A seven-DNA methylation signature as a novel prognostic biomarker in breast cancer

被引:23
作者
Tao, Chuntao [1 ]
Luo, Ruihan [1 ]
Song, Jing [1 ]
Zhang, Wanfeng [1 ]
Ran, Longke [1 ]
机构
[1] Chongqing Med Univ, Dept Bioinformat, Chongqing 400010, Peoples R China
关键词
biomarker; breast cancer; DNA methylation; prognostic signature; DNA METHYLATION; SURVIVAL ANALYSIS; GENE-EXPRESSION; CAP ANALYSIS; GALNT3; IDENTIFICATION; VARIANTS;
D O I
10.1002/jcb.29461
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background Breast cancer (BC) is a common malignant tumor and its incidence and mortality rates are ranked first among female cancers. So far, there has been no effective biomarkers for BC prognosis. Methods The DNA methylation data of BC was downloaded from The Cancer Genome Atlas (TCGA), Gene Expression Omnibus, and Functional ANnoTation of The Mammalian Genome databases. The RNA-Seq data and clinical information of patients were downloaded from TCGA. R packages edgeR and minfi were used for differentially methylated genes (DMGs) screening. Then, the DMGs were collected for gene ontology and Kyoto Encyclopedia of Genes and Genomes analysis by the online tool database for annotation, visualization and integrated discovery (DAVID) and Reactome. Cox regression analysis was used to screen candidate differentially methylated sites (DMSs) for BC prognosis. Logrank test was used to explore the correlation between DMSs and survival time. Correlation analysis was used to investigate the correlation between DNA methylation and gene expression. Results We identified 276 DMGs which contained 1454 DMSs in those three datasets. Also, six DMGs that contained seven DMSs were identified by Cox regression analysis. Interestingly, their expression levels were negatively correlated with the DNA methylation level and not affected by age, subtypes, or tumor stages. Conclusions We proposed that these seven differentially DNA methylation sites can be used as a novel prognostic biomarker for BC area under curve (AUC) = 0.74), which may facilitate research and benefit the clinical treatment of BC.
引用
收藏
页码:2385 / 2393
页数:9
相关论文
共 34 条
[1]   Discovery of methylated circulating DNA biomarkers for comprehensive non-invasive monitoring of treatment response in metastatic colorectal cancer [J].
Barault, Ludovic ;
Amatu, Alessio ;
Siravegna, Giulia ;
Ponzetti, Agostino ;
Moran, Sebastian ;
Cassingena, Andrea ;
Mussolin, Benedetta ;
Falcomata, Chiara ;
Binder, Alexandra M. ;
Cristiano, Carmen ;
Oddo, Daniele ;
Guarrera, Simonetta ;
Cancelliere, Carlotta ;
Bustreo, Sara ;
Bencardino, Katia ;
Maden, Sean ;
Vanzati, Alice ;
Zavattari, Patrizia ;
Matullo, Giuseppe ;
Truini, Mauro ;
Grady, William M. ;
Racca, Patrizia ;
Michels, Karin B. ;
Siena, Salvatore ;
Esteller, Manel ;
Bardelli, Alberto ;
Sartore-Bianchi, Andrea ;
Di Nicolantonio, Federica .
GUT, 2018, 67 (11) :1995-2005
[2]   Novel role of O-glycosyltransferases GALNT3 and B3GNT3 in the self-renewal of pancreatic cancer stem cells [J].
Barkeer, Srikanth ;
Chugh, Seema ;
Karmakar, Saswati ;
Kaushik, Garima ;
Rauth, Sanchita ;
Rachagani, Satyanarayana ;
Batra, Surinder K. ;
Ponnusamy, Moorthy P. .
BMC CANCER, 2018, 18
[3]   Graft union formation in grapevine induces transcriptional changes related to cell wall modification, wounding, hormone signalling, and secondary metabolism [J].
Cookson, Sarah Jane ;
Moreno, Maria Jose Clemente ;
Hevin, Cyril ;
Mendome, Larissa Zita Nyamba ;
Delrot, Serge ;
Trossat-Magnin, Claudine ;
Ollat, Nathalie .
JOURNAL OF EXPERIMENTAL BOTANY, 2013, 64 (10) :2997-3008
[4]  
Gene Ontology C, 2015, Nucleic Acids Res, V43, pD1049, DOI [10.1093/nar/gku1179, DOI 10.1093/NAR/GKU1179]
[5]   Survival analysis and regression models [J].
George, Brandon ;
Seals, Samantha ;
Aban, Inmaculada .
JOURNAL OF NUCLEAR CARDIOLOGY, 2014, 21 (04) :686-694
[6]  
Harbeck N, 2017, LANCET, V389, P1134, DOI [10.1016/s0140-6736(16)31891-8, 10.1016/S0140-6736(16)31891-8]
[7]   Time-dependent ROC curves for censored survival data and a diagnostic marker [J].
Heagerty, PJ ;
Lumley, T ;
Pepe, MS .
BIOMETRICS, 2000, 56 (02) :337-344
[8]   What is an ROC curve? [J].
Hoo, Zhe Hui ;
Candlish, Jane ;
Teare, Dawn .
EMERGENCY MEDICINE JOURNAL, 2017, 34 (06) :357-359
[9]   Integrative CAGE and DNA Methylation Profiling Identify Epigenetically Regulated Genes in NSCLC [J].
Horie, Masafumi ;
Kaczkowski, Bogumil ;
Ohshima, Mitsuhiro ;
Matsuzaki, Hirotaka ;
Noguchi, Satoshi ;
Mikami, Yu ;
Lizio, Marina ;
Itoh, Masayoshi ;
Kawaji, Hideya ;
Lassmann, Timo ;
Carninci, Piero ;
Hayashizaki, Yoshihide ;
Forrest, Alistair R. R. ;
Takai, Daiya ;
Yamaguchi, Yoko ;
Micke, Patrick ;
Saito, Akira ;
Nagase, Takahide .
MOLECULAR CANCER RESEARCH, 2017, 15 (10) :1354-1365
[10]   Clinically Significant Missense Variants in Human GALNT3, GALNT8, GALNT12, and GALNT13 Genes: Intriguing In Silico Findings [J].
Hussain, Muhammad Ramzan M. ;
Nasir, Jamal ;
Al-Aama, Jumana Yousuf .
JOURNAL OF CELLULAR BIOCHEMISTRY, 2014, 115 (02) :313-327