Aptamer-Based Proteomic Profiling Reveals Novel Candidate Biomarkers and Pathways in Cardiovascular Disease

被引:167
作者
Ngo, Debby [3 ,4 ]
Sinha, Sumita [4 ]
Shen, Dongxiao [4 ]
Kuhn, Eric W. [2 ]
Keyes, Michelle J. [4 ]
Shi, Xu [4 ]
Benson, Mark D. [4 ,5 ]
O'Sullivan, John F. [4 ]
Keshishian, Hasmik [2 ]
Farrell, Laurie A. [4 ]
Fifer, Michael A. [6 ]
Vasan, Ramachandran S. [7 ]
Sabatine, Marc S. [5 ,6 ]
Larson, Martin G. [8 ,9 ]
Carr, Steven A. [2 ]
Wang, Thomas J. [10 ]
Gerszten, Robert E. [1 ,2 ,4 ,6 ]
机构
[1] Beth Israel Deaconess Med Ctr, Div Cardiovasc Med, 330 Brookline Ave, Boston, MA 02115 USA
[2] Broad Inst Harvard & MIT, 415 Main St, Cambridge, MA 02142 USA
[3] Harvard Med Sch, Massachusetts Gen Hosp, Div Pulm & Crit Care Med, Dept Med, Boston, MA USA
[4] Harvard Med Sch, Massachusetts Gen Hosp, Cardiovasc Res Ctr, Boston, MA USA
[5] Brigham & Womens Hosp, Div Cardiovasc, 75 Francis St, Boston, MA 02115 USA
[6] Harvard Med Sch, Massachusetts Gen Hosp, Div Cardiol, Boston, MA USA
[7] Boston Univ, Dept Med, Prevent Med Sect, Sch Med, Boston, MA 02215 USA
[8] Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02215 USA
[9] NHLBI, Framingham Heart Study, Framingham, MA USA
[10] Vanderbilt Univ, Div Cardiovasc Med, 221 Kirkland Hall, Nashville, TN 37235 USA
关键词
aptamer; nucleotides; cardiovascular diseases; mass spectrometry; myocardial infarction; proteomics; HYPERTROPHIC OBSTRUCTIVE CARDIOMYOPATHY; ACUTE MYOCARDIAL-INFARCTION; CORONARY-HEART-DISEASE; ACID-BINDING PROTEIN; MASS-SPECTROMETRY; SEPTAL REDUCTION; GROWTH-FACTOR; HUMAN PLASMA; FACTOR-I; RISK;
D O I
10.1161/CIRCULATIONAHA.116.021803
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BACKGROUND: Single-stranded DNA aptamers are oligonucleotides of approximate to 50 base pairs in length selected for their ability to bind proteins with high specificity and affinity. Emerging DNA aptamer-based technologies may address limitations of existing proteomic techniques, including low sample throughput, which have hindered proteomic analyses of large cohorts. METHODS: To identify early biomarkers of myocardial injury, we applied an aptamer-based proteomic platform that measures 1129 proteins to a clinically relevant perturbational model of planned myocardial infarction (PMI), patients undergoing septal ablation for hypertrophic cardiomyopathy. Blood samples were obtained before and at 10 and 60 minutes after PMI, and protein changes were assessed by repeated-measures analysis of variance. The generalizability of our PMI findings was evaluated in a spontaneous myocardial infarction cohort (Wilcoxon rank-sum). We then tested the platform's ability to detect associations between proteins and Framingham Risk Score components in the Framingham Heart Study, performing regression analyses for each protein versus each clinical trait. RESULTS: We found 217 proteins that significantly changed in the peripheral vein blood after PMI in a derivation cohort (n=15; P<5.70E-5). Seventy-nine of these proteins were validated in an independent PMI cohort (n=15; P<2.30E-4); >85% were directionally consistent and reached nominal significance. We detected many protein changes that are novel in the context of myocardial injury, including Dickkopf-related protein 4, a WNT pathway inhibitor (peak increase 124%, P=1.29E-15) and cripto, a growth factor important in cardiac development (peak increase 64%, P=1.74E-4). Among the 40 validated proteins that increased within 1 hour after PMI, 23 were also elevated in patients with spontaneous myocardial infarction (n=46; P<0.05). Framingham Heart Study analyses revealed 156 significant protein associations with the Framingham Risk Score (n=899), including aminoacylase 1 (beta=0.3386, P=2.54E-22) and trigger factor 2 (beta=0.2846, P=5.71E-17). Furthermore, we developed a novel workflow integrating DNA-based immunoaffinity with mass spectrometry to analytically validate aptamer specificity. CONCLUSIONS: Our results highlight an emerging proteomics tool capable of profiling >1000 low-abundance analytes with high sensitivity and high precision, applicable both to well-phenotyped perturbational studies and large human cohorts, as well.
