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Ma Q, Hu L, Luo Y, Wang M, Yu S, Lu A, Zhang L, Zeng H. Identification of apoptosis-related key genes and the associated regulation mechanism in thoracic aortic aneurysm. BMC Cardiovasc Disord 2023; 23:481. [PMID: 37770840 PMCID: PMC10540322 DOI: 10.1186/s12872-023-03516-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 09/17/2023] [Indexed: 09/30/2023] Open
Abstract
BACKGROUND This study investigated the role of apoptosis-related genes in thoracic aortic aneurysms (TAA) and provided more insights into TAA's pathogenesis and molecular mechanisms. MATERIAL/METHODS Two gene expression datasets (GSE9106 and GSE26155) were retrieved from the Gene Expression Omnibus (GEO) database. Apoptosis-related genes were obtained from the KEGG apoptosis pathway (hsa04210). Differentially expressed apoptosis-related genes were identified by performing differential expression analysis using limma for TAA blood and tissue samples. GO and KEGG enrichment analysis of the differentially expressed apoptosis genes was performed using the Metascape web tool. The miRNA-mRNA regulatory network was reconstructed using the ENCORI and miRDB databases, and functional enrichment analysis was performed on the related miRNAs using the miEAA tool. The correlation between the expression levels of differentially expressed apoptosis-related genes and genes involved in immune infiltration in TAA was calculated using the CIBERSORT algorithm. The apoptosis modification patterns mediated by differentially expressed apoptosis-related genes were systematically assessed in TAA samples. RESULTS A total of 9 differentially-expressed apoptosis-related genes were identified in TAA samples compared with normal samples. 150 miRNAs and 6 mRNAs regulatory networks were reconstructed using the ENCORI and miRDB databases. Immune infiltration analysis revealed that the GZMB had the strongest positive correlation with activated NK cells and the DFFA presented the strongest positive correlation with T cells follicular helper. 3 distinct apoptosis modification patterns mediated by 9 differentially-expressed apoptosis-related genes were identified. They differ in immune characteristics and drug sensitivity, and their biological functions in these subtypes were further studied. CONCLUSIONS This study identified key apoptosis-related genes related to TAA and evaluated the modification patterns of key apoptosis genes in TAA, providing insights into potential targets and mechanisms of TAA pathogenesis and progression.
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Affiliation(s)
- Qi Ma
- Department of Anesthesiology, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Long Hu
- XJTLU Wisdom Lake Academy of Pharmacy, Xi'an Jiaotong-Liverpool University, Suzhou, China
| | - Yingwan Luo
- Department of Hematology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Miao Wang
- Department of Pediatrics, Peking University People's Hospital, 11 Xizhimen South Street, Beijing, 100000, China
| | - Shui Yu
- Department of Pediatrics, Peking University People's Hospital, 11 Xizhimen South Street, Beijing, 100000, China
| | - Aidong Lu
- Department of Pediatrics, Peking University People's Hospital, 11 Xizhimen South Street, Beijing, 100000, China
| | - Leping Zhang
- Department of Pediatrics, Peking University People's Hospital, 11 Xizhimen South Street, Beijing, 100000, China
| | - Huimin Zeng
- Department of Pediatrics, Peking University People's Hospital, 11 Xizhimen South Street, Beijing, 100000, China.
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Nock S, Karim E, Unsworth AJ. Pim Kinases: Important Regulators of Cardiovascular Disease. Int J Mol Sci 2023; 24:11582. [PMID: 37511341 PMCID: PMC10380471 DOI: 10.3390/ijms241411582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 07/06/2023] [Accepted: 07/12/2023] [Indexed: 07/30/2023] Open
Abstract
Pim Kinases; Pim-1, Pim-2, and Pim-3, are a family of constitutively active serine/threonine kinases, widely associated with cell survival, proliferation, and migration. Historically considered to be functionally redundant, independent roles for the individual isoforms have been described. Whilst most established for their role in cancer progression, there is increasing evidence for wider pathological roles of Pim kinases within the context of cardiovascular disease, including inflammation, thrombosis, and cardiac injury. The Pim kinase isoforms have widespread expression in cardiovascular tissues, including the heart, coronary artery, aorta, and blood, and have been demonstrated to be upregulated in several co-morbidities/risk factors for cardiovascular disease. Pim kinase inhibition may thus be a desirable therapeutic for a multi-targeted approach to treat cardiovascular disease and some of the associated risk factors. In this review, we discuss what is known about Pim kinase expression and activity in cells of the cardiovascular system, identify areas where the role of Pim kinase has yet to be fully explored and characterised and review the suitability of targeting Pim kinase for the prevention and treatment of cardiovascular events in high-risk individuals.
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Affiliation(s)
| | | | - Amanda J. Unsworth
- Department of Life Sciences, Faculty of Science and Engineering, Manchester Metropolitan University, Manchester M1 5GD, UK
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3
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Hakimzadeh N, Verberne HJ, Siebes M, Piek JJ. The future of collateral artery research. Curr Cardiol Rev 2015; 10:73-86. [PMID: 23638829 PMCID: PMC3968596 DOI: 10.2174/1573403x113099990001] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2012] [Revised: 08/13/2013] [Accepted: 09/20/2013] [Indexed: 12/20/2022] Open
Abstract
In the event of obstructive coronary artery disease, collateral arteries have been deemed an alternative blood
source to preserve myocardial tissue perfusion and function. Monocytes play an important role in modulating this process,
by local secretion of growth factors and extracellular matrix degrading enzymes. Extensive efforts have focused on developing
compounds for augmenting the growth of collateral vessels (arteriogenesis). Nonetheless, clinical trials investigating
the therapeutic potential of these compounds resulted in disappointing outcomes. Previous studies focused on developing
compounds that stimulated collateral vessel growth by enhancing monocyte survival and activity. The limited success
of these compounds in clinical studies, led to a paradigm shift in arteriogenesis research. Recent studies have shown genetic
heterogeneity between CAD patients with sufficient and insufficient collateral vessels. The genetic predispositions in
patients with poorly developed collateral vessels include overexpression of arteriogenesis inhibiting signaling pathways.
New directions of arteriogenesis research focus on attempting to block such inhibitory pathways to ultimately promote arteriogenesis.
Methods to detect collateral vessel growth are also critical in realizing the therapeutic potential of newly developed
compounds. Traditional invasive measurements of intracoronary derived collateral flow index remain the gold
standard in quantifying functional capacity of collateral vessels. However, advancements made in hybrid diagnostic imaging
modalities will also prove to be advantageous in detecting the effects of pro-arteriogenic compounds.
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Affiliation(s)
| | | | | | - Jan J Piek
- Department of Cardiology, Room B2-250, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands.
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4
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de Marchi SF. Determinants of human coronary collaterals. Curr Cardiol Rev 2015; 10:24-8. [PMID: 23638830 PMCID: PMC3968591 DOI: 10.2174/1573403x1001140317114411] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2013] [Revised: 02/28/2013] [Accepted: 04/19/2013] [Indexed: 01/09/2023] Open
Abstract
The human coronary collateral circulation is prognostically relevant. The understanding of collateral formation and its determinants may guide future therapeutic strategies aiming at promoting collateral growth and functionality, and hence reducing the global burden of coronary artery disease (CAD).
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Haldar T, Mukhopadhyay I, Ghosh S. A novel transmission-based test of association for multivariate phenotypes: an application to systolic and diastolic blood pressure levels. BMC Proc 2014; 8:S71. [PMID: 25519341 PMCID: PMC4143884 DOI: 10.1186/1753-6561-8-s1-s71] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Unlike case-control studies, family-based tests for association are protected against population stratification. Complex genetic traits are often governed by quantitative precursors and it has been argued that it may be a more powerful strategy to analyze these quantitative precursors instead of the clinical end point trait. Although methods have been developed for family-based association tests for single quantitative traits, it is of interest to develop such methods for multivariate phenotypes. We propose a novel transmission-based approach based on a trio design using a simple logistic regression to test for association with a multivariate phenotype. We use our proposed method to analyze data on systolic and diastolic blood pressure levels provided in Genetic Analysis Workshop 18. However, we find that the bivariate analysis of the two phenotypes did not provide more promising results compared to univariate analyses, suggesting a possibility of a different set of major genetic variants modulating the two phenotypes.
