Atherosclerosis and Lipoproteins |
From the Division of Cardiology, Department of Medicine (D.S., T.W., C.D., K.V., R.S., P.J.G.-C.), the Department of Molecular Genetics and Microbiology (H.D., J.N.), the Division of Cardiothoracic Surgery, Department of Surgery (C.A.M.), and the Institute of Statistics and Decision Science (E.I., J.P., F.R., M.W.), Duke University, Durham, NC; and the Biomedical Engineering Center, Ohio State University (E.E.), Columbus, Ohio.
Correspondence to David Seo, Duke University Medical Center, Box 3163, Duke South, Durham, NC 27710. E-mail david.seo{at}duke.edu
Objective Fulfilling the promise of personalized medicine by developing individualized diagnostic and therapeutic strategies for atherosclerosis will depend on a detailed understanding of the genes and gene variants that contribute to disease susceptibility and progression. To that end, our group has developed a nonbiased approach congruent with the multigenic concept of complex diseases by identifying gene expression patterns highly associated with disease states in human target tissues.
Methods and Results We have analyzed a collection of human aorta samples with varying degrees of atherosclerosis to identify gene expression patterns that predict a disease state or potential susceptibility. We find gene expression signatures that relate to each of these disease measures and are reliable and robust in predicting the classification for new samples with >93% in each analysis. The genes that provide the predictive power include many previously suspected to play a role in atherosclerosis and additional genes without prior association with atherosclerosis.
Conclusion Hence, we are reporting a novel method for generating a molecular phenotype of disease and then identifying genes whose discriminatory capability strongly implicates their potential roles in human atherosclerosis.
To improve our understanding of the genetic factors that influence atherosclerosis, we performed a genomic analysis of fresh human aorta. We have identified unique gene expression phenotypes that define disease state and, potentially, disease susceptibility, and we have generated a novel list of candidate genes for further study.
Key Words: clinical human atherosclerosis genomic gene expression profile disease genetic susceptibility molecular signature
This article has been cited by other articles:
![]() |
B. S. Sutton, D. R. Crosslin, S. H. Shah, S. C. Nelson, A. Bassil, A. B. Hale, C. Haynes, P. J. Goldschmidt-Clermont, J. M. Vance, D. Seo, et al. Comprehensive genetic analysis of the platelet activating factor acetylhydrolase (PLA2G7) gene and cardiovascular disease in case-control and family datasets Hum. Mol. Genet., May 1, 2008; 17(9): 1318 - 1328. [Abstract] [Full Text] [PDF] |
||||
![]() |
E. A. Ashley, J. M. Spin, R. Tabibiazar, and T. Quertermous Frontiers in Nephrology: Genomic Approaches to Understanding the Molecular Basis of Atherosclerosis J. Am. Soc. Nephrol., November 1, 2007; 18(11): 2853 - 2862. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. C. Sluimer, N. Kisters, K. B. Cleutjens, O. L. Volger, A. J. Horrevoets, L. H. van den Akker, A.-P. J. Bijnens, and M. J. Daemen Dead or alive: gene expression profiles of advanced atherosclerotic plaques from autopsy and surgery Physiol Genomics, August 20, 2007; 30(3): 335 - 341. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. K. Arnett, A. E. Baird, R. A. Barkley, C. T. Basson, E. Boerwinkle, S. K. Ganesh, D. M. Herrington, Y. Hong, C. Jaquish, D. A. McDermott, et al. Relevance of Genetics and Genomics for Prevention and Treatment of Cardiovascular Disease: A Scientific Statement From the American Heart Association Council on Epidemiology and Prevention, the Stroke Council, and the Functional Genomics and Translational Biology Interdisciplinary Working Group Circulation, June 5, 2007; 115(22): 2878 - 2901. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. T. Miller, P. M. Ridker, P. Libby, and D. J. Kwiatkowski Atherosclerosis: The Path From Genomics to Therapeutics J. Am. Coll. Cardiol., April 17, 2007; 49(15): 1589 - 1599. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. S. Ginsburg, D. Seo, and C. Frazier Microarrays Coming of Age in Cardiovascular Medicine: Standards, Predictions, and Biology J. Am. Coll. Cardiol., October 17, 2006; 48(8): 1618 - 1620. [Full Text] [PDF] |
