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Peng Z, Kan Q, Wang K, Deng T, Wang S, Wu R, Yao C. Deciphering smooth muscle cell heterogeneity in atherosclerotic plaques and constructing model: a multi-omics approach with focus on KLF15/IGFBP4 axis. BMC Genomics 2024; 25:490. [PMID: 38760675 PMCID: PMC11102212 DOI: 10.1186/s12864-024-10379-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 05/06/2024] [Indexed: 05/19/2024] Open
Abstract
BACKGROUND Ruptured atherosclerotic plaques often precipitate severe ischemic events, such as stroke and myocardial infarction. Unraveling the intricate molecular mechanisms governing vascular smooth muscle cell (VSMC) behavior in plaque stabilization remains a formidable challenge. METHODS In this study, we leveraged single-cell and transcriptomic datasets from atherosclerotic plaques retrieved from the gene expression omnibus (GEO) database. Employing a combination of single-cell population differential analysis, weighted gene co-expression network analysis (WGCNA), and transcriptome differential analysis techniques, we identified specific genes steering the transformation of VSMCs in atherosclerotic plaques. Diagnostic models were developed and validated through gene intersection, utilizing the least absolute shrinkage and selection operator (LASSO) and random forest (RF) methods. Nomograms for plaque assessment were constructed. Tissue localization and expression validation were performed on specimens from animal models, utilizing immunofluorescence co-localization, western blot, and reverse-transcription quantitative-polymerase chain reaction (RT-qPCR). Various online databases were harnessed to predict transcription factors (TFs) and their interacting compounds, with determination of the cell-specific localization of TF expression using single-cell data. RESULTS Following rigorous quality control procedures, we obtained a total of 40,953 cells, with 6,261 representing VSMCs. The VSMC population was subsequently clustered into 5 distinct subpopulations. Analyzing inter-subpopulation cellular communication, we focused on the SMC2 and SMC5 subpopulations. Single-cell subpopulation and WGCNA analyses revealed significant module enrichments, notably in collagen-containing extracellular matrix and cell-substrate junctions. Insulin-like growth factor binding protein 4 (IGFBP4), apolipoprotein E (APOE), and cathepsin C (CTSC) were identified as potential diagnostic markers for early and advanced plaques. Notably, gene expression pattern analysis suggested that IGFBP4 might serve as a protective gene, a hypothesis validated through tissue localization and expression analysis. Finally, we predicted TFs capable of binding to IGFBP4, with Krüppel-like family 15 (KLF15) emerging as a prominent candidate showing relative specificity within smooth muscle cells. Predictions about compounds associated with affecting KLF15 expression were also made. CONCLUSION Our study established a plaque diagnostic and assessment model and analyzed the molecular interaction mechanisms of smooth muscle cells within plaques. Further analysis revealed that the transcription factor KLF15 may regulate the biological behaviors of smooth muscle cells through the KLF15/IGFBP4 axis, thereby influencing the stability of advanced plaques via modulation of the PI3K-AKT signaling pathway. This could potentially serve as a target for plaque stability assessment and therapy, thus driving advancements in the management and treatment of atherosclerotic plaques.
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MESH Headings
- Animals
- Humans
- Male
- Gene Expression Profiling
- Gene Regulatory Networks
- Insulin-Like Growth Factor Binding Protein 4/metabolism
- Insulin-Like Growth Factor Binding Protein 4/genetics
- Kruppel-Like Transcription Factors/metabolism
- Kruppel-Like Transcription Factors/genetics
- Multiomics
- Muscle, Smooth, Vascular/metabolism
- Muscle, Smooth, Vascular/pathology
- Muscle, Smooth, Vascular/cytology
- Myocytes, Smooth Muscle/metabolism
- Plaque, Atherosclerotic/metabolism
- Plaque, Atherosclerotic/genetics
- Plaque, Atherosclerotic/pathology
- Single-Cell Analysis
- Transcriptome
- Rats
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Affiliation(s)
- Zhanli Peng
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Qinghui Kan
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Kangjie Wang
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Tang Deng
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Shenming Wang
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Ridong Wu
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China.
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China.
| | - Chen Yao
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-sen University, No. 58 Zhongshan Er Road, Guangzhou, 510080, P.R. China.
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China.
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Wu X, Zhang H. Omics Approaches Unveiling the Biology of Human Atherosclerotic Plaques. THE AMERICAN JOURNAL OF PATHOLOGY 2024; 194:482-498. [PMID: 38280419 PMCID: PMC10988765 DOI: 10.1016/j.ajpath.2023.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Revised: 12/16/2023] [Accepted: 12/20/2023] [Indexed: 01/29/2024]
Abstract
Atherosclerosis is a chronic inflammatory disease of the arterial wall, characterized by the buildup of plaques with the accumulation and transformation of lipids, immune cells, vascular smooth muscle cells, and necrotic cell debris. Plaques with collagen-poor thin fibrous caps infiltrated by macrophages and lymphocytes are considered unstable because they are at the greatest risk of rupture and clinical events. However, the current histologic definition of plaque types may not fully capture the complex molecular nature of atherosclerotic plaque biology and the underlying mechanisms contributing to plaque progression, rupture, and erosion. The advances in omics technologies have changed the understanding of atherosclerosis plaque biology, offering new possibilities to improve risk prediction and discover novel therapeutic targets. Genomic studies have shed light on the genetic predisposition to atherosclerosis, and integrative genomic analyses expedite the translation of genomic discoveries. Transcriptomic, proteomic, metabolomic, and lipidomic studies have refined the understanding of the molecular signature of atherosclerotic plaques, aiding in data-driven hypothesis generation for mechanistic studies and offering new prospects for biomarker discovery. Furthermore, advancements in single-cell technologies and emerging spatial analysis techniques have unveiled the heterogeneity and plasticity of plaque cells. This review discusses key omics-based discoveries that have advanced the understanding of human atherosclerotic plaque biology, focusing on insights derived from omics profiling of human atherosclerotic vascular specimens.
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Affiliation(s)
- Xun Wu
- Cardiometabolic Genomics Program, Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center, New York, New York
| | - Hanrui Zhang
- Cardiometabolic Genomics Program, Division of Cardiology, Department of Medicine, Columbia University Irving Medical Center, New York, New York.
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Sheng C, Zeng Q, Huang W, Liao M, Yang P. Identification of abdominal aortic aneurysm subtypes based on mechanosensitive genes. PLoS One 2024; 19:e0296729. [PMID: 38335213 PMCID: PMC10857568 DOI: 10.1371/journal.pone.0296729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 12/18/2023] [Indexed: 02/12/2024] Open
Abstract
BACKGROUND Rupture of abdominal aortic aneurysm (rAAA) is a fatal event in the elderly. Elevated blood pressure and weakening of vessel wall strength are major risk factors for this devastating event. This present study examined whether the expression profile of mechanosensitive genes correlates with the phenotype and outcome, thus, serving as a biomarker for AAA development. METHODS In this study, we identified mechanosensitive genes involved in AAA development using general bioinformatics methods and machine learning with six human datasets publicly available from the GEO database. Differentially expressed mechanosensitive genes (DEMGs) in AAAs were identified by differential expression analysis. Molecular biological functions of genes were explored using functional clustering, Protein-protein interaction (PPI), and weighted gene co-expression network analysis (WGCNA). According to the datasets (GSE98278, GSE205071 and GSE165470), the changes of diameter and aortic wall strength of AAA induced by DEMGs were verified by consensus clustering analysis, machine learning models, and statistical analysis. In addition, a model for identifying AAA subtypes was built using machine learning methods. RESULTS 38 DEMGs clustered in pathways regulating 'Smooth muscle cell biology' and 'Cell or Tissue connectivity'. By analyzing the GSE205071 and GSE165470 datasets, DEMGs were found to respond to differences in aneurysm diameter and vessel wall strength. Thus, in the merged datasets, we formally created subgroups of AAAs and found differences in immune characteristics between the subgroups. Finally, a model that accurately predicts the AAA subtype that is more likely to rupture was successfully developed. CONCLUSION We identified 38 DEMGs that may be involved in AAA. This gene cluster is involved in regulating the maximum vessel diameter, degree of immunoinflammatory infiltration, and strength of the local vessel wall in AAA. The prognostic model we developed can accurately identify the AAA subtypes that tend to rupture.
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Affiliation(s)
- Chang Sheng
- Department of Vascular Surgery, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qin Zeng
- National Health Commission Key Laboratory of Nanobiological Technology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Weihua Huang
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Institute of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, School of Pharmacy, Hunan University of Chinese Medicine, Changsha, Hunan, China
| | - Mingmei Liao
- National Health Commission Key Laboratory of Nanobiological Technology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Pu Yang
- Department of Vascular Surgery, Xiangya Hospital, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
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Wu Q, Hu Z, Wang Z, Che Y, Zhang M, Zheng S, Xing K, Zhong X, Chen Y, Shi F, Yuan S. Glut10 restrains neointima formation by promoting SMCs mtDNA demethylation and improving mitochondrial function. Transl Res 2023; 260:1-16. [PMID: 37220836 DOI: 10.1016/j.trsl.2023.05.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Revised: 05/07/2023] [Accepted: 05/09/2023] [Indexed: 05/25/2023]
Abstract
Neointimal hyperplasia is a major clinical complication of coronary artery bypass graft and percutaneous coronary intervention. Smooth muscle cells (SMCs) play a vital roles in neointimal hyperplasia development and undergo complex phenotype switching. Previous studies have linked glucose transporter member 10(Glut10) to the phenotypic transformation of SMCs. In this research, we reported that Glut10 helps maintain the contractile phenotype of SMCs. The Glut10-TET2/3 signaling axis can arrest neointimal hyperplasia progression by improving mitochondrial function via promotion of mtDNA demethylation in SMCs. Glut10 is significantly downregulated in both human and mouse restenotic arteries. Global Glut10 deletion or SMC-specific Glut10 ablation in the carotid artery of mice accelerated neointimal hyperplasia, while Glut10 overexpression in the carotid artery triggered the opposite effects. All of these changes were accompanied by a significant increase in vascular SMCs migration and proliferation. Mechanistically, Glut10 is expressed primarily in the mitochondria after platelet-derived growth factor-BB (PDGF-BB) treatment. Glut10 ablation induced a reduction in ascorbic acid (VitC) concentrations in mitochondria and mitochondrial DNA (mtDNA) hypermethylation by decreasing the activity and expression of the Ten-eleven translocation (TET) protein family. We also observed that Glut10 deficiency aggravated mitochondrial dysfunction and decreased the adenosinetriphosphate (ATP) content and the oxygen consumption rate, which also caused SMCs to switch their phenotype from contractile to synthetic phenotype. Furthermore, mitochondria-specific TET family inhibition partially reversed these effects. These results suggested that Glut10 helps maintain the contractile phenotype of SMCs. The Glut10-TET2/3 signaling axis can arrest neointimal hyperplasia progression by improving mitochondrial function via the promotion of mtDNA demethylation in SMCs.
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Affiliation(s)
- Qi Wu
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Zhipeng Hu
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Zhiwei Wang
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China.
| | - Yanjia Che
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Min Zhang
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Sihao Zheng
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Kai Xing
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Xiaohan Zhong
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Yuanyang Chen
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Feng Shi
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
| | - Shun Yuan
- Department of Cardiovascular Surgery, Renmin Hospital of Wuhan University, Wuhan, China; Cardiovascular Surgery Laboratory, Renmin Hospital of Wuhan University, Wuhan, China; Central Laboratory, Renmin Hospital of Wuhan University, Wuhan, China
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Yuan X, Shen G, Xiao H, Wang Z, Ma Y, Qin X. Netrin-1 and RGMa: Novel Regulators of Atherosclerosis-Related Diseases. Cardiovasc Drugs Ther 2023:10.1007/s10557-023-07478-5. [PMID: 37439909 DOI: 10.1007/s10557-023-07478-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/26/2023] [Indexed: 07/14/2023]
Abstract
BACKGROUNDS Neuronal guidance proteins (NGPs) have been demonstrated to guide the elongation of neuronal axonal growth cones in the developing central nervous system. Non-neuronal functions of NGPs have also been described, especially in relation to atherosclerosis. FINDINGS Netrin-1 and repulsive guidance molecule a (RGMa) are NGPs that have been shown to regulate endothelial cell adhesion and angiogenesis, macrophage migration and apoptosis, smooth muscle cells (SMCs) phenotypic dedifferentiation and mobility, chemokine activities, and inflammatory responses during atherosclerosis initiation and progression. PURPOSES However, mechanistic studies have generated controversy about the specific role of Netrin-1 in atherosclerosis due to the diversity of its structure, receptors and cell sources, and the actions of RGMa in atherosclerosis have not been reported in previous reviews. Therefore, the current work reviews the evidence for roles of Netrin-1 and RGMa in the initiation and progression of atherosclerosis and discusses potential therapeutic targets in the future.
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Affiliation(s)
- Xiaofan Yuan
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Yixueyuan Road, Chongqing, Yuzhong District, China
| | - Guanru Shen
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Yixueyuan Road, Chongqing, Yuzhong District, China
| | - Hongmei Xiao
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Yixueyuan Road, Chongqing, Yuzhong District, China
| | - Zijie Wang
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Yixueyuan Road, Chongqing, Yuzhong District, China
| | - Yue Ma
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Yixueyuan Road, Chongqing, Yuzhong District, China
| | - Xinyue Qin
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Yixueyuan Road, Chongqing, Yuzhong District, China.
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Peng Z, Wang K, Wang S, Wu R, Yao C. Identification of necroptosis-related gene TRAF5 as potential target of diagnosing atherosclerosis and assessing its stability. BMC Med Genomics 2023; 16:139. [PMID: 37330462 PMCID: PMC10276484 DOI: 10.1186/s12920-023-01573-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 06/06/2023] [Indexed: 06/19/2023] Open
Abstract
BACKGROUND Atherosclerosis (AS) is a leading cause of morbidity and mortality in older patients and features progressive formation of plaques in vascular tissues. With the progression of atherosclerosis, plaque rupture may occur and cause stroke, myocardial infarction, etc. Different forms of cell death promote the formation of a necrotic core of the plaque, leading to rupture. Necroptosis is a type of programmed cell death that contributes to the development of cardiovascular disease. However, the role of necroptosis in AS has not yet been investigated. METHODS The Gene Expression Omnibus (GEO) database was used to obtain gene expression profiles. Differentially expressed genes (DEGs) and necroptosis gene sets were used to identify necroptosis-related differentially expressed genes (NRDEGs). The NRDEGs were used to construct a diagnostic model and were further screened using least absolute shrinkage selection operator (LASSO) regression and random forest (RF) analysis. The discriminatory capacity of the NRDEGs was evaluated using receiver operating characteristic (ROC) curves. Immune infiltration levels were estimated based on CIBERSORTx analysis. The GSE21545 dataset, containing survival information, was used to determine prognosis-associated genes. Univariate and multivariate Cox regression analyses combined with survival analysis determined gene prognostic values. RNA and protein levels were detected by RT-qPCR and western blotting in arteriosclerosis obliterans(ASO) and normal vascular tissues. Vascular smooth muscle cells (VSMCs) were treated with oxidized low-density lipoprotein (ox-LDL) to develop cell models of advanced AS. The effects of protein knockdown on necroptosis were assessed by western blotting and flow cytometry. EdU and Cell Counting Kit-8 assays were used to examine cell proliferation. RESULTS TNF Receptor Associated Factor 5 (TRAF5) was identified as a diagnostic marker for AS based on the AUC value in both the GSE20129 and GSE43292 datasets. According to differential expression analysis, LASSO regression analysis, RF analysis, univariate analysis, multivariate analysis, and gene-level survival analysis, TRAF5 was markedly associated with necroptosis in AS. Silencing TRAF5 promotes necroptosis and attenuates the proliferation of ox-LDL-induced cell models of advanced AS. CONCLUSIONS This study identified a diagnostic marker of necroptosis-related atherosclerosis, TRAF5, which can also be used to diagnose and assess atherosclerotic plaque stability. This novel finding has important implications in the diagnosis and assessment of plaque stability in atherosclerosis.
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Affiliation(s)
- Zhanli Peng
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Kangjie Wang
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Shenming Wang
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Ridong Wu
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
| | - Chen Yao
- Division of Vascular Surgery, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
- National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Diseases, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
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Nikpay M, Ravati S, McPherson R. Genome-wide screening identifies DNA methylation sites that regulate the blood proteome. Epigenomics 2022; 14:837-848. [PMID: 35852134 DOI: 10.2217/epi-2022-0119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Background: Identifying DNA methylation sites that regulate the blood proteome is important for biomedical purposes. Materials & methods: Here the authors performed a genome-wide search to find DNA methylation sites that impact proteins. Results: The authors identified 165 methylation sites associated with 138 proteins. The authors noted hotspot genomic regions that control the levels of several proteins. For example, methylation of the ABO locus impacted 37 proteins and contributed to cardiometabolic comorbidities, including the severity of SARS-CoV-2 infection. The authors made these findings publicly available as a Unix software that identifies methylation sites that cause disease and reveals the underlying proteins. The authors underlined the software application by showing that components of innate immunity contribute to systolic blood pressure. Conclusion: This study provides a catalog of DNA methylation sites that regulate the proteome, and the results are available as freeware for biological insight.