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Affiliation(s)
- Tanushree Haldar
- Human Genetics Unit, Indian Statistical Institute, 203, B.T. Road, Kolkata 700108, India
| | - Indranil Mukhopadhyay
- Human Genetics Unit, Indian Statistical Institute, 203, B.T. Road, Kolkata 700108, India
| | - Saurabh Ghosh
- Human Genetics Unit, Indian Statistical Institute, 203, B.T. Road, Kolkata 700108, India
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6
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Predictors of coronary collaterals in patients with non ST-elevated acute coronary syndrome: the paradox of the leukocytes. Cent Eur J Immunol 2014; 39:83-90. [PMID: 26155105 PMCID: PMC4439991 DOI: 10.5114/ceji.2014.42130] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2013] [Accepted: 03/24/2014] [Indexed: 12/21/2022] Open
Abstract
Aim of the study Atherosclerosis represents active inflammation in which leukocytes play significant role. Coronary collateral development is a response to myocardial ischaemia. In this study we aimed to investigate the association of the leukocytes with coronary collateral development in patients with non ST-elevated acute coronary syndromes (NST-ACS). Material and methods A total of 251 consecutive patients were hospitalized in our hospital with a diagnosis of NST-ACS. The blood samples were collected 1-hour after admission to the hospital and peripheral leukocytes (neutrophils, monocytes and lymphocytes) were examined. All patients underwent coronary angiography. The coronary collateral vessels (CCV) are graded according to the Rentrop scoring system. Results Group 1 consisted of 146 patients with Rentrop 0 and Group 2 consisted of 105 patients with Rentrop 1, 2 and 3. The presence of CCV was significantly associated with neutrophil count, lymphocyte count, monocyte count and neutrophil-lymphocyte ratio (NLR). In subgroup analyses, higher NLR was significantly associated with good CCV development in patients with NST-ACS. Conclusions Higher neutrophil count, monocyte count and NLR and lower lymphocyte count on admission, were associated with the presence of CCV in patients with NST-ACS. High NLR may predict good collateral development in patients with NST-ACS.
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Meier P, Schirmer SH, Lansky AJ, Timmis A, Pitt B, Seiler C. The collateral circulation of the heart. BMC Med 2013; 11:143. [PMID: 23735225 PMCID: PMC3689049 DOI: 10.1186/1741-7015-11-143] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2013] [Accepted: 05/17/2013] [Indexed: 12/24/2022] Open
Abstract
The coronary arteries have been regarded as end arteries for decades. However, there are functionally relevant anastomotic vessels, known as collateral arteries, which interconnect epicardial coronary arteries. These vessels provide an alternative source of blood supply to the myocardium in cases of occlusive coronary artery disease. The relevance of these collateral arteries is a matter of ongoing debate, but increasing evidence indicates a relevant protective role in patients with coronary artery disease. The collateral circulation can be assessed by different methods; the gold standard involves intracoronary pressure measurements. While the first clinical trials to therapeutically induce growth of collateral arteries have been unavailing, recent pilot studies using external counterpulsation or growth factors such as granulocyte colony stimulating factor (G-CSF) have shown promising results.
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Affiliation(s)
- Pascal Meier
- The Heart Hospital London, University College London Hospitals UCLH, London, UK.
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8
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Mechanistic, technical, and clinical perspectives in therapeutic stimulation of coronary collateral development by angiogenic growth factors. Mol Ther 2013; 21:725-38. [PMID: 23403495 DOI: 10.1038/mt.2013.13] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Stimulation of collateral vessel development in the heart by angiogenic growth factor therapy has been tested in animals and humans for almost two decades. Discordance between the outcome of preclinical studies and clinical trials pointed to the difficulties of translation from animal models to patients. Lessons learned in this process identified specific mechanistic, technical, and clinical hurdles, which need to be overcome. This review summarizes current understanding of the mechanisms leading to the establishment of a functional coronary collateral network and the biological processes growth factor therapies should stimulate even under conditions of impaired natural adaptive vascular response. Vector delivery methods are recommended to maximize angiogenic gene therapy efficiency and reduce side effects. Optimization of clinical trial design should include the choice of clinical end points which provide mechanistic proof-of-concept and also reflect clinical benefits (e.g., surrogates to assess increased collateral flow reserve, such as myocardial perfusion imaging). Guidelines are proposed to select patients who may respond to the therapy with high(er) probability. Both short and longer term strategies are outlined which may help to make therapeutic angiogenesis (TA) work in the future.
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9
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Jafari Koshki T, Hajizadeh E, Karimi M. A comparison of selective classification methods in DNA microarray data of cancer: some recommendations for application in health promotion. Health Promot Perspect 2013; 3:129-34. [PMID: 24688961 DOI: 10.5681/hpp.2013.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2012] [Accepted: 01/28/2013] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND The aim of this study was to apply a new method for selecting a few genes, out of thousands, as plausible markers of a disease. METHODS Hierarchical clustering technique was used along with Support Vector Machine (SVM) and Naïve Bayes (NB) classifiers to select marker-genes of three types of breast cancer. In this method, at each step, one subject is left out and the algorithm iteratively selects some clusters of genes from the remainder of subjects and selects a representative gene from each cluster. Then, classifiers are constructed based on these genes and the accuracy of each classifier to predict the class of leftout subject is recorded. The classifier with higher precision is considered superior. RESULTS Combining classification techniques with clustering method resulted in fewer genes with high degree of statistical precision. Although all classifiers selected a few genes from pre-determined highly ranked genes, the precision did not decrease. SVM precision was 100% with 22 genes instead of 50 genes while the NB resulted in higher precision of 97.95% in this case. When 20 highly ranked genes selected to be fed to the algorithm, same precision was obtained using 6 and 5 genes with SVM and NB classifiers respectively. CONCLUSION Using hybrid method could be effective in choosing fewer number of plausible marker genes so that the classification precision of these markers is increased. In addition, this method enables detecting new plausible markers that their association to disease under study is not biologically proved.
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Affiliation(s)
- Tohid Jafari Koshki
- Department of Biostatistics, School of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Ebrahim Hajizadeh
- Department of Biostatistics, School of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Mehrdad Karimi
- Department of Biostatistics and Epidemiology, School of Health, Tehran University of Medical Sciences, Tehran, Iran
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10
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Abstract
Peripheral arterial disease (PAD) is a common vascular disease that reduces blood flow capacity to the legs of patients. PAD leads to exercise intolerance that can progress in severity to greatly limit mobility, and in advanced cases leads to frank ischemia with pain at rest. It is estimated that 12 to 15 million people in the United States are diagnosed with PAD, with a much larger population that is undiagnosed. The presence of PAD predicts a 50% to 1500% increase in morbidity and mortality, depending on severity. Treatment of patients with PAD is limited to modification of cardiovascular disease risk factors, pharmacological intervention, surgery, and exercise therapy. Extended exercise programs that involve walking approximately five times per week, at a significant intensity that requires frequent rest periods, are most significant. Preclinical studies and virtually all clinical trials demonstrate the benefits of exercise therapy, including improved walking tolerance, modified inflammatory/hemostatic markers, enhanced vasoresponsiveness, adaptations within the limb (angiogenesis, arteriogenesis, and mitochondrial synthesis) that enhance oxygen delivery and metabolic responses, potentially delayed progression of the disease, enhanced quality of life indices, and extended longevity. A synthesis is provided as to how these adaptations can develop in the context of our current state of knowledge and events known to be orchestrated by exercise. The benefits are so compelling that exercise prescription should be an essential option presented to patients with PAD in the absence of contraindications. Obviously, selecting for a lifestyle pattern that includes enhanced physical activity prior to the advance of PAD limitations is the most desirable and beneficial.
