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Published in: BMC Cardiovascular Disorders 1/2012

Open Access 01-12-2012 | Research article

A novel multiplex polymerase chain reaction assay for profile analyses of gene expression in peripheral blood

Authors: Xingwang Jia, Haiyue Ju, Li Yang, Yaping Tian

Published in: BMC Cardiovascular Disorders | Issue 1/2012

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Abstract

Background

Studies have demonstrated that inflammation has a key role in the pathogenesis of atherosclerosis due to the abnormal gene expressions of multiple cytokines. We established an accurate and precise method to observe gene expression in whole blood that might provide specific diagnostic information for coronary artery disease (CAD) and other related diseases.

Methods

The fifteen selected CAD-related genes (IL1B, IL6, IL8, IFNG, MCP-1, VWF, MTHFR, SELL, TNFalpha, ubiquitin, MCSF, ICAM1, ID2, HMOX1 and LDLR) and two housekeeping genes (ACTB and GK) as internal references have been measured simultaneously with a newly developed multiplex polymerase chain reaction (multi-PCR) method. Moreover, the precision was evaluated, and a procedure for distinguishing patients from the normal population has been developed based upon analyses of peripheral blood. A total of 148 subjects were divided into group A (control group without plaques), group B (calcified plaques) and group C (non-calcified plaques, and combination group) according dual-source CT criteria. Gene expression in blood was analyzed by multi-PCR, and levels of glucose and lipids measured in 50 subjects to explore the relationship among them.

Results

The precision results of the multi-PCR system revealed within-run and between-run CV values of 3.695–12.537% and 4.405–13.405%, respectively. The profiles of cytokine gene expression in peripheral blood were set: a positive correlation between glucose and MCSF, HMOX1 or TNFalpha were found. We also found that triglyceride levels were negatively correlated with SELL gene expression in 50 subjects. Compared with controls, gene expression levels of IL1B, IL6, IL8 and MCP-1 increased significantly in group C.