引用
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页码:270 / +
页数:145
相关论文
共 40 条
[1]   Stromal cell-derived factor-1α plays a critical role in stem cell recruitment to the heart after myocardial infarction but is not sufficient to induce homing in the absence of injury [J].
Abbott, JD ;
Huang, Y ;
Liu, D ;
Hickey, R ;
Krause, DS ;
Giordano, FJ .
CIRCULATION, 2004, 110 (21) :3300-3305
[2]   A pipeline that integrates the discovery and verification of plasma protein biomarkers reveals candidate markers for cardiovascular disease [J].
Addona, Terri A. ;
Shi, Xu ;
Keshishian, Hasmik ;
Mani, D. R. ;
Burgess, Michael ;
Gillette, Michael A. ;
Clauser, Karl R. ;
Shen, Dongxiao ;
Lewis, Gregory D. ;
Farrell, Laurie A. ;
Fifer, Michael A. ;
Sabatine, Marc S. ;
Gerszten, Robert E. ;
Carr, Steven A. .
NATURE BIOTECHNOLOGY, 2011, 29 (07) :635-U119
[3]  
[Anonymous], 2000, CURR PROTOC NUCLC AC
[4]   Cripto-1 Is Required for Hypoxia to Induce Cardiac Differentiation of Mouse Embryonic Stem Cells [J].
Bianco, Caterina ;
Cotten, Catherine ;
Lonardo, Enza ;
Strizzi, Luigi ;
Baraty, Christina ;
Mancino, Mario ;
Gonzales, Monica ;
Watanabe, Kazuhide ;
Nagaoka, Tadahiro ;
Berry, Colin ;
Arai, Andrew E. ;
Minchiotti, Gabriella ;
Salomon, David S. .
AMERICAN JOURNAL OF PATHOLOGY, 2009, 175 (05) :2146-2158
[5]   Proteomic Biomarker Discovery in 1000 Human Plasma Samples with Mass Spectrometry [J].
Cominetti, Omella ;
Galindo, Antonio Nunez ;
Corthesy, John ;
Moreno, Sergio Oiler ;
Irincheeva, Irina ;
Valsesia, Armand ;
Astrup, Arne ;
Saris, Wim H. M. ;
Hager, Jorg ;
Kussmann, Martin ;
Dayon, Loic .
JOURNAL OF PROTEOME RESEARCH, 2016, 15 (02) :389-399
[6]   Unique motifs and hydrophobic interactions shape the binding of modified DNA ligands to protein targets [J].
Davies, Douglas R. ;
Gelinas, Amy D. ;
Zhang, Chi ;
Rohloff, John C. ;
Carter, Jeffrey D. ;
O'Connell, Daniel ;
Waugh, Sheela M. ;
Wolk, Steven K. ;
Mayfield, Wesley S. ;
Burgin, Alex B. ;
Edwards, Thomas E. ;
Stewart, Lance J. ;
Gold, Larry ;
Janjic, Nebojsa ;
Jarvis, Thale C. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (49) :19971-19976
[7]   Apolipoprotein E polymorphism and cardiovascular disease: A HuGE review [J].
Eichner, JE ;
Dunn, ST ;
Perveen, G ;
Thompson, DM ;
Stewart, KE ;
Stroehla, BC .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 2002, 155 (06) :487-495
[8]   FRAMINGHAM OFFSPRING STUDY - DESIGN AND PRELIMINARY DATA [J].
FEINLEIB, M ;
KANNEL, WB ;
GARRISON, RJ ;
MCNAMARA, PM ;
CASTELLI, WP .
PREVENTIVE MEDICINE, 1975, 4 (04) :518-525
[9]   Mechanisms of action of angiogenin [J].
Gao, Xiangwei ;
Xu, Zhengping .
ACTA BIOCHIMICA ET BIOPHYSICA SINICA, 2008, 40 (07) :619-624
[10]   Fatty acid-binding protein and the early detection of acute myocardial infarction [J].
Glatz, JFC ;
van der Vusse, GJ ;
Simoons, ML ;
Kragten, JA ;
van Dieijen-Visser, MP ;
Hermens, WT .
CLINICA CHIMICA ACTA, 1998, 272 (01) :87-92