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Affiliation(s)
- Tara L Haas
- Angiogenesis Research Group, Muscle Health Research Centre, Faculty of Health, York University, Toronto, Ontario, Canada
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11
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Sivapalaratnam S, Basart H, Watkins NA, Maiwald S, Rendon A, Krishnan U, Sondermeijer BM, Creemers EE, Pinto-Sietsma SJ, Hovingh K, Ouwehand WH, Kastelein JJP, Goodall AH, Trip MD. Monocyte gene expression signature of patients with early onset coronary artery disease. PLoS One 2012; 7:e32166. [PMID: 22363809 PMCID: PMC3283726 DOI: 10.1371/journal.pone.0032166] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2011] [Accepted: 01/19/2012] [Indexed: 11/18/2022] Open
Abstract
The burden of cardiovascular disease (CVD) cannot be fully addressed by therapy targeting known pathophysiological pathways. Even with stringent control of all risk factors CVD events are only diminished by half. A number of additional pathways probably play a role in the development of CVD and might serve as novel therapeutic targets. Genome wide expression studies represent a powerful tool to identify such novel pathways. We compared the expression profiles in monocytes from twenty two young male patients with premature familial CAD with those from controls matched for age, sex and smoking status, without a family history of CVD. Since all patients were on statins and aspirin treatment, potentially affecting the expression of genes in monocytes, twelve controls were subsequently treated with simvastatin and aspirin for 6 and 2 weeks, respectively. By whole genome expression arrays six genes were identified to have differential expression in the monocytes of patients versus controls; ABCA1, ABCG1 and RGS1 were downregulated in patients, whereas ADRB2, FOLR3 and GSTM1 were upregulated. Differential expression of all genes, apart from GSTM1, was confirmed by qPCR. Aspirin and statins altered gene expression of ABCG1 and ADBR2. All finding were validated in a second group of twenty four patients and controls. Differential expression of ABCA1, RSG1 and ADBR2 was replicated. In conclusion, we identified these 3 genes to be expressed differently in CAD cases which might play a role in the pathogenesis of atherosclerotic vascular disease.
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12
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Alidoosti M, Ghaedi M, Soleimani A, Bakhtiyari S, Rezvanfard M, Golkhu S, Mohammadtaghvaei N. Study on the role of environmental parameters and HIF-1A gene polymorphism in coronary collateral formation among patients with ischemic heart disease. Clin Biochem 2011; 44:1421-4. [PMID: 21945026 DOI: 10.1016/j.clinbiochem.2011.09.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2011] [Revised: 08/14/2011] [Accepted: 09/06/2011] [Indexed: 02/02/2023]
Abstract
OBJECTIVES To evaluate the association between collateral formation and some environmental factors along with a polymorphism in HIF-1A gene in selected Iranian patients with CAD. DESIGN AND METHODS Patients with ≥ 70% narrowing in at least one coronary vessel according to coronary angiography were enrolled. The patients' demographic, clinical and biochemical data were collected. The presence of C1772T polymorphisms within HIF-1A was analyzed using the polymerase chain reaction-based restriction fragment length polymorphism (PCR-RFLP). RESULTS There is no significant difference between the patients with and without collaterals according to the frequency of T allele or HIF-1A variants. The higher severity of coronary vessel obstruction was positive predictor of collateral formation (OR=1.026, 95%, CI: 1.02-0.04, p<0.001), whereas aging and cigarette smoking were negative predictors (OR=0.95, 95% CI: 0.91-0.99, p<0.05; OR=0.30, 95% CI: 0.11-0.79, p <0.05; respectively). CONCLUSIONS The findings indicate not any significant association between collateral formation and polymorphic variants of HIF-1A and P582S substitution does not appear to influence the collateral formation in patients with myocardial ischemia.
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Affiliation(s)
- Mohammad Alidoosti
- Interventional Cardiology Department, Tehran Heart Center, Tehran University of Medical Sciences, Tehran, Iran
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Maghbooli Z, Hossein-Nezhad A, Shirzad M, Behzadi H. The Role of Osteoprotegrin/Nuclear Factor kB Ligand in Coronary Collateral Development. EUR J INFLAMM 2011. [DOI: 10.1177/1721727x1100900109] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Osteoprotegrin (OPG), as a member of the TNF family is demonstrated to be a potential regulator of the endothelial function and angiogenesis by neutralization of nuclear factor kB ligand (RANKL). We investigated the OPG and RANKL gene expressions in circulating peripheral blood mononuclear cells (PBMCs) of Coronary artery disease (CAD) patients with different extents of coronary collateral development. In a cross-sectional study, 206 individuals with angiographically documented CAD were recruited. Severity of CAD was defined by the number of involved coronary vessels. The Rentrop scoring system was used to grade the extent of collateral development. Grade 0 or 1 collateralization was considered poor collateralization. RNA extraction and cDNA synthesis were performed. OPG and RANKL gene expressions were evaluated using quantitative real-time PCR. Among patients with CAD, 48.5% (100), 16.5%(34) and 35%(72) were considered to have one to three degrees of coronary artery involvement, respectively. The OPG and the ratio of OPG to RANKL expression were significantly elevated in patients with well-developed collateralization. In a logistic regression, severity of CAD was associated with a better collateral development, and OPG gene over expression was correlated with a better collateralization, independently of other variables. In conclusion, it seems that OPG might have an important role in prognosis of CAD; its up-regulation is parallel with CAD severity while it can enhance collateral development.
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Affiliation(s)
- Z. Maghbooli
- Endocrinology and metabolism research center, Tehran
| | | | - M. Shirzad
- Department of Cardiology, Tehran University of Medical Sciences, Iran
| | - H. Behzadi
- Endocrinology and metabolism research center, Tehran
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Meisner JK, Price RJ. Spatial and temporal coordination of bone marrow-derived cell activity during arteriogenesis: regulation of the endogenous response and therapeutic implications. Microcirculation 2010; 17:583-99. [PMID: 21044213 PMCID: PMC2974339 DOI: 10.1111/j.1549-8719.2010.00051.x] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Arterial occlusive disease is the leading cause of morbidity and mortality throughout the developed world, which creates a significant need for effective therapies to halt disease progression. Despite success of animal and small-scale human therapeutic arteriogenesis studies, this promising concept for treating arterial occlusive disease has yielded largely disappointing results in large-scale clinical trials. One reason for this lack of successful translation is that endogenous arteriogenesis is highly dependent on a poorly understood sequence of events and interactions between bone marrow derived cells (BMCs) and vascular cells, which makes designing effective therapies difficult. We contend that the process follows a complex, ordered sequence of events with multiple, specific BMC populations recruited at specific times and locations. Here, we present the evidence suggesting roles for multiple BMC populations-from neutrophils and mast cells to progenitor cells-and propose how and where these cell populations fit within the sequence of events during arteriogenesis. Disruptions in these various BMC populations can impair the arteriogenesis process in patterns that characterize specific patient populations. We propose that an improved understanding of how arteriogenesis functions as a system can reveal individual BMC populations and functions that can be targeted for overcoming particular impairments in collateral vessel development.
