1
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Zeng G, Jin YZ, Huang Y, Hu JS, Li MF, Tian M, Lu J, Huang R. Transcriptomic Analysis of Type 2 Diabetes Mellitus Combined with Lower Extremity Atherosclerotic Occlusive Disease. Diabetes Metab Syndr Obes 2024; 17:997-1011. [PMID: 38435631 PMCID: PMC10909374 DOI: 10.2147/dmso.s432698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 02/02/2024] [Indexed: 03/05/2024] Open
Abstract
Background The pathological damage mechanism of type 2 diabetes (T2D) and macroangiopathy is extremely complex, and T2D and arteriosclerosis obliterans have different biological behaviors and clinical features. To explore the mechanism of lower extremity arteriosclerosis occlusion (LEAOD) in T2D patients, we utilized RNA-seq to identify unique gene expression signatures of T2D and LEAOD through transcriptomic analysis. Methods We obtained blood samples and performed RNA sequencing from four patients with T2D, five of whom had LEAOD. Another six age- and gender-matched blood samples from healthy volunteers were used for control. By exploring the general and specific differential expression analysis after transcriptome sequencing, specific gene expression patterns of T2D and LEAOD were verified. Results Transcriptome analysis found differentially expressed genes in T2D, and T2D + LEAOD (vs normal) separately, of which 35/486 (T2D/T2D + LEAOD) were up-regulated and 1290/2970 (T2D/T2D + LEAOD) were down-regulated. A strong overlap of 571 genes across T2D, LEAOD, and coexisting conditions was mainly involved in extracellular exosomes and the transcription process. By exploring the sex difference gene expression features between T2D, T2D + LEAOD, and healthy controls, we noticed that sex chromosome-associated genes do not participate in the sexual dimorphism gene expression profiles of T2D and LEAOD. Protein-Protein Interaction Network analysis and drug target prediction provided the drug candidates to treat T2D and LEAOD. Conclusion This study provides some evidence at the transcript level to uncover the association of T2D with LEAOD. The screened hub genes and predicted target drugs may be therapeutic targets.
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Affiliation(s)
- Guang Zeng
- Department of General Surgery, Putuo Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200062, People’s Republic of China
| | - Yong-Zhi Jin
- Department of General Surgery, Putuo Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200062, People’s Republic of China
| | - Yi Huang
- Department of General Surgery, Putuo Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200062, People’s Republic of China
| | - Jun-Sheng Hu
- Department of General Surgery, Putuo Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200062, People’s Republic of China
| | - Meng-Fan Li
- Department of General Surgery, LiQun Hospital, Shanghai, 200333, People’s Republic of China
| | - Ming Tian
- Department of Burn, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, People’s Republic of China
| | - Jun Lu
- Department of Endocrinology, Putuo Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200062, People’s Republic of China
| | - Rong Huang
- Department of General Surgery, Putuo Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200062, People’s Republic of China
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2
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Lin H, Zhang M, Hu M, Zhang Y, Jiang W, Tang W, Ouyang Y, Jiang L, Mi Y, Chen Z, He P, Zhao G, Ouyang X. Emerging applications of single-cell profiling in precision medicine of atherosclerosis. J Transl Med 2024; 22:97. [PMID: 38263066 PMCID: PMC10804726 DOI: 10.1186/s12967-023-04629-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 10/14/2023] [Indexed: 01/25/2024] Open
Abstract
Atherosclerosis is a chronic, progressive, inflammatory disease that occurs in the arterial wall. Despite recent advancements in treatment aimed at improving efficacy and prolonging survival, atherosclerosis remains largely incurable. In this review, we discuss emerging single-cell sequencing techniques and their novel insights into atherosclerosis. We provide examples of single-cell profiling studies that reveal phenotypic characteristics of atherosclerosis plaques, blood, liver, and the intestinal tract. Additionally, we highlight the potential clinical applications of single-cell analysis and propose that combining this approach with other techniques can facilitate early diagnosis and treatment, leading to more accurate medical interventions.
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Affiliation(s)
- Huiling Lin
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
- Department of Physiology, School of Medicine, Hunan Normal University, Changsha, 410081, Hunan, China
| | - Ming Zhang
- Affiliated Qingyuan Hospital, Guangzhou Medical University (Qingyuan People's Hospital), Qingyuan, 511518, Guangdong, China
| | - Mi Hu
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - Yangkai Zhang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - WeiWei Jiang
- Department of Organ Transplantation, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
| | - Wanying Tang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - Yuxin Ouyang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - Liping Jiang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yali Mi
- Affiliated Qingyuan Hospital, Guangzhou Medical University (Qingyuan People's Hospital), Qingyuan, 511518, Guangdong, China
| | - Zhi Chen
- College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen, China
| | - Pingping He
- Department of Nursing, School of Medicine, Hunan Normal University, Changsha, 410081, Hunan, China.
| | - Guojun Zhao
- Affiliated Qingyuan Hospital, Guangzhou Medical University (Qingyuan People's Hospital), Qingyuan, 511518, Guangdong, China.
| | - Xinping Ouyang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China.