Conclusions

A new multiple gene expression analysis system has been developed. The primary data suggested that gene expression was related to CAD. This system might be used for risk assessment of CVDs and other related diseases.
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Literature
1.
go back to reference Tunstall-Pedoe H, Vanuzzo D, Hobbs M, Mahonen M, Cepaitis Z, Kuulasmaa K, Keil U: Estimation of contribution of changes in coronary care to improving survival, event rates, and coronary heart disease mortality across the WHO MONICA Project populations. Lancet. 2000, 355: 688-700. 10.1016/S0140-6736(99)11181-4.CrossRefPubMed Tunstall-Pedoe H, Vanuzzo D, Hobbs M, Mahonen M, Cepaitis Z, Kuulasmaa K, Keil U: Estimation of contribution of changes in coronary care to improving survival, event rates, and coronary heart disease mortality across the WHO MONICA Project populations. Lancet. 2000, 355: 688-700. 10.1016/S0140-6736(99)11181-4.CrossRefPubMed
2.
go back to reference Wu Z, Yao C, Zhao D, Wu G, Wang W, Liu J, Zeng Z, Wu Y: Sino-MONICA project: a collaborative study on trends and determinants in cardiovascular diseases in China, part I: morbidity and mortality monitoring. Circulation. 2001, 103: 462-468. 10.1161/01.CIR.103.3.462.CrossRefPubMed Wu Z, Yao C, Zhao D, Wu G, Wang W, Liu J, Zeng Z, Wu Y: Sino-MONICA project: a collaborative study on trends and determinants in cardiovascular diseases in China, part I: morbidity and mortality monitoring. Circulation. 2001, 103: 462-468. 10.1161/01.CIR.103.3.462.CrossRefPubMed
3.
go back to reference Libby P: Coronary artery injury and the biology of atherosclerosis: inflammation, thrombosis, and stabilization. Am J Cardiol. 2000, 86: 3-8.CrossRef Libby P: Coronary artery injury and the biology of atherosclerosis: inflammation, thrombosis, and stabilization. Am J Cardiol. 2000, 86: 3-8.CrossRef
4.
go back to reference Nissen SE, Tuzcu EM, Schoenhagen P, Brown BG, Ganz P, Vogel RA, Crowe T, Howard G, Cooper CJ, Brodie B, Grines CL, DeMaria AN, REVERSAL Investigators: Effect of intensive compared with moderate lipid-lowering therapy on progression of coronary atherosclerosis: a randomized controlled trial. JAMA. 2004, 291: 1071-1080. 10.1001/jama.291.9.1071.CrossRefPubMed Nissen SE, Tuzcu EM, Schoenhagen P, Brown BG, Ganz P, Vogel RA, Crowe T, Howard G, Cooper CJ, Brodie B, Grines CL, DeMaria AN, REVERSAL Investigators: Effect of intensive compared with moderate lipid-lowering therapy on progression of coronary atherosclerosis: a randomized controlled trial. JAMA. 2004, 291: 1071-1080. 10.1001/jama.291.9.1071.CrossRefPubMed
5.
go back to reference Rieber J, Meissner O, Babaryka G, Reim S, Oswald M, Koenig A, Schiele TM, Shapiro M, Theisen K, Reiser MF, Klauss V, Hoffmann U: Diagnostic accuracy of optical coherence tomography and intravascular ultrasound for the detection and characterization of atherosclerotic plaque composition in ex-vivo coronary specimens: a comparison with histology. Coron Artery Dis. 2006, 17 (Suppl): 425-430.CrossRefPubMed Rieber J, Meissner O, Babaryka G, Reim S, Oswald M, Koenig A, Schiele TM, Shapiro M, Theisen K, Reiser MF, Klauss V, Hoffmann U: Diagnostic accuracy of optical coherence tomography and intravascular ultrasound for the detection and characterization of atherosclerotic plaque composition in ex-vivo coronary specimens: a comparison with histology. Coron Artery Dis. 2006, 17 (Suppl): 425-430.CrossRefPubMed
