Abstract
Biomarkers for primary or secondary risk prediction of cardiovascular disease (CVD) are urgently needed to improve individual treatment and clinical trial design. The vast majority of biomarker discovery studies has concentrated on plasma/serum as an easily accessible source. Although numerous markers have been identified, their added predictive value on top of traditional risk factors has been limited, as the biological specimen does not specifically reflect expression profiles related with CVD progression and because the signal is often diluted by marker release from other organs. In contrast to serum markers, circulating cells serve as indicators of the actual disease state due to their active role in the pathogenesis of CVD and are responsible for the majority of secreted biomarkers. Therefore, the CIRCULATING CELLS study was initiated, focusing on the cellular effectors of atherosclerosis in the circulation. In total, 714 patients with coronary artery disease (CAD) symptoms were included. Blood cell fractions (monocytes, T-lymphocytes, platelets, granulocytes, PBMC) of all individual patients were isolated and stored for analysis. Concomitantly, extensive flow cytometric characterization of these populations was performed. From each patient, a detailed clinical profile together with extensive questionnaires about medical history and life style was obtained. Various high-throughput -omics approaches (protein, mRNA, miRNA) are currently being undertaken. Data will be integrated with advanced bioinformatics for discovery and validation of secondary risk markers for adverse events. Overall, the CIRCULATING CELLS study grants the interesting possibility that it will both identify novel biomarkers and provide useful insights into the pathophysiology of CAD in patients.
Similar content being viewed by others
References
Kaptoge S, Di Angelantonio E, Pennells L, Wood AM, White IR, Gao P, Walker M, Thompson A, Sarwar N, Caslake M, Butterworth AS, Amouyel P, Assmann G, Bakker SJ, Barr EL, Barrett-Connor E, Benjamin EJ, Bjorkelund C, Brenner H, Brunner E, Clarke R, Cooper JA, Cremer P, Cushman M, Dagenais GR, D’Agostino RB Sr, Dankner R, Davey-Smith G, Deeg D, Dekker JM, Engstrom G, Folsom AR, Fowkes FG, Gallacher J, Gaziano JM, Giampaoli S, Gillum RF, Hofman A, Howard BV, Ingelsson E, Iso H, Jorgensen T, Kiechl S, Kitamura A, Kiyohara Y, Koenig W, Kromhout D, Kuller LH, Lawlor DA, Meade TW, Nissinen A, Nordestgaard BG, Onat A, Panagiotakos DB, Psaty BM, Rodriguez B, Rosengren A, Salomaa V, Kauhanen J, Salonen JT, Shaffer JA, Shea S, Ford I, Stehouwer CD, Strandberg TE, Tipping RW, Tosetto A, Wassertheil-Smoller S, Wennberg P, Westendorp RG, Whincup PH, Wilhelmsen L, Woodward M, Lowe GD, Wareham NJ, Khaw KT, Sattar N, Packard CJ, Gudnason V, Ridker PM, Pepys MB, Thompson SG, Danesh J (2012) C-reactive protein, fibrinogen, and cardiovascular disease prediction. N Engl J Med 367(14):1310–1320
Sever PS, Chang CL, Prescott MF, Gupta A, Poulter NR, Whitehouse A, Scanlon M (2012) Is plasma renin activity a biomarker for the prediction of renal and cardiovascular outcomes in treated hypertensive patients? Observations from the Anglo-Scandinavian Cardiac Outcomes Trial (ASCOT). Eur Heart J 33(23):2970–2979
Dadu RT, Nambi V, Ballantyne CM (2012) Developing and assessing cardiovascular biomarkers. Transl Res 159(4):265–276
Fava C, Montagnana M, Guidi GC, Melander O (2012) From circulating biomarkers to genomics and imaging in the prediction of cardiovascular events in the general population. Ann Med 44(5):433–447
