A DNA methylation signature to improve survival prediction of gastric cancer

被引:57
作者
Peng, Yaojun [1 ,2 ]
Wu, Qiyan [3 ]
Wang, Lingxiong [3 ]
Wang, Huan [4 ]
Yin, Fan [5 ,6 ]
机构
[1] Chinese Peoples Liberat Army Gen Hosp, Coll Grad, Med Ctr 1, Beijing, Peoples R China
[2] Chinese Peoples Liberat Army Gen Hosp, Dept Gastroenterol & Hepatol, Med Ctr 1, Beijing, Peoples R China
[3] Chinese Peoples Liberat Army Gen Hosp, Dept Oncol, Med Ctr 1, Beijing, Peoples R China
[4] Chinese Peoples Liberat Army Gen Hosp, Dept Sci Res Adm, Med Ctr 1, Beijing, Peoples R China
[5] Chinese Peoples Liberat Army Gen Hosp, Dept Oncol, Med Ctr 2, Beijing, Peoples R China
[6] Chinese Peoples Liberat Army Gen Hosp, Natl Clin Res Ctr Geriatr Dis, Beijing, Peoples R China
关键词
Epigenetics; DNA methylation; Gastric cancer; Prognosis; Integrative analysis; TCGA; TUMOR-SUPPRESSOR; SODIUM-CHANNEL; HUMAN BREAST; EXPRESSION; PROMOTER; HYPERMETHYLATION; GENE; HYPOMETHYLATION; BIOMARKER; DISEASE;
D O I
10.1186/s13148-020-0807-x
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background The current Union International Committee on Cancer or the American Joint Committee on Cancer TNM stage system has shown valuable but insufficient estimation for subsets of gastric cancer and prediction for prognosis patients. Thus, there is an urgent need to identify diagnostic, prognostic, and predictive biomarkers to improve patients' outcomes. Our aim was to perform an integrative analysis on publicly available datasets to identify epigenetic changes that may play key role in the initiation and progression of gastric cancer, based on which we set to develop a DNA methylation signature to improve survival prediction of gastric cancer. Results A total of 340 methylation-related differentially expression genes (mrDEGs) were screened in gastric cancer patients from The Cancer Genome Atlas (TCGA) project. Pathway enrichment analysis revealed that they were involved in the biological process related to initiation and progression of gastric cancer. Based on the mrDEGs identified, we developed a DNA methylation signature consisting of ten gene members (SCNN1B, NFE2L3, CLDN2, RBPMS2, JPH2, GBP6, COL4A5, SMKR1, PPP1R14A, and ARL4D) according to their methylation beta value. This innovative DNA methylation signature was associated with cancer recurrence, while it showed independence of cancer recurrence and TNM stage for survival prediction. Combination of this DNA methylation signature and TNM stage improved overall survival prediction in the receiver operating characteristic analysis. We also verified that two individual genes (PPP1R14A and SCNN1B) of the identified prognostic signature were regulated by promoter region methylation in a panel of gastric cell lines. Conclusions This study presents a powerful DNA methylation signature by performing analyses integrating multi-source data including transcriptome, methylome, and clinical outcome of gastric cancer patients from TCGA. The identified DNA methylation signature may be used to refine the current prognostic model and facilitate further stratification of patients in the future clinical trials. Further experimental studies are warranted to unveil the regulatory mechanism and functional role of all the individual genes of the DNA methylation signature. Also, clinical investigations in large GC patient cohorts are greatly needed to validate our findings.
引用
收藏
页数:16
相关论文
共 66 条
[1]   Comprehensive molecular characterization of gastric adenocarcinoma [J].
Bass, Adam J. ;
Thorsson, Vesteinn ;
Shmulevich, Ilya ;
Reynolds, Sheila M. ;
Miller, Michael ;
Bernard, Brady ;
Hinoue, Toshinori ;
Laird, Peter W. ;
Curtis, Christina ;
Shen, Hui ;
Weisenberger, Daniel J. ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Weinhold, Nils ;
Keiser, David P. ;
Bowlby, Reanne ;
Sipahimalani, Payal ;
Cherniack, Andrew D. ;
Getz, Gad ;
Liu, Yingchun ;
Noble, Michael S. ;
Pedamallu, Chandra ;
Sougnez, Carrie ;
Taylor-Weiner, Amaro ;
Akbani, Rehan ;
Lee, Ju-Seog ;
Liu, Wenbin ;
Mills, Gordon B. ;
Yang, Da ;
Zhang, Wei ;
Pantazi, Angeliki ;
Parfenov, Michael ;
Gulley, Margaret ;
Piazuelo, M. Blanca ;
Schneider, Barbara G. ;
Kim, Jihun ;
Boussioutas, Alex ;
Sheth, Margi ;
Demchok, John A. ;
Rabkin, Charles S. ;
Willis, Joseph E. ;
Ng, Sam ;
Garman, Katherine ;
Beer, David G. ;
Pennathur, Arjun ;
Raphael, Benjamin J. ;
Wu, Hsin-Ta ;
Odze, Robert ;
Kim, Hark K. ;
Bowen, Jay .
NATURE, 2014, 513 (7517) :202-209
[2]   CHST7 Gene Methylation and Sex-Specific Effects on Colorectal Cancer Risk [J].
Bi, Haoran ;
Liu, Yupeng ;
Pu, Rui ;
Xia, Tingting ;
Sun, Hongru ;
Huang, Hao ;
Zhang, Lei ;
Zhang, Yuanyuan ;
Liu, Ying ;
Xu, Jing ;
Rong, Jiesheng ;
Zhao, Yashuang .
DIGESTIVE DISEASES AND SCIENCES, 2019, 64 (08) :2158-2166
[3]  
Board RE, 2007, BIOMARK INSIGHTS, V2, P307
[4]   Metabolic pathways promoting cancer cell survival and growth [J].
Boroughs, Lindsey K. ;
DeBerardinis, Ralph J. .
NATURE CELL BIOLOGY, 2015, 17 (04) :351-359
[5]  
Bray F, 2018, CA-CANCER J CLIN, V68, P394, DOI [10.3322/caac.21492, 10.3322/caac.21609]
[6]  
Brouard M, 1999, J CELL SCI, V112, P3343
[7]   DNA and histone methylation in gastric carcinogenesis [J].
Calcagno, Danielle Queiroz ;
Gigek, Carolina Oliveira ;
Chen, Elizabeth Suchi ;
Burbano, Rommel Rodriguez ;
Cardoso Smith, Marilia de Arruda .
WORLD JOURNAL OF GASTROENTEROLOGY, 2013, 19 (08) :1182-1192
[8]   A prognostic 3-long noncoding RNA signature for patients with gastric cancer [J].
Cheng, Peng .
JOURNAL OF CELLULAR BIOCHEMISTRY, 2018, 119 (11) :9261-9269
[9]   Comparison the sixth and seventh editions of the AJCC staging system for T1 gastric cancer: a long-term follow-up study of 2124 patients [J].
Choi, Kyung Hak ;
Kim, Byung Sik ;
Oh, Seong Tae ;
Yook, Jeong Hwan ;
Kim, Beom Su .
GASTRIC CANCER, 2017, 20 (01) :43-48
[10]  
COSTELLO JF, 1994, J BIOL CHEM, V269, P17228