6.
go back to reference Inoue F, Sato Y, Matsumoto N, Tani S, Uchiyama T: Evaluation of Plaque Texture by Means of Multislice Computed Tomography in Patients with Acute Coronary Syndrome and Stable Angina. Circ J. 2004, 68: 840-844. 10.1253/circj.68.840.CrossRefPubMed Inoue F, Sato Y, Matsumoto N, Tani S, Uchiyama T: Evaluation of Plaque Texture by Means of Multislice Computed Tomography in Patients with Acute Coronary Syndrome and Stable Angina. Circ J. 2004, 68: 840-844. 10.1253/circj.68.840.CrossRefPubMed
7.
go back to reference Aziz H, Zaas A, Geoffrey S: Ginsburg: Peripheral blood gene expression profiling for cardiovascular disease assessment. Genomic Med. 2007, 1: 105-112. 10.1007/s11568-008-9017-x.CrossRefPubMed Aziz H, Zaas A, Geoffrey S: Ginsburg: Peripheral blood gene expression profiling for cardiovascular disease assessment. Genomic Med. 2007, 1: 105-112. 10.1007/s11568-008-9017-x.CrossRefPubMed
8.
go back to reference Whitney AR, Diehn M, Popper SJ, Alizadeh AA, Boldrick JC, Relman DA, Brown PO: Individuality and variation in gene expression patterns in human blood. PNAS. 2003, 100: 1896-1901. 10.1073/pnas.252784499.CrossRefPubMedPubMedCentral Whitney AR, Diehn M, Popper SJ, Alizadeh AA, Boldrick JC, Relman DA, Brown PO: Individuality and variation in gene expression patterns in human blood. PNAS. 2003, 100: 1896-1901. 10.1073/pnas.252784499.CrossRefPubMedPubMedCentral
9.
go back to reference Jing Z, Shangrong J, Yi W: C - reactive protein — A Link between Cardiovascular Disease and Inflammation. Acta Biophysica Sinica. 2010, 26: 87-96. Jing Z, Shangrong J, Yi W: C - reactive protein — A Link between Cardiovascular Disease and Inflammation. Acta Biophysica Sinica. 2010, 26: 87-96.
10.
go back to reference Blake GJ, Ridker PM: Inflammatory bio-markers and cardiovascular risk prediction. J Intern Med. 2002, 252: 283-294. 10.1046/j.1365-2796.2002.01019.x.CrossRefPubMed Blake GJ, Ridker PM: Inflammatory bio-markers and cardiovascular risk prediction. J Intern Med. 2002, 252: 283-294. 10.1046/j.1365-2796.2002.01019.x.CrossRefPubMed
11.
go back to reference Libby P, Ridker PM: Inflammation and atherosclerosis: role of C-reactive protein in risk assessment. Am J Med. 2004, 111: 9S-16S.CrossRef Libby P, Ridker PM: Inflammation and atherosclerosis: role of C-reactive protein in risk assessment. Am J Med. 2004, 111: 9S-16S.CrossRef
12.
go back to reference Greaves DR, Channon MK: Inflammation and immune responses in atherosclerosis. Trends Immunol. 2002, 23: 535-541. 10.1016/S1471-4906(02)02331-1.CrossRefPubMed Greaves DR, Channon MK: Inflammation and immune responses in atherosclerosis. Trends Immunol. 2002, 23: 535-541. 10.1016/S1471-4906(02)02331-1.CrossRefPubMed
13.
go back to reference Chaisas NK, Shahi CN, Foley B, Goggins M, Crean P, Kelly A, Kelleher D, Walsh M: Elevation levels of circulating soluble adhesion molecules in peripheral blood of patients with unstable angina. Am J Cardiol. 1997, 80: 617-619. 10.1016/S0002-9149(97)00432-3.CrossRef Chaisas NK, Shahi CN, Foley B, Goggins M, Crean P, Kelly A, Kelleher D, Walsh M: Elevation levels of circulating soluble adhesion molecules in peripheral blood of patients with unstable angina. Am J Cardiol. 1997, 80: 617-619. 10.1016/S0002-9149(97)00432-3.CrossRef
14.