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Affiliation(s)
- Majid Nikpay
- Omics and Biomedical Analysis Core Facility, University of Ottawa Heart Institute, Ottawa, K1Y 4W7, Canada
| | - Sepehr Ravati
- Plastenor Technologies Company, Montreal, H2P 2G4, Canada
| | - Ruth McPherson
- Omics and Biomedical Analysis Core Facility, University of Ottawa Heart Institute, Ottawa, K1Y 4W7, Canada
- Atherogenomics Laboratory, University of Ottawa Heart Institute, Ottawa, K1Y 4W7, Canada
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Kalayci A, Gibson CM, Ridker PM, Wright SD, Kingwell BA, Korjian S, Chi G, Lee JJ, Tricoci P, Kazmi SH, Fitzgerald C, Shaunik A, Berman G, Duffy D, Libby P. ApoA-I Infusion Therapies Following Acute Coronary Syndrome: Past, Present, and Future. Curr Atheroscler Rep 2022; 24:585-597. [PMID: 35524914 PMCID: PMC9236992 DOI: 10.1007/s11883-022-01025-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/25/2022] [Indexed: 11/24/2022]
Abstract
PURPOSE OF REVIEW The elevated adverse cardiovascular event rate among patients with low high-density lipoprotein cholesterol (HDL-C) formed the basis for the hypothesis that elevating HDL-C would reduce those events. Attempts to raise endogenous HDL-C levels, however, have consistently failed to show improvements in cardiovascular outcomes. However, steady-state HDL-C concentration does not reflect the function of this complex family of particles. Indeed, HDL functions correlate only weakly with serum HDL-C concentration. Thus, the field has pivoted from simply raising the quantity of HDL-C to a focus on improving the putative anti-atherosclerotic functions of HDL particles. Such functions include the ability of HDL to promote the efflux of cholesterol from cholesterol-laden macrophages. Apolipoprotein A-I (apoA-I), the signature apoprotein of HDL, may facilitate the removal of cholesterol from atherosclerotic plaque, reduce the lesional lipid content and might thus stabilize vulnerable plaques, thereby reducing the risk of cardiac events. Infusion of preparations of apoA-I may improve cholesterol efflux capacity (CEC). This review summarizes the development of apoA-I therapies, compares their structural and functional properties and discusses the findings of previous studies including their limitations, and how CSL112, currently being tested in a phase III trial, may overcome these challenges. RECENT FINDINGS Three major ApoA-I-based approaches (MDCO-216, CER-001, and CSL111/CSL112) have aimed to enhance reverse cholesterol transport. These three therapies differ considerably in both lipid and protein composition. MDCO-216 contains recombinant ApoA-I Milano, CER-001 contains recombinant wild-type human ApoA-I, and CSL111/CSL112 contains native ApoA-I isolated from human plasma. Two of the three agents studied to date (apoA-1 Milano and CER-001) have undergone evaluation by intravascular ultrasound imaging, a technique that gauges lesion volume well but does not assess other important variables that may relate to clinical outcomes. ApoA-1 Milano and CER-001 reduce lecithin-cholesterol acyltransferase (LCAT) activity, potentially impairing the function of HDL in reverse cholesterol transport. Furthermore, apoA-I Milano can compete with and alter the function of the recipient's endogenous apoA-I. In contrast to these agents, CSL112, a particle formulated using human plasma apoA-I and phosphatidylcholine, increases LCAT activity and does not lead to the malfunction of endogenous apoA-I. CSL112 robustly increases cholesterol efflux, promotes reverse cholesterol transport, and now is being tested in a phase III clinical trial. Phase II-b studies of MDCO-216 and CER-001 failed to produce a significant reduction in coronary plaque volume as assessed by IVUS. However, the investigation to determine whether the direct infusion of a reconstituted apoA-I reduces post-myocardial infarction coronary events is being tested using CSL112, which is dosed at a higher level than MDCO-216 and CER-001 and has more favorable pharmacodynamics.
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Affiliation(s)
- Arzu Kalayci
- Division of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - C Michael Gibson
- Division of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Baim Institute for Clinical Research, Boston, MA, USA
| | - Paul M Ridker
- Center for Cardiovascular Disease Prevention, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | | | - Serge Korjian
- Division of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Gerald Chi
- Division of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Jane J Lee
- Baim Institute for Clinical Research, Boston, MA, USA
| | | | - S Hassan Kazmi
- Division of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Clara Fitzgerald
- Division of Cardiovascular Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | | | - Gail Berman
- Paratek Pharmaceuticals, King of Prussia, PA, USA
| | | | - Peter Libby
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA.
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Analysis of Immune and Inflammation Characteristics of Atherosclerosis from Different Sample Sources. OXIDATIVE MEDICINE AND CELLULAR LONGEVITY 2022; 2022:5491038. [PMID: 35509837 PMCID: PMC9060985 DOI: 10.1155/2022/5491038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 03/21/2022] [Indexed: 11/17/2022]
Abstract
Background Atherosclerosis is the predominant cause of cardiovascular diseases. Existing studies suggest that the development of atherosclerosis is closely related to inflammation and immunity, but whether there are differences and similarities between atherosclerosis occurring at different sites is still unknown. We elucidated the pathological characteristics of peripheral vascular diseases by using bioinformatic analyses on immune cells and inflammation-related gene expression in atherosclerotic arteries and plaques. Methods Eight data sets regarding atherosclerosis were downloaded from the Gene Expression Omnibus database. Human immune genes were obtained from the IMMPORT website. The samples were scored and divided into high- and low-immune groups. Then the samples were analysed using weighted gene co-expression network analysis, while the modules were analysed using functional enrichment. The protein–protein interaction network was constructed using the STRING and Cytoscape databases. The hub immune genes were screened, and the correlation between hub immune genes and immune cells was analysed. Results Immune cells and their functions were significantly different during atherosclerosis development. The infiltration proportion of immune cells was approximately similar in samples from different sources of patients with carotid atherosclerosis. However, the sensitivity of lower extremity atherosclerosis samples to immune cells is lower than that of carotid atherosclerosis samples.The samples from the plaque and artery were mainly infiltrated by macrophages, T cells and mast cells. After immune cells were assessed, resting NK cells, activated mast cells and M0 macrophages were found to be key immune cells in atherosclerosis and plaque formation. In addition, CCL4, TLR2, IL1B and PTPRC were considered to be immune marker genes in atherosclerosis development. Conclusion. Bioinformatic data analysis confirms the essential role of immune cells in cardiovascular diseases, and also indicates some differences of immune and inflammation characteristics of atherosclerosis between carotid and lower extremity arteries.
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Boua PR, Brandenburg JT, Choudhury A, Sorgho H, Nonterah EA, Agongo G, Asiki G, Micklesfield L, Choma S, Gómez-Olivé FX, Hazelhurst S, Tinto H, Crowther NJ, Mathew CG, Ramsay M. Genetic associations with carotid intima-media thickness link to atherosclerosis with sex-specific effects in sub-Saharan Africans. Nat Commun 2022; 13:855. [PMID: 35165267 PMCID: PMC8844072 DOI: 10.1038/s41467-022-28276-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 01/13/2022] [Indexed: 12/15/2022] Open
Abstract
Atherosclerosis precedes the onset of clinical manifestations of cardiovascular diseases (CVDs). We used carotid intima-media thickness (cIMT) to investigate genetic susceptibility to atherosclerosis in 7894 unrelated adults (3963 women, 3931 men; 40 to 60 years) resident in four sub-Saharan African countries. cIMT was measured by ultrasound and genotyping was performed on the H3Africa SNP Array. Two new African-specific genome-wide significant loci for mean-max cIMT, SIRPA (p = 4.7E-08), and FBXL17 (p = 2.5E-08), were identified. Sex-stratified analysis revealed associations with one male-specific locus, SNX29 (p = 6.3E-09), and two female-specific loci, LARP6 (p = 2.4E-09) and PROK1 (p = 1.0E-08). We replicate previous cIMT associations with different lead SNPs in linkage disequilibrium with SNPs primarily identified in European populations. Our study find significant enrichment for genes involved in oestrogen response from female-specific signals. The genes identified show biological relevance to atherosclerosis and/or CVDs, sex-differences and transferability of signals from non-African studies.
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Affiliation(s)
- Palwende Romuald Boua
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Centre national de la Recherche scientifique et technologique (CNRST), Nanoro, Burkina Faso.
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
| | - Jean-Tristan Brandenburg
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Ananyo Choudhury
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Hermann Sorgho
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Centre national de la Recherche scientifique et technologique (CNRST), Nanoro, Burkina Faso
| | - Engelbert A Nonterah
- Navrongo Health Research Centre, Ghana Health Service, Navrongo, Ghana
- Julius Global Health, Julius Centre for Health Sciences and Primary Care, University Medical Centre, Utrecht University, Utrecht, The Netherlands
| | - Godfred Agongo
- Navrongo Health Research Centre, Ghana Health Service, Navrongo, Ghana
- C.K. Tedam University of Technology and Applied Sciences, Navrongo, Ghana
| | - Gershim Asiki
- African Population and Health Research Center, Nairobi, Kenya
| | - Lisa Micklesfield
- MRC/Wits Developmental Pathways for Health Research Unit, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Solomon Choma
- Department of Pathology and Medical Sciences, University of Limpopo, Polokwane, South Africa
| | - Francesc Xavier Gómez-Olivé
- MRC/Wits Rural Public Health and Health Transitions Research Unit (Agincourt), School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Scott Hazelhurst
- School of Electrical and Information Engineering, University of the Witwatersrand, Johannesburg, South Africa
| | - Halidou Tinto
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Centre national de la Recherche scientifique et technologique (CNRST), Nanoro, Burkina Faso
| | - Nigel J Crowther
- Department of Chemical Pathology, National Health Laboratory Service, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Christopher G Mathew
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Department of Medical and Molecular Genetics, Faculty of Life Sciences and Medicine, King's College London, London, UK
| | - Michèle Ramsay
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
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11
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Single-Cell Analysis Uncovers Osteoblast Factor Growth Differentiation Factor 10 as Mediator of Vascular Smooth Muscle Cell Phenotypic Modulation Associated with Plaque Rupture in Human Carotid Artery Disease. Int J Mol Sci 2022; 23:ijms23031796. [PMID: 35163719 PMCID: PMC8836240 DOI: 10.3390/ijms23031796] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2021] [Revised: 01/21/2022] [Accepted: 01/26/2022] [Indexed: 12/18/2022] Open
Abstract
(1) Background: Vascular smooth muscle cells (VSMCs) undergo a complex phenotypic switch in response to atherosclerosis environmental triggers, contributing to atherosclerosis disease progression. However, the complex heterogeneity of VSMCs and how VSMC dedifferentiation affects human carotid artery disease (CAD) risk has not been clearly established. (2) Method: A single-cell RNA sequencing analysis of CD45− cells derived from the atherosclerotic aorta of Apolipoprotein E-deficient (Apoe−/−) mice on a normal cholesterol diet (NCD) or a high cholesterol diet (HCD), respecting the site-specific predisposition to atherosclerosis was performed. Growth Differentiation Factor 10 (GDF10) role in VSMCs phenotypic switch was investigated via flow cytometry, immunofluorescence in human atherosclerotic plaques. (3) Results: scRNAseq analysis revealed the transcriptomic profile of seven clusters, five of which showed disease-relevant gene signature of VSMC macrophagic calcific phenotype, VSMC mesenchymal chondrogenic phenotype, VSMC inflammatory and fibro-phenotype and VSMC inflammatory phenotype. Osteoblast factor GDF10 involved in ossification and osteoblast differentiation emerged as a hallmark of VSMCs undergoing phenotypic switch. Under hypercholesteremia, GDF10 triggered VSMC osteogenic switch in vitro. The abundance of GDF10 expressing osteogenic-like VSMCs cells was linked to the occurrence of carotid artery disease (CAD) events. (4) Conclusions: Taken together, these results provide evidence about GDF10-mediated VSMC osteogenic switch, with a likely detrimental role in atherosclerotic plaque stability.
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12
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Netrin-1: An Emerging Player in Inflammatory Diseases. Cytokine Growth Factor Rev 2022; 64:46-56. [DOI: 10.1016/j.cytogfr.2022.01.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 01/12/2022] [Indexed: 12/14/2022]
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13
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Portilla-Fernández E, Hwang SJ, Wilson R, Maddock J, Hill WD, Teumer A, Mishra PP, Brody JA, Joehanes R, Ligthart S, Ghanbari M, Kavousi M, Roks AJM, Danser AHJ, Levy D, Peters A, Ghasemi S, Schminke U, Dörr M, Grabe HJ, Lehtimäki T, Kähönen M, Hurme MA, Bartz TM, Sotoodehnia N, Bis JC, Thiery J, Koenig W, Ong KK, Bell JT, Meisinger C, Wardlaw JM, Starr JM, Seissler J, Then C, Rathmann W, Ikram MA, Psaty BM, Raitakari OT, Völzke H, Deary IJ, Wong A, Waldenberger M, O'Donnell CJ, Dehghan A. Meta-analysis of epigenome-wide association studies of carotid intima-media thickness. Eur J Epidemiol 2021; 36:1143-1155. [PMID: 34091768 PMCID: PMC8629903 DOI: 10.1007/s10654-021-00759-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 04/26/2021] [Indexed: 12/21/2022]
Abstract
Common carotid intima-media thickness (cIMT) is an index of subclinical atherosclerosis that is associated with ischemic stroke and coronary artery disease (CAD). We undertook a cross-sectional epigenome-wide association study (EWAS) of measures of cIMT in 6400 individuals. Mendelian randomization analysis was applied to investigate the potential causal role of DNA methylation in the link between atherosclerotic cardiovascular risk factors and cIMT or clinical cardiovascular disease. The CpG site cg05575921 was associated with cIMT (beta = -0.0264, p value = 3.5 × 10-8) in the discovery panel and was replicated in replication panel (beta = -0.07, p value = 0.005). This CpG is located at chr5:81649347 in the intron 3 of the aryl hydrocarbon receptor repressor gene (AHRR). Our results indicate that DNA methylation at cg05575921 might be in the pathway between smoking, cIMT and stroke. Moreover, in a region-based analysis, 34 differentially methylated regions (DMRs) were identified of which a DMR upstream of ALOX12 showed the strongest association with cIMT (p value = 1.4 × 10-13). In conclusion, our study suggests that DNA methylation may play a role in the link between cardiovascular risk factors, cIMT and clinical cardiovascular disease.
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Affiliation(s)
- Eliana Portilla-Fernández
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Division of Vascular Medicine and Pharmacology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Shih-Jen Hwang
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
- Framingham Heart Study, Framingham, MA, USA
| | - Rory Wilson
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Jane Maddock
- MRC Unit for Lifelong Health and Ageing at UCL, Institute of Cardiovascular Science, University College London, London, UK
| | - W David Hill
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Alexander Teumer
- Intitute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Griefswald, Greifswald, Germany
| | - Pashupati P Mishra
- Department of Clinical Chemistry, Fimlab Laboratories, and Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | | | - Symen Ligthart
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Anton J M Roks
- Department of Internal Medicine, Division of Vascular Medicine and Pharmacology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - A H Jan Danser
- Department of Internal Medicine, Division of Vascular Medicine and Pharmacology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Daniel Levy
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Annette Peters
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Institute for Medical Information Processing, Biometry, and Epidemiology, Faculty of Medicine, Ludwig-Maximilians-Universität München, Munich, Germany
- German Center for Diabetes Research, Neuherberg, Germany
| | - Sahar Ghasemi
- Intitute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Griefswald, Greifswald, Germany
| | - Ulf Schminke
- Department of Neurology, University Medicine Greifswald, Greifswald, Germany
| | - Marcus Dörr
- DZHK (German Centre for Cardiovascular Research), Partner Site Griefswald, Greifswald, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, and Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, and Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Mikko A Hurme
- Department of Microbiology and Immunology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Traci M Bartz
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Joachim Thiery
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Leipzig, Germany
| | - Wolfgang Koenig
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
- Deutsches Herzzentrum München, Technische Universität München, Munich, Germany
- Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
| | - Ken K Ong
- MRC Epidemiology Unit and Department of Paediatrics, Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Jordana T Bell
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Christine Meisinger
- Independent Research Group, Clinical Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Ludwig-Maximilians-Universität München, UNIKA-T, Augsburg, Germany
| | - Joanna M Wardlaw
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
- Edinburgh Imaging, University of Edinburgh, Edinburgh, UK
- UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Jochen Seissler
- Diabetes Zentrum, Medizinische Klinik und Poliklinik IV - Campus Innenstadt, Klinikum Der Ludwig-Maximilians-Universität München, Munich, Germany
- Clinical Cooperation Group Diabetes, Ludwig-Maximilians-Universität München and Helmholtz Zentrum München, Munich, Germany
| | - Cornelia Then
- Diabetes Zentrum, Medizinische Klinik und Poliklinik IV - Campus Innenstadt, Klinikum Der Ludwig-Maximilians-Universität München, Munich, Germany
- Clinical Cooperation Group Diabetes, Ludwig-Maximilians-Universität München and Helmholtz Zentrum München, Munich, Germany
| | - Wolfgang Rathmann
- German Center for Diabetes Research, Neuherberg, Germany
- Institute of Biometrics and Epidemiology, German Diabetes Center, Leibniz Institute at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Olli T Raitakari
- Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Henry Völzke
- Intitute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Griefswald, Greifswald, Germany
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at UCL, Institute of Cardiovascular Science, University College London, London, UK
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research, Neuherberg, Germany
| | - Christopher J O'Donnell
- Cardiology Section and Center for Population Genomics, VA Boston Healthcare System, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands.
- Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, Room 157, Norfolk Place, St Mary's Campus, London, UK.
- UK Dementia Research Institute at Imperial College London, London, UK.
- MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.
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14
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Edgar L, Akbar N, Braithwaite AT, Krausgruber T, Gallart-Ayala H, Bailey J, Corbin AL, Khoyratty TE, Chai JT, Alkhalil M, Rendeiro AF, Ziberna K, Arya R, Cahill TJ, Bock C, Laurencikiene J, Crabtree MJ, Lemieux ME, Riksen NP, Netea MG, Wheelock CE, Channon KM, Rydén M, Udalova IA, Carnicer R, Choudhury RP. Hyperglycemia Induces Trained Immunity in Macrophages and Their Precursors and Promotes Atherosclerosis. Circulation 2021; 144:961-982. [PMID: 34255973 PMCID: PMC8448412 DOI: 10.1161/circulationaha.120.046464] [Citation(s) in RCA: 106] [Impact Index Per Article: 35.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Accepted: 06/23/2021] [Indexed: 11/24/2022]
Abstract
BACKGROUND Cardiovascular risk in diabetes remains elevated despite glucose-lowering therapies. We hypothesized that hyperglycemia induces trained immunity in macrophages, promoting persistent proatherogenic characteristics. METHODS Bone marrow-derived macrophages from control mice and mice with diabetes were grown in physiological glucose (5 mmol/L) and subjected to RNA sequencing (n=6), assay for transposase accessible chromatin sequencing (n=6), and chromatin immunoprecipitation sequencing (n=6) for determination of hyperglycemia-induced trained immunity. Bone marrow transplantation from mice with (n=9) or without (n=6) diabetes into (normoglycemic) Ldlr-/- mice was used to assess its functional significance in vivo. Evidence of hyperglycemia-induced trained immunity was sought in human peripheral blood mononuclear cells from patients with diabetes (n=8) compared with control subjects (n=16) and in human atherosclerotic plaque macrophages excised by laser capture microdissection. RESULTS In macrophages, high extracellular glucose promoted proinflammatory gene expression and proatherogenic functional characteristics through glycolysis-dependent mechanisms. Bone marrow-derived macrophages from diabetic mice retained these characteristics, even when cultured in physiological glucose, indicating hyperglycemia-induced trained immunity. Bone marrow transplantation from diabetic mice into (normoglycemic) Ldlr-/- mice increased aortic root atherosclerosis, confirming a disease-relevant and persistent form of trained innate immunity. Integrated assay for transposase accessible chromatin, chromatin immunoprecipitation, and RNA sequencing analyses of hematopoietic stem cells and bone marrow-derived macrophages revealed a proinflammatory priming effect in diabetes. The pattern of open chromatin implicated transcription factor Runt-related transcription factor 1 (Runx1). Similarly, transcriptomes of atherosclerotic plaque macrophages and peripheral leukocytes in patients with type 2 diabetes were enriched for Runx1 targets, consistent with a potential role in human disease. Pharmacological inhibition of Runx1 in vitro inhibited the trained phenotype. CONCLUSIONS Hyperglycemia-induced trained immunity may explain why targeting elevated glucose is ineffective in reducing macrovascular risk in diabetes and suggests new targets for disease prevention and therapy.