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Affiliation(s)
- Joshua K Meisner
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, USA
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15
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Bourke L, Tew GA, Milo M, Crossman DC, Saxton JM, Chico TJA. Study protocol: a randomised controlled trial investigating the effect of exercise training on peripheral blood gene expression in patients with stable angina. BMC Public Health 2010; 10:620. [PMID: 20955605 PMCID: PMC2974683 DOI: 10.1186/1471-2458-10-620] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2010] [Accepted: 10/18/2010] [Indexed: 11/10/2022] Open
Abstract
Background Exercise training has been shown to reduce angina and promote collateral vessel development in patients with coronary artery disease. However, the mechanism whereby exercise exerts these beneficial effects is unclear. There has been increasing interest in the use of whole genome peripheral blood gene expression in a wide range of conditions to attempt to identify both novel mechanisms of disease and transcriptional biomarkers. This protocol describes a study in which we will assess the effect of a structured exercise programme on peripheral blood gene expression in patients with stable angina, and correlate this with changes in angina level, anxiety, depression, and exercise capacity. Methods/Design Sixty patients with stable angina will be recruited and randomised 1:1 to exercise training or conventional care. Patients randomised to exercise training will attend an exercise physiology laboratory up to three times weekly for supervised aerobic interval training sessions of one hour in total duration. Patients will undergo assessments of angina, anxiety, depression, and peripheral blood gene expression at baseline, after six and twelve weeks of training, and twelve weeks after formal exercise training ceases. Discussion This study will provide comprehensive data on the effect of exercise training on peripheral blood gene expression in patients with angina. By correlating this with improvement in angina status we will identify candidate peripheral blood transcriptional markers predictive of improvements in angina level in response to exercise training. Trial Registration Clinicaltrials.gov identifier: NCT01147952
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Affiliation(s)
- Liam Bourke
- The Centre for Sport and Exercise Science, Faculty of Health and Wellbeing, Collegiate Hall, Collegiate Crescent, Sheffield Hallam University, Sheffield, S10 2BP, UK
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Azuaje F, Devaux Y, Wagner D. Challenges and standards in reporting diagnostic and prognostic biomarker studies. Clin Transl Sci 2010; 2:156-61. [PMID: 20443882 DOI: 10.1111/j.1752-8062.2008.00075.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
The discovery of novel biomarkers is a crucial goal in translational biomedical research. A complete and accurate reporting of biomarker studies, including quantitative prediction models, is fundamental to improve research quality and facilitate their potential incorporation into clinical practice. This paper reviews key problems, guidelines, and challenges in reporting biomarker studies, with an emphasis on diagnostic and prognostic applications in cardiovascular research. Recent advances and recommendations for aiding in peer review, research quality assessment, and the reproducibility of findings, such as diagnostic biosignatures, are discussed. An examination of research recently published in the area of cardiovascular biomarkers was implemented. Such a survey, which was based on a sample of papers deposited in PubMed Central, suggests that there is a need to improve the documentation of biomarker studies in terms of information completeness and clarity, as well as the application of more rigorous quantitative evaluation techniques. There is also room for improving practices in reporting data analysis and research limitations. This survey also suggests that, in comparison with other research areas, the cardiovascular biomarker research domain may not be taking advantage of existing standards for reporting diagnostic accuracy. The review concludes with a discussion of the challenges and recommendations.
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Affiliation(s)
- Francisco Azuaje
- Laboratory of Cardiovascular Research, Centre de Recherche Public-Santé, Luxembourg.
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17
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Kang JG, Sung HJ, Jawed SI, Brenneman CL, Rao YN, Sher S, Facio FM, Biesecker LG, Quyyumi AA, Sachdev V, Hwang PM. FOS expression in blood as a LDL-independent marker of statin treatment. Atherosclerosis 2010; 212:567-70. [PMID: 20619839 DOI: 10.1016/j.atherosclerosis.2010.06.023] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2010] [Revised: 05/19/2010] [Accepted: 06/08/2010] [Indexed: 11/15/2022]
Abstract
OBJECTIVES The expression of FOS, a gene critical for monocyte and macrophage function, can be inhibited by statins through the disruption of a cholesterol-independent signaling pathway. In this pilot study, we hypothesized that blood FOS mRNA levels will be sensitive to statin treatment independent of LDL cholesterol levels. METHODS Three cohorts at increased risk of or with cardiovascular disease (CVD) were studied. Blood FOS mRNA levels were measured before and after statin treatment or in patients under stable treatment. RESULTS Statin treatment for three months significantly reduced blood FOS mRNA and LDL cholesterol levels. However, in subjects with similar LDL levels achieved by different doses of long term statin treatment, there was an inverse relationship between statin dose and FOS expression. CONCLUSIONS FOS mRNA levels appear to be a sensitive marker of statin treatment that is dissociated from cholesterol levels.
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Affiliation(s)
- Ju-Gyeong Kang
- Translational Medicine Branch, Cardiology Section National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
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Kocaman SA, Sahinarslan A, Akyel A, Timurkaynak T, Boyaci B, Cengel A. The association of circulating monocyte count with coronary collateral growth in patients with diabetes mellitus. Acta Diabetol 2010; 47:49-54. [PMID: 19219401 DOI: 10.1007/s00592-009-0097-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2008] [Accepted: 01/05/2009] [Indexed: 10/21/2022]
Abstract
The status of inflammation may affect the collateral development in patients with diabetes mellitus (DM). Monocytes were found to have an important role in collateral growth in animal studies. We aimed to investigate the possible association of circulating monocyte count with collateral development in patients with DM and severe coronary artery disease (CAD). We enrolled 134 consecutive patients with DM who had > or =95 stenosis in at least one major coronary artery and investigated the relationship between circulating monocyte count and collateral growth. When we analyzed the coronary angiograms of eligible patients, we found that 64 of them had good collateral growth and 70 had poor collateral growth according to the Cohen-Rentrop method. The monocyte count was significantly different between good and poor collateral growth groups (643 +/- 184 vs. 479 +/- 143 per mm(3), P < 0.001). In the analysis comparing the Rentrop score with the Gensini score and circulating monocyte count, we found significant correlations (r = 0.293, P = 0.001 and r = 0.455, P < 0.001, respectively). The duration of ischemic symptoms tended to be longer in the good collateral group (1.9 +/- 4.1 vs. 0.8 +/- 1.3 years, P = 0.079). The Gensini score was also correlated with the duration of myocardial ischemic symptoms (r = 0.299, P = 0.004). Multivariate analysis revealed an increased monocyte count in the good collateral group [odds ratio (OR), 5.726; 95% confidence interval (CI), 1.817-18.040, P = 0.003, the cut-off value for monocyte was defined as 550 cell/mm(3)]. The increased circulating monocyte count in diabetic patients was evidently related to good coronary collateral growth. This finding may be potentially important in clinical and basic cardiovascular medicine.
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Affiliation(s)
- Sinan Altan Kocaman
- Department of Cardiology, Gazi University School of Medicine, Besevler, 06500, Ankara, Turkey.
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19
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Ripa RS, Jørgensen E, Baldazzi F, Frikke-Schmidt R, Wang Y, Tybjaerg-Hansen A, Kastrup J. The influence of genotype on vascular endothelial growth factor and regulation of myocardial collateral blood flow in patients with acute and chronic coronary heart disease. Scandinavian Journal of Clinical and Laboratory Investigation 2009; 69:722-8. [PMID: 19544222 DOI: 10.3109/00365510903078803] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
OBJECTIVE To test the hypothesis that mutations in the vascular endothelial growth factor (VEGF) gene are associated with plasma concentration of VEGF and subsequently the ability to influence coronary collateral arteries in patients with coronary heart disease (CHD). METHODS Blood samples from patients with chronic ischemic heart disease (n=53) and acute coronary syndrome (n=61) were analysed. Coronary collaterals were scored from diagnostic biplane coronary angiograms. RESULTS The plasma concentration of VEGF was increased in patients with acute compared to chronic CHD (p=0.01). The genotype frequencies differed significantly from Hardy-Weinberg equilibrium in three of 15 examined loci. Four new mutations in addition to the already described were identified. The VEGF haplotype did not seem to predict plasma VEGF concentration (p=0.5). There was an association between the genotype in locus VEGF-1154 and coronary collateral size (p=0.03) and a significant association between the VEGF plasma concentration and the collateral size (p=0.03). CONCLUSION VEGF plasma concentration seems related to coronary collateral function in patients with CHD. The results did not support the hypothesis that polymorphisms in the untranslated region of the VEGF gene were associated with the concentration of circulating VEGF. Increased understanding of VEGF in the regulation of myocardial collateral flow may lead to new therapies in CHD.
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Affiliation(s)
- Rasmus Sejersten Ripa
- Department of Cardiology, The Heart Centre, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark.
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20
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Abstract
Arterial lumen narrowing and vascular occlusion is the actual cause of morbidity and mortality in atherosclerotic disease. Collateral artery formation (arteriogenesis) refers to an active remodelling of non-functional vascular anastomoses to functional collateral arteries, capable to bypass the site of obstruction and preserve the tissue that is jeopardized by ischaemia. Hemodynamic forces such as shear stress and wall stress play a pivotal role in collateral artery formation, accompanied by the expression of various cytokines and invasion of circulating leucocytes. Arteriogenesis hence represents an important compensatory mechanism for atherosclerotic vessel occlusion. As arteriogenesis mostly occurs when lumen narrowing by atherosclerotic plaques takes place, presence of cardiovascular risk factors (e.g. hypertension, hypercholesterolaemia and diabetes) is highly likely. Risk factors for atherosclerotic disease affect collateral artery growth directly and indirectly by altering hemodynamic forces or influencing cellular function and proliferation. Adequate collateralization varies significantly among atherosclerotic patients, some profit from the presence of extensive collateral networks, whereas others do not. Cardiovascular risk factors could increase the risk of adverse cardiovascular events in certain patients because of the reduced protection through an alternative vascular network. Likewise, drugs primarily thought to control cardiovascular risk factors might contribute or counteract collateral artery growth. This review summarizes current knowledge on the influence of cardiovascular risk factors and the effects of cardiovascular medication on the development of collateral vessels in experimental and clinical studies.
