DocumentCode :
2185277
Title :
Age-related subpathway detection through meta-analysis of multiple gene expression datasets
Author :
Dimitrakopoulos, Georgios N. ; Vrahatis, Aristidis G. ; Balomenos, Panos ; Sgarbas, Kyriakos ; Bezerianos, Anastasios
Author_Institution :
Department of Medical Physics, School of Medicine, University of Patras, Greece
fYear :
2015
fDate :
21-24 July 2015
Firstpage :
539
Lastpage :
542
Abstract :
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.
Keywords :
Aging; Diseases; Gene expression; Linear regression; Muscles; Proteins; aging; meta-analysis; microarrays; pathways; subpathways;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing (DSP), 2015 IEEE International Conference on
Conference_Location :
Singapore, Singapore
Type :
conf
DOI :
10.1109/ICDSP.2015.7251931
Filename :
7251931
Link To Document :
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