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Affiliation(s)
- Laurienne Edgar
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Naveed Akbar
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Adam T. Braithwaite
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Thomas Krausgruber
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria (T.K., A.F.R., C.B.)
| | - Héctor Gallart-Ayala
- Division of Physiological Chemistry II, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden (H.G.-A., C.E.W.)
- Department of Respiratory Medicine and Allergy (H.G.-A., C.E.W.), Karolinska University Hospital, Stockholm, Sweden
| | - Jade Bailey
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Alastair L. Corbin
- The Kennedy Institute of Rheumatology, University of Oxford, UK (A.L.C., T.E.K., I.A.U.)
| | - Tariq E. Khoyratty
- The Kennedy Institute of Rheumatology, University of Oxford, UK (A.L.C., T.E.K., I.A.U.)
| | - Joshua T. Chai
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Mohammad Alkhalil
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - André F. Rendeiro
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria (T.K., A.F.R., C.B.)
| | - Klemen Ziberna
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Ritu Arya
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Thomas J. Cahill
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Christoph Bock
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria (T.K., A.F.R., C.B.)
- Institute of Artificial Intelligence and Decision Support, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Austria (C.B.)
| | - Jurga Laurencikiene
- Department of Medicine (H7) (J.L., M.R.), Karolinska University Hospital, Stockholm, Sweden
| | - Mark J. Crabtree
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | | | - Niels P. Riksen
- Department of Internal Medicine, Radboud University Medical Centre, Nijmegen, The Netherlands (N.P.R.., M.G.N.)
| | - Mihai G. Netea
- Department of Internal Medicine, Radboud University Medical Centre, Nijmegen, The Netherlands (N.P.R.., M.G.N.)
- Department for Genomics & Immunoregulation, Life and Medical Sciences Institute (LIMES), University of Bonn, Germany (M.G.N.)
| | - Craig E. Wheelock
- Division of Physiological Chemistry II, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden (H.G.-A., C.E.W.)
- Department of Respiratory Medicine and Allergy (H.G.-A., C.E.W.), Karolinska University Hospital, Stockholm, Sweden
| | - Keith M. Channon
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Mikael Rydén
- Department of Medicine (H7) (J.L., M.R.), Karolinska University Hospital, Stockholm, Sweden
| | - Irina A. Udalova
- The Kennedy Institute of Rheumatology, University of Oxford, UK (A.L.C., T.E.K., I.A.U.)
| | - Ricardo Carnicer
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
| | - Robin P. Choudhury
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, UK (L.E., N.A., A.T.B., J.B., J.T.C., M.A., K.Z., R.A., T.J.C., M.J.C., K.M.C., R.C., R.P.C.)
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15
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Song Y, Choi JE, Kwon YJ, Chang HJ, Kim JO, Park DH, Park JM, Kim SJ, Lee JW, Hong KW. Identification of susceptibility loci for cardiovascular disease in adults with hypertension, diabetes, and dyslipidemia. J Transl Med 2021; 19:85. [PMID: 33632238 PMCID: PMC7905883 DOI: 10.1186/s12967-021-02751-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 02/11/2021] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Hypertension (HTN), diabetes mellitus (DM), and dyslipidemia (DL) are well-known risk factors of cardiovascular disease (CVD), but not all patients develop CVDs. Studies have been limited investigating genetic risk of CVDs specific to individuals with metabolic diseases. This study aimed to identify disease-specific and/or common genetic loci associated with CVD susceptibility in chronic metabolic disease patients. METHODS We conducted a genome-wide association study (GWAS) of a multiple case-control design with data from the City Cohort within Health EXAminees subcohort of the Korean Genome and Epidemiology Study (KoGES_HEXA). KoGES_HEXA is a population-based prospective cohort of 173,357 urban Korean adults that had health examinations at medical centers. 42,393 participants (16,309 HTN; 5,314 DM; 20,770 DL) were analyzed, and each metabolic disease group was divided into three CVD case-controls: coronary artery disease (CAD), ischemic stroke (IS), and cardio-cerebrovascular disease (CCD). GWASs were conducted for each case-control group with 7,975,321 imputed single nucleotide polymorphisms using the Phase 3 Asian panel from 1000 Genomes Project, by logistic regression and controlled for confounding variables. Genome-wide significant levels were implemented to identify important susceptibility loci. RESULTS Totaling 42,393 individuals, this study included 16,309 HTN (mean age [SD], 57.28 [7.45]; 816 CAD, 398 IS, and 1,185 CCD cases), 5,314 DM (57.79 [7.39]; 361 CAD, 153 IS, and 497 CCD cases), and 20,770 DL patients (55.34 [7.63]; 768 CAD, 295 IS, and 1,039 CCD cases). Six genome-wide significant CVD risk loci were identified, with relatively large effect sizes: 1 locus in HTN (HTN-CAD: 17q25.3/CBX8-CBX4 [OR, 2.607; P = 6.37 × 10-9]), 2 in DM (DM-IS: 4q32.3/MARCH1-LINC01207 [OR, 5.587; P = 1.34 × 10-8], and DM-CCD: 17q25.3/RPTOR [OR, 3.511; P = 1.99 × 10-8]), and 3 in DL (DL-CAD: 9q22.2/UNQ6494-LOC101927847 [OR, 2.282; P = 7.78 × 10-9], DL-IS: 3p22.1/ULK4 [OR, 2.162; P = 2.97 × 10-8], and DL-CCD: 2p22.2/CYP1B1-CYP1B1-AS1 [OR, 2.027; P = 4.24 × 10-8]). CONCLUSIONS This study identified 6 susceptibility loci and positional candidate genes for CVDs in HTN, DM, and DL patients using an unprecedented study design. 1 locus (17q25.3) was commonly associated with CAD. These associations warrant validation in additional studies for potential therapeutic applications.
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Affiliation(s)
- Youhyun Song
- Department of Family Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, 211, Eonju-ro, Gangnam-gu, Seoul, 06273, Korea
| | - Ja-Eun Choi
- Healthcare R&D Division, Theragen Bio Co., Ltd., Gwanggyo-ro 145, Suwon-si, Gyeonggi-do, 16229, Republic of Korea
| | - Yu-Jin Kwon
- Department of Family Medicine, Yongin Severance Hospital, Yonsei University College of Medicine, 363, Dongbaekjukjeon-daero, Giheung-gu, Yongin-si, 16995, Gyeonggi-do, Korea
| | - Hyuk-Jae Chang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, 50-1, Yonsei-ro, Seodaemun-gu, Seoul, 03722, Korea
| | - Jung Oh Kim
- Healthcare R&D Division, Theragen Bio Co., Ltd., Gwanggyo-ro 145, Suwon-si, Gyeonggi-do, 16229, Republic of Korea
| | - Da-Hyun Park
- Healthcare R&D Division, Theragen Bio Co., Ltd., Gwanggyo-ro 145, Suwon-si, Gyeonggi-do, 16229, Republic of Korea
| | - Jae-Min Park
- Department of Family Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, 211, Eonju-ro, Gangnam-gu, Seoul, 06273, Korea
| | - Seong-Jin Kim
- Healthcare R&D Division, Theragen Bio Co., Ltd., Gwanggyo-ro 145, Suwon-si, Gyeonggi-do, 16229, Republic of Korea
| | - Ji Won Lee
- Department of Family Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, 211, Eonju-ro, Gangnam-gu, Seoul, 06273, Korea.
| | - Kyung-Won Hong
- Healthcare R&D Division, Theragen Bio Co., Ltd., Gwanggyo-ro 145, Suwon-si, Gyeonggi-do, 16229, Republic of Korea.
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16
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Sachs S, Niu L, Geyer P, Jall S, Kleinert M, Feuchtinger A, Stemmer K, Brielmeier M, Finan B, DiMarchi RD, Tschöp MH, Wewer Albrechtsen N, Mann M, Müller TD, Hofmann SM. Plasma proteome profiles treatment efficacy of incretin dual agonism in diet-induced obese female and male mice. Diabetes Obes Metab 2021; 23:195-207. [PMID: 33001570 DOI: 10.1111/dom.14215] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 09/21/2020] [Accepted: 09/26/2020] [Indexed: 02/06/2023]
Abstract
AIMS Unimolecular peptides targeting the receptors for glucagon-like peptide-1 (GLP-1) and glucose-dependent insulinotropic polypeptide (GIP) (GLP-1/GIP co-agonist) have been shown to outperform each single peptide in the treatment of obesity and cardiometabolic disease in preclinical and clinical trials. By combining physiological treatment endpoints with plasma proteomic profiling (PPP), we aimed to identify biomarkers to advance non-invasive metabolic monitoring of compound treatment success and exploration of ulterior treatment effects on an individual basis. MATERIALS AND METHODS We performed metabolic phenotyping along with PPP in body weight-matched male and female diet-induced obese (DIO) mice treated for 21 days with phosphate-buffered saline, single GIP and GLP-1 mono-agonists, or a GLP-1/GIP co-agonist. RESULTS GLP-1R/GIPR co-agonism improved obesity, glucose intolerance, non-alcoholic fatty liver disease (NAFLD) and dyslipidaemia with superior efficacy in both male and female mice compared with mono-agonist treatments. PPP revealed broader changes of plasma proteins after GLP-1/GIP co-agonist compared with mono-agonist treatments in both sexes, including established and potential novel biomarkers for systemic inflammation, NAFLD and atherosclerosis. Subtle sex-specific differences have been observed in metabolic phenotyping and PPP. CONCLUSIONS We herein show that a recently developed unimolecular GLP-1/GIP co-agonist is more efficient in improving metabolic disease than either mono-agonist in both sexes. PPP led to the identification of a sex-independent protein panel with the potential to monitor non-invasively the treatment efficacies on metabolic function of this clinically advancing GLP-1/GIP co-agonist.
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Affiliation(s)
- Stephan Sachs
- Institute for Diabetes and Regeneration, Helmholtz Diabetes Center at Helmholtz Centre Munich, German Research Center for Environmental Health (GmbH), Neuherberg, Germany
- Institute for Diabetes and Obesity, Helmholtz Diabetes Center at Helmholtz Centre Munich, Neuherberg, Germany
- Division of Metabolic Diseases, Technische Universität München, Munich, Germany
| | - Lili Niu
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Philipp Geyer
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Sigrid Jall
- Institute for Diabetes and Obesity, Helmholtz Diabetes Center at Helmholtz Centre Munich, Neuherberg, Germany
- Division of Metabolic Diseases, Technische Universität München, Munich, Germany
| | - Maximilian Kleinert
- Institute for Diabetes and Obesity, Helmholtz Diabetes Center at Helmholtz Centre Munich, Neuherberg, Germany
- Section of Molecular Physiology, Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - Annette Feuchtinger
- Research Unit Analytical Pathology, Helmholtz Center Munich, Neuherberg, Germany
| | - Kerstin Stemmer
- Institute for Diabetes and Obesity, Helmholtz Diabetes Center at Helmholtz Centre Munich, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Markus Brielmeier
- Helmholtz Zentrum München-German Research Center for Environmental Health, Research Unit Comparative Medicine, Neuherberg, Germany
| | - Brian Finan
- Novo Nordisk Research Center Indianapolis, Indianapolis, Indiana
| | - Richard D DiMarchi
- Novo Nordisk Research Center Indianapolis, Indianapolis, Indiana
- Department of Chemistry, Indiana University, Bloomington, Indiana
| | - Matthias H Tschöp
- Institute for Diabetes and Obesity, Helmholtz Diabetes Center at Helmholtz Centre Munich, Neuherberg, Germany
- Division of Metabolic Diseases, Technische Universität München, Munich, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Nicolai Wewer Albrechtsen
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Biochemistry, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Matthias Mann
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany
| | - Timo D Müller
- Institute for Diabetes and Obesity, Helmholtz Diabetes Center at Helmholtz Centre Munich, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Department of Pharmacology and Experimental Therapy, Institute of Experimental and Clinical Pharmacology and Toxicology, Eberhard Karls University Hospitals and Clinics, Tübingen, Germany
| | - Susanna M Hofmann
- Institute for Diabetes and Regeneration, Helmholtz Diabetes Center at Helmholtz Centre Munich, German Research Center for Environmental Health (GmbH), Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Medizinische Klinik und Poliklinik IV, Klinikum der LMU, Munich, Germany
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17
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Paramel GV, Karadimou G, Eremo AG, Ljungberg LU, Hedin U, Olofsson PS, Folkersen L, Paulsson-Berne G, Sirsjö A, Fransén K. Expression of CARD8 in human atherosclerosis and its regulation of inflammatory proteins in human endothelial cells. Sci Rep 2020; 10:19108. [PMID: 33154409 PMCID: PMC7644683 DOI: 10.1038/s41598-020-73600-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 09/15/2020] [Indexed: 11/23/2022] Open
Abstract
The Caspase activation and recruitment domain 8 (CARD8) protein is a component of innate immunity and overexpression of CARD8 mRNA was previously identified in atherosclerosis. However, very little is known about the regulation of CARD8 in endothelial cells and atherosclerosis. The aim of this study was to investigate CARD8 in the regulation of cytokine and chemokine expression in endothelial cells. Sections of human atherosclerotic lesions and non-atherosclerotic arteries were immunostained for CARD8 protein. Expression of CARD8 was correlated to mediators of inflammation in atherosclerotic lesions using Biobank of Karolinska Endarterectomies microarray data. The CARD8 mRNA was knocked-down in human umbilical vein endothelial cells (HUVECs) in vitro, followed by quantitative RT-PCR analysis and OLINK Proteomics. Endothelial and smooth muscle cells in arterial tissue expressed CARD8 and CARD8 correlated with vWF, CD163 and the expression of inflammatory genes, such as CXCL1, CXCL6 and PDGF-A in plaque. Knock-down of CARD8 in HUVECs significantly altered proteins involved in inflammatory response, such as CXCL1, CXCL6, PDGF-A, MCP-1 and IL-6. The present study suggest that CARD8 regulate the expression of cytokines and chemokines in endothelial cells and atherosclerotic lesions, suggesting that CARD8 plays a significant role in endothelial activation.
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Affiliation(s)
- Geena V Paramel
- Cardiovascular Research Centre, School of Medical Sciences, Faculty of Medicine and Health, Örebro University, 70182, Örebro, Sweden
| | - Glykeria Karadimou
- Laboratory of Immunobiology, Center for Bioelectronic Medicine, Department of Medicine, Karolinska Institute, Solna, Stockholm, Sweden
| | - Anna Göthlin Eremo
- Department of Clinical Research Laboratory, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Liza U Ljungberg
- Cardiovascular Research Centre, School of Medical Sciences, Faculty of Medicine and Health, Örebro University, 70182, Örebro, Sweden
| | - Ulf Hedin
- Department of Molecular Medicine and Surgery, Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Peder S Olofsson
- Laboratory of Immunobiology, Center for Bioelectronic Medicine, Department of Medicine, Karolinska Institute, Solna, Stockholm, Sweden.,Institute of Bioelectronic Medicine, Feinstein Institutes for Medical Research, Manhasset, NY, USA
| | - Lasse Folkersen
- Institute of Biological Psychiatry, Sankt Hans Hospital, Copenhagen, Denmark
| | - Gabrielle Paulsson-Berne
- Laboratory of Immunobiology, Center for Bioelectronic Medicine, Department of Medicine, Karolinska Institute, Solna, Stockholm, Sweden
| | - Allan Sirsjö
- Cardiovascular Research Centre, School of Medical Sciences, Faculty of Medicine and Health, Örebro University, 70182, Örebro, Sweden
| | - Karin Fransén
- Cardiovascular Research Centre, School of Medical Sciences, Faculty of Medicine and Health, Örebro University, 70182, Örebro, Sweden.
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18
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Cuevas A, Saavedra N, Salazar LA, Cavalcante MF, Silva JC, Abdalla DSP. Prodigiosin Modulates the Immune Response and Could Promote a Stable Atherosclerotic Lession in C57bl/6 Ldlr-/- Mice. Int J Mol Sci 2020; 21:ijms21176417. [PMID: 32899258 PMCID: PMC7504388 DOI: 10.3390/ijms21176417] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/15/2020] [Accepted: 07/18/2020] [Indexed: 12/19/2022] Open
Abstract
Atherosclerosis is a chronic inflammatory disease, whose progression and stability are modulated, among other factors, by an innate and adaptive immune response. Prodiginines are bacterial secondary metabolites with antiproliferative and immunomodulatory activities; however, their effect on the progression or vulnerability of atheromatous plaque has not been evaluated. This study assessed the therapeutic potential of prodigiosin and undecylprodigiosin on inflammatory marker expression and atherosclerosis. An in vitro and in vivo study was carried out. Migration, low-density lipoprotein (LDL) uptake and angiogenesis assays were performed on cell types involved in the pathophysiology of atherosclerosis. In addition, male LDL receptor null (Ldlr-/-) C57BL/6J mice were treated with prodigiosin or undecylprodigiosin for 28 days. Morphometric analysis of atherosclerotic plaques, gene expression of atherogenic factors in the aortic sinus and serum cytokine quantification were performed. The treatments applied had slight effects on the in vitro tests performed, highlighting the inhibitory effect on the migration of SMCs (smooth muscle cells). On the other hand, although no significant difference in atherosclerotic plaque progression was observed, gene expression of IL-4 and chemokine (C-C motif) ligand 2 (Ccl2) was downregulated. In addition, 50 µg/Kg/day of both treatments was sufficient to inhibit circulating tumor necrosis factor alpha (TNF-α), interleukin-2 (IL-2) and interferon-gamma (IFN-γ) in serum. These results suggested that prodigiosin and undecylprodigiosin modulated inflammatory markers and could have an impact in reducing atherosclerotic plaque vulnerability.