||||
![]() |
M. Papaspyridonos, A. Smith, K. G. Burnand, P. Taylor, S. Padayachee, K. E. Suckling, C. H. James, D. R. Greaves, and L. Patel Novel Candidate Genes in Unstable Areas of Human Atherosclerotic Plaques Arterioscler. Thromb. Vasc. Biol., August 1, 2006; 26(8): 1837 - 1844. [Abstract] [Full Text] [PDF] |
||||
![]() |
D. Seo, G. S. Ginsburg, and P. J. Goldschmidt-Clermont Gene Expression Analysis of Cardiovascular Diseases: Novel Insights Into Biology and Clinical Applications J. Am. Coll. Cardiol., July 18, 2006; 48(2): 227 - 235. [Abstract] [Full Text] [PDF] |
||||
![]() |
A.P.J.J. Bijnens, E. Lutgens, T. Ayoubi, J. Kuiper, A.J. Horrevoets, and M.J.A.P. Daemen Genome-Wide Expression Studies of Atherosclerosis: Critical Issues in Methodology, Analysis, Interpretation of Transcriptomics Data Arterioscler. Thromb. Vasc. Biol., June 1, 2006; 26(6): 1226 - 1235. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. West, G. S. Ginsburg, A. T. Huang, and J. R. Nevins Embracing the complexity of genomic data for personalized medicine. Genome Res., May 1, 2006; 16(5): 559 - 566. [Abstract] [Full Text] [PDF] |
||||
![]() |
Y. Tian, S. E. Kelemen, and M. V. Autieri Inhibition of AIF-1 expression by constitutive siRNA expression reduces macrophage migration, proliferation, and signal transduction initiated by atherogenic stimuli Am J Physiol Cell Physiol, April 1, 2006; 290(4): C1083 - C1091. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Karra, S. Vemullapalli, C. Dong, E.E. Herderick, X. Song, K. Slosek, J.R. Nevins, M. West, P.J. Goldschmidt-Clermont, D. Seo, et al. Stem Cells of Aging Donors--Insufficient Capacity to Repair Causes Progression of Atherosclerosis in the Recipient: Molecular Evidence for Arterial Repair in Atherosclerosis. Proc Natl Acad Sci U S A 102: 16789-16794, 2005 J. Am. Soc. Nephrol., February 1, 2006; 17(2): 317 - 322. [Full Text] [PDF] |
||||
![]() |
P. J. Goldschmidt-Clermont, M. A. Creager, D. W. Lorsordo, G. K.W. Lam, M. Wassef, and V. J. Dzau Atherosclerosis 2005: Recent Discoveries and Novel Hypotheses Circulation, November 22, 2005; 112(21): 3348 - 3353. [Full Text] [PDF] |
||||
![]() |
H. Xu, S. G. Gregory, E. R. Hauser, J. E. Stenger, M. A. Pericak-Vance, J. M. Vance, S. Zuchner, and M. A. Hauser SNPselector: a web tool for selecting SNPs for genetic association studies Bioinformatics, November 15, 2005; 21(22): 4181 - 4186. [Abstract] [Full Text] [PDF] |
||||
![]() |
G. S. Ginsburg, M. P. Donahue, and L. K. Newby Prospects for Personalized Cardiovascular Medicine: The Impact of Genomics J. Am. Coll. Cardiol., November 1, 2005; 46(9): 1615 - 1627. [Abstract] [Full Text] [PDF] |
||||
![]() |
R. Tabibiazar, R. A. Wagner, E. A. Ashley, J. Y. King, R. Ferrara, J. M. Spin, D. A. Sanan, B. Narasimhan, R. Tibshirani, P. S. Tsao, et al. Signature patterns of gene expression in mouse atherosclerosis and their correlation to human coronary disease Physiol Genomics, July 14, 2005; 22(2): 213 - 226. [Abstract] [Full Text] [PDF] |
||||
![]() |
P. F. Davies Molecular Phenotypes of Atherosclerosis: Fingering the Perpetrators Arterioscler. Thromb. Vasc. Biol., October 1, 2004; 24(10): 1746 - 1747. [Full Text] [PDF] |
||||
|
ATVB Home | Subscriptions | Archives | Feedback | Authors | Help | AHA Journals Home | Search Copyright © 2004 American Heart Association, Inc. All rights reserved. Unauthorized use prohibited. |