Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma

Lung cancer has the highest mortality of all cancers worldwide. Epigenetic alterations have emerged as potential biomarkers for early diagnosis of various cancer tissue types. To identify methylation markers for early diagnosis of lung adenocarcinoma, we aimed to integrate genome‐wide DNA methylatio...

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Main Authors: Miao Li, Chen Zhang, Lijun Zhou, Siyu Li, Yuan Jie Cao, Longlong Wang, Rong Xiang, Yi Shi, Yongjun Piao
Format: Article
Language:English
Published: Wiley 2020-11-01
Series:Molecular Oncology
Subjects:
Online Access:https://doi.org/10.1002/1878-0261.12767
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spelling doaj-3b7b18fdf34c437695a216ab9133d4312020-11-25T04:06:13ZengWileyMolecular Oncology1574-78911878-02612020-11-0114112744275810.1002/1878-0261.12767Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinomaMiao Li0Chen Zhang1Lijun Zhou2Siyu Li3Yuan Jie Cao4Longlong Wang5Rong Xiang6Yi Shi7Yongjun Piao8School of Medicine Nankai University Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaDepartment of Radiation and Oncology National Clinical Research Center for Cancer and Tianjin Key Laboratory of Cancer Prevention and Therapy Tianjin Medical University Cancer Institute and Hospital Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaSchool of Medicine Nankai University Tianjin ChinaLung cancer has the highest mortality of all cancers worldwide. Epigenetic alterations have emerged as potential biomarkers for early diagnosis of various cancer tissue types. To identify methylation markers for early diagnosis of lung adenocarcinoma, we aimed to integrate genome‐wide DNA methylation and gene expression data from The Cancer Genome Atlas. To this end, we first examined the global DNA methylation pattern of lung adenocarcinoma and investigated the relationship between DNA methylation subtypes and clinical features. We then extracted differentially methylated and expressed genes, and adopted feature selection techniques to determine the final methylation markers. The performance of the markers in predicting lung adenocarcinoma was evaluated on three independent datasets from Gene Expression Omnibus. Protein levels of marker genes were validated by immunohistochemistry, and their biological function was further verified in vivo. We identified three novel methylation markers in lung adenocarcinoma including cg08032924, cg14823851, and cg19161124, mapping to CMTM2, TBX4, and DPP6, respectively. Validating these results on three independent datasets indicated that the three markers can achieve extremely high sensitivity and specificity in distinguishing lung adenocarcinoma from normal samples. Immunohistochemistry quantification results confirmed that markers are weakly expressed in human lung adenocarcinoma, and CMTM2 decreased tumor growth of mouse Lewis lung carcinoma in vivo. Overall, our study identified three novel methylation markers in lung adenocarcinoma which may contribute toward an improved diagnosis potentially leading to a better outcome for patients with lung adenocarcinoma.https://doi.org/10.1002/1878-0261.12767DNA methylationearly diagnosisfeature selectionlung adenocarcinoma
collection DOAJ
language English
format Article
sources DOAJ
author Miao Li
Chen Zhang
Lijun Zhou
Siyu Li
Yuan Jie Cao
Longlong Wang
Rong Xiang
Yi Shi
Yongjun Piao
spellingShingle Miao Li
Chen Zhang
Lijun Zhou
Siyu Li
Yuan Jie Cao
Longlong Wang
Rong Xiang
Yi Shi
Yongjun Piao
Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma
Molecular Oncology
DNA methylation
early diagnosis
feature selection
lung adenocarcinoma
author_facet Miao Li
Chen Zhang
Lijun Zhou
Siyu Li
Yuan Jie Cao
Longlong Wang
Rong Xiang
Yi Shi
Yongjun Piao
author_sort Miao Li
title Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma
title_short Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma
title_full Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma
title_fullStr Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma
title_full_unstemmed Identification and validation of novel DNA methylation markers for early diagnosis of lung adenocarcinoma
title_sort identification and validation of novel dna methylation markers for early diagnosis of lung adenocarcinoma
publisher Wiley
series Molecular Oncology
issn 1574-7891
1878-0261
publishDate 2020-11-01
description Lung cancer has the highest mortality of all cancers worldwide. Epigenetic alterations have emerged as potential biomarkers for early diagnosis of various cancer tissue types. To identify methylation markers for early diagnosis of lung adenocarcinoma, we aimed to integrate genome‐wide DNA methylation and gene expression data from The Cancer Genome Atlas. To this end, we first examined the global DNA methylation pattern of lung adenocarcinoma and investigated the relationship between DNA methylation subtypes and clinical features. We then extracted differentially methylated and expressed genes, and adopted feature selection techniques to determine the final methylation markers. The performance of the markers in predicting lung adenocarcinoma was evaluated on three independent datasets from Gene Expression Omnibus. Protein levels of marker genes were validated by immunohistochemistry, and their biological function was further verified in vivo. We identified three novel methylation markers in lung adenocarcinoma including cg08032924, cg14823851, and cg19161124, mapping to CMTM2, TBX4, and DPP6, respectively. Validating these results on three independent datasets indicated that the three markers can achieve extremely high sensitivity and specificity in distinguishing lung adenocarcinoma from normal samples. Immunohistochemistry quantification results confirmed that markers are weakly expressed in human lung adenocarcinoma, and CMTM2 decreased tumor growth of mouse Lewis lung carcinoma in vivo. Overall, our study identified three novel methylation markers in lung adenocarcinoma which may contribute toward an improved diagnosis potentially leading to a better outcome for patients with lung adenocarcinoma.
topic DNA methylation
early diagnosis
feature selection
lung adenocarcinoma
url https://doi.org/10.1002/1878-0261.12767
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