Signature patterns of gene expression in mouse atherosclerosis and their correlation to human coronary disease

被引:70
作者
Tabibiazar, R
Wagner, RA
Ashley, EA
King, JY
Ferrara, R
Spin, JM
Sanan, DA
Narasimhan, B
Tibshirani, R
Tsao, PS
Efron, B
Quertermous, T
机构
[1] Stanford Univ, Sch Med, Donald W Reynolds Cardiovasc Clin Res Ctr, Div Cardiovasc Med, Stanford, CA USA
[2] Stanford Univ, Sch Med, Dept Hlth Res & Policy, Stanford, CA USA
[3] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
[4] Gladstone Inst Cardiovasc Dis, San Francisco, CA USA
关键词
microarray; vascular disease; biomarker;
D O I
10.1152/physiolgenomics.00001.2005
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
The propensity for developing atherosclerosis is dependent on underlying genetic risk and varies as a function of age and exposure to environmental risk factors. Employing three mouse models with different disease susceptibility, two diets, and a longitudinal experimental design, it was possible to manipulate each of these factors to focus analysis on genes most likely to have a specific disease-related function. To identify differences in longitudinal gene expression patterns of atherosclerosis, we have developed and employed a statistical algorithm that relies on generalized regression and permutation analysis. Comprehensive annotation of the array with ontology and pathway terms has allowed rigorous identification of molecular and biological processes that underlie disease pathophysiology. The repertoire of atherosclerosis-related immunomodulatory genes has been extended, and additional fundamental pathways have been identified. This highly disease-specific group of mouse genes was combined with an extensive human coronary artery data set to identify a shared group of genes differentially regulated among atherosclerotic tissues from different species and different vascular beds. A small core subset of these differentially regulated genes was sufficient to accurately classify various stages of the disease in mouse. The same gene subset was also found to accurately classify human coronary lesion severity. In addition, this classifier gene set was able to distinguish with high accuracy atherectomy specimens from native coronary artery disease vs. those collected from in-stent restenosis lesions, thus identifying molecular differences between these two processes. These studies significantly focus efforts aimed at identifying central gene regulatory pathways that mediate atherosclerotic disease, and the identification of classification gene sets offers unique insights into potential diagnostic and therapeutic strategies in atherosclerotic disease.
引用
收藏
页码:213 / 226
页数:14
相关论文
共 65 条
[1]   Identification of new genes differentially expressed in coronary artery disease by expression profiling [J].
Archacki, SR ;
Angheloiu, G ;
Tian, XL ;
Tan, FL ;
DiPaola, N ;
Shen, GQ ;
Moravec, C ;
Ellis, S ;
Topol, EJ ;
Wang, Q .
PHYSIOLOGICAL GENOMICS, 2003, 15 (01) :65-74
[2]   Eta-1 (osteopontin): An early component of type-1 (cell-mediated) immunity [J].
Ashkar, S ;
Weber, GF ;
Panoutsakopoulou, V ;
Sanchirico, ME ;
Jansson, M ;
Zawaideh, S ;
Rittling, SR ;
Denhardt, DT ;
Glimcher, MJ ;
Cantor, H .
SCIENCE, 2000, 287 (5454) :860-864
[3]  
Bernard C, 1999, CIRC RES, V85, P1124
[4]   Inflammatory bio-markers and cardiovascular risk prediction [J].
Blake, GJ ;
Ridker, PM .
JOURNAL OF INTERNAL MEDICINE, 2002, 252 (04) :283-294
[5]   Mouse models of atherosclerosis [J].
Breslow, JL .
SCIENCE, 1996, 272 (5262) :685-688
[6]   A tutorial on Support Vector Machines for pattern recognition [J].
Burges, CJC .
DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (02) :121-167
[7]   In situ-synthesized novel microarray optimized for mouse stem cell and early developmental expression profiling [J].
Carter, MG ;
Hamatani, T ;
Sharov, AA ;
Carmack, CE ;
Qian, Y ;
Aiba, K ;
Ko, NT ;
Dudekula, DB ;
Brzoska, PM ;
Hwang, SS ;
Ko, MSH .
GENOME RESEARCH, 2003, 13 (05) :1011-1021
[8]   Viperin (cig5), an IFN-inducible antiviral protein directly induced by human cytomegalovirus [J].
Chin, KC ;
Cresswell, P .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (26) :15125-15130
[9]   Hevin is down-regulated in many cancers and is a negative regulator of cell growth and proliferation [J].
Claeskens, A ;
Ongenae, N ;
Neefs, JM ;
Cheyns, P ;
Kaijen, P ;
Cools, R ;
Kutoh, E .
BRITISH JOURNAL OF CANCER, 2000, 82 (06) :1123-1130
[10]   A dynamic role for HDAC7 in MEF2-mediated muscle differentiation [J].
Dressel, U ;
Bailey, PJ ;
Wang, SCM ;
Downes, M ;
Evans, RM ;
Muscat, GEO .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2001, 276 (20) :17007-17013