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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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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 |
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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 |
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