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

被引:1
|
作者
Cai, Qidong [1 ,2 ]
He, Boxue [1 ,2 ]
Tu, Guangxu [1 ,2 ]
Peng, Weilin [1 ,2 ]
Shi, Shuai [1 ,2 ]
Qian, Banglun [1 ,2 ]
Liang, Qingchun [3 ]
Peng, Shaoliang [4 ,5 ,6 ]
Tao, Yongguang [1 ,2 ,7 ,8 ,9 ]
Wang, Xiang [1 ,2 ]
机构
[1] Cent South Univ, Xiangya Hosp 2, Dept Thorac Surg, Changsha 410011, Peoples R China
[2] Cent South Univ, Xiangya Hosp 2, Hunan Key Lab Early Diag & Precise Treatment Lung, Changsha 410011, Peoples R China
[3] Cent South Univ, Xiangya Hosp 2, Dept Pathol, Changsha 410011, Peoples R China
[4] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Peoples R China
[5] Natl Univ Def Technol, Sch Comp Sci, Changsha 410073, Peoples R China
[6] Peng Cheng Lab, Shenzhen 518000, Peoples R China
[7] Cent South Univ, Xiangya Hosp, Dept Pathol, Key Lab Carcinogenesis & Canc Invas, Changsha 410078, Hunan, Peoples R China
[8] Cent South Univ, Canc Res Inst, NHC Key Lab Carcinogenesis, Changsha 410078, Hunan, Peoples R China
[9] Cent South Univ, Sch Basic Med, Changsha 410078, Hunan, Peoples R China
关键词
CANCER; EXPRESSION; DIAGNOSIS; IDENTIFICATION; VALIDATION; PROGNOSIS; MARKERS;
D O I
10.1016/j.isci.2023.107013
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
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页数:20
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