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Affiliation(s)
- Alejandro Cuevas
- Clinical Microbiology Unit, Department of Preclinical Sciences, Faculty of Medicine, Universidad de La Frontera, Manuel Montt 112, Temuco CP 4781176, Chile
- Centro de Investigación en Medicina de Laboratorio—CeMLab, Faculty of Medicine, Universidad de La Frontera, Manuel Montt 112, Temuco CP 4781176, Chile;
- Correspondence: ; Tel.: +56-45-2744333
| | - Nicolás Saavedra
- Centro de Investigación en Medicina de Laboratorio—CeMLab, Faculty of Medicine, Universidad de La Frontera, Manuel Montt 112, Temuco CP 4781176, Chile;
- Center of Molecular Biology and Pharmacogenetics, Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Francisco Salazar 01145, Temuco CP 4811230, Chile;
| | - Luis A. Salazar
- Center of Molecular Biology and Pharmacogenetics, Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Francisco Salazar 01145, Temuco CP 4811230, Chile;
| | - Marcela F. Cavalcante
- Department of Clinical and Toxicological Analysis, Faculty of Pharmaceutical Sciences, Universidade de São Paulo, São Paulo–SP 05508-000, Brazil; (M.F.C.); (J.C.S.); (D.S.P.A.)
| | - Jacqueline C. Silva
- Department of Clinical and Toxicological Analysis, Faculty of Pharmaceutical Sciences, Universidade de São Paulo, São Paulo–SP 05508-000, Brazil; (M.F.C.); (J.C.S.); (D.S.P.A.)
| | - Dulcineia S. P. Abdalla
- Department of Clinical and Toxicological Analysis, Faculty of Pharmaceutical Sciences, Universidade de São Paulo, São Paulo–SP 05508-000, Brazil; (M.F.C.); (J.C.S.); (D.S.P.A.)
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19
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Mussbacher M, Salzmann M, Haigl B, Basílio J, Hochreiter B, Gleitsmann V, Moser B, Hoesel B, Suur BE, Puhm F, Ungerböck C, Kuttke M, Forteza MJ, Binder CJ, Ketelhuth DF, Assinger A, Schmid JA. Ikk2-mediated inflammatory activation of arterial endothelial cells promotes the development and progression of atherosclerosis. Atherosclerosis 2020; 307:21-31. [DOI: 10.1016/j.atherosclerosis.2020.06.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Revised: 05/14/2020] [Accepted: 06/05/2020] [Indexed: 10/23/2022]
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20
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Boua PR, Brandenburg JT, Choudhury A, Hazelhurst S, Sengupta D, Agongo G, Nonterah EA, Oduro AR, Tinto H, Mathew CG, Sorgho H, Ramsay M. Novel and Known Gene-Smoking Interactions With cIMT Identified as Potential Drivers for Atherosclerosis Risk in West-African Populations of the AWI-Gen Study. Front Genet 2020; 10:1354. [PMID: 32117412 PMCID: PMC7025492 DOI: 10.3389/fgene.2019.01354] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 12/10/2019] [Indexed: 12/22/2022] Open
Abstract
Introduction Atherosclerosis is a key contributor to the burden of cardiovascular diseases (CVDs) and many epidemiological studies have reported on the effect of smoking on carotid intima-media thickness (cIMT) and its subsequent effect on CVD risk. Gene-environment interaction studies have contributed towards understanding some of the missing heritability of genome-wide association studies. Gene-smoking interactions on cIMT have been studied in non-African populations (European, Latino-American, and African American) but no comparable African research has been reported. Our aim was to investigate smoking-SNP interactions on cIMT in two West African populations by genome-wide analysis. Materials and methods Only male participants from Burkina Faso (Nanoro = 993) and Ghana (Navrongo = 783) were included, as smoking was extremely rare among women. Phenotype and genotype data underwent stringent QC and genotype imputation was performed using the Sanger African Imputation Panel. Smoking prevalence among men was 13.3% in Nanoro and 42.5% in Navrongo. We analyzed gene-smoking interactions with PLINK after adjusting for covariates: age and 6 PCs (Model 1); age, BMI, blood pressure, fasting glucose, cholesterol levels, MVPA, and 6 PCs (Model 2). All analyses were performed at site level and for the combined data set. Results In Nanoro, we identified new gene-smoking interaction variants for cIMT within the previously described RCBTB1 region (rs112017404, rs144170770, and rs4941649) (Model 1: p = 1.35E-07; Model 2: p = 3.08E-08). In the combined sample, two novel intergenic interacting variants were identified, rs1192824 in the regulatory region of TBC1D8 (p = 5.90E-09) and rs77461169 (p = 4.48E-06) located in an upstream region of open chromatin. In silico functional analysis suggests the involvement of genes implicated in biological processes related to cell or biological adhesion and regulatory processes in gene-smoking interactions with cIMT (as evidenced by chromatin interactions and eQTLs). Discussion This is the first gene-smoking interaction study for cIMT, as a risk factor for atherosclerosis, in sub-Saharan African populations. In addition to replicating previously known signals for RCBTB1, we identified two novel genomic regions (TBC1D8, near BCHE) involved in this gene-environment interaction.
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Affiliation(s)
- Palwende Romuald Boua
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Nanoro, Burkina Faso.,Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Jean-Tristan Brandenburg
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa
| | - Ananyo Choudhury
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa
| | - Scott Hazelhurst
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa.,School of Electrical and Information Engineering, University of the Witwatersrand, Johannesburg, South Africa
| | - Dhriti Sengupta
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa
| | - Godfred Agongo
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.,Navrongo Health Research Centre, Ghana Health Service, Navrongo, Ghana
| | - Engelbert A Nonterah
- Navrongo Health Research Centre, Ghana Health Service, Navrongo, Ghana.,Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Abraham R Oduro
- Navrongo Health Research Centre, Ghana Health Service, Navrongo, Ghana
| | - Halidou Tinto
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Nanoro, Burkina Faso
| | - Christopher G Mathew
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa.,Department of Medical and Molecular Genetics, Faculty of Life Sciences and Medicine, King's College London, London, United Kingdom
| | - Hermann Sorgho
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Nanoro, Burkina Faso
| | - Michèle Ramsay
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
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21
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Huang R, Cao Y, Li H, Hu Z, Zhang H, Zhang L, Su W, Xu Y, Liang L, Melgiri ND, Jiang L, Li X. miR-532-3p-CSF2RA Axis as a Key Regulator of Vulnerable Atherosclerotic Plaque Formation. Can J Cardiol 2019; 36:1782-1794. [PMID: 32473103 DOI: 10.1016/j.cjca.2019.12.018] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2019] [Revised: 12/26/2019] [Accepted: 12/26/2019] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND The most dangerous atherosclerotic plaques, referred to as "vulnerable," are most likely to trigger acute atherothrombotic events such as myocardial infarction (heart attack) and stroke. Our goal was to uncover the molecular drivers of vulnerable plaque formation. METHODS To elucidate the functional gene modules that drive vulnerable plaque formation, we performed a weighted gene coexpression network analysis integrated with a protein-protein interaction network analysis in human atherosclerotic carotid samples, which identified the candidate gene granulocyte-macrophage colony-stimulating factor 2 (GM-CSF) receptor alpha subunit (CSF2RA). Follow-up in vitro experiments were performed to elucidate the regulatory relationship between CSF2RA and the microRNA miR-532-3p as well as modifiers of macrophagic miR-532-3p-CSF2RA axis expression. Microarray and quantitative reverse transcription polymerase chain reaction (qRT-PCR) studies elucidated the effect of statins on carotid miR-532-3p-CSF2RA axis expression in patients with carotid atherosclerotic disease. Apoe-/-, Ldlr-/-, and Csf2ra mutant Apoe-/- mouse models of atherosclerosis were employed to assess the effects of agomiR-532-3p therapy in vivo. RESULTS The integrated weighted gene coexpression network analysis/protein-protein interaction network analysis revealed that the macrophagic GM-CSF receptor CSF2RA is significantly upregulated in macrophage-rich vulnerable plaques. Follow-up analysis identified the miR-532-3p-CSF2RA axis, as miR-532-3p downregulates CSF2RA via binding to CSF2RA's 3'UTR. Macrophagic miR-532-3p-CSF2RA dysregulation was enhanced via modified low-density lipoprotein or tumor necrosis factor α exposure in vitro. Moreover, this miR-532-3p-CSF2RA dysregulation was observed in human vulnerable plaques and Apoe-/- mouse plaques, effects rescued by statin therapy. In vivo, agomiR-532-3p therapy suppressed murine plaque formation and promoted plaque stabilization in a Csf2ra-dependent manner. CONCLUSION Macrophagic miR-532-3p-CSF2RA axis dysregulation is a key driver in vulnerable plaque formation.
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Affiliation(s)
- Rongzhong Huang
- Department of Gerontology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yu Cao
- Department of Cardiothoracic Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Hongrong Li
- Department of Cardiothoracic Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Zicheng Hu
- Department of Neurology, Institute of Surgery Research, Daping Hospital, Third Military Medical University, Chongqing, China
| | - Hong Zhang
- Department of Cardiology, the First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Lujun Zhang
- Statistical Laboratory, Chuangxu Institute of Life Science, Chongqing, China; Department of Cardiology, Changhai Hospital, Second Military Medical University, Shanghai, China
| | - Wenhua Su
- Department of Cardiology, the First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Yu Xu
- Statistical Laboratory, Chuangxu Institute of Life Science, Chongqing, China
| | - Liwen Liang
- Department of Cardiology, the First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Narayan D Melgiri
- Impactys Foundation for Biomedical Research, San Diego, California, USA
| | - Lihong Jiang
- Department of Cardiothoracic Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Xingsheng Li
- Department of Gerontology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
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22
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Zhang Q, Hu J, Wu Y, Luo H, Meng W, Xiao B, Xiao X, Zhou Z, Liu F. Rheb (Ras Homolog Enriched in Brain 1) Deficiency in Mature Macrophages Prevents Atherosclerosis by Repressing Macrophage Proliferation, Inflammation, and Lipid Uptake. Arterioscler Thromb Vasc Biol 2019; 39:1787-1801. [DOI: 10.1161/atvbaha.119.312870] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Objective:
Macrophage foam cell formation is an important process in atherosclerotic plaque development. The small GTPase Rheb (Ras homolog enriched in brain 1) regulates endocytic trafficking that is critical for foam cell formation. However, it is unclear whether and how macrophage Rheb regulates atherogenesis, which are the focuses of the current study.
Approach and Results:
Immunofluorescence study confirmed the colocalization of Rheb in F4/80 and Mac-2 (galectin-3)–labeled lesional macrophages. Western blot and fluorescence-activated cell sorting analysis showed that Rheb expression was significantly increased in atherosclerotic lesions of atherosclerosis-prone (apoE
−/−
[apolipoprotein E deficient]) mice fed with Western diet. Increased Rheb expression was also observed in oxidized LDL (low-density lipoprotein)–treated macrophages. To investigate the in vivo role of macrophage Rheb, we established mature Rheb
mKO
(macrophage-specific Rheb knockout) mice by crossing the Rheb floxed mice with
F4/80-cre
mice. Macrophage-specific knockout of Rheb in mice reduced Western diet–induced atherosclerotic lesion by 32%, accompanied with a decrease in macrophage content in plaque. Mechanistically, loss of Rheb in macrophages repressed oxidized LDL–induced lipid uptake, inflammation, and macrophage proliferation. On the contrary, lentivirus-mediated overexpression of Rheb in macrophages increased oxidized LDL–induced lipid uptake and inflammation, and the stimulatory effect of Rheb was suppressed by the mTOR (mammalian target of rapamycin) inhibitor rapamycin or the PKA (protein kinase A) activator forskolin.
Conclusions:
Macrophage Rheb plays important role in Western diet–induced atherosclerosis by promoting macrophage proliferation, inflammation, and lipid uptake. Inhibition of expression and function of Rheb in macrophages is beneficial to prevent diet-induced atherosclerosis.
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Affiliation(s)
- Qinghai Zhang
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
- Department of Metabolism and Endocrinology, First Affiliated Hospital of University of South China, Hengyang, Hunan (Q.Z.)
| | - Jie Hu
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
| | - Yan Wu
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
| | - Hairong Luo
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
| | - Wen Meng
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
| | - Bo Xiao
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
- Department of Biology, Southern University of Science and Technology, Shenzhen, China (B.X.)
| | - Xianzhong Xiao
- Department of Pathophysiology, Xiangya School of Medicine, Central South University, Changsha, Hunan, China (X.X.)
| | - Zhiguang Zhou
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
| | - Feng Liu
- From the Department of Metabolism and Endocrinology, Metabolic Syndrome Research Center, Key Laboratory of Diabetes Immunology, National Clinical Research Center for Metabolic Diseases, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China (Q.Z., J.H., Y.W., H.L., W.M., B.X., Z.Z., F.L.)
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23
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Chai JT, Ruparelia N, Goel A, Kyriakou T, Biasiolli L, Edgar L, Handa A, Farrall M, Watkins H, Choudhury RP. Differential Gene Expression in Macrophages From Human Atherosclerotic Plaques Shows Convergence on Pathways Implicated by Genome-Wide Association Study Risk Variants. Arterioscler Thromb Vasc Biol 2019; 38:2718-2730. [PMID: 30354237 PMCID: PMC6217969 DOI: 10.1161/atvbaha.118.311209] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Supplemental Digital Content is available in the text. Objective— Plaque macrophages are intricately involved in atherogenesis and plaque destabilization. We sought to identify functional pathways in human plaque macrophages that are differentially regulated in respect of (1) plaque stability and (2) lipid content. We hypothesized that differentially regulated macrophage gene sets would relate to genome-wide association study variants associated with risk of acute complications of atherosclerosis. Approach and Results— Forty patients underwent carotid magnetic resonance imaging for lipid quantification before endarterectomy. Carotid plaque macrophages were procured by laser capture microdissection from (1) lipid core and (2) cap region, in 12 recently symptomatic and 12 asymptomatic carotid plaques. Applying gene set enrichment analysis, a number of gene sets were found to selectively upregulate in symptomatic plaque macrophages, which corresponded to 7 functional pathways: inflammation, lipid metabolism, hypoxic response, cell proliferation, apoptosis, antigen presentation, and cellular energetics. Predicted upstream regulators included IL-1β, TNF-α, and NF-κB. In vivo lipid quantification by magnetic resonance imaging correlated most strongly with the upregulation of genes of the IFN/STAT1 pathways. Cross-interrogation of gene set enrichment analysis and meta-analysis gene set enrichment of variant associations showed lipid metabolism pathways, driven by genes coding for APOE and ABCA1/G1 coincided with known risk-associated SNPs (single nucleotide polymorphisms) from genome-wide association studies. Conclusions— Macrophages from recently symptomatic carotid plaques show differential regulation of functional gene pathways. There were additional quantitative relationships between plaque lipid content and key gene sets. The data show a plausible mechanism by which known genome-wide association study risk variants for atherosclerotic complications could be linked to (1) a relevant cellular process, in (2) the key cell type of atherosclerosis, in (3) a human disease-relevant setting.
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Affiliation(s)
- Joshua T Chai
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Neil Ruparelia
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Anuj Goel
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Theodosios Kyriakou
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Luca Biasiolli
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Laurienne Edgar
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Ashok Handa
- Nuffield Department of Surgical Sciences (A.H.), University of Oxford, United Kingdom
| | - Martin Farrall
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Hugh Watkins
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
| | - Robin P Choudhury
- From the Division of Cardiovascular Medicine, Radcliffe Department of Medicine (J.T.C., N.R., A.G., T.K., L.B., L.E., M.F., H.W., R.P.C.), University of Oxford, United Kingdom
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24
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Rinne P, Guillamat-Prats R, Rami M, Bindila L, Ring L, Lyytikäinen LP, Raitoharju E, Oksala N, Lehtimäki T, Weber C, van der Vorst EPC, Steffens S. Palmitoylethanolamide Promotes a Proresolving Macrophage Phenotype and Attenuates Atherosclerotic Plaque Formation. Arterioscler Thromb Vasc Biol 2019; 38:2562-2575. [PMID: 30354245 DOI: 10.1161/atvbaha.118.311185] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Objective- Palmitoylethanolamide is an endogenous fatty acid mediator that is synthetized from membrane phospholipids by N-acyl phosphatidylethanolamine phospholipase D. Its biological actions are primarily mediated by PPAR-α (peroxisome proliferator-activated receptors α) and the orphan receptor GPR55. Palmitoylethanolamide exerts potent anti-inflammatory actions but its physiological role and promise as a therapeutic agent in chronic arterial inflammation, such as atherosclerosis remain unexplored. Approach and Results- First, the polarization of mouse primary macrophages towards a proinflammatory phenotype was found to reduce N-acyl phosphatidylethanolamine phospholipase D expression and palmitoylethanolamide bioavailability. N-acyl phosphatidylethanolamine phospholipase D expression was progressively downregulated in the aorta of apolipoprotein E deficient (ApoE-/-) mice during atherogenesis. N-acyl phosphatidylethanolamine phospholipase D mRNA levels were also downregulated in unstable human plaques and they positively associated with smooth muscle cell markers and negatively with macrophage markers. Second, ApoE-/- mice were fed a high-fat diet for 4 or 16 weeks and treated with either vehicle or palmitoylethanolamide (3 mg/kg per day, 4 weeks) to study the effects of palmitoylethanolamide on early established and pre-established atherosclerosis. Palmitoylethanolamide treatment reduced plaque size in early atherosclerosis, whereas in pre-established atherosclerosis, palmitoylethanolamide promoted signs of plaque stability as evidenced by reduced macrophage accumulation and necrotic core size, increased collagen deposition and downregulation of M1-type macrophage markers. Mechanistically, we found that palmitoylethanolamide, by activating GPR55, increases the expression of the phagocytosis receptor MerTK (proto-oncogene tyrosine-protein kinase MER) and enhances macrophage efferocytosis, indicative of proresolving properties. Conclusions- The present study demonstrates that palmitoylethanolamide protects against atherosclerosis by promoting an anti-inflammatory and proresolving phenotype of lesional macrophages, representing a new therapeutic approach to resolve arterial inflammation.
