Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma
Abstract Background DNA methylation has started a recent revolution in genomics biology by identifying key biomarkers for multiple cancers, including oral squamous cell carcinoma (OSCC), the most common head and neck squamous cell carcinoma. Methods A multi-stage screening strategy was used to ident...
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doaj-fd427a3349124b0aa3449a78cf2413162020-11-24T21:49:15ZengBMCClinical Epigenetics1868-70751868-70832017-08-019111110.1186/s13148-017-0392-9Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinomaSipeng Shen0Guanrong Wang1Qianwen Shi2Ruyang Zhang3Yang Zhao4Yongyue Wei5Feng Chen6David C. Christiani7Department of Biostatistics, School of Public Health, Nanjing Medical UniversityNational Health and Family Planning Commission Contraceptives Adverse Reaction Surveillance Center, Jiangsu Institute of Planned Parenthood ResearchDepartment of Biostatistics, School of Public Health, Nanjing Medical UniversityDepartment of Biostatistics, School of Public Health, Nanjing Medical UniversityDepartment of Biostatistics, School of Public Health, Nanjing Medical UniversityDepartment of Biostatistics, School of Public Health, Nanjing Medical UniversityDepartment of Biostatistics, School of Public Health, Nanjing Medical UniversityChina International Cooperation Center of Environment and Human Health, Nanjing Medical UniversityAbstract Background DNA methylation has started a recent revolution in genomics biology by identifying key biomarkers for multiple cancers, including oral squamous cell carcinoma (OSCC), the most common head and neck squamous cell carcinoma. Methods A multi-stage screening strategy was used to identify DNA-methylation-based signatures for OSCC prognosis. We used The Cancer Genome Atlas (TCGA) data as training set which were validated in two independent datasets from Gene Expression Omnibus (GEO). The correlation between DNA methylation and corresponding gene expression and the prognostic value of the gene expression were explored as well. Results The seven DNA methylation CpG sites were identified which were significantly associated with OSCC overall survival. Prognostic signature, a weighted linear combination of the seven CpG sites, successfully distinguished the overall survival of OSCC patients and had a moderate predictive ability for survival [training set: hazard ratio (HR) = 3.23, P = 5.52 × 10−10, area under the curve (AUC) = 0.76; validation set 1: HR = 2.79, P = 0.010, AUC = 0.67; validation set 2: HR = 3.69, P = 0.011, AUC = 0.66]. Stratification analysis by human papillomavirus status, clinical stage, age, gender, smoking status, and grade retained statistical significance. Expression of genes corresponding to candidate CpG sites (AJAP1, SHANK2, FOXA2, MT1A, ZNF570, HOXC4, and HOXB4) was also significantly associated with patient’s survival. Signature integrating of DNA methylation, gene expression, and clinical information showed a superior ability for prognostic prediction (AUC = 0.78). Conclusion Prognostic signature integrated of DNA methylation, gene expression, and clinical information provides a better prognostic prediction value for OSCC patients than that with clinical information only.http://link.springer.com/article/10.1186/s13148-017-0392-9Oral squamous cell carcinomaOverall survivalMethylationGene expressionPrognostic signature |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sipeng Shen Guanrong Wang Qianwen Shi Ruyang Zhang Yang Zhao Yongyue Wei Feng Chen David C. Christiani |
spellingShingle |
Sipeng Shen Guanrong Wang Qianwen Shi Ruyang Zhang Yang Zhao Yongyue Wei Feng Chen David C. Christiani Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma Clinical Epigenetics Oral squamous cell carcinoma Overall survival Methylation Gene expression Prognostic signature |
author_facet |
Sipeng Shen Guanrong Wang Qianwen Shi Ruyang Zhang Yang Zhao Yongyue Wei Feng Chen David C. Christiani |
author_sort |
Sipeng Shen |
title |
Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma |
title_short |
Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma |
title_full |
Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma |
title_fullStr |
Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma |
title_full_unstemmed |
Seven-CpG-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma |
title_sort |
seven-cpg-based prognostic signature coupled with gene expression predicts survival of oral squamous cell carcinoma |
publisher |
BMC |
series |
Clinical Epigenetics |
issn |
1868-7075 1868-7083 |
publishDate |
2017-08-01 |
description |
Abstract Background DNA methylation has started a recent revolution in genomics biology by identifying key biomarkers for multiple cancers, including oral squamous cell carcinoma (OSCC), the most common head and neck squamous cell carcinoma. Methods A multi-stage screening strategy was used to identify DNA-methylation-based signatures for OSCC prognosis. We used The Cancer Genome Atlas (TCGA) data as training set which were validated in two independent datasets from Gene Expression Omnibus (GEO). The correlation between DNA methylation and corresponding gene expression and the prognostic value of the gene expression were explored as well. Results The seven DNA methylation CpG sites were identified which were significantly associated with OSCC overall survival. Prognostic signature, a weighted linear combination of the seven CpG sites, successfully distinguished the overall survival of OSCC patients and had a moderate predictive ability for survival [training set: hazard ratio (HR) = 3.23, P = 5.52 × 10−10, area under the curve (AUC) = 0.76; validation set 1: HR = 2.79, P = 0.010, AUC = 0.67; validation set 2: HR = 3.69, P = 0.011, AUC = 0.66]. Stratification analysis by human papillomavirus status, clinical stage, age, gender, smoking status, and grade retained statistical significance. Expression of genes corresponding to candidate CpG sites (AJAP1, SHANK2, FOXA2, MT1A, ZNF570, HOXC4, and HOXB4) was also significantly associated with patient’s survival. Signature integrating of DNA methylation, gene expression, and clinical information showed a superior ability for prognostic prediction (AUC = 0.78). Conclusion Prognostic signature integrated of DNA methylation, gene expression, and clinical information provides a better prognostic prediction value for OSCC patients than that with clinical information only. |
topic |
Oral squamous cell carcinoma Overall survival Methylation Gene expression Prognostic signature |
url |
http://link.springer.com/article/10.1186/s13148-017-0392-9 |
work_keys_str_mv |
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1725888460712050688 |