go back to reference O’Malley T, Ludlam CA, Riemermsa RA, Fox KA: Early increase in levels of soluble inter-cellular adhesion molecule-1 (sICAM-1). Eur Heart J. 2001, 22: 1226-1234. 10.1053/euhj.2000.2480.CrossRefPubMed O’Malley T, Ludlam CA, Riemermsa RA, Fox KA: Early increase in levels of soluble inter-cellular adhesion molecule-1 (sICAM-1). Eur Heart J. 2001, 22: 1226-1234. 10.1053/euhj.2000.2480.CrossRefPubMed
15.
go back to reference Rossi ML, Marziliano N, Merlini PA, Bramucci E, Canosi U, Belli G, Parenti DZ, Mannucci PM, Ardissino D: Different quantitative apoptotic traits in coronary atherosclerotic plaques from patients with stable angina pectoris and acute coronary syndromes. Circulation. 2004, 110: 1767-1773. 10.1161/01.CIR.0000142865.04816.89.CrossRefPubMed Rossi ML, Marziliano N, Merlini PA, Bramucci E, Canosi U, Belli G, Parenti DZ, Mannucci PM, Ardissino D: Different quantitative apoptotic traits in coronary atherosclerotic plaques from patients with stable angina pectoris and acute coronary syndromes. Circulation. 2004, 110: 1767-1773. 10.1161/01.CIR.0000142865.04816.89.CrossRefPubMed
16.
go back to reference Malpartida F, Vivancos R, Urbano C, Mora J: Inflammation and plaque instability. Arch Cardiol Mex. 2007, 77 (Suppl 4): 16-22. Malpartida F, Vivancos R, Urbano C, Mora J: Inflammation and plaque instability. Arch Cardiol Mex. 2007, 77 (Suppl 4): 16-22.
17.
go back to reference Chen S-M, Li Y-G, Wang D-M, Zhang G-H, Tan C-J: Expressin of heme oxgenase-1, hypoxia inducible factor-alpha, and ubiquitin in peripheral inflammatory cells from patients with coronary heart disease. Clin Chem Lab Med. 2009, 47: 327-333.CrossRefPubMed Chen S-M, Li Y-G, Wang D-M, Zhang G-H, Tan C-J: Expressin of heme oxgenase-1, hypoxia inducible factor-alpha, and ubiquitin in peripheral inflammatory cells from patients with coronary heart disease. Clin Chem Lab Med. 2009, 47: 327-333.CrossRefPubMed
18.
go back to reference Patino WD, Mian OY, Kang JG, Matoba S, Bartlett LD, Holbrook B, Trout HH, Kozloff L, Hwang PM: Circulating transcriptome reveals markers of atherosclerosis. Proc Natl Acad Sci USA. 2005, 102: 3423-3428. 10.1073/pnas.0408032102.CrossRefPubMedPubMedCentral Patino WD, Mian OY, Kang JG, Matoba S, Bartlett LD, Holbrook B, Trout HH, Kozloff L, Hwang PM: Circulating transcriptome reveals markers of atherosclerosis. Proc Natl Acad Sci USA. 2005, 102: 3423-3428. 10.1073/pnas.0408032102.CrossRefPubMedPubMedCentral
19.
go back to reference Lip Gregery YH, Alann A, Willebrand V: Factor: a marker of endothelial dysfunction in vascular disorders. Cardiovasc Res. 1997, 34: 255-265. 10.1016/S0008-6363(97)00039-4.CrossRef Lip Gregery YH, Alann A, Willebrand V: Factor: a marker of endothelial dysfunction in vascular disorders. Cardiovasc Res. 1997, 34: 255-265. 10.1016/S0008-6363(97)00039-4.CrossRef
20.
go back to reference Pereira AC, Miyakawa AA, Lopes NH, Soares PR, de Oliveira SA, Cesar LA, Ramires JF, Hueb W, Krieger JE: Dynamic regulation of MTHFR mRNA expression and C677T genotype modulate mortality in coronary artery disease patients after revascularization. Thromb Res. 2007, 121: 25-32. 10.1016/j.thromres.2007.03.004.CrossRefPubMed Pereira AC, Miyakawa AA, Lopes NH, Soares PR, de Oliveira SA, Cesar LA, Ramires JF, Hueb W, Krieger JE: Dynamic regulation of MTHFR mRNA expression and C677T genotype modulate mortality in coronary artery disease patients after revascularization. Thromb Res. 2007, 121: 25-32. 10.1016/j.thromres.2007.03.004.CrossRefPubMed
