Cargando…

Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma

Exploring early detection methods through comprehensive evaluation of DNA methylation for lung squamous cell carcinoma (LUSC) patients is of great significance. By using different machine learning algorithms for feature selection and model construction based on The Cancer Genome Atlas (TCGA) and Gen...

Descripción completa

Detalles Bibliográficos
Autores principales: Cai, Qidong, He, Boxue, Tu, Guangxu, Peng, Weilin, Shi, Shuai, Qian, Banglun, Liang, Qingchun, Peng, Shaoliang, Tao, Yongguang, Wang, Xiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10300376/
https://www.ncbi.nlm.nih.gov/pubmed/37389184
http://dx.doi.org/10.1016/j.isci.2023.107013
_version_ 1785064574487101440
author Cai, Qidong
He, Boxue
Tu, Guangxu
Peng, Weilin
Shi, Shuai
Qian, Banglun
Liang, Qingchun
Peng, Shaoliang
Tao, Yongguang
Wang, Xiang
author_facet Cai, Qidong
He, Boxue
Tu, Guangxu
Peng, Weilin
Shi, Shuai
Qian, Banglun
Liang, Qingchun
Peng, Shaoliang
Tao, Yongguang
Wang, Xiang
author_sort Cai, Qidong
collection PubMed
description Exploring early detection methods through comprehensive evaluation of DNA methylation for lung squamous cell carcinoma (LUSC) patients is of great significance. By using different machine learning algorithms for feature selection and model construction based on The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases, five methylation biomarkers in LUSC (along with mapped genes) were identified including cg14823851 (TBX4), cg02772121 (TRIM15), cg10424681 (C6orf201), cg12910906 (ARHGEF4), and cg20181079 (OR4D11), achieving extremely high sensitivity and specificity in distinguishing LUSC from normal samples in independent cohorts. Pyrosequencing assay verified DNA methylation levels, meanwhile qRT-PCR and immunohistochemistry results presented their accordant methylation-related gene expression statuses in paired LUSC and normal lung tissues. The five methylation-based biomarkers proposed in this study have great potential for the diagnosis of LUSC and could guide studies in methylation-regulated tumor development and progression.
format Online
Article
Text
id pubmed-10300376
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-103003762023-06-29 Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma Cai, Qidong He, Boxue Tu, Guangxu Peng, Weilin Shi, Shuai Qian, Banglun Liang, Qingchun Peng, Shaoliang Tao, Yongguang Wang, Xiang iScience Article Exploring early detection methods through comprehensive evaluation of DNA methylation for lung squamous cell carcinoma (LUSC) patients is of great significance. By using different machine learning algorithms for feature selection and model construction based on The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases, five methylation biomarkers in LUSC (along with mapped genes) were identified including cg14823851 (TBX4), cg02772121 (TRIM15), cg10424681 (C6orf201), cg12910906 (ARHGEF4), and cg20181079 (OR4D11), achieving extremely high sensitivity and specificity in distinguishing LUSC from normal samples in independent cohorts. Pyrosequencing assay verified DNA methylation levels, meanwhile qRT-PCR and immunohistochemistry results presented their accordant methylation-related gene expression statuses in paired LUSC and normal lung tissues. The five methylation-based biomarkers proposed in this study have great potential for the diagnosis of LUSC and could guide studies in methylation-regulated tumor development and progression. Elsevier 2023-06-05 /pmc/articles/PMC10300376/ /pubmed/37389184 http://dx.doi.org/10.1016/j.isci.2023.107013 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Cai, Qidong
He, Boxue
Tu, Guangxu
Peng, Weilin
Shi, Shuai
Qian, Banglun
Liang, Qingchun
Peng, Shaoliang
Tao, Yongguang
Wang, Xiang
Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma
title Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma
title_full Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma
title_fullStr Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma
title_full_unstemmed Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma
title_short Whole-genome DNA methylation and DNA methylation-based biomarkers in lung squamous cell carcinoma
title_sort whole-genome dna methylation and dna methylation-based biomarkers in lung squamous cell carcinoma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10300376/
https://www.ncbi.nlm.nih.gov/pubmed/37389184
http://dx.doi.org/10.1016/j.isci.2023.107013
work_keys_str_mv AT caiqidong wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT heboxue wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT tuguangxu wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT pengweilin wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT shishuai wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT qianbanglun wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT liangqingchun wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT pengshaoliang wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT taoyongguang wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma
AT wangxiang wholegenomednamethylationanddnamethylationbasedbiomarkersinlungsquamouscellcarcinoma