An integrated transcriptomic and computational analysis for biomarker identification in gastric cancer

被引:166
作者
Cui, Juan [1 ,2 ]
Chen, Yunbo [3 ]
Chou, Wen-Chi [1 ,2 ]
Sun, Liankun [3 ]
Chen, Li [3 ]
Suo, Jian [3 ]
Ni, Zhaohui [3 ]
Zhang, Ming [3 ]
Kong, Xiaoxia [3 ]
Hoffman, Lisabeth L. [4 ]
Kang, Jinsong [3 ]
Su, Yingying [3 ]
Olman, Victor [1 ,2 ]
Johnson, Darryl [1 ,5 ]
Tench, Daniel W. [6 ]
Amster, I. Jonathan [4 ]
Orlando, Ron [1 ,5 ]
Puett, David [1 ,2 ]
Li, Fan [3 ]
Xu, Ying [1 ,2 ,7 ]
机构
[1] Univ Georgia, Dept Biochem & Mol Biol, Athens, GA 30602 USA
[2] Univ Georgia, Inst Bioinformat, Athens, GA 30602 USA
[3] Jilin Univ, Coll Med, Joint Res Ctr Syst Biol, Univ Georgia, Changchun 130021, Peoples R China
[4] Univ Georgia, Dept Chem, Athens, GA 30602 USA
[5] Univ Georgia, Complex Carbohydrate Res Ctr, Athens, GA 30602 USA
[6] Athens Reg Med Ctr, Dept Pathol, Athens, GA 30606 USA
[7] Jilin Univ, Coll Comp Sci & Technol, Changchun 130021, Peoples R China
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
GENE-EXPRESSION ANALYSIS; BREAST-CANCER; MICROARRAY DATABASE; YOUNG; OVEREXPRESSION; ADENOCARCINOMA; DIAGNOSIS; PLATFORM;
D O I
10.1093/nar/gkq960
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
This report describes an integrated study on identification of potential markers for gastric cancer in patients' cancer tissues and sera based on: (i) genome-scale transcriptomic analyses of 80 paired gastric cancer/reference tissues and (ii) computational prediction of blood-secretory proteins supported by experimental validation. Our findings show that: (i) 715 and 150 genes exhibit significantly differential expressions in all cancers and early-stage cancers versus reference tissues, respectively; and a substantial percentage of the alteration is found to be influenced by age and/or by gender; (ii) 21 co-expressed gene clusters have been identified, some of which are specific to certain subtypes or stages of the cancer; (iii) the top-ranked gene signatures give better than 94% classification accuracy between cancer and the reference tissues, some of which are gender-specific; and (iv) 136 of the differentially expressed genes were predicted to have their proteins secreted into blood, 81 of which were detected experimentally in the sera of 13 validation samples and 29 found to have differential abundances in the sera of cancer patients versus controls. Overall, the novel information obtained in this study has led to identification of promising diagnostic markers for gastric cancer and can benefit further analyses of the key (early) abnormalities during its development.
引用
收藏
页码:1197 / 1207
页数:11
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