, Songling Zhu, Wei Yang, Weili Guan, Qijie Chen, Chao He, Qiang Zhong, Zhuoheng Zhao, Ruoke Xiong, Hangming Han, Haote Li, Yaohan Sun, Zijian Hu, Xingjiang Tian, Jingkui Front Genet Genetics BACKGROUND: Stomach adenocarcinoma (STAD) is the most common histological type of stomach cancer, which causes a considerable number of deaths worldwide. This study aimed to identify its potential biomarkers with the notion of revealing the underlying molecular mechanisms. METHODS: Gene expression profile microarray data were downloaded from the Gene Expression Omnibus (GEO) database. The “limma” R package was used to screen the differentially expressed genes (DEGs) between STAD and matched normal tissues. The Database for Annotation, Visualization, and Integrated Discovery (DAVID) was used for function enrichment analyses of DEGs. The STAD dataset from The Cancer Genome Atlas (TCGA) database was used to identify a prognostic gene signature, which was verified in another STAD dataset from the GEO database. CIBERSORT algorithm was used to characterize the 22 human immune cell compositions. The expression of LRFN4 and CTHRC1 in tissues was determined by quantitative real-time PCR from the patients recruited to the present study. RESULTS: Three public datasets including 90 STAD patients and 43 healthy controls were analyzed, from which 44 genes were differentially expressed in all three datasets. These genes were implicated in biological processes including cell adhesion, wound healing, and extracellular matrix organization. Five out of 44 genes showed significant survival differences. Among them, CTHRC1 and LRFN4 were selected for construction of prognostic signature by univariate Cox regression and stepwise multivariate Cox regression in the TCGA-STAD dataset. The fidelity of the signature was evaluated in another independent dataset and showed a good classification effect. The infiltration levels of multiple immune cells between high-risk and low-risk groups had significant differences, as well as two immune checkpoints. TIM-3 and PD-L2 were highly correlated with the risk score. Multiple signaling pathways differed between the two groups of patients. At the same time, the expression level of LRFN4 and CTHRC1 in tissues analyzed by quantitative real-time PCR were consistent with the in silico findings. CONCLUSION: The present study constructed the prognostic signature by expression of CTHRC1 and LRFN4 for the first time via comprehensive bioinformatics analysis, which provided the potential therapeutic targets of STAD for clinical treatment. Frontiers Media S.A. 2021-08-26 /pmc/articles/PMC8427509/ /pubmed/34512711 http://dx.doi.org/10.3389/fgene.2021.646818 Text en Copyright © 2021 Han, Zhu, Yang, Guan, Chen, He, Zhong, Zhao, Xiong, Han, Li, Sun, Hu and Tian. 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 | Genetics Han, Songling Zhu, Wei Yang, Weili Guan, Qijie Chen, Chao He, Qiang Zhong, Zhuoheng Zhao, Ruoke Xiong, Hangming Han, Haote Li, Yaohan Sun, Zijian Hu, Xingjiang Tian, Jingkui A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma |
title | A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma |
title_full | A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma |
title_fullStr | A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma |
title_full_unstemmed | A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma |
title_short | A Prognostic Signature Constructed by CTHRC1 and LRFN4 in Stomach Adenocarcinoma |
title_sort | prognostic signature constructed by cthrc1 and lrfn4 in stomach adenocarcinoma |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8427509/ https://www.ncbi.nlm.nih.gov/pubmed/34512711 http://dx.doi.org/10.3389/fgene.2021.646818 |
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