Lok DJ, Lok SI, de la Bruggink-André Porte PW, Badings E, Lipsic E, van Wijngaarden J, de Boer RA, van Veldhuisen DJ, van der Meer P (2013) Galectin-3 is an independent marker for ventricular remodeling and mortality in patients with chronic heart failure. Clin Res cardiol 102:103–110. doi:10.1007/s00392-012-0500-y
Balın M, Celik A, Kobat MA (2012) Circulating soluble lectin-like oxidized low-density lipoprotein receptor-1 levels are associated with proximal/middle segment of the LAD lesions in patients with stable coronary artery disease. Clin Res cardiol 101:247–253. doi:10.1007/s00392-011-0386-0
Wang TJ, Gona P, Larson MG, Tofler GH, Levy D, Newton-Cheh C, Jacques PF, Rifai N, Selhub J, Robins SJ, Benjamin EJ, D’Agostino RB, Vasan RS (2006) Multiple biomarkers for the prediction of first major cardiovascular events and death. N Engl J Med 355(25):2631–2639
Hellings WE, Moll FL, De Vries JP, Ackerstaff RG, Seldenrijk KA, Met R, Velema E, Derksen WJ, De Kleijn DP, Pasterkamp G (2008) Atherosclerotic plaque composition and occurrence of restenosis after carotid endarterectomy. JAMA 299(5):547–554
Verhoeven BA, Velema E, Schoneveld AH, de Vries JP, de Bruin P, Seldenrijk CA, de Kleijn DP, Busser E, van der Graaf Y, Moll F, Pasterkamp G (2004) Athero-express: differential atherosclerotic plaque expression of mRNA and protein in relation to cardiovascular events and patient characteristics. Rationale and design. Eur J Epidemiol 19(12):1127–1133
Kang J-G, Patino WD, Matoba S, Hwang PM (2006) Genomic analysis of circulating cells: a window into atherosclerosis. Trends Cardiovasc Med 16:163–168
Hansson GK, Libby P (2006) The immune response in atherosclerosis: a double-edged sword. Nat Rev Immunol 6(7):508–519
Libby P, Ridker PM, Hansson GK (2009) Inflammation in atherosclerosis: from pathophysiology to practice. J Am Coll Cardiol 54(23):2129–2138
Naghavi M, Libby P, Falk E, Casscells SW, Litovsky S, Rumberger J, Badimon JJ, Stefanadis C, Moreno P, Pasterkamp G, Fayad Z, Stone PH, Waxman S, Raggi P, Madjid M, Zarrabi A, Burke A, Yuan C, Fitzgerald PJ, Siscovick DS, de Korte CL, Aikawa M, Juhani Airaksinen KE, Assmann G, Becker CR, Chesebro JH, Farb A, Galis ZS, Jackson C, Jang IK, Koenig W, Lodder RA, March K, Demirovic J, Navab M, Priori SG, Rekhter MD, Bahr R, Grundy SM, Mehran R, Colombo A, Boerwinkle E, Ballantyne C, Insull W Jr, Schwartz RS, Vogel R, Serruys PW, Hansson GK, Faxon DP, Kaul S, Drexler H, Greenland P, Muller JE, Virmani R, Ridker PM, Zipes DP, Shah PK, Willerson JT (2003) From vulnerable plaque to vulnerable patient: a call for new definitions and risk assessment strategies: part I. Circulation 108(14):1664–1672
Naghavi M, Libby P, Falk E, Casscells SW, Litovsky S, Rumberger J, Badimon JJ, Stefanadis C, Moreno P, Pasterkamp G, Fayad Z, Stone PH, Waxman S, Raggi P, Madjid M, Zarrabi A, Burke A, Yuan C, Fitzgerald PJ, Siscovick DS, de Korte CL, Aikawa M, Airaksinen KE, Assmann G, Becker CR, Chesebro JH, Farb A, Galis ZS, Jackson C, Jang IK, Koenig W, Lodder RA, March K, Demirovic J, Navab M, Priori SG, Rekhter MD, Bahr R, Grundy SM, Mehran R, Colombo A, Boerwinkle E, Ballantyne C, Insull W Jr, Schwartz RS, Vogel R, Serruys PW, Hansson GK, Faxon DP, Kaul S, Drexler H, Greenland P, Muller JE, Virmani R, Ridker PM, Zipes DP, Shah PK, Willerson JT (2003) From vulnerable plaque to vulnerable patient: a call for new definitions and risk assessment strategies: part II. Circulation 108(15):1772–1778
Balconi G, Lehmann R, Fiordaliso F, Assmus B, Dimmeler S, Sarto P, Carbonieri E, Gualco A, Campana C, Angelici L (2009) Levels of circulating pro-angiogenic cells predict cardiovascular outcomes in patients with chronic heart failure. J Cardiac Fail 15:747–755
