Cargando…

Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis

Since DNA methylation (DNAm) is associated with the carcinogenesis of various cancers, this study aimed to explore potential DNAm prognostic signatures of lung squamous cell carcinoma (LUSC). First, transcriptomic and methylation profiles of LUSC were obtained from The Cancer Genome Atlas database (...

Descripción completa

Detalles Bibliográficos
Autores principales: Li, Guanghua, Wu, Libo, Yu, Jiaxing, Zhai, Siyang, Deng, Hailong, Wang, Qiushi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525794/
https://www.ncbi.nlm.nih.gov/pubmed/36193204
http://dx.doi.org/10.1155/2022/9688040
_version_ 1784800758947905536
author Li, Guanghua
Wu, Libo
Yu, Jiaxing
Zhai, Siyang
Deng, Hailong
Wang, Qiushi
author_facet Li, Guanghua
Wu, Libo
Yu, Jiaxing
Zhai, Siyang
Deng, Hailong
Wang, Qiushi
author_sort Li, Guanghua
collection PubMed
description Since DNA methylation (DNAm) is associated with the carcinogenesis of various cancers, this study aimed to explore potential DNAm prognostic signatures of lung squamous cell carcinoma (LUSC). First, transcriptomic and methylation profiles of LUSC were obtained from The Cancer Genome Atlas database (TCGA). DNAm-related genes were screened by integrating DNAm and transcriptome profiles via MethylMix package. Subsequently, a prognostic signature was conducted with the least absolute shrinkage and selector operation (LASSO) Cox analysis. This signature combined with the clinicopathological parameters was then utilized to construct a prognostic nomogram via the rms package. A signature based on three DNAm-related genes claudin 1 (CLDN1), ATP-binding cassette subfamily C member 5 (ABCC5), and cystatin A (CSTA) that were hypomethylated and upregulated in LUSC was constructed. Univariate and multivariate Cox regression analysis suggested that this signature, combined with age and TNM.N stage, was significantly correlated with survival rate. Time-dependent receiver operating characteristics and calibration curves suggested the nomogram constructed with age and TNM.N stage variables could accurately evaluate the 3- and 5-year outcome of LUSC. Finally, the average mRNA and protein expression levels of CLDN1, ABCC5, and CSTA in LUSC were verified to be significantly higher than those in paracancerous tissues. Moreover, silencing CLDN1, ABCC5, and CSTA expressions could significantly reduce the carcinogenesis of the A549 cell line. The DNAm-driven prognostic signature consists of CLDN1, ABCC5, and CSTA incorporated with age and TNM. N stage could facilitate the prediction outcome of LUSC.
format Online
Article
Text
id pubmed-9525794
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-95257942022-10-02 Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis Li, Guanghua Wu, Libo Yu, Jiaxing Zhai, Siyang Deng, Hailong Wang, Qiushi J Oncol Research Article Since DNA methylation (DNAm) is associated with the carcinogenesis of various cancers, this study aimed to explore potential DNAm prognostic signatures of lung squamous cell carcinoma (LUSC). First, transcriptomic and methylation profiles of LUSC were obtained from The Cancer Genome Atlas database (TCGA). DNAm-related genes were screened by integrating DNAm and transcriptome profiles via MethylMix package. Subsequently, a prognostic signature was conducted with the least absolute shrinkage and selector operation (LASSO) Cox analysis. This signature combined with the clinicopathological parameters was then utilized to construct a prognostic nomogram via the rms package. A signature based on three DNAm-related genes claudin 1 (CLDN1), ATP-binding cassette subfamily C member 5 (ABCC5), and cystatin A (CSTA) that were hypomethylated and upregulated in LUSC was constructed. Univariate and multivariate Cox regression analysis suggested that this signature, combined with age and TNM.N stage, was significantly correlated with survival rate. Time-dependent receiver operating characteristics and calibration curves suggested the nomogram constructed with age and TNM.N stage variables could accurately evaluate the 3- and 5-year outcome of LUSC. Finally, the average mRNA and protein expression levels of CLDN1, ABCC5, and CSTA in LUSC were verified to be significantly higher than those in paracancerous tissues. Moreover, silencing CLDN1, ABCC5, and CSTA expressions could significantly reduce the carcinogenesis of the A549 cell line. The DNAm-driven prognostic signature consists of CLDN1, ABCC5, and CSTA incorporated with age and TNM. N stage could facilitate the prediction outcome of LUSC. Hindawi 2022-09-23 /pmc/articles/PMC9525794/ /pubmed/36193204 http://dx.doi.org/10.1155/2022/9688040 Text en Copyright © 2022 Guanghua Li et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Li, Guanghua
Wu, Libo
Yu, Jiaxing
Zhai, Siyang
Deng, Hailong
Wang, Qiushi
Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis
title Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis
title_full Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis
title_fullStr Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis
title_full_unstemmed Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis
title_short Identification and Validation of Three-Gene Signature in Lung Squamous Cell Carcinoma by Integrated Transcriptome and Methylation Analysis
title_sort identification and validation of three-gene signature in lung squamous cell carcinoma by integrated transcriptome and methylation analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525794/
https://www.ncbi.nlm.nih.gov/pubmed/36193204
http://dx.doi.org/10.1155/2022/9688040
work_keys_str_mv AT liguanghua identificationandvalidationofthreegenesignatureinlungsquamouscellcarcinomabyintegratedtranscriptomeandmethylationanalysis
AT wulibo identificationandvalidationofthreegenesignatureinlungsquamouscellcarcinomabyintegratedtranscriptomeandmethylationanalysis
AT yujiaxing identificationandvalidationofthreegenesignatureinlungsquamouscellcarcinomabyintegratedtranscriptomeandmethylationanalysis
AT zhaisiyang identificationandvalidationofthreegenesignatureinlungsquamouscellcarcinomabyintegratedtranscriptomeandmethylationanalysis
AT denghailong identificationandvalidationofthreegenesignatureinlungsquamouscellcarcinomabyintegratedtranscriptomeandmethylationanalysis
AT wangqiushi identificationandvalidationofthreegenesignatureinlungsquamouscellcarcinomabyintegratedtranscriptomeandmethylationanalysis