- Department of Physiology, School of Medicine, Hunan Normal University, Changsha, 410081, Hunan, China.
- The Key Laboratory of Model Animals and Stem Cell Biology in Hunan Province, School of Medicine, Hunan Normal University, 410081, Hunan, Changsha, China.
- The Engineering Research Center of Reproduction and Translational Medicine of Hunan Province, School of Medicine, Hunan Normal University, 410081, Hunan, Changsha, China.
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3
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Lüsebrink E, Goody PR, Lahrmann C, Flender A, Niepmann ST, Zietzer A, Schulz C, Massberg S, Jansen F, Nickenig G, Zimmer S, Krogmann AO. AIM2 Stimulation Impairs Reendothelialization and Promotes the Development of Atherosclerosis in Mice. Front Cardiovasc Med 2020; 7:582482. [PMID: 33263007 PMCID: PMC7685997 DOI: 10.3389/fcvm.2020.582482] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Accepted: 09/30/2020] [Indexed: 12/30/2022] Open
Abstract
Background: Atherosclerosis has been shown to result from chronic inflammation caused by constitutive activation of the pattern recognition receptors (PRR), which are principle effectors of the innate immune system. PRR are present in the endosome or on the cellular membrane and can sense the aberrant release of nucleic acids, which is often a sign of acute or chronic cellular damage. Absent in melanoma 2 (AIM2) is a PRR that is expressed by vascular cells and specializes in detecting cytoplasmic double-stranded DNA (dsDNA). Activation of AIM2 leads eventually to activation of the inflammasome, but the role of AIM2 in vascular disease and atherosclerosis has not been well-studied. Therefore, in this study we took advantage of acute and chronic models of vascular injury to determine the biological role of AIM2 in atherogenesis. Methods and Results: We were able to induce significant release of proinflammatory cytokines in mice through the intravenous injection of a synthetic ligand for AIM2, double-stranded poly dA:dT. This cytokine release was shown to impair reendothelialization of the carotid artery and increase the number of circulating endothelial microparticles (EMP) after acute denudation, compared to treatment with vehicle. We saw an increase in the production of reactive oxygen species in the aorta, the number of circulating EMP, and, most interestingly, atherosclerotic plaque formation in apolipoprotein E-deficient (ApoE-/-) mice when they received continual subcutaneous poly dA:dT, in contrast to vehicle-treated animals. Finally, treatment with poly dA:dT did not impair vascular reendothelialization in AIM2-/- mice compared to vehicle controls in the carotid artery injury model. Conclusion: Overall, our data suggest that AIM2, as a known regulator of the inflammasome, is an active participant in atherogenesis, and highlight the importance of fully understanding the pathological mechanisms involved. It seems to be worth of further exploration as a therapeutic target, and future studies focusing on the effects of AIM2 activation as well as its pharmacological inhibition may reveal promising new therapeutic concepts for the treatment of atherosclerosis.