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Affiliation(s)
- D de Groot
- Laboratory of Experimental Cardiology, UMC Utrecht, the Netherlands
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21
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van Royen N, Piek JJ, Schaper W, Fulton WF. A Critical Review of Clinical Arteriogenesis Research. J Am Coll Cardiol 2009; 55:17-25. [PMID: 20117358 DOI: 10.1016/j.jacc.2009.06.058] [Citation(s) in RCA: 86] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2009] [Revised: 06/05/2009] [Accepted: 06/29/2009] [Indexed: 12/01/2022]
Affiliation(s)
- Niels van Royen
- Department of Cardiology, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands.
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22
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Reiberger T, Angermayr B, Schwabl P, Rohr-Udilova N, Mitterhauser M, Gangl A, Peck-Radosavljevic M. Sorafenib attenuates the portal hypertensive syndrome in partial portal vein ligated rats. J Hepatol 2009; 51:865-73. [PMID: 19726100 DOI: 10.1016/j.jhep.2009.06.024] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2009] [Revised: 06/09/2009] [Accepted: 06/18/2009] [Indexed: 12/12/2022]
Abstract
BACKGROUND/AIMS Angiogenesis plays a key role in development of portal hypertension (PHT) and represents a potential therapeutic target. We aimed to evaluate the molecular effects of sorafenib, a multiple tyrosine kinase inhibitor, on splanchnic hemodynamics in rats with partial portal vein ligation (PPVL). METHODS The following four groups of rats were treated orally with sorafenib (10mg/kg per day; SORA group) or placebo (PLAC group) for 7 days, beginning at the day of PPVL or sham operation (SO): (1) PPVL-SORA, (2) PPVL-PLAC, (3) SO-SORA and (4) SO-PLAC. Measurements of mean arterial pressure (MAP), portal pressure (PP), and superior mesenterial artery blood flow (SMABF) were performed. Portosystemic collateral blood flow (PSCBF) was determined by radioactive microspheres. Splanchnic protein expression of CD31, alpha-smooth muscle actin (alphaSMA), phospho-extracellular signal-regulated kinase (pERK), vascular endothelial growth factor (VEGF), platelet-derived growth factor (PDGF), tumor necrosis factor alpha (TNFalpha), and endothelial nitric oxide synthetase (eNOS) was assessed by Western blot. Gene expression was studied by angiogenesis-focused real-time reverse transcription polymerase chain reaction microarray. RESULTS PP, SMABF, and PSCBF were significantly higher in PPVL rats than in SO rats. MAP and heart rate were similar in all groups. Treatment with sorafenib resulted in a significant decrease of PP (p<0.001) and SMABF (p<0.05) in PPVL-SORA rats compared to PPVL-PLAC rats. PPVL-SORA rats had markedly less PSCBF than PPVL-PLAC rats (p<0.001). Superior mesenteric artery resistance (SMAR) was significantly lower in both PPVL groups compared to both SO groups, but PPVL-SORA rats showed significantly higher SMAR than PPVL-PLAC rats (p<0.05). The increased protein expression of CD31, alphaSMA, pERK, VEGF, PDGF, TNFalpha, and eNOS in rats with PHT was markedly decreased by sorafenib treatment. Sorafenib decreased mRNA levels of TNFalpha, VEGF receptor 2, VEGF receptor 1, transforming growth factor beta, cyclooxygenase 1, and expression of various genes that are involved in pathways of cellular proliferation, fibrogenesis, tissue remodeling, inflammation, and angiogenesis. CONCLUSIONS Treatment with sorafenib reduced PP, SMABF, and PSCBF in noncirrhotic rats with prehepatic PHT, without affecting systemic hemodynamics. Additional antiproliferative, anti-inflammatory, and antiangiogenic effects of sorafenib were identified.
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Affiliation(s)
- Thomas Reiberger
- Department of Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria
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Abstract
Imaging myocardial angiogenesis presents a major technical challenge because the ideal spatial resolution required is substantially higher than that available with standard X-ray angiography and nuclear medicine imaging. Moreover, these clinical imaging methods are currently inadequate (because of insufficient resolution) for clinical trials of angiogenic agents for the treatment of ischemic heart disease. Specialized techniques in MRI, ultrasonography, echocardiography and CT that are under development might provide improved means of imaging myocardial angiogenesis. Molecular imaging technologies are also being developed to improve resolution and to provide a better mechanistic insight into angiogenic therapies for ischemic heart diseases. This Review examines advanced methods for imaging angiogenesis. These technologies might soon permit data to be obtained directly from scientific studies and clinical trials.
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Willert M, Augstein A, Poitz DM, Schmeisser A, Strasser RH, Braun-Dullaeus RC. Transcriptional regulation of Pim-1 kinase in vascular smooth muscle cells and its role for proliferation. Basic Res Cardiol 2009; 105:267-77. [PMID: 19711112 DOI: 10.1007/s00395-009-0055-x] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2009] [Revised: 07/22/2009] [Accepted: 08/18/2009] [Indexed: 12/24/2022]
Abstract
The Ser/Thr-protein kinase Pim-1 has been discovered as a novel transducer of survival- and cell cycle promoting signals in the hematopoietic cell system. Although its significance for proliferation of vascular smooth muscle cells (VSMC) in vitro and neointima formation in vivo has been suggested recently, the mechanism has barely been characterized. This study aimed to foster the understanding of Pim-1 expression and regulation in murine VSMC in response to factors typically present within the atherosclerotic plaque. While oxidative stress, VEGF-A165 and angiotensin II did not have any effect on Pim-1 expression, VSMC strongly increased (3-fold) Pim-1 mRNA upon stimulation with PDGF(bb), followed by its protein upregulation. Half life of Pim-1 RNA and protein were determined to be 25 min and 6 h, respectively. PDGF(bb) induced a strong, 10-fold increase in BrdU-uptake, a marker of proliferation. This was effectively blocked by either Pim-1-specific inhibitor quercetagetin or adenovirally introduced Pim-1 shRNA. We further identified the signaling pathways linking PDGF(bb) to Pim-1 in VSMC: as expected, we determined transcriptional stimulation of Pim-1 via Janus-activated kinase (Jak), but also an additional pathway involving protein kinase C (PKC) and the mitogen-activated protein kinase Mek1/2. Blockade of Akt signaling did, however, not interfere with Pim-1 upregulation, suggesting an independence of either survival system. PDGF(bb)-induced proliferation of VSMC is partly attributed to transcriptionally upregulated Pim-1 and was assigned to distinct cell signaling. Our findings help to understand the fundamental processes of vasculoproliferative diseases thus opening avenues for its prevention and treatment.
