• 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