Schmidt-Lucke C, Rossig L, Fichtlscherer S, Vasa M, Britten M, Kamper U, Dimmeler S, Zeiher AM (2005) Reduced number of circulating endothelial progenitor cells predicts future cardiovascular events: proof of concept for the clinical importance of endogenous vascular repair. Circulation 111(22):2981–2987
Werner N, Kosiol S, Schiegl T, Ahlers P, Walenta K, Link A, Bohm M, Nickenig G (2005) Circulating endothelial progenitor cells and cardiovascular outcomes. N Engl J Med 353(10):999–1007
Ka Volaklis, Tokmakidis SP, Halle M (2013) Acute and chronic effects of exercise on circulating endothelial progenitor cells in healthy and diseased patients. Clin Res Cardiol 102:249–257. doi:10.1007/s00392-012-0517-2
Heine GH, Ulrich C, Seibert E, Seiler S, Marell J, Reichart B, Krause M, Schlitt A, Kohler H, Girndt M (2008) CD14(++)CD16 + monocytes but not total monocyte numbers predict cardiovascular events in dialysis patients. Kidney Int 73(5):622–629
Ulrich C, Heine GH, Seibert E, Fliser D, Girndt M (2010) Circulating monocyte subpopulations with high expression of angiotensin-converting enzyme predict mortality in patients with end-stage renal disease. Nephrol Dial Transplant 25:2265–2272
Alber HF, Duftner C, Wanitschek M, Dörler J, Schirmer M, Suessenbacher A, Frick M, Dichtl W, Pachinger O, Weidinger F (2009) Neopterin, CD4 + CD28 − lymphocytes and the extent and severity of coronary artery disease. Int J Cardiol 135:27–35
Dumitriu IE, Araguas ET, Baboonian C, Kaski JC (2009) CD4 + CD28 null T cells in coronary artery disease: when helpers become killers. Cardiovasc Res 81(1):11–19
Giubilato S, Liuzzo G, Brugaletta S, Pitocco D, Graziani F, Smaldone C, Montone RA, Pazzano V, Pedicino D, Biasucci LM, Ghirlanda G, Crea F (2011) Expansion of CD4 + CD28null T-lymphocytes in diabetic patients: exploring new pathogenetic mechanisms of increased cardiovascular risk in diabetes mellitus. Eur Heart J 32(10):1214–1226
Serruys PW, Morice MC, Kappetein AP, Colombo A, Holmes DR, Mack MJ, Stahle E, Feldman TE, van den Brand M, Bass EJ, Van Dyck N, Leadley K, Dawkins KD, Mohr FW (2009) Percutaneous coronary intervention versus coronary-artery bypass grafting for severe coronary artery disease. N Engl J Med 360(10):961–972
Sinning C, Lillpopp L, Appelbaum S, Ojeda F, Zeller T, Schnabel R, Lubos E, Jagodzinski A, Keller T, Munzel T, Bickel C, Blankenberg S (2013) Angiographic score assessment improves cardiovascular risk prediction: the clinical value of SYNTAX and Gensini application. Clin Res Cardiol. doi:10.1007/s00392-013-0555-4
Sianos G, Morel MA, Kappetein AP, Morice MC, Colombo A, Dawkins K, van den Brand M, Van Dyck N, Russell ME, Mohr FW, Serruys PW (2005) The SYNTAX Score: an angiographic tool grading the complexity of coronary artery disease. EuroIntervention 1(2):219–227
Bleijerveld OB, Wijten P, Cappadona S, McClellan EA, Polat AN, Raijmakers R, Sels JW, Colle L, Grasso S, van den Toorn HW, van Breukelen B, Stubbs A, Pasterkamp G, Heck AJ, Hoefer IE, Scholten A (2012) Deep proteome profiling of circulating granulocytes reveals bactericidal/permeability-increasing protein as a biomarker for severe atherosclerotic coronary stenosis. J Proteome Res. doi:10.1021/pr3004375
Boden WE, O’Rourke RA, Teo KK, Hartigan PM, Maron DJ, Kostuk WJ, Knudtson M, Dada M, Casperson P, Harris CL, Chaitman BR, Shaw L, Gosselin G, Nawaz S, Title LM, Gau G, Blaustein AS, Booth DC, Bates ER, Spertus JA, Berman DS, Mancini GB, Weintraub WS (2007) Optimal medical therapy with or without PCI for stable coronary disease. N Engl J Med 356(15):1503–1516
