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
相关论文
共 16 条
[1]   KEGGParser: parsing and editing KEGG pathway maps in Matlab [J].
Arakelyan, Arsen ;
Nersisyan, Lilit .
BIOINFORMATICS, 2013, 29 (04) :518-519
[2]   Meta-analysis of age-related gene expression profiles identifies common signatures of aging [J].
de Magalhaes, Joao Pedro ;
Curado, Joao ;
Church, George M. .
BIOINFORMATICS, 2009, 25 (07) :875-881
[3]   Influenza A Immunomics and Public Health Omics: The Dynamic Pathway Interplay in Host Response to H1N1 Infection [J].
Dimitrakopoulou, Konstantina ;
Dimitrakopoulos, Georgios N. ;
Wilk, Esther ;
Tsimpouris, Charalampos ;
Sgarbas, Kyriakos N. ;
Schughart, Klaus ;
Bezerianos, Anastasios .
OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY, 2014, 18 (03) :167-183
[4]  
Emmert-Streib Frank, 2012, Frontiers in Genetics, V3, P8, DOI [10.3389/fgene.2012.00313, 10.3389/fgene.2012.00008]
[5]   Differential Expression Analysis for Pathways [J].
Haynes, Winston A. ;
Higdon, Roger ;
Stanberry, Larissa ;
Collins, Dwayne ;
Kolker, Eugene .
PLOS COMPUTATIONAL BIOLOGY, 2013, 9 (03)
[6]   Dynamic regulation of genetic pathways and targets during aging in Caenorhabditis elegans [J].
He, Kan ;
Zhou, Tao ;
Shao, Jiaofang ;
Ren, Xiaoliang ;
Zhao, Zhongying ;
Liu, Dahai .
AGING-US, 2014, 6 (03) :215-230
[7]   Statistical challenges of high-dimensional data INTRODUCTION [J].
Johnstone, Iain M. ;
Titterington, D. Michael .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2009, 367 (1906) :4237-4253
[8]   KEGG for representation and analysis of molecular networks involving diseases and drugs [J].
Kanehisa, Minoru ;
Goto, Susumu ;
Furumichi, Miho ;
Tanabe, Mao ;
Hirakawa, Mika .
NUCLEIC ACIDS RESEARCH, 2010, 38 :D355-D360
[9]   Resistance Exercise Reverses Aging in Human Skeletal Muscle [J].
Melov, Simon ;
Tarnopolsky, Mark A. ;
Beckman, Kenneth ;
Felkey, Krysta ;
Hubbard, Alan .
PLOS ONE, 2007, 2 (05)
[10]   Association of common genetic variation in the insulin/IGF1 signaling pathway with human longevity [J].
Pawlikowska, Ludmila ;
Hu, Donglei ;
Huntsman, Scott ;
Sung, Andrew ;
Chu, Catherine ;
Chen, Justin ;
Joyner, Alexander H. ;
Schork, Nicholas J. ;
Hsueh, Wen-Chi ;
Reiner, Alexander P. ;
Psaty, Bruce M. ;
Atzmon, Gil ;
Barzilai, Nir ;
Cummings, Steven R. ;
Browner, Warren S. ;
Kwok, Pui-Yan ;
Ziv, Elad .
AGING CELL, 2009, 8 (04) :460-472