21.
go back to reference Atalar E, Aytemir K, Haznedaroğlu I, Ozer N, Ovünç K, Aksöyek S, Kes S, Kirazli S, Ozmen F: Increased plasma levels of soluble selectins in patients with unstable angina. Int J Cardiol. 2001, 78: 69-73. 10.1016/S0167-5273(00)00473-3.CrossRefPubMed Atalar E, Aytemir K, Haznedaroğlu I, Ozer N, Ovünç K, Aksöyek S, Kes S, Kirazli S, Ozmen F: Increased plasma levels of soluble selectins in patients with unstable angina. Int J Cardiol. 2001, 78: 69-73. 10.1016/S0167-5273(00)00473-3.CrossRefPubMed
22.
go back to reference Page GP, Zakharkin SO, Kim K, Mehta T, Chen L, Zhang K: Microarray analysis. Methods Mol Biol. 2007, 404: 409-430. 10.1007/978-1-59745-530-5_20.CrossRefPubMed Page GP, Zakharkin SO, Kim K, Mehta T, Chen L, Zhang K: Microarray analysis. Methods Mol Biol. 2007, 404: 409-430. 10.1007/978-1-59745-530-5_20.CrossRefPubMed
23.
go back to reference Murphy D: Gene expression studies using microarrays: principles, problems, and prospects. Adv Physiol Educ. 2002, 26: 256-270.CrossRefPubMed Murphy D: Gene expression studies using microarrays: principles, problems, and prospects. Adv Physiol Educ. 2002, 26: 256-270.CrossRefPubMed
24.
go back to reference Rai AJ, Kamath RM, Gerald W, Fleisher M: Analytical validation of the GeXP analyzer and design of a workflow for cancer-biomarker discovery using multiplexed gene-expression profiling. Anal Bioanal Chem. 2009, 393: 1505-1511. 10.1007/s00216-008-2436-7.CrossRefPubMed Rai AJ, Kamath RM, Gerald W, Fleisher M: Analytical validation of the GeXP analyzer and design of a workflow for cancer-biomarker discovery using multiplexed gene-expression profiling. Anal Bioanal Chem. 2009, 393: 1505-1511. 10.1007/s00216-008-2436-7.CrossRefPubMed
25.
go back to reference Becker CR, Nikolaou K, Muders M, Babaryka G, Crispin A, Schoepf UJ, Loehrs U, Reiser MF: Ex vivo coronary atherosclerotic plaque characterization with multi-detector-row CT. Eur Radiol. 2003, 13: 2094-2098. 10.1007/s00330-003-1889-5.CrossRefPubMed Becker CR, Nikolaou K, Muders M, Babaryka G, Crispin A, Schoepf UJ, Loehrs U, Reiser MF: Ex vivo coronary atherosclerotic plaque characterization with multi-detector-row CT. Eur Radiol. 2003, 13: 2094-2098. 10.1007/s00330-003-1889-5.CrossRefPubMed
26.
go back to reference Achenbach S, Ropers D, Hoffmann U, MacNeill B, Baum U, Pohle K, Brady TJ, Pomerantsev E, Ludwig J, Flachskampf FA, Wicky S, Jang IK, Daniel WG: Assessment of coronary remodeling in stenotic and nonstenotic coronary atherosclerotic lesions by multidetector spiral computed tomography. J Am Coll Cardial. 2004, 43: 842-847. 10.1016/j.jacc.2003.09.053.CrossRef Achenbach S, Ropers D, Hoffmann U, MacNeill B, Baum U, Pohle K, Brady TJ, Pomerantsev E, Ludwig J, Flachskampf FA, Wicky S, Jang IK, Daniel WG: Assessment of coronary remodeling in stenotic and nonstenotic coronary atherosclerotic lesions by multidetector spiral computed tomography. J Am Coll Cardial. 2004, 43: 842-847. 10.1016/j.jacc.2003.09.053.CrossRef
27.
go back to reference Qin M, Wang DY, Huang F, Nie K, Qu M, Wang M, Shu YL, Ma XJ: Detection of pandemic influenza A H1N1 virus by multiplex reversetranscription-PCR with a GeXP analyzer. J Viro Methods. 2010, 168: 255-258. 10.1016/j.jviromet.2010.04.031.CrossRef Qin M, Wang DY, Huang F, Nie K, Qu M, Wang M, Shu YL, Ma XJ: Detection of pandemic influenza A H1N1 virus by multiplex reversetranscription-PCR with a GeXP analyzer. J Viro Methods. 2010, 168: 255-258. 10.1016/j.jviromet.2010.04.031.CrossRef
