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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Online Access: | https://doi.org/10.1002/1878-0261.12767 |
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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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