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Affiliation(s)
- Petteri Rinne
- From the Institute for Cardiovascular Prevention (IPEK), Ludwig Maximilians University (LMU) of Munich, Germany (P.R., R.G.-P., M.R., L.R., C.W., E.P.C.v.d.V., S.S).,Institute of Biomedicine and Turku Center for Disease Modeling, University of Turku, Finland (P.R.)
| | - Raquel Guillamat-Prats
- Institute of Biomedicine and Turku Center for Disease Modeling, University of Turku, Finland (P.R.)
| | - Martina Rami
- From the Institute for Cardiovascular Prevention (IPEK), Ludwig Maximilians University (LMU) of Munich, Germany (P.R., R.G.-P., M.R., L.R., C.W., E.P.C.v.d.V., S.S)
| | - Laura Bindila
- Institute for Physiological Chemistry, University Medical Center, Johannes Gutenberg University Mainz, Germany (L.B.)
| | - Larisa Ring
- From the Institute for Cardiovascular Prevention (IPEK), Ludwig Maximilians University (LMU) of Munich, Germany (P.R., R.G.-P., M.R., L.R., C.W., E.P.C.v.d.V., S.S)
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Finland (L.-P.L., E.R., N.O., T.L.)
| | - Emma Raitoharju
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Finland (L.-P.L., E.R., N.O., T.L.)
| | - Niku Oksala
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Finland (L.-P.L., E.R., N.O., T.L.).,Department of Surgery, Tampere University Hospital, Finland (N.O.)
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Finland (L.-P.L., E.R., N.O., T.L.)
| | - Christian Weber
- From the Institute for Cardiovascular Prevention (IPEK), Ludwig Maximilians University (LMU) of Munich, Germany (P.R., R.G.-P., M.R., L.R., C.W., E.P.C.v.d.V., S.S).,Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, The Netherlands (C.W.).,German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Germany (C.W., S.S.)
| | - Emiel P C van der Vorst
- From the Institute for Cardiovascular Prevention (IPEK), Ludwig Maximilians University (LMU) of Munich, Germany (P.R., R.G.-P., M.R., L.R., C.W., E.P.C.v.d.V., S.S)
| | - Sabine Steffens
- From the Institute for Cardiovascular Prevention (IPEK), Ludwig Maximilians University (LMU) of Munich, Germany (P.R., R.G.-P., M.R., L.R., C.W., E.P.C.v.d.V., S.S).,German Centre for Cardiovascular Research (DZHK), Partner Site Munich Heart Alliance, Germany (C.W., S.S.)
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25
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Riffo-Campos AL, Fuentes-Trillo A, Tang WY, Soriano Z, De Marco G, Rentero-Garrido P, Adam-Felici V, Lendinez-Tortajada V, Francesconi K, Goessler W, Ladd-Acosta C, Leon-Latre M, Casasnovas JA, Chaves FJ, Navas-Acien A, Guallar E, Tellez-Plaza M. In silico epigenetics of metal exposure and subclinical atherosclerosis in middle aged men: pilot results from the Aragon Workers Health Study. Philos Trans R Soc Lond B Biol Sci 2019; 373:rstb.2017.0084. [PMID: 29685964 DOI: 10.1098/rstb.2017.0084] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/29/2017] [Indexed: 12/14/2022] Open
Abstract
We explored the association of metal levels with subclinical atherosclerosis and epigenetic changes in relevant biological pathways. Whole blood DNA Infinium Methylation 450 K data were obtained from 23 of 73 middle age men without clinically evident cardiovascular disease (CVD) who participated in the Aragon Workers Health Study in 2009 (baseline visit) and had available baseline urinary metals and subclinical atherosclerosis measures obtained in 2010-2013 (follow-up visit). The median metal levels were 7.36 µg g-1, 0.33 µg g-1, 0.11 µg g-1 and 0.07 µg g-1, for arsenic (sum of inorganic and methylated species), cadmium, antimony and tungsten, respectively. Urine cadmium and tungsten were associated with femoral and carotid intima-media thickness, respectively (Pearson's r = 0.27; p = 0.03 in both cases). Among nearest genes to identified differentially methylated regions (DMRs), 46% of metal-DMR genes overlapped with atherosclerosis-DMR genes (p < 0.001). Pathway enrichment analysis of atherosclerosis-DMR genes showed a role in inflammatory, metabolic and transport pathways. In in silico protein-to-protein interaction networks among proteins encoded by 162 and 108 genes attributed to atherosclerosis- and metal-DMRs, respectively, with proteins known to have a role in atherosclerosis pathways, we observed hub proteins in the network associated with both atherosclerosis and metal-DMRs (e.g. SMAD3 and NOP56), and also hub proteins associated with metal-DMRs only but with relevant connections with atherosclerosis effectors (e.g. SSTR5, HDAC4, AP2A2, CXCL12 and SSTR4). Our integrative in silico analysis demonstrates the feasibility of identifying epigenomic regions linked to environmental exposures and potentially involved in relevant pathways for human diseases. While our results support the hypothesis that metal exposures can influence health due to epigenetic changes, larger studies are needed to confirm our pilot results.This article is part of a discussion meeting issue 'Frontiers in epigenetic chemical biology'.
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Affiliation(s)
- Angela L Riffo-Campos
- Area of Cardiometabolic Risk, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | - Azahara Fuentes-Trillo
- Genomics and Genetic Diagnostic Unit, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | - Wan Y Tang
- Department of Environmental Health and Engineering, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Zoraida Soriano
- Instituto de Investigación Sanitaria de Aragon, 50009 Zaragoza, Spain
| | - Griselda De Marco
- Genomics and Genetic Diagnostic Unit, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | - Pilar Rentero-Garrido
- Genomics and Genetic Diagnostic Unit, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | - Victoria Adam-Felici
- Genomics and Genetic Diagnostic Unit, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | - Veronica Lendinez-Tortajada
- Genomics and Genetic Diagnostic Unit, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | | | - Walter Goessler
- Institute of Chemistry, University of Graz, 8010 Graz, Austria
| | | | - Montse Leon-Latre
- Instituto de Investigación Sanitaria de Aragon, 50009 Zaragoza, Spain.,Servicio Aragones de Salud, 50071 Zaragoza, Spain
| | - Jose A Casasnovas
- Instituto de Investigación Sanitaria de Aragon, 50009 Zaragoza, Spain.,Instituto Aragonés de Ciencias de Salud, 50009 Zaragoza, Spain.,Universidad de Zaragoza, 50009 Zaragoza, Spain
| | - F Javier Chaves
- Genomics and Genetic Diagnostic Unit, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain
| | - Ana Navas-Acien
- Department of Environmental Health Sciences, Columbia University Mailman School of Public Health, New York, NY 10032, USA
| | - Eliseo Guallar
- Department of Epidemiology, Johns Hopkins University, Baltimore, MD 21205, USA.,Department of Medicine, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Maria Tellez-Plaza
- Area of Cardiometabolic Risk, Institute for Biomedical Research Hospital Clinic of Valencia, Menendez Pelayo 4 Accesorio, 46010 Valencia, Spain .,Department of Environmental Health and Engineering, Johns Hopkins University, Baltimore, MD 21205, USA
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26
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Radhakrishna U, Albayrak S, Zafra R, Baraa A, Vishweswaraiah S, Veerappa AM, Mahishi D, Saiyed N, Mishra NK, Guda C, Ali-Fehmi R, Bahado-Singh RO. Placental epigenetics for evaluation of fetal congenital heart defects: Ventricular Septal Defect (VSD). PLoS One 2019; 14:e0200229. [PMID: 30897084 PMCID: PMC6428297 DOI: 10.1371/journal.pone.0200229] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2018] [Accepted: 03/11/2019] [Indexed: 12/19/2022] Open
Abstract
Ventricular Septal Defect (VSD), the most common congenital heart defect, is characterized by a hole in the septum between the right and left ventricles. The pathogenesis of VSD is unknown in most clinical cases. There is a paucity of data relevant to epigenetic changes in VSD. The placenta is a fetal tissue crucial in cardiac development and a potentially useful surrogate for evaluating the development of heart tissue. To understand epigenetic mechanisms that may play a role in the development of VSD, genome-wide DNA methylation assay on placentas of 8 term subjects with isolated VSD and no known or suspected genetic syndromes and 10 unaffected controls was performed using the Illumina HumanMethylation450 BeadChip assay. We identified a total of 80 highly accurate potential CpGs in 80 genes for detection of VSD; area under the receiver operating characteristic curve (AUC ROC) 1.0 with significant 95% CI (FDR) p-values < 0.05 for each individual locus. The biological processes and functions for many of these differentially methylated genes are previously known to be associated with heart development or disease, including cardiac ventricle development (HEY2, ISL1), heart looping (SRF), cardiac muscle cell differentiation (ACTC1, HEY2), cardiac septum development (ISL1), heart morphogenesis (SRF, HEY2, ISL1, HEYL), Notch signaling pathway (HEY2, HEYL), cardiac chamber development (ISL1), and cardiac muscle tissue development (ACTC1, ISL1). In addition, we identified 8 microRNAs that have the potential to be biomarkers for the detection of VSD including: miR-191, miR-548F1, miR-148A, miR-423, miR-92B, miR-611, miR-2110, and miR-548H4. To our knowledge this is the first report in which placental analysis has been used for determining the pathogenesis of and predicting VSD.
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Affiliation(s)
- Uppala Radhakrishna
- Department of Obstetrics and Gynecology, Oakland University William Beaumont School of Medicine, Royal Oak, Michigan, United States of America
- * E-mail:
| | - Samet Albayrak
- Department of Obstetrics and Gynaecology, Wayne State University School of Medicine, Detroit, Michigan, United States of America
| | - Rita Zafra
- Department of Obstetrics and Gynaecology, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Alosh Baraa
- Department of Pathology, Wayne State University School of Medicine, Detroit, Michigan, United States of America
| | - Sangeetha Vishweswaraiah
- Department of Obstetrics and Gynecology, Oakland University William Beaumont School of Medicine, Royal Oak, Michigan, United States of America
| | - Avinash M. Veerappa
- Department of Studies in Genetics and Genomics, Laboratory of Genomic Sciences, University of Mysore, Mysore, India
| | - Deepthi Mahishi
- Department of Studies in Genetics and Genomics, Laboratory of Genomic Sciences, University of Mysore, Mysore, India
| | - Nazia Saiyed
- Biotechnology, Nirma Institute of Science, Nirma University, Ahmedabad, India
| | - Nitish K. Mishra
- Department of Genetics, Cell Biology & Anatomy, College of Medicine, University of Nebraska Medical Centre Omaha, Nebraska, United States of America
| | - Chittibabu Guda
- Department of Genetics, Cell Biology & Anatomy, College of Medicine, University of Nebraska Medical Centre Omaha, Nebraska, United States of America
| | - Rouba Ali-Fehmi
- Department of Pathology, Wayne State University School of Medicine, Detroit, Michigan, United States of America
| | - Ray O. Bahado-Singh
- Department of Obstetrics and Gynecology, Oakland University William Beaumont School of Medicine, Royal Oak, Michigan, United States of America
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27
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Rinne P, Lyytikäinen LP, Raitoharju E, Kadiri JJ, Kholova I, Kähönen M, Lehtimäki T, Oksala N. Pro-opiomelanocortin and its Processing Enzymes Associate with Plaque Stability in Human Atherosclerosis - Tampere Vascular Study. Sci Rep 2018; 8:15078. [PMID: 30305673 PMCID: PMC6180013 DOI: 10.1038/s41598-018-33523-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Accepted: 09/27/2018] [Indexed: 02/08/2023] Open
Abstract
α-melanocyte-stimulating hormone (α-MSH) is processed from pro-opiomelanocortin (POMC) and mediates anti-inflammatory actions in leukocytes. α-MSH also promotes macrophage reverse cholesterol transport by inducing ATP-binding cassette transporters ABCA1 and ABCG1. Here we investigated the regulation of POMC and α-MSH expression in atherosclerosis. First, transcript levels of POMC and its processing enzymes were analyzed in human arterial plaques (n = 68) and non-atherosclerotic controls (n = 24) as well as in whole blood samples from coronary artery disease patients (n = 55) and controls (n = 45) by microarray. POMC expression was increased in femoral plaques compared to control samples as well as in unstable advanced plaques. α-MSH-producing enzyme, carboxypeptidase E, was down-regulated, whereas prolylcarboxypeptidase, an enzyme inactivating α-MSH, was up-regulated in unstable plaques compared to stable plaques, suggesting a possible reduction in intraplaque α-MSH levels. Second, immunohistochemical analyses revealed the presence of α-MSH in atherosclerotic plaques and its localization in macrophages and other cell types. Lastly, supporting the role of α-MSH in reverse cholesterol transport, POMC expression correlated with ABCA1 and ABCG1 in human plaque and whole blood samples. In conclusion, α-MSH is expressed in atherosclerotic plaques and its processing enzymes associate with plaque stability, suggesting that measures to enhance the local bioavailability of α-MSH might protect against atherosclerosis.
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Affiliation(s)
- Petteri Rinne
- Research Center for Integrative Physiology and Pharmacology, Institute of Biomedicine, University of Turku, Turku, Finland.,Turku Center for Disease Modeling, University of Turku, Turku, Finland
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Emma Raitoharju
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - James J Kadiri
- Research Center for Integrative Physiology and Pharmacology, Institute of Biomedicine, University of Turku, Turku, Finland
| | - Ivana Kholova
- Department of Pathology, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, University of Tampere and Tampere University Hospital, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Niku Oksala
- Department of Clinical Chemistry, Fimlab Laboratories and Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland. .,Department of Surgery, Tampere University Hospital, Tampere, Finland and Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland and Finnish Cardiovascular Research Center-Tampere, Tampere, Finland.
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28
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Yu AZ, Ramsey SA. A Computational Systems Biology Approach for Identifying Candidate Drugs for Repositioning for Cardiovascular Disease. Interdiscip Sci 2018; 10:449-454. [PMID: 27778232 PMCID: PMC5403631 DOI: 10.1007/s12539-016-0194-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2016] [Revised: 10/10/2016] [Accepted: 10/13/2016] [Indexed: 10/20/2022]
Abstract
We report an in silico method to screen for receptors or pathways that could be targeted to elicit beneficial transcriptional changes in a cellular model of a disease of interest. In our method, we integrate: (1) a dataset of transcriptome responses of a cell line to a panel of drugs; (2) two sets of genes for the disease; and (3) mappings between drugs and the receptors or pathways that they target. We carried out a gene set enrichment analysis (GSEA) test for each of the two gene sets against a list of genes ordered by fold-change in response to a drug in a relevant cell line (HL60), with the overall score for a drug being the difference of the two enrichment scores. Next, we applied GSEA for drug targets based on drugs that have been ranked by their differential enrichment scores. The method ranks drugs by the degree of anti-correlation of their gene-level transcriptional effects on the cell line with the genes in the disease gene sets. We applied the method to data from (1) CMap 2.0; (2) gene sets from two transcriptome profiling studies of atherosclerosis; and (3) a combined dataset of drug/target information. Our analysis recapitulated known targets related to CVD (e.g., PPARγ; HMG-CoA reductase, HDACs) and novel targets (e.g., amine oxidase A, δ-opioid receptor). We conclude that combining disease-associated gene sets, drug-transcriptome-responses datasets and drug-target annotations can potentially be useful as a screening tool for diseases that lack an accepted cellular model for in vitro screening.
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Affiliation(s)
- Alvin Z Yu
- Department of Biomedical Sciences, Oregon State University, 106 Dryden Hall, Corvallis, OR, 97331, USA
| | - Stephen A Ramsey
- Department of Biomedical Sciences, Oregon State University, 106 Dryden Hall, Corvallis, OR, 97331, USA.
- School of Electrical Engineering and Computer Science, Oregon State University, 1148 Kelley Engineering Center, Corvallis, OR, 97331, USA.
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The IL-1RI Co-Receptor TILRR ( FREM1 Isoform 2) Controls Aberrant Inflammatory Responses and Development of Vascular Disease. JACC Basic Transl Sci 2017; 2:398-414. [PMID: 28920098 PMCID: PMC5582195 DOI: 10.1016/j.jacbts.2017.03.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Revised: 03/21/2017] [Accepted: 03/28/2017] [Indexed: 02/05/2023]
Abstract
The IL-1RI co-receptor, TILRR, is a potent amplifier of IL-1–induced responses. Blocking TILRR inhibits IL-1 receptor function and activation of inflammatory genes. TILRR expression is high in atherosclerotic lesions but low in healthy tissue, allowing distinct inhibition at sites of inflammation. Genetic deletion of TILRR and antibody blocking of TILRR function reduce plaque development and progression of atherosclerosis. Lesions exhibit low levels of macrophages and increased levels of smooth muscle cells and collagen, characteristics of stable plaques.
Expression of the interleukin-1 receptor type I (IL-1RI) co-receptor Toll-like and interleukin-1 receptor regulator (TILRR) is significantly increased in blood monocytes following myocardial infarction and in the atherosclerotic plaque, whereas levels in healthy tissue are low. TILRR association with IL-1RI at these sites causes aberrant activation of inflammatory genes, which underlie progression of cardiovascular disease. The authors show that genetic deletion of TILRR or antibody blocking of TILRR function reduces development of atherosclerotic plaques. Lesions exhibit decreased levels of monocytes, with increases in collagen and smooth muscle cells, characteristic features of stable plaques. The results suggest that TILRR may constitute a rational target for site- and signal-specific inhibition of vascular disease.
