Age-related Subpathway Detection through Meta-analysis of Multiple Gene Expression Datasets

被引:0
|
作者
Dimitrakopoulos, Georgios N. [1 ,2 ]
Vrahatis, Aristidis G. [1 ,3 ]
Balomenos, Panos [1 ,3 ]
Sgarbas, Kyriakos [2 ]
Bezerianos, Anastasios [1 ,4 ]
机构
[1] Univ Patras, Sch Med, Dept Med Phys, Patras, Greece
[2] Univ Patras, Dept Elect & Comp Engn, Patras, Greece
[3] Univ Patras, Comp Engn & Informat Dept, Patras, Greece
[4] Natl Univ Singapore, SINAPSE, Singapore, Singapore
来源
2015 IEEE INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP) | 2015年
关键词
meta-analysis; pathways; subpathways; aging; microarrays; SIGNALING PATHWAY; SKELETAL-MUSCLE; PROFILES; NETWORKS; KEGG;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A novel perspective of systems biology is the incorporation of pathway structure data along with transcriptomics studies. In parallel, the plethora of high-throughput experimental studies necessitates employment of meta-analysis approaches in order to obtain more biologically consistent results. Towards this orientation we developed a subpathway-based meta-analysis method that integrates human pathway maps along with multiple human mRNA expression experiments. Our method succeeded to identify known age-related subpathways as differentially expressed exploiting several independent muscle-specific aging studies. Finally, our method is applicable in several complex biological problems where massive amount of time series expression data is available.
引用
收藏
页码:539 / 542
页数:4
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