28.
go back to reference Chen Q-R, Vansant G, Oades K, Pickering M, Wei JS, Song YK, Monforte J, Khan J: Diagnosis of the Small Round Blue Cell Tumors Using Multiplex Polymerase Chain Reaction. J Mol Diagn. 2007, 9: 80-88. 10.2353/jmoldx.2007.060111.CrossRefPubMedPubMedCentral Chen Q-R, Vansant G, Oades K, Pickering M, Wei JS, Song YK, Monforte J, Khan J: Diagnosis of the Small Round Blue Cell Tumors Using Multiplex Polymerase Chain Reaction. J Mol Diagn. 2007, 9: 80-88. 10.2353/jmoldx.2007.060111.CrossRefPubMedPubMedCentral
29.
go back to reference Nagel MA, Gilden D, Shade T, Gao B, Cohrs RJ: Rapid and sensitive detection of 68 unique varicella zoster virus gene transcripts in five multiplex reverse transcription polymerase chain reactions. J Virol Methods. 2009, 157: 62-68. 10.1016/j.jviromet.2008.11.019.CrossRefPubMedPubMedCentral Nagel MA, Gilden D, Shade T, Gao B, Cohrs RJ: Rapid and sensitive detection of 68 unique varicella zoster virus gene transcripts in five multiplex reverse transcription polymerase chain reactions. J Virol Methods. 2009, 157: 62-68. 10.1016/j.jviromet.2008.11.019.CrossRefPubMedPubMedCentral
30.
go back to reference Gordon V, Patrick P, Robert S, Aaron B, Chris D, Francois F, Joseph M: Gene expression analysis of troglitazone reveals its impact on multiple pathways in cell culture: a case for in vitro platforms combined with gene expression analysis for early (idiosyncratic) toxicity screening. Inter J Toxicology. 2006, 25: 85-94. 10.1080/10915810600605690.CrossRef Gordon V, Patrick P, Robert S, Aaron B, Chris D, Francois F, Joseph M: Gene expression analysis of troglitazone reveals its impact on multiple pathways in cell culture: a case for in vitro platforms combined with gene expression analysis for early (idiosyncratic) toxicity screening. Inter J Toxicology. 2006, 25: 85-94. 10.1080/10915810600605690.CrossRef
31.
go back to reference Ho KL, Yazan LS, Ismail N, Ismail M: Tocicolgy sdudy of vanillin on rats via oral oral and intra-peritoneal administration. Food Chem Toxicol. 2011, 49: 25-30. 10.1016/j.fct.2010.08.023.CrossRefPubMed Ho KL, Yazan LS, Ismail N, Ismail M: Tocicolgy sdudy of vanillin on rats via oral oral and intra-peritoneal administration. Food Chem Toxicol. 2011, 49: 25-30. 10.1016/j.fct.2010.08.023.CrossRefPubMed
32.
go back to reference Vansant G, Pezzoli P, Saiz R, Birch A, Duffy C, Ferre F, Monforte J: Gene Expression analysis of troglitazone reveals its impact on multiple pathways in cell culture: a case for in vitro platforms combined with gene expression analysis for early (idiosyncratic) toxicity screening. Int J Toxicol. 2006, 25: 85-94. 10.1080/10915810600605690.CrossRefPubMed Vansant G, Pezzoli P, Saiz R, Birch A, Duffy C, Ferre F, Monforte J: Gene Expression analysis of troglitazone reveals its impact on multiple pathways in cell culture: a case for in vitro platforms combined with gene expression analysis for early (idiosyncratic) toxicity screening. Int J Toxicol. 2006, 25: 85-94. 10.1080/10915810600605690.CrossRefPubMed
33.