Tonino PA, De Bruyne B, Pijls NH, Siebert U, Ikeno F, Klauss V, Manoharan G, Engstrom T, Oldroyd KG, Ver Lee PN, MacCarthy PA, Fearon WF (2009) Fractional flow reserve versus angiography for guiding percutaneous coronary intervention. N Engl J Med 360(3):213–224
Fox KA, Goodman SG, Klein W, Brieger D, Steg PG, Dabbous O, Avezum A (2002) Management of acute coronary syndromes. variations in practice and outcome; findings from the global registry of acute coronary events (GRACE). Eur Heart J 23(15):1177–1189
Hasdai D, Behar S, Wallentin L, Danchin N, Gitt AK, Boersma E, Fioretti PM, Simoons ML, Battler A (2002) A prospective survey of the characteristics, treatments and outcomes of patients with acute coronary syndromes in Europe and the Mediterranean basin; the Euro Heart Survey of Acute Coronary Syndromes (Euro Heart Survey ACS). Eur Heart J 23(15):1190–1201
Sanchez-Margalet V, Cubero JM, Martin-Romero C, Cubero J, Cruz-Fernandez JM, Goberna R (2004) Expression of activation molecules in neutrophils, monocytes and lymphocytes from patients with unstable angina treated with stent implantation. Clin Chem Lab Med 42(3):273–278
Sarma J, Laan CA, Alam S, Jha A, Fox KA, Dransfield I (2002) Increased platelet binding to circulating monocytes in acute coronary syndromes. Circulation 105(18):2166–2171
Gurbel PA, Bliden KP, Hayes KM, Tantry U (2004) Platelet activation in myocardial ischemic syndromes. Expert Rev Cardiovasc Ther 2(4):535–545
Schlitt A, Heine GH, Blankenberg S, Espinola-Klein C, Dopheide JF, Bickel C, Lackner KJ, Iz M, Meyer J, Darius H, Rupprecht HJ (2004) CD14 + CD16 + monocytes in coronary artery disease and their relationship to serum TNF-alpha levels. Thromb Haemost 92(2):419–424
Gawaz M, Langer H, May AE (2005) Platelets in inflammation and atherogenesis. J Clin Invest 115(12):3378–3384
Methe H, Kim JO, Kofler S, Weis M, Nabauer M, Koglin J (2005) Expansion of circulating Toll-like receptor 4-positive monocytes in patients with acute coronary syndrome. Circulation 111(20):2654–2661
von Hundelshausen P, Weber C (2007) Platelets as immune cells: bridging inflammation and cardiovascular disease. Circ Res 100(1):27–40
Zernecke A, Bot I, Djalali-Talab Y, Shagdarsuren E, Bidzhekov K, Meiler S, Krohn R, Schober A, Sperandio M, Soehnlein O, Bornemann J, Tacke F, Biessen EA, Weber C (2008) Protective role of CXC receptor 4/CXC ligand 12 unveils the importance of neutrophils in atherosclerosis. Circ Res 102(2):209–217
Brambilla M, Camera M, Colnago D, Marenzi G, De Metrio M, Giesen PL, Balduini A, Veglia F, Gertow K, Biglioli P, Tremoli E (2008) Tissue factor in patients with acute coronary syndromes: expression in platelets, leukocytes, and platelet-leukocyte aggregates. Arterioscler Thromb Vasc Biol 28(5):947–953
Shantsila E, Lip GY (2009) Monocytes in acute coronary syndromes. Arterioscler Thromb Vasc Biol 29(10):1433–1438
Imanishi T, Ikejima H, Tsujioka H, Kuroi A, Ishibashi K, Komukai K, Tanimoto T, Ino Y, Takeshita T, Akasaka T (2010) Association of monocyte subset counts with coronary fibrous cap thickness in patients with unstable angina pectoris. Atherosclerosis 212(2):628–635
Snoep JD, Roest M, Barendrecht AD, De Groot PG, Rosendaal FR, Van Der Bom JG (2010) High platelet reactivity is associated with myocardial infarction in premenopausal women: a population-based case-control study. J Thromb Haemost 8(5):906–913
Ley K, Miller YI, Hedrick CC (2011) Monocyte and macrophage dynamics during atherogenesis. Arterioscler Thromb Vasc Biol 31(7):1506–1516
