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Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma
The aim of current study was to use Weighted Gene Coexpression Network Analysis (WGCNA) to identify hub genes related to the incidence and prognosis of KRAS mutant (MT) lung adenocarcinoma (LUAD). We involved 184 stage IIB to IV LUAD samples and 59 normal lung tissue samples from The Cancer Genome A...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer Health
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7593058/ https://www.ncbi.nlm.nih.gov/pubmed/32769881 http://dx.doi.org/10.1097/MD.0000000000021478 |
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author | Dai, Dongjun Shi, Rongkai Han, Shuting Jin, Hongchuan Wang, Xian |
author_facet | Dai, Dongjun Shi, Rongkai Han, Shuting Jin, Hongchuan Wang, Xian |
author_sort | Dai, Dongjun |
collection | PubMed |
description | The aim of current study was to use Weighted Gene Coexpression Network Analysis (WGCNA) to identify hub genes related to the incidence and prognosis of KRAS mutant (MT) lung adenocarcinoma (LUAD). We involved 184 stage IIB to IV LUAD samples and 59 normal lung tissue samples from The Cancer Genome Atlas (TCGA) database. The R package “limma” was used to identify differentially expressed genes (DEGs). WGCNA and survival analyses were performed by R packages “WGCNA” and “survival,” respectively. The functional analyses were performed by R package “clusterProfiler” and GSEA software. Network construction and MCODE analysis were performed by Cytoscape_v3.6.1. Totally 2590 KRAS MT specific DEGs were found between LUAD and normal lung tissues, and 10 WGCNA modules were identified. Functional analysis of the key module showed the ribosome biogenesis related terms were enriched. We observed the expression of 8 genes were positively correlated to the worse survival of KRAS MT LUAD patients, the 7 of them were validated by Kaplan–Meier plotter database (kmplot.com/) (thymosin Beta 10 [TMSB10], ribosomal Protein S16 [RPS16], mitochondrial ribosomal protein L27 [MRPL27], cytochrome c oxidase subunit 6A1 [COX6A1], HCLS1-associated protein X-1 [HAX1], ribosomal protein L38 [RPL38], and ATP Synthase Membrane Subunit DAPIT [ATP5MD]). The GSEA analysis found mTOR and STK33 pathways were upregulated in KRAS MT LUAD (P < .05, false discovery rate [FDR] < 0.25). In summary, our study firstly used WGCNA to identify hub genes in the development of KRAS MT LUAD. The identified prognostic factors would be potential biomarkers in clinical use. Further molecular studies are required to confirm the mechanism of those genes in KRAS MT LUAD. |
format | Online Article Text |
id | pubmed-7593058 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Wolters Kluwer Health |
record_format | MEDLINE/PubMed |
spelling | pubmed-75930582020-10-29 Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma Dai, Dongjun Shi, Rongkai Han, Shuting Jin, Hongchuan Wang, Xian Medicine (Baltimore) 5700 The aim of current study was to use Weighted Gene Coexpression Network Analysis (WGCNA) to identify hub genes related to the incidence and prognosis of KRAS mutant (MT) lung adenocarcinoma (LUAD). We involved 184 stage IIB to IV LUAD samples and 59 normal lung tissue samples from The Cancer Genome Atlas (TCGA) database. The R package “limma” was used to identify differentially expressed genes (DEGs). WGCNA and survival analyses were performed by R packages “WGCNA” and “survival,” respectively. The functional analyses were performed by R package “clusterProfiler” and GSEA software. Network construction and MCODE analysis were performed by Cytoscape_v3.6.1. Totally 2590 KRAS MT specific DEGs were found between LUAD and normal lung tissues, and 10 WGCNA modules were identified. Functional analysis of the key module showed the ribosome biogenesis related terms were enriched. We observed the expression of 8 genes were positively correlated to the worse survival of KRAS MT LUAD patients, the 7 of them were validated by Kaplan–Meier plotter database (kmplot.com/) (thymosin Beta 10 [TMSB10], ribosomal Protein S16 [RPS16], mitochondrial ribosomal protein L27 [MRPL27], cytochrome c oxidase subunit 6A1 [COX6A1], HCLS1-associated protein X-1 [HAX1], ribosomal protein L38 [RPL38], and ATP Synthase Membrane Subunit DAPIT [ATP5MD]). The GSEA analysis found mTOR and STK33 pathways were upregulated in KRAS MT LUAD (P < .05, false discovery rate [FDR] < 0.25). In summary, our study firstly used WGCNA to identify hub genes in the development of KRAS MT LUAD. The identified prognostic factors would be potential biomarkers in clinical use. Further molecular studies are required to confirm the mechanism of those genes in KRAS MT LUAD. Wolters Kluwer Health 2020-08-07 /pmc/articles/PMC7593058/ /pubmed/32769881 http://dx.doi.org/10.1097/MD.0000000000021478 Text en Copyright © 2020 the Author(s). Published by Wolters Kluwer Health, Inc. http://creativecommons.org/licenses/by-nc/4.0 This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial License 4.0 (CCBY-NC), where it is permissible to download, share, remix, transform, and buildup the work provided it is properly cited. The work cannot be used commercially without permission from the journal. http://creativecommons.org/licenses/by-nc/4.0 |
spellingShingle | 5700 Dai, Dongjun Shi, Rongkai Han, Shuting Jin, Hongchuan Wang, Xian Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma |
title | Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma |
title_full | Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma |
title_fullStr | Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma |
title_full_unstemmed | Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma |
title_short | Weighted gene coexpression network analysis identifies hub genes related to KRAS mutant lung adenocarcinoma |
title_sort | weighted gene coexpression network analysis identifies hub genes related to kras mutant lung adenocarcinoma |
topic | 5700 |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7593058/ https://www.ncbi.nlm.nih.gov/pubmed/32769881 http://dx.doi.org/10.1097/MD.0000000000021478 |
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