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Affiliation(s)
- Manuela Willert
- Internal Medicine, Department of Cardiology and Intensive Care, University of Technology Dresden, Dresden, Germany
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25
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Chalothorn D, Zhang H, Smith JE, Edwards JC, Faber JE. Chloride intracellular channel-4 is a determinant of native collateral formation in skeletal muscle and brain. Circ Res 2009; 105:89-98. [PMID: 19478202 DOI: 10.1161/circresaha.109.197145] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The capacity of the collateral circulation to lessen injury in occlusive vascular disease depends on the density and caliber of native (preexisting) collaterals, as well as their ability to outwardly remodel in ischemia. Native collateral conductance varies widely among healthy individuals, yet little is known about what specifies collateral formation. Chloride intracellular channel (CLIC)4 protein is required for endothelial cell hollowing, a process necessary for vessel formation during embryogenesis and ischemia. Whether CLIC4 has other physiological roles in vascular biology is uncertain. We studied collateral formation and remodeling in mice deficient in CLIC1 and CLIC4. Vascular responses to femoral artery ligation were similar in Clic1(-/-) and wild-type mice. In contrast, immediately after ligation perfusion dropped more in Clic4(-/-) than wild-type mice, suggesting fewer preexisting collaterals, a finding confirmed by angiography, greater ischemia, and worse recovery of perfusion; however, collateral remodeling was unaffected. Likewise, native cerebral collateral density in Clic4(-/-) (but not Clic1(-/-)) mice was reduced, resulting in severe infarctions. This was associated with impaired perinatal formation and stabilization of nascent collaterals. Clic4 hemizygous mice had intermediate deficits in the above parameters, suggesting a gene-dose effect. Ischemia augmented CLIC1 and CLIC4 expression similarly in wild-type mice. However, CLIC1 increased 3-fold more in Clic4(-/-) mice, suggesting compensation. Despite greater ischemia in Clic4(-/-) mice, hypoxia-inducible factor-1alpha, vascular endothelial growth factor (VEGF) and angiopoietin-2 increased less compared to wild-type, suggesting CLIC4 exerts influences upstream of hypoxia-inducible factor-1alpha-VEGF signaling. Hence, CLIC4 represents the second gene that, along with VEGF shown by us previously, specifies native collateral formation.
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Affiliation(s)
- Dan Chalothorn
- Department of Cell and Molecular Physiology, University of North Carolina, Chapel Hill, 27599-7545, USA
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26
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Plump AS, Lum PY. Genomics and cardiovascular drug development. J Am Coll Cardiol 2009; 53:1089-100. [PMID: 19324252 DOI: 10.1016/j.jacc.2008.11.050] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2008] [Revised: 11/20/2008] [Accepted: 11/24/2008] [Indexed: 10/21/2022]
Abstract
In the last half century, phenomenal advances have been made in understanding the pathophysiology of cardiovascular disease and in developing therapies to reduce cardiovascular risk. Nevertheless, cardiovascular disease remains the leading cause of death and morbidity in the industrialized world, with rapidly rising prevalence in developing countries, accounting for approximately 30% of all deaths worldwide. Since the initial availability of statin drugs in 1987, few novel cardiovascular therapies have emerged. Whereas statins reduce the mortality and morbidity from atherosclerotic heart disease by approximately 30%, the staggering 70% residual cardiovascular risk underscores the persistent need for novel therapies. Substantial advances in genomic research offer promise to greatly facilitate cardiovascular drug development. Over the past decade, often termed "the genomics revolution," such advancements as the emergence of genome-wide genotyping in humans, the industrialization of messenger ribonucleic acid expression profiling, and the maturation of proteomic and metabolomic methodologies have been made. In addition, the advancement of informatics to allow the intersection of multiple complex datasets has led to the field of systems biology. Genomic approaches are already being utilized to drive novel compound pipelines by helping with the identification and validation of novel targets. In the future, the study of genomics is expected to support biomarker discovery and development and the identification of responder patient segments. The focus of the present review is the application of genomics to the development of novel atherosclerosis therapies.
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Affiliation(s)
- Andrew S Plump
- Cardiovascular Diseases, Merck Research Laboratories, Rahway, New Jersey 07065, USA.
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27
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Azuaje F, Devaux Y, Wagner D. Computational biology for cardiovascular biomarker discovery. Brief Bioinform 2009; 10:367-77. [PMID: 19276200 DOI: 10.1093/bib/bbp008] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Computational biology is essential in the process of translating biological knowledge into clinical practice, as well as in the understanding of biological phenomena based on the resources and technologies originating from the clinical environment. One such key contribution of computational biology is the discovery of biomarkers for predicting clinical outcomes using 'omic' information. This process involves the predictive modelling and integration of different types of data and knowledge for screening, diagnostic or prognostic purposes. Moreover, this requires the design and combination of different methodologies based on statistical analysis and machine learning. This article introduces key computational approaches and applications to biomarker discovery based on different types of 'omic' data. Although we emphasize applications in cardiovascular research, the computational requirements and advances discussed here are also relevant to other domains. We will start by introducing some of the contributions of computational biology to translational research, followed by an overview of methods and technologies used for the identification of biomarkers with predictive or classification value. The main types of 'omic' approaches to biomarker discovery will be presented with specific examples from cardiovascular research. This will include a review of computational methodologies for single-source and integrative data applications. Major computational methods for model evaluation will be described together with recommendations for reporting models and results. We will present recent advances in cardiovascular biomarker discovery based on the combination of gene expression and functional network analyses. The review will conclude with a discussion of key challenges for computational biology, including perspectives from the biosciences and clinical areas.
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Affiliation(s)
- Francisco Azuaje
- Laboratory of Cardiovascular Research, Centre de Recherche Public - Santé, Luxembourg.
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28
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Testa U, Pannitteri G, Condorelli GL. Vascular endothelial growth factors in cardiovascular medicine. J Cardiovasc Med (Hagerstown) 2009; 9:1190-221. [PMID: 19001927 DOI: 10.2459/jcm.0b013e3283117d37] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The discovery of vascular endothelial growth factors (VEGFs) and their receptors has considerably improved the understanding of the development and function of endothelial cells. Each member of the VEGF family appears to have a specific function: VEGF-A induces angiogenesis (i.e. growth of new blood vessels from preexisting ones), placental growth factor mediates both angiogenesis and arteriogenesis (i.e. the formation of collateral arteries from preexisting arterioles), VEGF-C and VEGF-D act mainly as lymphangiogenic factors. The study of the biology of these endothelial growth factors has allowed a major progress in the comprehension of the genesis of the vascular system and its abnormalities observed in various pathologic conditions (atherosclerosis and coronary artery disease). The role of VEGF in the atherogenic process is still unclear, but actual evidence suggests both detrimental (development of a neoangiogenetic process within the atherosclerotic plaque) and beneficial (promotion of collateral vessel formation) effects. VEGF and other angiogenic growth factors (fibroblast growth factor), although initially promising in experimental studies and in initial phase I/II clinical trials in patients with ischemic heart disease or peripheral arterial occlusive disease, have subsequently failed to show significant therapeutic improvements in controlled clinical studies. Challenges still remain about the type or the combination of angiogenic factors to be administered, the form (protein vs. gene), the route, and the duration of administration.
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Affiliation(s)
- Ugo Testa
- Department of Hematology, Oncology and Molecular Medicine, Istituto Superiore di Sanità, Italy.
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29
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Abstract
Following an arterial occlusion outward remodeling of pre-existent inter-connecting arterioles occurs by proliferation of vascular smooth muscle and endothelial cells. This is initiated by deformation of the endothelial cells through increased pulsatile fluid shear stress (FSS) caused by the steep pressure gradient between the high pre-occlusive and the very low post-occlusive pressure regions that are interconnected by collateral vessels. Shear stress leads to the activation and expression of all NOS isoforms and NO production, followed by endothelial VEGF secretion, which induces MCP-1 synthesis in endothelium and in the smooth muscle of the media. This leads to attraction and activation of monocytes and T-cells into the adventitial space (peripheral collateral vessels) or attachment of these cells to the endothelium (coronary collaterals). Mononuclear cells produce proteases and growth factors to digest the extra-cellular scaffold and allow motility and provide space for the new cells. They also produce NO from iNOS, which is essential for arteriogenesis. The bulk of new tissue production is carried by the smooth muscles of the media, which transform their phenotype from a contractile into a synthetic and proliferative one. Important roles are played by actin binding proteins like ABRA, cofilin, and thymosin beta 4 which determine actin polymerization and maturation. Integrins and connexins are markedly up-regulated. A key role in this concerted action which leads to a 2-to-20 fold increase in vascular diameter, depending on species size (mouse versus human) are the transcription factors AP-1, egr-1, carp, ets, by the Rho pathway and by the Mitogen Activated Kinases ERK-1 and -2. In spite of the enormous increase in tissue mass (up to 50-fold) the degree of functional restoration of blood flow capacity is incomplete and ends at 30% of maximal conductance (coronary) and 40% in the vascular periphery. The process of arteriogenesis can be drastically stimulated by increases in FSS (arterio-venous fistulas) and can be completely blocked by inhibition of NO production, by pharmacological blockade of VEGF-A and by the inhibition of the Rho-pathway. Pharmacological stimulation of arteriogenesis, important for the treatment of arterial occlusive diseases, seems feasible with NO donors.