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Key Words
- ApoE, apolipoprotein E
- DK, double knockout
- GAPDH, glyceraldehyde 3-phosphate dehydrogenase
- IL, interleukin
- IL-1RI
- IL-1RI, interleukin-1 receptor type I
- IgG, immunoglobulin G
- IκBα, inhibitor kappa B alpha
- KO, knockout
- LDLR–/–, low-density lipoprotein receptor–/–
- LPS, lipopolysaccharide
- NF-κB
- NF-κB, nuclear factor-kappa B
- NSTEMI, non–ST-segment elevation myocardial infarction
- PBS, phosphate-buffered saline
- PCR, polymerase chain reaction
- SDS, sodium dodecyl sulfate
- STEMI, ST-segment elevation myocardial infarction
- TILRR
- TILRR, toll-like and interleukin-1 receptor regulator
- heparan sulfate proteoglycan
- iBALT, inducible bronchus-associated lymphoid tissue
- interleukin-1 receptor
- qPCR, quantitative polymerase chain reaction
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Fernández-Sanlés A, Sayols-Baixeras S, Subirana I, Degano IR, Elosua R. Association between DNA methylation and coronary heart disease or other atherosclerotic events: A systematic review. Atherosclerosis 2017; 263:325-333. [PMID: 28577936 DOI: 10.1016/j.atherosclerosis.2017.05.022] [Citation(s) in RCA: 85] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Revised: 04/05/2017] [Accepted: 05/17/2017] [Indexed: 11/24/2022]
Abstract
BACKGROUND AND AIMS The aim of this study was to perform a systematic review of the association between DNA methylation and coronary heart disease (CHD) or related atherosclerotic traits. METHODS A systematic review was designed. The condition of interest was DNA methylation, and the outcome was CHD or other atherosclerosis-related traits. Three DNA methylation approaches were considered: global methylation, candidate-gene, and epigenome-wide association studies (EWAS). A functional analysis was undertaken using the Ingenuity Pathway Analysis software. RESULTS In total, 51 articles were included in the analysis: 12 global methylation, 34 candidate-gene and 11 EWAS, with six studies using more than one approach. The results of the global methylation studies were inconsistent. The candidate-gene results were consistent for some genes, suggesting that hypermethylation in ESRα, ABCG1 and FOXP3 and hypomethylation in IL-6 were associated with CHD. The EWAS identified 84 genes showing differential methylation associated with CHD in more than one study. The probability of these findings was <1.37·10-5. One third of these genes have been related to obesity in genome-wide association studies. The functional analysis identified several diseases and functions related to these set of genes: inflammatory, metabolic and cardiovascular disease. CONCLUSIONS Global DNA methylation seems to be not associated with CHD. The evidence from candidate-gene studies was limited. The EWAS identified a set of 84 genes highlighting the relevance of obesity, inflammation, lipid and carbohydrate metabolism in CHD. This set of genes could be prioritized in future studies assessing the role of DNA methylation in CHD.
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Affiliation(s)
- Alba Fernández-Sanlés
- Cardiovascular Epidemiology and Genetics Research Group, REGICOR Study Group, IMIM (Hospital Del Mar Medical Research Institute), Barcelona, Catalonia, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Catalonia, Spain
| | - Sergi Sayols-Baixeras
- Cardiovascular Epidemiology and Genetics Research Group, REGICOR Study Group, IMIM (Hospital Del Mar Medical Research Institute), Barcelona, Catalonia, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Catalonia, Spain; CIBER Cardiovascular Diseases (CIBERCV), Barcelona, Catalonia, Spain
| | - Isaac Subirana
- Cardiovascular Epidemiology and Genetics Research Group, REGICOR Study Group, IMIM (Hospital Del Mar Medical Research Institute), Barcelona, Catalonia, Spain; CIBER Epidemiology and Public Health (CIBERESP), Barcelona, Catalonia, Spain
| | - Irene R Degano
- Cardiovascular Epidemiology and Genetics Research Group, REGICOR Study Group, IMIM (Hospital Del Mar Medical Research Institute), Barcelona, Catalonia, Spain; CIBER Cardiovascular Diseases (CIBERCV), Barcelona, Catalonia, Spain
| | - Roberto Elosua
- Cardiovascular Epidemiology and Genetics Research Group, REGICOR Study Group, IMIM (Hospital Del Mar Medical Research Institute), Barcelona, Catalonia, Spain; CIBER Cardiovascular Diseases (CIBERCV), Barcelona, Catalonia, Spain.
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Aquila G, Fortini C, Pannuti A, Delbue S, Pannella M, Morelli MB, Caliceti C, Castriota F, de Mattei M, Ongaro A, Pellati A, Ferrante P, Miele L, Tavazzi L, Ferrari R, Rizzo P, Cremonesi A. Distinct gene expression profiles associated with Notch ligands Delta-like 4 and Jagged1 in plaque material from peripheral artery disease patients: a pilot study. J Transl Med 2017; 15:98. [PMID: 28472949 PMCID: PMC5418727 DOI: 10.1186/s12967-017-1199-3] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Accepted: 04/25/2017] [Indexed: 12/13/2022] Open
Abstract
Background The lack of early diagnosis, progression markers and effective pharmacological treatment has dramatic unfavourable effects on clinical outcomes in patients with peripheral artery disease (PAD). Addressing these issues will require dissecting the molecular mechanisms underlying this disease. We sought to characterize the Notch signaling and atherosclerosis relevant markers in lesions from femoral arteries of symptomatic PAD patients. Methods Plaque material from the common femoral, superficial femoral or popliteal arteries of 20 patients was removed by directional atherectomy. RNA was obtained from 9 out of 20 samples and analysed by quantitative reverse transcriptase-polymerase chain reaction (qRT-PCR). Results We detected expression of Notch ligands Delta-like 4 (Dll4) and Jagged1 (Jag1), of Notch target genes Hes1, Hey1, Hey2, HeyL and of markers of plaque inflammation and stability such as vascular cell adhesion molecule 1 (VCAM1), smooth muscle 22 (SM22), cyclooxygenase 2 (COX2), Bcl2, CD68 and miRNAs 21-5p, 125a-5p, 126-5p,146-5p, 155-5p, 424-5p. We found an “inflamed plaque” gene expression profile characterized by high Dll4 associated to medium/high CD68, COX2, VCAM1, Hes1, miR126-5p, miR146a-5p, miR155-5p, miR424-5p and low Jag1, SM22, Bcl2, Hey2, HeyL, miR125a-5p (2/9 patients) and a “stable plaque” profile characterized by high Jag1 associated to medium/high Hey2, HeyL, SM22, Bcl2, miR125a and low Dll4, CD68, COX2, VCAM1, miR126-5p, miR146a-5p, miR155-5p, miR424-5p (3/9 patients). The remaining patients (4/9) showed a plaque profile with intermediate characteristics. Conclusions This study reveals the existence of a gene signature associated to Notch activation by specific ligands that could be predictive of PAD progression. Electronic supplementary material The online version of this article (doi:10.1186/s12967-017-1199-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Giorgio Aquila
- Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - Cinzia Fortini
- Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - Antonio Pannuti
- Department of Genetics and Stanley Scott Cancer Center, Louisiana State University Health Sciences Center and Louisiana Cancer Research Consortium, New Orleans, LA, USA
| | - Serena Delbue
- Department of Biomedical, Surgical and Dental SciencesUniversity of Milan, Milan, Italy
| | - Micaela Pannella
- GoldyneSavad Institute of Gene Therapy, Hadassah-Hebrew University Medical Center, 91120, Jerusalem, Israel
| | | | - Cristiana Caliceti
- Department of Chemistry "G. Ciamician", University of Bologna, Bologna, Italy
| | - Fausto Castriota
- Maria Cecilia Hospital, GVM Care & Research, E.S. Health Science Foundation, Cotignola, Italy
| | - Monica de Mattei
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, Via Fossato di Mortara 64/B, 44121, Ferrara, Italy
| | - Alessia Ongaro
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, Via Fossato di Mortara 64/B, 44121, Ferrara, Italy
| | - Agnese Pellati
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, Via Fossato di Mortara 64/B, 44121, Ferrara, Italy
| | - Pasquale Ferrante
- Department of Biomedical, Surgical and Dental SciencesUniversity of Milan, Milan, Italy
| | - Lucio Miele
- Department of Genetics and Stanley Scott Cancer Center, Louisiana State University Health Sciences Center and Louisiana Cancer Research Consortium, New Orleans, LA, USA
| | - Luigi Tavazzi
- Maria Cecilia Hospital, GVM Care & Research, E.S. Health Science Foundation, Cotignola, Italy
| | - Roberto Ferrari
- Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - Paola Rizzo
- Department of Morphology, Surgery and Experimental Medicine, University of Ferrara, Via Fossato di Mortara 64/B, 44121, Ferrara, Italy.
| | - Alberto Cremonesi
- Maria Cecilia Hospital, GVM Care & Research, E.S. Health Science Foundation, Cotignola, Italy
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Oksala N, Seppälä I, Rahikainen R, Mäkelä KM, Raitoharju E, Illig T, Klopp N, Kholova I, Laaksonen R, Karhunen P, Hytönen V, Lehtimäki T. Synergistic Expression of Histone Deacetylase 9 and Matrix Metalloproteinase 12 in M4 Macrophages in Advanced Carotid Plaques. Eur J Vasc Endovasc Surg 2017; 53:632-640. [DOI: 10.1016/j.ejvs.2017.02.014] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2016] [Accepted: 02/09/2017] [Indexed: 01/16/2023]
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Ruparelia N, Chai JT, Fisher EA, Choudhury RP. Inflammatory processes in cardiovascular disease: a route to targeted therapies. Nat Rev Cardiol 2016; 14:133-144. [PMID: 27905474 DOI: 10.1038/nrcardio.2016.185] [Citation(s) in RCA: 311] [Impact Index Per Article: 38.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Inflammatory processes are firmly established as central to the development and complications of cardiovascular diseases. Elevated levels of inflammatory markers have been shown to be predictive of future cardiovascular events. The specific targeting of these processes in experimental models has been shown to attenuate myocardial and arterial injury, reduce disease progression, and promote healing. However, the translation of these observations and the demonstration of clear efficacy in clinical practice have been disappointing. A major limitation might be that tools currently used to measure 'inflammation' are insufficiently precise and do not provide information about disease site and activity, or discriminate between functionally important activation pathways. The challenge, therefore, is to make measures of inflammation that are more meaningful, and which can guide specific targeted therapies. In this Review, we consider the roles of inflammatory processes in the related pathologies of atherosclerosis and acute myocardial infarction, by providing an evaluation of the known and emerging inflammatory pathways. We highlight contemporary techniques to characterize and quantify inflammation, and consider how they might be used to guide specific treatments. Finally, we discuss emerging opportunities in the field, including their current limitations and challenges that are the focus of ongoing study.
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Affiliation(s)
- Neil Ruparelia
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Headley Way, Oxford, OX3 9DU, UK
| | - Joshua T Chai
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Headley Way, Oxford, OX3 9DU, UK.,Acute Vascular Imaging Centre, University of Oxford, John Radcliffe Hospital, Headley Way, Oxford, OX3 9DU, UK
| | - Edward A Fisher
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Headley Way, Oxford, OX3 9DU, UK.,The Center for the Prevention of Cardiovascular Disease and the Division of Cardiology, Department of Medicine, New York University School of Medicine, New York, New York 10016, USA
| | - Robin P Choudhury
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, John Radcliffe Hospital, University of Oxford, Headley Way, Oxford, OX3 9DU, UK.,Acute Vascular Imaging Centre, University of Oxford, John Radcliffe Hospital, Headley Way, Oxford, OX3 9DU, UK
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von Essen M, Rahikainen R, Oksala N, Raitoharju E, Seppälä I, Mennander A, Sioris T, Kholová I, Klopp N, Illig T, Karhunen PJ, Kähönen M, Lehtimäki T, Hytönen VP. Talin and vinculin are downregulated in atherosclerotic plaque; Tampere Vascular Study. Atherosclerosis 2016; 255:43-53. [PMID: 27816808 DOI: 10.1016/j.atherosclerosis.2016.10.031] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Revised: 10/12/2016] [Accepted: 10/14/2016] [Indexed: 11/17/2022]
Abstract
BACKGROUND AND AIMS Focal adhesions (FA) play an important role in the tissue remodeling and in the maintenance of tissue integrity and homeostasis. Talin and vinculin proteins are among the major constituents of FAs contributing to cellular well-being and intercellular communication. METHODS Microarray analysis (MA) and qRT-PCR low-density array were implemented to analyze talin-1, talin-2, meta-vinculin and vinculin gene expression in circulating blood and arterial plaque. RESULTS All analyzed genes were significantly and consistently downregulated in plaques (carotid, abdominal aortic and femoral regions) compared to left internal thoracic artery (LITA) control. The use of LITA samples as controls for arterial plaque samples was validated using immunohistochemistry by comparing LITA samples with healthy arterial samples from a cadaver. Even though the differences in expression levels between stable and unstable plaques were not statistically significant, we observed further negative tendency in the expression in unstable atherosclerotic plaques. The confocal tissue imaging revealed gradient of talin-1 expression in plaque with reduction close to the vessel lumen. Similar gradient was observed for talin-2 expression in LITA controls but was not detected in plaques. This suggests that impaired tissue mechanostability affects the tissue remodeling and healing capabilities leading to development of unstable plaques. CONCLUSIONS The central role of talin and vinculin in cell adhesions suggests that the disintegration of the tissue in atherosclerosis could be partially driven by downregulation of these genes, leading to loosening of cell-ECM interactions and remodeling of the tissue.
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Affiliation(s)
- Magdaléna von Essen
- BioMediTech, University of Tampere and Fimlab Laboratories, Tampere, Finland
| | - Rolle Rahikainen
- BioMediTech, University of Tampere and Fimlab Laboratories, Tampere, Finland
| | - Niku Oksala
- Dep. of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, Finland; Division of Vascular Surgery, Department of Surgery, Tampere University Hospital, Tampere, Finland
| | - Emma Raitoharju
- Dep. of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, Finland
| | - Ilkka Seppälä
- Dep. of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, Finland
| | - Ari Mennander
- Heart Center, Tampere University Hospital, Tampere, Finland
| | - Thanos Sioris
- Heart Center, Tampere University Hospital, Tampere, Finland
| | - Ivana Kholová
- Department of Pathology, Fimlab Laboratories, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, Finland
| | - Norman Klopp
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Thomas Illig
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany; Institute of Human Genetics, Hannover Medical School, Hannover, Germany; Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Pekka J Karhunen
- School of Medicine, University of Tampere and Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, Finland
| | - Terho Lehtimäki
- Dep. of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital and School of Medicine, University of Tampere, Tampere, Finland
| | - Vesa P Hytönen
- BioMediTech, University of Tampere and Fimlab Laboratories, Tampere, Finland.
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Tanaka M, Masuda S, Matsuo Y, Sasaki Y, Yamakage H, Muranaka K, Wada H, Hasegawa K, Tsukahara T, Shimatsu A, Satoh-Asahara N. Hyperglycemia and Inflammatory Property of Circulating Monocytes are Associated with Inflammatory Property of Carotid Plaques in Patients Undergoing Carotid Endarterectomy. J Atheroscler Thromb 2016; 23:1212-1221. [PMID: 27001002 PMCID: PMC5098921 DOI: 10.5551/jat.32680] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Aim: This study aims to determine the association between glucose metabolism and proinflammatory/anti-inflammatory properties of circulating monocytes or those of carotid plaques in patients who underwent carotid endarterectomy. Methods: Clinical characteristics and expression levels of proinflammatory/anti-inflammatory markers in circulating monocytes/carotid plaques were examined in 12 patients with diabetes and 12 patients without diabetes. Results: Circulating monocytes from patients with diabetes revealed higher tumor necrosis factor (TNF)-α and lower interleukin (IL)-10 expression levels compared with those from patients without diabetes, which was also observed in carotid plaques from patients with diabetes. Hyperglycemia revealed positive and negative correlations with the ratios of IL-6+ and IL-10+ cells in carotid plaques, respectively. Moreover, we determined a positive correlation between circulating monocytes and carotid plaques with respect to TNF-α and IL-6 expressions. Conclusions: The inflammatory property of circulating monocytes was associated with that of carotid plaques. Hyperglycemia increased inflammatory properties and decreased anti-inflammatory properties of carotid plaques.
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Affiliation(s)
- Masashi Tanaka
- Division of Diabetic Research, Clinical Research Institute, National Hospital Organization Kyoto Medical Center
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36
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Oksala N, Pärssinen J, Seppälä I, Klopp N, Illig T, Laaksonen R, Levula M, Raitoharju E, Kholova I, Sioris T, Kähönen M, Lehtimäki T, Hytönen VP. Kindlin 3 (FERMT3) is associated with unstable atherosclerotic plaques, anti-inflammatory type II macrophages and upregulation of beta-2 integrins in all major arterial beds. Atherosclerosis 2015; 242:145-54. [PMID: 26188538 DOI: 10.1016/j.atherosclerosis.2015.06.058] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2014] [Revised: 05/27/2015] [Accepted: 06/29/2015] [Indexed: 12/20/2022]
Abstract
BACKGROUND Kindlins (FERMT) are cytoplasmic proteins required for integrin (ITG) activation, leukocyte transmigration, platelet aggregation and thrombosis. Characterization of kindlins and their association with atherosclerotic plaques in human(s) is lacking. METHODS AND RESULTS Exploratory microarray (MA) was first performed followed by selective quantitative validation of robustly expressed genes with qRT-PCR low-density array (LDA). In LDA, ITGA1 (1.30-fold, p = 0.041) and ITGB3 (1.37-fold, p = 0.036) were upregulated in whole blood samples of patients with coronary artery disease (CAD) compared to healthy controls. In arterial plaques, both robustly expressed transcript variants of FERMT3 (MA: 5.90- and 3.4-fold; LDA: 3.99-fold, p < 0.0001 for all) and ITGB2 (MA: 4.81- and 4.92-fold; LDA: 5.29-fold, p < 0.0001 for all) were upregulated while FERMT2 was downregulated (MA: -1.61-fold; LDA: -2.88-fold, p < 0.0001 for both). The other integrins (ITGA1, ITGAV, ITGB3, ITGB5) were downregulated. All these results were replicated in at least one arterial bed. The latter FERMT3 transcript variant associated with unstable plaques (p = 0.0004). FERMT3 correlated with M2 macrophage markers and in hierarchical cluster analysis clustered with inflammatory and macrophage markers, while FERMT2 correlated with SMC-rich plaque markers and clustered with SMC markers. In confocal immunofluorescence analysis, FERMT3 protein colocalized with abundant CD68-positive cells of monocytic origin in the atherosclerotic plaques, while co-localization of FERMT3 with HHF35 indicative of smooth muscle cells was low. CONCLUSIONS Kindlin-3 (FERMT3) is upregulated in atherosclerotic, especially unstable plaques, mainly in cells of monocytic origin and of M2 type. Simultaneous upregulation of ITGB2 suggests a synergistic effect on leukocyte adherence and transmigration into the vessel wall.
