Pathway analysis of coronary atherosclerosis

被引:132
作者
King, JY
Ferrara, R
Tabibiazar, R
Spin, JM
Chen, MM
Kuchinsky, A
Vailaya, A
Kincaid, R
Tsalenko, A
Deng, DXF
Connolly, A
Zhang, P
Yang, E
Watt, C
Yakhini, Z
Ben-Dor, A
Adler, A
Bruhn, L
Tsao, P
Quertermous, T
Ashley, EA
机构
[1] Stanford Univ, Falk Cardiovasc Res Ctr, Div Cardiovasc Med, Donald W Reynolds Cardiovasc Res Ctr, Stanford, CA 94305 USA
[2] Agilent Labs, Palo Alto, CA USA
关键词
pathways; networks; systems biology; gene expression profiling; microarray; cardiovascular disease; coronary arterial disease;
D O I
10.1152/physiolgenomics.00101.2005
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Large-scale gene expression studies provide significant insight into genes differentially regulated in disease processes such as cancer. However, these investigations offer limited understanding of multisystem, multicellular diseases such as atherosclerosis. A systems biology approach that accounts for gene interactions, incorporates nontranscriptionally regulated genes, and integrates prior knowledge offers many advantages. We performed a comprehensive gene level assessment of coronary atherosclerosis using 51 coronary artery segments isolated from the explanted hearts of 22 cardiac transplant patients. After histological grading of vascular segments according to American Heart Association guidelines, isolated RNA was hybridized onto a customized 22-K oligonucleotide microarray, and significance analysis of microarrays and gene ontology analyses were performed to identify significant gene expression profiles. Our studies revealed that loss of differentiated smooth muscle cell gene expression is the primary expression signature of disease progression in atherosclerosis. Furthermore, we provide insight into the severe form of coronary artery disease associated with diabetes, reporting an overabundance of immune and inflammatory signals in diabetics. We present a novel approach to pathway development based on connectivity, determined by language parsing of the published literature, and ranking, determined by the significance of differentially regulated genes in the network. In doing this, we identify highly connected "nexus" genes that are attractive candidates for therapeutic targeting and followup studies. Our use of pathway techniques to study atherosclerosis as an integrated network of gene interactions expands on traditional microarray analysis methods and emphasizes the significant advantages of a systems-based approach to analyzing complex disease.
引用
收藏
页码:103 / 118
页数:16
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