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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. Suppression of inflammatory signaling in monocytes from patients with coronary artery disease. J Mol Cell Cardiol 2008; 46:177-85. [PMID: 19059264 DOI: 10.1016/j.yjmcc.2008.10.029] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2008] [Revised: 10/28/2008] [Accepted: 10/29/2008] [Indexed: 11/19/2022]
Abstract
Monocytes and T-cells play an important role in the development of atherosclerotic coronary artery disease (CAD). Transcriptome analysis of circulating mononuclear cells from carefully matched atherosclerotic and control patients will potentially provide insights into the pathophysiology of atherosclerosis and supply biomarkers for diagnostic purposes. From patients undergoing coronary angiography because of anginal symptoms, we carefully matched 18 patients with severe triple-vessel CAD to 13 control patients without angiographic signs of CAD. All patients were on statin and aspirin treatment. Elevated soluble-ICAM levels demonstrated increased vascular inflammation in atherosclerotic patients. RNA from circulating CD4+ T-cells, CD14+ monocytes, lipopolysaccharide-stimulated monocytes, and macrophages was subjected to genome-wide expression analysis. In CD14+ monocytes, few inflammatory genes were overexpressed in control patients, while atherosclerotic patients showed overexpression of a group of Krüppel-associated box - containing transcription factors involved in negative regulation of gene expression. These differences disappeared upon LPS-stimulation or differentiation towards macrophages. No consistent changes in T cell transcriptomes were detected. Large inter-individual variability prevented the use of single differentially expressed genes as biomarkers, while monocyte gene expression signature predicted patient status with an accuracy of 84%. In this comprehensive analysis of circulating cell transcriptomes in atherosclerotic CAD, cautious patient matching revealed only small differences in transcriptional activity in different mononuclear cell types. Only an indication of a negative feedback to inflammatory gene expression was detected in atherosclerotic patients. Transcriptome differences of circulating cells possibly play less of a role than hitherto thought in the individual patient's susceptibility to atherosclerotic CAD, when appropriately matched for clinical symptoms and medication taken.
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Affiliation(s)
- Stephan H Schirmer
- Department of Cardiology, Academic Medical Center, University of Amsterdam, 1105AZ Amsterdam, The Netherlands.
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31
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Taylor JC, Yang HT, Laughlin MH, Terjung RL. Alpha-adrenergic and neuropeptide Y Y1 receptor control of collateral circuit conductance: influence of exercise training. J Physiol 2008; 586:5983-98. [PMID: 18981031 DOI: 10.1113/jphysiol.2008.160101] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Abstract
This study evaluated the role of alpha-adrenergic receptor- and neuropeptide Y (NPY) Y1 receptor-mediated vasoconstriction in the collateral circuit of the hind limb. Animals were evaluated either the same day (Acute) or 3 weeks following occlusion of the femoral artery; the 3-week animals were in turn limited to cage activity (Sed) or given daily exercise (Trained). Collateral-dependent blood flows (BFs) were measured during exercise with microspheres before and after alpha-receptor inhibition (phentolamine) and then NPY Y1 receptor inhibition (BIBP 3226) at the same running speed. Blood pressures (BPs) were measured above (caudal artery) and below (distal femoral artery) the collateral circuit. Arterial BPs were reduced by alpha-inhibition (50-60 mmHg) to approximately 75 mmHg, but not further by NPY Y1 receptor inhibition. Effective experimental sympatholysis was verified by 50-100% increases (P < 0.001) in conductance of active muscles not affected by femoral occlusion with receptor inhibition. In the absence of receptor inhibition, vascular conductance of the collateral circuit was minimal in the Acute group (0.13 +/- 0.02), increased over time in the Sed group (0.41 +/- 0.03; P < 0.001), and increased further in the Trained group (0.53 +/- 0.03; P < 0.02). Combined receptor inhibition increased collateral circuit conductances (P < 0.005), most in the Acute group (116 +/- 37%; P < 0.02), as compared to the Sed (41 +/- 6.6%; P < 0.001) and Trained (31 +/- 5.6%; P < 0.001) groups. Thus, while the sympathetic influence of the collateral circuit remained in the Sed and Trained animals, it became less influential with time post-occlusion. Collateral conductances were collectively greater (P < 0.01) in the Trained as compared to Sed group, irrespective of the presence or absence of receptor inhibition. Conductances of the active ischaemic calf muscle, with combined receptor inhibition, were suboptimal in the Acute group, but increased in Sed and Trained animals to exceptionally high values (e.g. red fibre section of the gastrocnemius: approximately 7 ml min(-1) (100 g)(-1) mmHg(-1)). Thus, occlusion of the femoral artery promulgated vascular adaptations, even in vessels that are not part of the collateral circuit. The presence of active sympathetic control of the collateral circuit, even with exercise training, raises the potential for reductions in collateral BF below that possible by the structure of the collateral circuit. However, even with release of this sympathetic vasoconstriction, conductance of the collateral circuit was significantly greater with exercise training, probably due to the network of structurally larger collateral vessels.
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Affiliation(s)
- Jessica C Taylor
- Department of Biomedical Sciences, E102 Vet. Medical Bldg, University of Missouri, Columbia, MO 65211, USA
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van Oostrom MC, van Oostrom O, Quax PHA, Verhaar MC, Hoefer IE. Insights into mechanisms behind arteriogenesis: what does the future hold? J Leukoc Biol 2008; 84:1379-91. [DOI: 10.1189/jlb.0508281] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
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33
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Schirmer SH, Fledderus JO, Bot PT, Moerland PD, Hoefer IE, Baan J, Henriques JP, van der Schaaf RJ, Vis MM, Horrevoets AJ, Piek JJ, van Royen N. Interferon-β Signaling Is Enhanced in Patients With Insufficient Coronary Collateral Artery Development and Inhibits Arteriogenesis in Mice. Circ Res 2008; 102:1286-94. [DOI: 10.1161/circresaha.108.171827] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Stimulation of collateral artery growth in patients has been hitherto unsuccessful, despite promising experimental approaches. Circulating monocytes are involved in the growth of collateral arteries, a process also referred to as arteriogenesis. Patients show a large heterogeneity in their natural arteriogenic response on arterial obstruction. We hypothesized that circulating cell transcriptomes would provide mechanistic insights and new therapeutic strategies to stimulate arteriogenesis. Collateral flow index was measured in 45 patients with single-vessel coronary artery disease, separating collateral responders (collateral flow index, >0.21) and nonresponders (collateral flow index, ≤0.21). Isolated monocytes were stimulated with lipopolysaccharide or taken into macrophage culture for 20 hours to mimic their phenotype during arteriogenesis. Genome-wide mRNA expression analysis revealed 244 differentially expressed genes (adjusted
P
, <0.05) in stimulated monocytes. Interferon (IFN)-β and several IFN-related genes showed increased mRNA levels in 3 of 4 cellular phenotypes from nonresponders. Macrophage gene expression correlated with stimulated monocytes, whereas resting monocytes and progenitor cells did not display differential gene regulation. In vitro, IFN-β dose-dependently inhibited smooth muscle cell proliferation. In a murine hindlimb model, perfusion measured 7 days after femoral artery ligation showed attenuated arteriogenesis in IFN-β–treated mice compared with controls (treatment versus control: 31.5±1.2% versus 41.9±1.9% perfusion restoration,
P
<0.01). In conclusion, patients with differing arteriogenic response as measured with collateral flow index display differential transcriptomes of stimulated monocytes. Nonresponders show increased expression of IFN-β and its downstream targets, and IFN-β attenuates proliferation of smooth muscle cells in vitro and hampers arteriogenesis in mice. Inhibition of IFN-β signaling may serve as a novel approach for the stimulation of collateral artery growth.