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Affiliation(s)
- Niku Oksala
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland; School of Medicine, University of Tampere, Finland; Division of Vascular Surgery, Department of Surgery, Tampere University Hospital, Finland.
| | - Jenita Pärssinen
- BioMediTech, University of Tampere, Tampere, Finland and Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - Ilkka Seppälä
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - Norman Klopp
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum, German Research Center for Environmental Health, Munich, Germany; Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum, German Research Center for Environmental Health, Munich, Germany; Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Reijo Laaksonen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland; School of Medicine, University of Tampere, Finland
| | - Mari Levula
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - Emma Raitoharju
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - Ivana Kholova
- Pathology, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - Thanos Sioris
- Heart Center, Tampere University Hospital, Tampere, Finland
| | - Mika Kähönen
- School of Medicine, University of Tampere, Finland; Division of Vascular Surgery, Department of Surgery, Tampere University Hospital, Finland; Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland; School of Medicine, University of Tampere, Finland
| | - Vesa P Hytönen
- BioMediTech, University of Tampere, Tampere, Finland and Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
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Valencia-Morales MDP, Zaina S, Heyn H, Carmona FJ, Varol N, Sayols S, Condom E, Ramírez-Ruz J, Gomez A, Moran S, Lund G, Rodríguez-Ríos D, López-González G, Ramírez-Nava M, de la Rocha C, Sanchez-Flores A, Esteller M. The DNA methylation drift of the atherosclerotic aorta increases with lesion progression. BMC Med Genomics 2015; 8:7. [PMID: 25881171 PMCID: PMC4353677 DOI: 10.1186/s12920-015-0085-1] [Citation(s) in RCA: 72] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2014] [Accepted: 02/16/2015] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Atherosclerosis severity-independent alterations in DNA methylation, a reversible and highly regulated DNA modification, have been detected in aortic atheromas, thus supporting the hypothesis that epigenetic mechanisms participate in the pathogenesis of atherosclerosis. One yet unaddressed issue is whether the progression of atherosclerosis is associated with an increase in DNA methylation drift in the vascular tissue. The purpose of the study was to identify CpG methylation profiles that vary with the progression of atherosclerosis in the human aorta. METHODS We interrogated a set of donor-matched atherosclerotic and normal aortic samples ranging from histological grade III to VII, with a high-density (>450,000 CpG sites) DNA methylation microarray. RESULTS We detected a correlation between histological grade and intra-pair differential methylation for 1,985 autosomal CpGs, the vast majority of which drifted towards hypermethylation with lesion progression. The identified CpG loci map to genes that are regulated by known critical transcription factors involved in atherosclerosis and participate in inflammatory and immune responses. Functional relevance was corroborated by crossing the DNA methylation profiles with expression data obtained in the same human aorta sample set, by a transcriptome-wide analysis of murine atherosclerotic aortas and from available public databases. CONCLUSIONS Our work identifies for the first time atherosclerosis progression-specific DNA methylation profiles in the vascular tissue. These findings provide potential novel markers of lesion severity and targets to counteract the progression of the atheroma.
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Affiliation(s)
| | - Silvio Zaina
- Department of Medical Sciences, Division of Health Sciences, León Campus, University of Guanajuato, 20 de Enero no. 929, 37320, León, Guanajuato, Mexico. .,Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - Holger Heyn
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - F Javier Carmona
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - Nuray Varol
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - Sergi Sayols
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - Enric Condom
- Department of Pathology, Bellvitge University Hospital, Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain. .,Department of Pathology and Experimental Therapeutics, University of Barcelona, Barcelona, Catalonia, Spain.
| | - José Ramírez-Ruz
- Department of Anatomic Pathology, Hospital Clinic, University of Barcelona, Barcelona, Catalonia, Spain.
| | - Antonio Gomez
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - Sebastian Moran
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain.
| | - Gertrud Lund
- Department of Genetic Engineering, CINVESTAV, Irapuato, Guanajuato, Mexico.
| | | | - Gladys López-González
- Bachelor's Degree in Nutrition Programme, Division of Health Sciences, León Campus, University of Guanajuato, León, Guanajuato, Mexico.
| | - Magda Ramírez-Nava
- Bachelor's Degree in Nutrition Programme, Division of Health Sciences, León Campus, University of Guanajuato, León, Guanajuato, Mexico.
| | - Carmen de la Rocha
- Department of Genetic Engineering, CINVESTAV, Irapuato, Guanajuato, Mexico.
| | - Alejandro Sanchez-Flores
- University DNA Massive Sequencing Unit, Institute of Biotechnology, UNAM, Cuernavaca, Morelos, Mexico.
| | - Manel Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Av. Gran Vía s/n km. 2.7, 08907 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain. .,Department of Physiological Sciences II, School of Medicine, University of Barcelona, Barcelona, Catalonia, Spain. .,Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010, Barcelona, Catalonia, Spain.
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38
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Ramsey SA, Vengrenyuk Y, Menon P, Podolsky I, Feig JE, Aderem A, Fisher EA, Gold ES. Epigenome-guided analysis of the transcriptome of plaque macrophages during atherosclerosis regression reveals activation of the Wnt signaling pathway. PLoS Genet 2014; 10:e1004828. [PMID: 25474352 PMCID: PMC4256277 DOI: 10.1371/journal.pgen.1004828] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2014] [Accepted: 10/15/2014] [Indexed: 11/19/2022] Open
Abstract
We report the first systems biology investigation of regulators controlling arterial plaque macrophage transcriptional changes in response to lipid lowering in vivo in two distinct mouse models of atherosclerosis regression. Transcriptome measurements from plaque macrophages from the Reversa mouse were integrated with measurements from an aortic transplant-based mouse model of plaque regression. Functional relevance of the genes detected as differentially expressed in plaque macrophages in response to lipid lowering in vivo was assessed through analysis of gene functional annotations, overlap with in vitro foam cell studies, and overlap of associated eQTLs with human atherosclerosis/CAD risk SNPs. To identify transcription factors that control plaque macrophage responses to lipid lowering in vivo, we used an integrative strategy – leveraging macrophage epigenomic measurements – to detect enrichment of transcription factor binding sites upstream of genes that are differentially expressed in plaque macrophages during regression. The integrated analysis uncovered eight transcription factor binding site elements that were statistically overrepresented within the 5′ regulatory regions of genes that were upregulated in plaque macrophages in the Reversa model under maximal regression conditions and within the 5′ regulatory regions of genes that were upregulated in the aortic transplant model during regression. Of these, the TCF/LEF binding site was present in promoters of upregulated genes related to cell motility, suggesting that the canonical Wnt signaling pathway may be activated in plaque macrophages during regression. We validated this network-based prediction by demonstrating that β-catenin expression is higher in regressing (vs. control group) plaques in both regression models, and we further demonstrated that stimulation of canonical Wnt signaling increases macrophage migration in vitro. These results suggest involvement of canonical Wnt signaling in macrophage emigration from the plaque during lipid lowering-induced regression, and they illustrate the discovery potential of an epigenome-guided, systems approach to understanding atherosclerosis regression. Atherosclerosis, a progressive accumulation of lipid-rich plaque within arteries, is an inflammatory disease in which the response of macrophages (a key cell type of the innate immune system) to plasma lipoproteins plays a central role. In humans, the goal of significantly reducing already-established plaque through drug treatments, including statins, remains elusive. In mice, atherosclerosis can be reversed by experimental manipulations that lower circulating lipid levels. A common feature of many regression models is that macrophages transition to a less inflammatory state and emigrate from the plaque. While the molecular regulators that control these responses are largely unknown, we hypothesized that by integrating global measurements of macrophage gene expression in regressing plaques with measurements of the macrophage chromatin landscape, we could identify key molecules that control macrophage responses to the lowering of circulating lipid levels. Our systems biology analysis of plaque macrophages yielded a network in which the Wnt signaling pathway emerged as a candidate upstream regulator. Wnt signaling is known to affect both inflammation and the ability of macrophages to migrate from one location to another, and our targeted validation studies provide evidence that Wnt signaling is increased in plaque macrophages during regression. Our findings both demonstrate the power of a systems approach to uncover candidate regulators of regression and to identify a potential new therapeutic target.
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MESH Headings
- Animals
- Cells, Cultured
- Epigenesis, Genetic/drug effects
- Epigenesis, Genetic/physiology
- Female
- Gene Expression Profiling
- Genome/drug effects
- Hypolipidemic Agents/pharmacology
- Hypolipidemic Agents/therapeutic use
- Macrophages/drug effects
- Macrophages/metabolism
- Macrophages/pathology
- Mice
- Mice, Inbred C57BL
- Mice, Knockout
- Microarray Analysis
- Plaque, Atherosclerotic/drug therapy
- Plaque, Atherosclerotic/genetics
- Plaque, Atherosclerotic/metabolism
- Plaque, Atherosclerotic/pathology
- Receptors, LDL/genetics
- Remission Induction
- Transcriptome/drug effects
- Wnt Signaling Pathway/drug effects
- Wnt Signaling Pathway/genetics
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Affiliation(s)
- Stephen A. Ramsey
- Department of Biomedical Sciences and School of Electrical Engineering and Computer Science, Oregon State University, Corvallis, Oregon, United States of America
| | - Yuliya Vengrenyuk
- Division of Cardiology, School of Medicine, New York University, New York, New York, United States of America
| | - Prashanthi Menon
- Division of Cardiology, School of Medicine, New York University, New York, New York, United States of America
| | - Irina Podolsky
- Seattle Biomedical Research Institute, Seattle, Washington, United States of America
| | - Jonathan E. Feig
- Division of Cardiology, School of Medicine, New York University, New York, New York, United States of America
| | - Alan Aderem
- Seattle Biomedical Research Institute, Seattle, Washington, United States of America
| | - Edward A. Fisher
- Division of Cardiology, School of Medicine, New York University, New York, New York, United States of America
- * E-mail: (EAF); (ESG)
| | - Elizabeth S. Gold
- Seattle Biomedical Research Institute, Seattle, Washington, United States of America
- * E-mail: (EAF); (ESG)
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39
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Traini M, Quinn CM, Sandoval C, Johansson E, Schroder K, Kockx M, Meikle PJ, Jessup W, Kritharides L. Sphingomyelin phosphodiesterase acid-like 3A (SMPDL3A) is a novel nucleotide phosphodiesterase regulated by cholesterol in human macrophages. J Biol Chem 2014; 289:32895-913. [PMID: 25288789 DOI: 10.1074/jbc.m114.612341] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Cholesterol-loaded foam cell macrophages are prominent in atherosclerotic lesions and play complex roles in both inflammatory signaling and lipid metabolism, which are underpinned by large scale reprogramming of gene expression. We performed a microarray study of primary human macrophages that showed that transcription of the sphingomyelin phosphodiesterase acid-like 3A (SMPDL3A) gene is up-regulated after cholesterol loading. SMPDL3A protein expression in and secretion from primary macrophages are stimulated by cholesterol loading, liver X receptor ligands, and cyclic AMP, and N-glycosylated SMPDL3A protein is detectable in circulating blood. We demonstrate for the first time that SMPDL3A is a functional phosphodiesterase with an acidic pH optimum. We provide evidence that SMPDL3A is not an acid sphingomyelinase but unexpectedly is active against nucleotide diphosphate and triphosphate substrates at acidic and neutral pH. SMPDL3A is a major source of nucleotide phosphodiesterase activity secreted by liver X receptor-stimulated human macrophages. Extracellular nucleotides such as ATP may activate pro-inflammatory responses in immune cells. Increased expression and secretion of SMPDL3A by cholesterol-loaded macrophage foam cells in lesions may decrease local concentrations of pro-inflammatory nucleotides and potentially represent a novel anti-inflammatory axis linking lipid metabolism with purinergic signaling in atherosclerosis.
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Affiliation(s)
- Mathew Traini
- From the Atherosclerosis Laboratory, ANZAC Research Institute, University of Sydney, Sydney, New South Wales 2139,
| | - Carmel M Quinn
- the Centre for Vascular Research, University of New South Wales, Sydney, New South Wales 2052
| | - Cecilia Sandoval
- the Centre for Vascular Research, University of New South Wales, Sydney, New South Wales 2052
| | - Erik Johansson
- From the Atherosclerosis Laboratory, ANZAC Research Institute, University of Sydney, Sydney, New South Wales 2139
| | - Kate Schroder
- the Institute for Molecular Bioscience, University of Queensland, Queensland 4072
| | - Maaike Kockx
- From the Atherosclerosis Laboratory, ANZAC Research Institute, University of Sydney, Sydney, New South Wales 2139
| | - Peter J Meikle
- the Baker IDI Heart and Diabetes Institute, Melbourne, Victoria 3004, and
| | - Wendy Jessup
- From the Atherosclerosis Laboratory, ANZAC Research Institute, University of Sydney, Sydney, New South Wales 2139
| | - Leonard Kritharides
- From the Atherosclerosis Laboratory, ANZAC Research Institute, University of Sydney, Sydney, New South Wales 2139, the Department of Cardiology, Concord Repatriation General Hospital, Concord, New South Wales 2139, Australia
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40
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Pfalzer AC, Choi SW, Tammen SA, Park LK, Bottiglieri T, Parnell LD, Lamon-Fava S. S-adenosylmethionine mediates inhibition of inflammatory response and changes in DNA methylation in human macrophages. Physiol Genomics 2014; 46:617-23. [PMID: 25180283 DOI: 10.1152/physiolgenomics.00056.2014] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
S-adenosylmethionine (SAM), the unique methyl donor in DNA methylation, has been shown to lower lipopolysaccharide (LPS)-induced expression of the proinflammatory cytokine TNF-α and increase the expression of the anti-inflammatory cytokine IL-10 in macrophages. The aim of this study was to assess whether epigenetic mechanisms mediate the anti-inflammatory effects of SAM. Human monocytic THP1 cells were differentiated into macrophages and treated with 0, 500, or 1,000 μmol/l SAM for 24 h, followed by stimulation with LPS. TNFα and IL-10 expression levels were measured by real-time PCR, cellular concentrations of SAM and S-adenosylhomocysteine (SAH), a metabolite of SAM, were measured by liquid chromatography-tandem mass spectrometry (LC-MS/MS), and DNA methylation was measured with LC-MS/MS and microarrays. Relative to control (0 μmol/l SAM), treatment with 500 μmol/l SAM caused a significant decrease in TNF-α expression (-45%, P < 0.05) and increase in IL-10 expression (+77%, P < 0.05). Treatment with 1,000 μmol/l SAM yielded no significant additional benefits. Relative to control, 500 μmol/l SAM increased cellular SAM concentrations twofold without changes in SAH, and 1,000 μmol/l SAM increased cellular SAM sixfold and SAH fourfold. Global DNA methylation increased 7% with 500 μmol/l SAM compared with control. Following treatment with 500 μmol/l SAM, DNA methylation microarray analysis identified 765 differentially methylated regions associated with 918 genes. Pathway analysis of these genes identified a biological network associated with cardiovascular disease, including a subset of genes that were differentially hypomethylated and whose expression levels were altered by SAM. Our data indicate that SAM modulates the expression of inflammatory genes in association with changes in specific gene promoter DNA methylation.
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Affiliation(s)
- Anna C Pfalzer
- Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, Massachusetts; and Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, and
| | - Sang-Woon Choi
- Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, Massachusetts; and Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, and
| | - Stephanie A Tammen
- Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, Massachusetts; and Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, and
| | - Lara K Park
- Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, Massachusetts; and Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, and
| | | | - Laurence D Parnell
- Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, Massachusetts; and
| | - Stefania Lamon-Fava
- Jean Mayer USDA Human Nutrition Research Center on Aging at Tufts University, Boston, Massachusetts; and Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, and
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41
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Zhang X, Gierman HJ, Levy D, Plump A, Dobrin R, Goring HHH, Curran JE, Johnson MP, Blangero J, Kim SK, O’Donnell CJ, Emilsson V, Johnson AD. Synthesis of 53 tissue and cell line expression QTL datasets reveals master eQTLs. BMC Genomics 2014; 15:532. [PMID: 24973796 PMCID: PMC4102726 DOI: 10.1186/1471-2164-15-532] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2013] [Accepted: 06/18/2014] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Gene expression genetic studies in human tissues and cells identify cis- and trans-acting expression quantitative trait loci (eQTLs). These eQTLs provide insights into regulatory mechanisms underlying disease risk. However, few studies systematically characterized eQTL results across cell and tissues types. We synthesized eQTL results from >50 datasets, including new primary data from human brain, peripheral plaque and kidney samples, in order to discover features of human eQTLs. RESULTS We find a substantial number of robust cis-eQTLs and far fewer trans-eQTLs consistent across tissues. Analysis of 45 full human GWAS scans indicates eQTLs are enriched overall, and above nSNPs, among positive statistical signals in genetic mapping studies, and account for a significant fraction of the strongest human trait effects. Expression QTLs are enriched for gene centricity, higher population allele frequencies, in housekeeping genes, and for coincidence with regulatory features, though there is little evidence of 5' or 3' positional bias. Several regulatory categories are not enriched including microRNAs and their predicted binding sites and long, intergenic non-coding RNAs. Among the most tissue-ubiquitous cis-eQTLs, there is enrichment for genes involved in xenobiotic metabolism and mitochondrial function, suggesting these eQTLs may have adaptive origins. Several strong eQTLs (CDK5RAP2, NBPFs) coincide with regions of reported human lineage selection. The intersection of new kidney and plaque eQTLs with related GWAS suggest possible gene prioritization. For example, butyrophilins are now linked to arterial pathogenesis via multiple genetic and expression studies. Expression QTL and GWAS results are made available as a community resource through the NHLBI GRASP database [http://apps.nhlbi.nih.gov/grasp/]. CONCLUSIONS Expression QTLs inform the interpretation of human trait variability, and may account for a greater fraction of phenotypic variability than protein-coding variants. The synthesis of available tissue eQTL data highlights many strong cis-eQTLs that may have important biologic roles and could serve as positive controls in future studies. Our results indicate some strong tissue-ubiquitous eQTLs may have adaptive origins in humans. Efforts to expand the genetic, splicing and tissue coverage of known eQTLs will provide further insights into human gene regulation.