go back to reference de Jonge HJM, Fehrmann RSN, de Bont ESJM, Hofstra RMW, Gerbens F, Kamps WA, de Vries EGE, van der Zee AGJ, te Meerman GJ, ter Elst A: Evidence based selection of housekeeping genes. PLoS One. 2007, 2: e898-10.1371/journal.pone.0000898.CrossRefPubMedPubMedCentral de Jonge HJM, Fehrmann RSN, de Bont ESJM, Hofstra RMW, Gerbens F, Kamps WA, de Vries EGE, van der Zee AGJ, te Meerman GJ, ter Elst A: Evidence based selection of housekeeping genes. PLoS One. 2007, 2: e898-10.1371/journal.pone.0000898.CrossRefPubMedPubMedCentral
34.
go back to reference Anothai P, Roger RT, Ian J, Cyril DSM: LDL-Receptor mRNA expression in men is downregulated within an hour of an acute fat load and is influenced by genetic polymorphism. J Nutr. 2007, 137: 2062-2067. Anothai P, Roger RT, Ian J, Cyril DSM: LDL-Receptor mRNA expression in men is downregulated within an hour of an acute fat load and is influenced by genetic polymorphism. J Nutr. 2007, 137: 2062-2067.
35.
go back to reference Teupser D, Mueller MA, Koglin J, Wilfert W, Ernst J, von Scheidt W, Steinbeck G, Seidel D, Thiery J: CD36 mRNA expression is increased in CD14+ monocytes of patients with coronary heart disease. Clin Exp Pharmacol Physiol. 2008, 35: 552-556. 10.1111/j.1440-1681.2007.04836.x.CrossRefPubMed Teupser D, Mueller MA, Koglin J, Wilfert W, Ernst J, von Scheidt W, Steinbeck G, Seidel D, Thiery J: CD36 mRNA expression is increased in CD14+ monocytes of patients with coronary heart disease. Clin Exp Pharmacol Physiol. 2008, 35: 552-556. 10.1111/j.1440-1681.2007.04836.x.CrossRefPubMed
36.
go back to reference Ma J, Dempsey AA, Stamatiou D, Wayne Marshall K, Liew C-C: Identifying leukocyte gene expression patterns associated with plasma lipid levels in human subjects. Atherosclerosis. 2007, 191: 63-72. 10.1016/j.atherosclerosis.2006.05.032.CrossRefPubMed Ma J, Dempsey AA, Stamatiou D, Wayne Marshall K, Liew C-C: Identifying leukocyte gene expression patterns associated with plasma lipid levels in human subjects. Atherosclerosis. 2007, 191: 63-72. 10.1016/j.atherosclerosis.2006.05.032.CrossRefPubMed
37.
go back to reference Kyle Krady J, Anirban B, Allen CM, Yuping X, LaNoue KF, Gardner TW, Steven W: Levison1: Minocycline reduces proinflammatory cytokine expression, microglial activation, and caspase-3 activation in a Rodent model of diabetic retinopathy. Diabetes. 2005, 54: 1559-1565. 10.2337/diabetes.54.5.1559.CrossRefPubMed Kyle Krady J, Anirban B, Allen CM, Yuping X, LaNoue KF, Gardner TW, Steven W: Levison1: Minocycline reduces proinflammatory cytokine expression, microglial activation, and caspase-3 activation in a Rodent model of diabetic retinopathy. Diabetes. 2005, 54: 1559-1565. 10.2337/diabetes.54.5.1559.CrossRefPubMed
38.
go back to reference Morise AP, Morgantown MD, Va W: Comparison of the Diamond–Forrester method and a new score to estimate the pretest probability of coronary disease before exercise testing. Am Heart J. 1999, 138: 740-745. 10.1016/S0002-8703(99)70190-0.CrossRefPubMed Morise AP, Morgantown MD, Va W: Comparison of the Diamond–Forrester method and a new score to estimate the pretest probability of coronary disease before exercise testing. Am Heart J. 1999, 138: 740-745. 10.1016/S0002-8703(99)70190-0.CrossRefPubMed
Metadata
Title
A novel multiplex polymerase chain reaction assay for profile analyses of gene expression in peripheral blood
Authors
Xingwang Jia
Haiyue Ju
Li Yang
Yaping Tian
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Cardiovascular Disorders / Issue 1/2012
Electronic ISSN: 1471-2261
DOI
https://doi.org/10.1186/1471-2261-12-51

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