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Affiliation(s)
- Stephan H. Schirmer
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Joost O. Fledderus
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Pieter T.G. Bot
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Perry D. Moerland
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Imo E. Hoefer
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Jan Baan
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - José P.S. Henriques
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - René J. van der Schaaf
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Marije M. Vis
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Anton J.G. Horrevoets
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Jan J. Piek
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
| | - Niels van Royen
- From the Departments of Cardiology (S.H.S., P.T.G.B., J.B., J.P.S.H., R.J.v.d.S., M.M.V., J.J.P., N.v.R.), Medical Biochemistry (J.O.F., A.J.G.H.), and Clinical Epidemiology, Biostatistics and Bioinformatics (P.D.M.), Academic Medical Center, University of Amsterdam; and Department of Experimental Cardiology (I.E.H.), University Medical Center, Utrecht, The Netherlands
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Kocaman SA, Arslan U, Tavil Y, Okuyan H, Abaci A, Cengel A. Increased circulating monocyte count is related to good collateral development in coronary artery disease. Atherosclerosis 2008; 197:753-6. [PMID: 17707383 DOI: 10.1016/j.atherosclerosis.2007.07.010] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2007] [Revised: 06/25/2007] [Accepted: 07/11/2007] [Indexed: 11/23/2022]
Abstract
Monocytes have been shown to take an important role in collateral growth in animal studies. The aim of the study was to investigate the relation of circulating monocyte count with collateral development in patients with severely stenotic CAD. Patients who had > or =95% stenosis in at least one major coronary artery were included in the study. Coronary angiograms of 210 eligible patients from our database were analyzed again and 103 of them had good and 107 had poor collateral development according to Cohen-Rentrop method. Only the monocyte count was found to be significantly different between two groups (671+/-218 mm(-3) versus 522+/-195 mm(-3), p<0.001) when multivariate analysis was performed and an increased monocyte count was observed in the good collateral group (Odds ration [OR], 2.918; 95% confidence interval [CI], 1.281-6.648, p=0.011). This study in which the relationship between monocyte count in blood and collateral development was disclosed has a potential importance in clinical and basic cardiovascular medicine.
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Affiliation(s)
- Sinan Altan Kocaman
- Gazi University School of Medicine, Department of Cardiology, Besevler, 06500 Ankara, Turkey.
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Kocaman SA, Arslan U, Tavil Y, Okuyan H, Abacı A, Çengel A. Collateral growth may be determined by functions and count of the monocytes, not only function without sufficient and required functional cells. Atherosclerosis 2008; 196:487-488. [PMID: 32634897 DOI: 10.1016/j.atherosclerosis.2007.10.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2007] [Accepted: 10/25/2007] [Indexed: 10/22/2022]
Affiliation(s)
- Sinan Altan Kocaman
- Gazi University Medical School, Department of Cardiology, Besevler 06500, Ankara, Turkey.
| | - Uğur Arslan
- Gazi University Medical School, Department of Cardiology, Besevler 06500, Ankara, Turkey
| | - Yusuf Tavil
- Gazi University Medical School, Department of Cardiology, Besevler 06500, Ankara, Turkey
| | - Hızır Okuyan
- Gazi University Medical School, Department of Cardiology, Besevler 06500, Ankara, Turkey
| | - Adnan Abacı
- Gazi University Medical School, Department of Cardiology, Besevler 06500, Ankara, Turkey
| | - Atiye Çengel
- Gazi University Medical School, Department of Cardiology, Besevler 06500, Ankara, Turkey
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36
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37
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Paye JMD, Partovian C, Simons M. Journeys in Coronary Angiogenesis. Angiogenesis 2008. [DOI: 10.1007/978-0-387-71518-6_47] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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38
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Gene expression signature in peripheral blood detects thoracic aortic aneurysm. PLoS One 2007; 2:e1050. [PMID: 17940614 PMCID: PMC2002514 DOI: 10.1371/journal.pone.0001050] [Citation(s) in RCA: 74] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2007] [Accepted: 09/05/2007] [Indexed: 12/16/2022] Open
Abstract
Background Thoracic aortic aneurysm (TAA) is usually asymptomatic and associated with high mortality. Adverse clinical outcome of TAA is preventable by elective surgical repair; however, identifying at-risk individuals is difficult. We hypothesized that gene expression patterns in peripheral blood cells may correlate with TAA disease status. Our goal was to identify a distinct gene expression signature in peripheral blood that may identify individuals at risk for TAA. Methods and Findings Whole genome gene expression profiles from 94 peripheral blood samples (collected from 58 individuals with TAA and 36 controls) were analyzed. Significance Analysis of Microarray (SAM) identified potential signature genes characterizing TAA vs. normal, ascending vs. descending TAA, and sporadic vs. familial TAA. Using a training set containing 36 TAA patients and 25 controls, a 41-gene classification model was constructed for detecting TAA status and an overall accuracy of 78±6% was achieved. Testing this classifier on an independent validation set containing 22 TAA samples and 11 controls yielded an overall classification accuracy of 78%. These 41 classifier genes were further validated by TaqMan® real-time PCR assays. Classification based on the TaqMan® data replicated the microarray results and achieved 80% classification accuracy on the testing set. Conclusions This study identified informative gene expression signatures in peripheral blood cells that can characterize TAA status and subtypes of TAA. Moreover, a 41-gene classifier based on expression signature can identify TAA patients with high accuracy. The transcriptional programs in peripheral blood leading to the identification of these markers also provide insights into the mechanism of development of aortic aneurysms and highlight potential targets for therapeutic intervention. The classifier genes identified in this study, and validated by TaqMan® real-time PCR, define a set of promising potential diagnostic markers, setting the stage for a blood-based gene expression test to facilitate early detection of TAA.
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39
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Ashley EA, Spin JM, Tabibiazar R, Quertermous T. Frontiers in nephrology: genomic approaches to understanding the molecular basis of atherosclerosis. J Am Soc Nephrol 2007; 18:2853-62. [PMID: 17942952 DOI: 10.1681/asn.2007040514] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Atherosclerosis is a complex multicellular disease that is responsible for pathology in various organ systems. The understanding of its initiation and progression has been enhanced in recent years by the application of high-throughput genomic tools such as the microarray. Increasing in genomic coverage, such tools allow a view of the disease unaffected by previous conjecture as to the primary signal of interest. New statistical tools and pathway modeling techniques have established definitively for the first time the central role of inflammation in this process. This article reviews the genomic literature relating to atherosclerosis from cell culture, animal models, and human tissues. In this comparison of these differing approaches, the available data are synthesized to reach a new understanding of the complex interplay between vascular wall and immune system components.
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Affiliation(s)
- Euan A Ashley
- Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, California 94305, USA
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40
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Sheridan KM, Ferguson MJ, Distasi MR, Witzmann FA, Dalsing MC, Miller SJ, Unthank JL. Impact of genetic background and aging on mesenteric collateral growth capacity in Fischer 344, Brown Norway, and Fischer 344 x Brown Norway hybrid rats. Am J Physiol Heart Circ Physiol 2007; 293:H3498-505. [PMID: 17906115 PMCID: PMC2859438 DOI: 10.1152/ajpheart.00040.2007] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Available studies indicate that both genetic background and aging influence collateral growth capacity, but it is not known how their combination affects collateral growth. We evaluated collateral growth induced by ileal artery ligation in Fischer 344 (F344), Brown Norway (BN), and the first generation hybrid of F344 x BN (F1) rats available for aging research from the National Institute on Aging. Collateral growth was determined by paired diameter measurements in anesthetized rats immediately and 7 days postligation. In 3-mo-old rats, significant collateral growth occurred only in BN (35% +/- 11%, P < 0.001). The endothelial cell number in arterial cross sections was also determined, since this precedes shear-mediated luminal expansion. When compared with the same animal controls, the intimal cell number was increased only in BN rats (92% +/- 21%, P < 0.001). The increase in intimal cell number and the degree of collateral luminal expansion in BN rats was not affected by age from 3 to 24 mo. Immunohistochemical studies demonstrated that intimal cell proliferation was much greater in the collaterals of BN than of F1 rats. The remarkable difference between these three strains of rats used in aging research and the lack of an age-related impairment in the BN rats are novel observations. These rat strains mimic clinical observations of interindividual variation in collateral growth capacity and the impact of age on arteriogenesis and should be useful models to investigate the molecular mechanisms responsible for such differences.
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Affiliation(s)
- Kevin M Sheridan
- Department of Surgery, Indiana University School of Medicine, University Medical Center, 1001 W. 10th Street, Indianapolis, IN 46202-2879, USA
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