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Affiliation(s)
- Xiaoling Zhang
- />Division of Intramural Research, National Heart, Lung and Blood Institute, Cardiovascular Epidemiology and Human Genomics Branch, The Framingham Heart Study, 73 Mt. Wayte Ave., Suite #2, Framingham, MA USA
| | - Hinco J Gierman
- />Department of Developmental Biology, Stanford University School of Medicine, Stanford, CA 94305 USA
| | - Daniel Levy
- />Division of Intramural Research, National Heart, Lung and Blood Institute, Cardiovascular Epidemiology and Human Genomics Branch, The Framingham Heart Study, 73 Mt. Wayte Ave., Suite #2, Framingham, MA USA
| | - Andrew Plump
- />Sanofi Aventis Pharmaceuticals, Bridgewater, NJ 08807 USA
| | - Radu Dobrin
- />Johnson & Johnson Pharmaceutical Research and Development, Radnor, PA 19477 USA
| | - Harald HH Goring
- />Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78227 USA
| | - Joanne E Curran
- />Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78227 USA
| | - Matthew P Johnson
- />Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78227 USA
| | - John Blangero
- />Department of Genetics, Texas Biomedical Research Institute, San Antonio, TX 78227 USA
| | - Stuart K Kim
- />Department of Developmental Biology, Stanford University School of Medicine, Stanford, CA 94305 USA
| | - Christopher J O’Donnell
- />Division of Intramural Research, National Heart, Lung and Blood Institute, Cardiovascular Epidemiology and Human Genomics Branch, The Framingham Heart Study, 73 Mt. Wayte Ave., Suite #2, Framingham, MA USA
- />Division of Cardiology, Massachusetts General Hospital, Boston, MA 02114 USA
| | | | - Andrew D Johnson
- />Division of Intramural Research, National Heart, Lung and Blood Institute, Cardiovascular Epidemiology and Human Genomics Branch, The Framingham Heart Study, 73 Mt. Wayte Ave., Suite #2, Framingham, MA USA
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42
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Oksala N, Pärssinen J, Seppälä I, Raitoharju E, Ivana K, Hernesniemi J, Lyytikäinen LP, Levula M, Mäkelä KM, Sioris T, Kähönen M, Laaksonen R, Hytönen V, Lehtimäki T. Association of Neuroimmune Guidance Cue Netrin-1 and Its Chemorepulsive Receptor UNC5B With Atherosclerotic Plaque Expression Signatures and Stability in Human(s). ACTA ACUST UNITED AC 2013; 6:579-87. [DOI: 10.1161/circgenetics.113.000141] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Background—
Macrophage (MΦ) infiltration and smooth muscle cell (SMC) proliferation are hallmarks of atherosclerosis and unstable plaques. Neuroimmune guidance cue 1 (netrin-1 [NTN1]) plays a critical role controlling MΦ trafficking and SMC activation. Characterization of expression of NTN1 and its receptors and their association with plaque stability in human(s) is lacking.
Methods and Results—
The expression of NTN1 and its receptors did not differ in either whole blood or circulating monocytes from patients with coronary artery disease (n=55) compared with healthy controls (n=45). However, NTN1 was downregulated (−2.9-fold;
P
<0.0001) and UNC5B upregulated (2.2-fold;
P
<0.0001) in atherosclerotic plaques (n=68), whereas there were no differences in other NTN1 receptors compared with histologically normal controls (n=28). Increased UNC5B expression is associated with histologically more stable plaques (
P
=0.011). NTN1 expression correlated positively with SMC markers and signatures and negatively with inflammatory markers and M1 and especially M2 signatures in the atherosclerotic plaques. UNC5B clustering correlated positively with inflammatory and MΦ markers. NTN1 protein colocalized with CD68-positive cells of monocytic origin and muscle-actin-specific-antibody (HHF3)-positive cells indicative of SMCs in the plaques and only with SMCs in the control samples. NTN1 protein was highly expressed in the intimal layer of the control vessels.
Conclusions—
Present findings provide support for the hypothesis that dysregulation of expression of NTN1 in SMCs and its chemorepulsive receptor UNC5B in macrophages are involved in the development of atherosclerosis and unstable plaques.
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Affiliation(s)
- Niku Oksala
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Jenita Pärssinen
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Ilkka Seppälä
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Emma Raitoharju
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Kholova Ivana
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Jussi Hernesniemi
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Leo-Pekka Lyytikäinen
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Mari Levula
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Kari-Matti Mäkelä
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Thanos Sioris
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Mika Kähönen
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Reijo Laaksonen
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Vesa Hytönen
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Terho Lehtimäki
- From the Department of Clinical Chemistry (N.O., I.S., E.R., J.H., L.-P.L., M.L., K.-M.M., R.L., T.L.), Institute of Biomedical Technology and BioMediTech (J.P., V.H.), and Department of Pathology (K.I.), Fimlab Laboratories, University of Tampere and Tampere University Hospital, Tampere, Finland; and Division of Vascular Surgery, Department of Surgery (N.O.) and Heart Center (T.S.), and Department of Clinical Physiology (M.K.), Tampere University Hospital, University of Tampere, Tampere, Finland
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Easton R, Gille A, D'Andrea D, Davis R, Wright SD, Shear C. A multiple ascending dose study of CSL112, an infused formulation of ApoA-I. J Clin Pharmacol 2013; 54:301-10. [DOI: 10.1002/jcph.194] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2013] [Accepted: 09/03/2013] [Indexed: 11/07/2022]
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Rocchiccioli S, Pelosi G, Rosini S, Marconi M, Viglione F, Citti L, Ferrari M, Trivella MG, Cecchettini A. Secreted proteins from carotid endarterectomy: an untargeted approach to disclose molecular clues of plaque progression. J Transl Med 2013; 11:260. [PMID: 24131807 PMCID: PMC3853772 DOI: 10.1186/1479-5876-11-260] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2013] [Accepted: 09/18/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Atherosclerosis is the main cause of morbidity and mortality in Western countries and carotid plaque rupture is associated to acute events and responsible of 15-20% of all ischemic strokes. Several proteomics approaches have been up to now used to elucidate the molecular mechanisms involved in plaque formation as well as to identify markers of pathology severity for early diagnosis or target of therapy. The aim of this study was to characterize the plaque secretome. The advantage of this approach is that secretome mimics the in vivo condition and implies a reduced complexity compared to the whole tissue proteomics allowing the detection of under-represented potential biomarkers. METHODS Secretomes from carotid endarterectomy specimens of 14 patients were analyzed by a liquid chromatography approach coupled with label free mass spectrometry. Differential expression of proteins released from plaques and from their downstream distal side segments were evaluated in each specimen. Results were validated by Western blot analysis and ELISA assays. Histology and immunohistochemistry were performed to characterize plaques and to localise the molecular factors highlighted by proteomics. RESULTS A total of 463 proteins were identified and 31 proteins resulted differentially secreted from plaques and corresponding downstream segments. A clear-cut distinction in the distribution of cellular- and extracellular-derived proteins, evidently related to the higher cellularity of distal side segments, was observed along the longitudinal axis of carotid endarterectomy samples. The expressions of thrombospondin-1, vitamin D binding protein, and vinculin, as examples of extracellular and intracellular proteins, were immunohistologically compared between adjacent segments and validated by antibody assays. ELISA assays of plasma samples from 34 patients and 10 healthy volunteers confirmed a significantly higher concentration of thrombospondin-1 and vitamin D binding protein in atherosclerotic subjects. CONCLUSIONS Taking advantage of the optimized workflow, a detailed protein profile related to carotid plaque secretome has been produced which may assist and improve biomarker discovery of molecular factors in blood. Distinctive signatures of proteins secreted by adjacent segments of carotid plaques were evidenced and they may help discriminating markers of plaque complication from those of plaque growth.
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Affiliation(s)
- Silvia Rocchiccioli
- National Research Council, Institute of Clinical Physiology, Via Moruzzi, Pisa, Italy.
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Diditchenko S, Gille A, Pragst I, Stadler D, Waelchli M, Hamilton R, Leis A, Wright SD. Novel Formulation of a Reconstituted High-Density Lipoprotein (CSL112) Dramatically Enhances ABCA1-Dependent Cholesterol Efflux. Arterioscler Thromb Vasc Biol 2013; 33:2202-11. [DOI: 10.1161/atvbaha.113.301981] [Citation(s) in RCA: 96] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Affiliation(s)
- Svetlana Diditchenko
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Andreas Gille
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Ingo Pragst
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Dominik Stadler
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Marcel Waelchli
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Ross Hamilton
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Andrew Leis
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
| | - Samuel D. Wright
- From the CSL Behring AG, Berne, Switzerland (S.D., D.S., M.W.); CSL Limited, Parkville, Australia (A.G., R.H.); CSL Behring GmbH, Marburg, Germany (I.P.); AAHL Biosecurity Microscopy Facility, Geelong, Australia (A.L.); and CSL Behring, King of Prussia, PA (S.D.W.)
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Vinson A, Mitchell AD, Toffey D, Silver J, Raboin MJ. Sex-specific heritability of spontaneous lipid levels in an extended pedigree of Indian-origin rhesus macaques (Macaca mulatta). PLoS One 2013; 8:e72241. [PMID: 23951301 PMCID: PMC3738547 DOI: 10.1371/journal.pone.0072241] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2013] [Accepted: 07/11/2013] [Indexed: 11/19/2022] Open
Abstract
The rhesus macaque is an important model for human atherosclerosis but genetic determinants of relevant phenotypes have not yet been investigated in this species. Because lipid levels are well-established and heritable risk factors for human atherosclerosis, our goal was to assess the heritability of lipoprotein cholesterol and triglyceride levels in a single, extended pedigree of 1,289 Indian-origin rhesus macaques. Additionally, because increasing evidence supports sex differences in the genetic architecture of lipid levels and lipid metabolism in humans and macaques, we also explored sex-specific heritability for all lipid measures investigated in this study. Using standard methods, we measured lipoprotein cholesterol and triglyceride levels from fasted plasma in a sample of 193 pedigreed rhesus macaques selected for membership in large, paternal half-sib cohorts, and maintained on a low-fat, low cholesterol chow diet. Employing a variance components approach, we found moderate heritability for total cholesterol (h2=0.257, P=0.032), LDL cholesterol (h2=0.252, P=0.030), and triglyceride levels (h2=0.197, P=0.034) in the full sample. However, stratification by sex (N=68 males, N=125 females) revealed substantial sex-specific heritability for total cholesterol (0.644, P=0.004, females only), HDL cholesterol (0.843, P=0.0008, females only), VLDL cholesterol (0.482, P=0.018, males only), and triglyceride levels (0.705, P=0.001, males only) that was obscured or absent when sexes were combined in the full sample. We conclude that genes contribute to spontaneous variation in circulating lipid levels in the Indian-origin rhesus macaque in a sex-specific manner, and that the rhesus macaque is likely to be a valuable model for sex-specific genetic effects on lipid risk factors for human atherosclerosis. These findings are a first-ever report of heritability for cholesterol levels in this species, and support the need for expanded analysis of these traits in this population.
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Affiliation(s)
- Amanda Vinson
- Oregon National Primate Research Center, Beaverton, Oregon, United States of America.
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Sternberg Z, Ghanim H, Gillotti KM, Tario JD, Munschauer F, Curl R, Noor S, Yu J, Ambrus JL, Wallace P, Dandona P. Flow cytometry and gene expression profiling of immune cells of the carotid plaque and peripheral blood. Atherosclerosis 2013; 229:338-47. [PMID: 23880185 DOI: 10.1016/j.atherosclerosis.2013.04.035] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2013] [Revised: 04/08/2013] [Accepted: 04/26/2013] [Indexed: 10/26/2022]
Abstract
OBJECTIVES The relative contribution of the local vs. peripheral inflammation to the atherothrombotic processes is unknown. We compared the inflammatory status of the immune cells of the carotid plaque with similar cells in peripheral circulation of patients with advanced carotid disease (PCDs). METHODS Mononuclear cells (MNCs) were extracted from carotid endarterectomy (CEA) samples by enzymatic digestion and subsequent magnetic cell sorting. The cell surface antigenic expressions, and mRNA expression levels were compared between CEA MNCs and peripheral MNCs, using flow cytometry and RT-PCR techniques. RESULTS The percentages of resting MNCs were lower, and activated MNCs, particularly monocytes, were higher in the CEAMNCs, as compared to the peripheral MNCs. The percentages of activated T cells and B cells were higher in the peripheral MNCs of PCDs, than in healthy controls (HCs), but the percentages of activated monocytes did not differ between the two groups. The expression levels of both pro-inflammatory/pro-thrombotic (P(38), JNKB-1, Egr-1 PAI-1, MCP-1, TF, MMP-9, HMGB-1, TNF-α, mTOR) and anti-inflammatory (PPAR-γ, TGF-β) mediators were significantly higher in the CEA MNCs as compared to the peripheral MNCs. Furthermore, MMP-9 and PPAR-γ expression levels were higher in the peripheral MNCs of PCDs than HCs. CONCLUSION The inflammatory status is higher in the immune cells of the carotid plaque, as compared to those cells in the peripheral blood. The altered expression levels of both pro-inflammatory/pro-thrombotic and anti-inflammatory mediators in the milieu of the plaque suggest that the balance between these various mediators may play a key role in carotid disease progression.
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Lee K, Santibanez-Koref M, Polvikoski T, Birchall D, Mendelow AD, Keavney B. Increased expression of fatty acid binding protein 4 and leptin in resident macrophages characterises atherosclerotic plaque rupture. Atherosclerosis 2012; 226:74-81. [PMID: 23122912 PMCID: PMC3566542 DOI: 10.1016/j.atherosclerosis.2012.09.037] [Citation(s) in RCA: 62] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2012] [Revised: 09/23/2012] [Accepted: 09/25/2012] [Indexed: 12/20/2022]
Abstract
OBJECTIVE Resident macrophages play an important role in atheromatous plaque rupture. The macrophage gene expression signature associated with plaque rupture is incompletely defined due to the complex cellular heterogeneity in the plaque. We aimed to characterise differential gene expression in resident plaque macrophages from ruptured and stable human atheromatous lesions. METHODS AND RESULTS We performed genome-wide expression analyses of isolated macrophage-rich regions of stable and ruptured human atherosclerotic plaques. Plaques present in carotid endarterectomy specimens were designated as stable or ruptured using clinical, radiological and histopathological criteria. Macrophage-rich regions were excised from 5 ruptured and 6 stable plaques by laser micro-dissection. Transcriptional profiling was performed using Affymetrix microarrays. The profiles were characteristic of activated macrophages. At a false discovery rate of 10%, 914 genes were differentially expressed between stable and ruptured plaques. The findings were confirmed in fourteen further stable and ruptured samples for a subset of eleven genes with the highest expression differences (p < 0.05). Pathway analysis revealed that components of the PPAR/Adipocytokine signaling pathway were the most significantly upregulated in ruptured compared to stable plaques (p = 5.4 × 10(-7)). Two key components of the pathway, fatty-acid binding-protein 4 (FABP4) and leptin, showed nine-fold (p = 0.0086) and five-fold (p = 0.0012) greater expression respectively in macrophages from ruptured plaques. CONCLUSIONS We found differences in gene expression signatures between macrophages isolated from stable and ruptured human atheromatous plaques. Our findings indicate the involvement of FABP4 and leptin in the progression of atherosclerosis and plaque rupture, and suggest that down-regulation of PPAR/adipocytokine signaling within plaques may have therapeutic potential.
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Affiliation(s)
- K Lee
- Institute of Genetic Medicine, International Centre for Life, Newcastle University, NE1 3BZ Newcastle-upon-Tyne, UK.
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Laguna JC, Alegret M. Regulation of gene expression in atherosclerosis: insights from microarray studies in monocytes/macrophages. Pharmacogenomics 2012; 13:477-95. [PMID: 22380002 DOI: 10.2217/pgs.12.9] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Atherosclerosis is a pathological phenomenon in which the walls of large arteries thicken and lose elasticity as a result of the growth of atheromatous lesions. It is a complex, multifactorial disease that involves several cell types and various pathobiological processes. Its genetic basis has not yet been deciphered, but it is related to complex multigene patterns influenced by environmental interactions. In this review, we focus specifically on the application of microarrays to atherosclerosis research using monocytes and monocyte-derived macrophages, as these are key cells in all phases of atherosclerosis, from the formation of foam cells to the destabilization and rupture of the atherosclerotic plaque. These studies have provided relevant information on genes involved in atherosclerosis development, contributing to our understanding of the molecular mechanisms that underlie this complex disease.
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Affiliation(s)
- Juan C Laguna
- Pharmacology Department, Faculty of Pharmacy & Institute of Biomedicine (IBUB), University of Barcelona, Spain
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Wang IM, Stone DJ, Nickle D, Loboda A, Puig O, Roberts C. Systems biology approach for new target and biomarker identification. Curr Top Microbiol Immunol 2012; 363:169-99. [PMID: 22903568 DOI: 10.1007/82_2012_252] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
The pharmaceutical industry is spending increasingly large amounts of money on the discovery and development of novel medicines, but this investment is not adequately paying off in an increased rate of newly approved drugs by the FDA. The post-genomic era has provided a wealth of novel approaches for generating large, high-dimensional genetic and transcriptomic data sets from large cohorts of preclinical species as well as normal and diseased individuals. This systems biology approach to understanding disease-related biology is revolutionizing our understanding of the cellular pathways and gene networks underlying the onset of disease, and the mechanisms of pharmacological treatments that ameliorate disease phenotypes. In this article, we review a number of approaches being used by pharmaceutical and biotechnology companies, e.g., high-throughput DNA genotyping, sequencing, and genome-wide gene expression profiling, to enable drug discovery and development through the identification of new drug targets and biomarkers of disease progression, drug pharmacodynamics, and predictive markers for selecting the patients most likely to respond to therapy.
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Affiliation(s)
- I-Ming Wang
- Informatics and Analysis, Merck Research Laboratory, West Point, PA 19486, USA.
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