Linden MD, Jackson DE (2010) Platelets: pleiotropic roles in atherogenesis and atherothrombosis. Int J Biochem Cell Biol 42(11):1762–1766
Schirmer SH, Fledderus JO, van der Laan AM, van der Pouw-Kraan TCTM, Moerland PD, Volger OL, Baggen JM, Böhm M, Piek JJ, Horrevoets AJG, van Royen N (2009) Suppression of inflammatory signaling in monocytes from patients with coronary artery disease. J Mole Cell Cardiol 46(2):177–185. doi:10.1016/j.yjmcc.2008.10.029
Ardigo D, CaJM Gaillard, Braam B (2007) Application of leukocyte transcriptomes to assess systemic consequences of risk factors for cardiovascular disease. Clinical chem and lab med 45:1109–1120
Horwitz PA, Tsai EJ, Putt ME, Gilmore JM, Lepore JJ, Parmacek MS, Kao AC, Desai SS, Goldberg LR, Brozena SC, Jessup ML, Epstein JA, Cappola TP (2004) Detection of cardiac allograft rejection and response to immunosuppressive therapy with peripheral blood gene expression. Circulation 110(25):3815–3821
Ma J, Liew CC (2003) Gene profiling identifies secreted protein transcripts from peripheral blood cells in coronary artery disease. J Mol Cell Cardiol 35(8):993–998
Patino WD, Mian OY, Kang JG, Matoba S, Bartlett LD, Holbrook B, Trout HH 3rd, Kozloff L, Hwang PM (2005) Circulating transcriptome reveals markers of atherosclerosis. Proc Natl Acad Sci USA 102(9):3423–3428
Moore DF, Li H, Jeffries N, Wright V, Cooper RA Jr, Elkahloun A, Gelderman MP, Zudaire E, Blevins G, Yu H, Goldin E, Baird AE (2005) Using peripheral blood mononuclear cells to determine a gene expression profile of acute ischemic stroke: a pilot investigation. Circulation 111(2):212–221
Empana JP, Canoui-Poitrine F, Luc G, Juhan-Vague I, Morange P, Arveiler D, Ferrieres J, Amouyel P, Bingham A, Montaye M, Ruidavets JB, Haas B, Evans A, Ducimetiere P (2008) Contribution of novel biomarkers to incident stable angina and acute coronary syndrome: the PRIME Study. Eur Heart J 29(16):1966–1974. doi:10.1093/eurheartj/ehn331 ehn331 [pii]
Lindmark E, Diderholm E, Wallentin L, Siegbahn A (2001) Relationship between interleukin 6 and mortality in patients with unstable coronary artery disease: effects of an early invasive or noninvasive strategy. JAMA 286(17):2107–2113
Tziakas DN, Chalikias GK, Tentes IK, Stakos D, Chatzikyriakou SV, Mitrousi K, Kortsaris AX, Kaski JC, Boudoulas H (2008) Interleukin-8 is increased in the membrane of circulating erythrocytes in patients with acute coronary syndrome. Eur Heart J 29(22):2713–2722
Biasucci LM, Vitelli A, Liuzzo G, Altamura S, Caligiuri G, Monaco C, Rebuzzi AG, Ciliberto G, Maseri A (1996) Elevated levels of interleukin-6 in unstable angina. Circulation 94(5):874–877
Mizia-Stec K, Gasior Z, Zahorska-Markiewicz B, Janowska J, Szulc A, Jastrzebska-Maj E, Kobielusz-Gembala I (2003) Serum tumour necrosis factor-alpha, interleukin-2 and interleukin-10 activation in stable angina and acute coronary syndromes. Coron Artery Dis 14(6):431–438
Acknowledgments
This research was performed within the framework of CTMM, the Center for Translational Molecular Medicine (www.ctmm.nl), project CIRCULATING CELLS (grant 01C-102), and supported by the Dutch Heart Foundation
Conflict of interest
None declared
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Hoefer, I.E., Sels, JW., Jukema, J.W. et al. Circulating cells as predictors of secondary manifestations of cardiovascular disease: design of the CIRCULATING CELLS study. Clin Res Cardiol 102, 847–856 (2013). https://doi.org/10.1007/s00392-013-0607-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00392-013-0607-9