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Affiliation(s)
- Enzo Lüsebrink
- Medizinische Klinik und Poliklinik I, Klinikum der Universität München, Munich, Germany.,DZHK (German Center for Cardiovascular Research), Partner Site Munich Heart Alliance, Medizinische Klinik und Poliklinik I, Klinikum der Universität München, Munich, Germany
| | - Philip Roger Goody
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Catharina Lahrmann
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Anna Flender
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Sven Thomas Niepmann
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Andreas Zietzer
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Christian Schulz
- Medizinische Klinik und Poliklinik I, Klinikum der Universität München, Munich, Germany.,DZHK (German Center for Cardiovascular Research), Partner Site Munich Heart Alliance, Medizinische Klinik und Poliklinik I, Klinikum der Universität München, Munich, Germany
| | - Steffen Massberg
- Medizinische Klinik und Poliklinik I, Klinikum der Universität München, Munich, Germany.,DZHK (German Center for Cardiovascular Research), Partner Site Munich Heart Alliance, Medizinische Klinik und Poliklinik I, Klinikum der Universität München, Munich, Germany
| | - Felix Jansen
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Georg Nickenig
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Sebastian Zimmer
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
| | - Alexander Otto Krogmann
- Department of Internal Medicine II, Heart Center Bonn, University Hospital Bonn, Bonn, Germany
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4
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O Krogmann A, Lüsebrink E, Lahrmann C, Flender A, Nickenig G, Zimmer S. Toll-Like Receptor 7 Stimulation Promotes the Development of Atherosclerosis in Apolipoprotein E-Deficient Mice. Int Heart J 2020; 61:364-372. [PMID: 32132319 DOI: 10.1536/ihj.19-365] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Atherosclerosis is a chronic inflammatory disease with multiple characteristic facets, including vascular inflammation, endothelial dysfunction, plaque development, impaired blood flow, and cholesterol deposition through dyslipidemia. Toll-like receptors (TLRs) of the innate immune system have been closely linked to the development of atherosclerotic lesions. TLR7 recognizes viral or endogenous single-stranded RNA, which is released during vascular apoptosis and necrosis. The role of TLR7 in vascular disease remains controversial, and therefore, we sought to investigate the effects of TLR7 stimulation in mice.Intravenous injection of a ligand for TLR7 (R848) induced a significant pro-inflammatory cytokine response in mice. This was associated with impaired reendothelialization upon acute denudation of the carotid artery, as measured by Evan's blue staining, and increased numbers of circulating endothelial microparticles (EMPs) and circulating Sca1/Flk1 positive cells as a marker for increased endothelial damage. Chronic subcutaneous stimulation of TLR7 in apolipoprotein E-deficient (ApoE-/-) mice increased aortic production of reactive oxygen species (ROS), the number of circulating EMPs, and most importantly, augmented the formation of atherosclerotic plaque when compared with vehicle-treated animals.Systemic stimulation of TLR7 leads to impaired reendothelialization upon acute vascular injury and is associated with the production of pro-inflammatory cytokines and increased levels of circulating EMPs and Sca1/Flk1 positive cells. Importantly, ApoE-/- mice chronically treated with R848 displayed increased atherosclerotic plaque development and elevated levels of ROS in the aortic tissue. In addition, TLR7-activation-induced apoptosis and impaired migration in human coronary artery endothelial cells and showed significant upregulation of the signaling cascade of IL-1 receptor-associated kinase (IRAK) 2 and IRAK4. Our data highlight the importance of fully understanding the pathomechanisms involved in atherogenesis, and further studies are necessary to identify the ligand-specific effects of TLR7 for possible therapeutic targeting.
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Affiliation(s)
| | - Enzo Lüsebrink
- Medizinische Klinik und Poliklinik I, Klinikum der Universität München.,DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Medizinische Klinik und Poliklinik I, Klinikum der Universität München
| | | | - Anna Flender
- Medizinische Klinik und Poliklinik II, Universitätsklinikum Bonn
| | - Georg Nickenig
- Medizinische Klinik und Poliklinik II, Universitätsklinikum Bonn
| | - Sebastian Zimmer
- Medizinische Klinik und Poliklinik II, Universitätsklinikum Bonn
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5
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Sun S, Wang C, Ding H, Zou Q. Machine learning and its applications in plant molecular studies. Brief Funct Genomics 2019; 19:40-48. [DOI: 10.1093/bfgp/elz036] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 09/06/2019] [Accepted: 09/15/2019] [Indexed: 01/16/2023] Open
Abstract
Abstract
The advent of high-throughput genomic technologies has resulted in the accumulation of massive amounts of genomic information. However, biologists are challenged with how to effectively analyze these data. Machine learning can provide tools for better and more efficient data analysis. Unfortunately, because many plant biologists are unfamiliar with machine learning, its application in plant molecular studies has been restricted to a few species and a limited set of algorithms. Thus, in this study, we provide the basic steps for developing machine learning frameworks and present a comprehensive overview of machine learning algorithms and various evaluation metrics. Furthermore, we introduce sources of important curated plant genomic data and R packages to enable plant biologists to easily and quickly apply appropriate machine learning algorithms in their research. Finally, we discuss current applications of machine learning algorithms for identifying various genes related to resistance to biotic and abiotic stress. Broad application of machine learning and the accumulation of plant sequencing data will advance plant molecular studies.
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Affiliation(s)
- Shanwen Sun
- University of Bayreuth in Germany. He is now a postdoctoral fellow at the Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China
| | - Chunyu Wang
- Harbin Institute of Technology in China. He is an associate professor in the School of Computer Science and Technology, Harbin Institute of Technology
| | - Hui Ding
- Inner Mongolia University in China. She is an associate professor in the Center for Informational Biology, University of Electronic Science and Technology of China
| | - Quan Zou
- Harbin Institute of Technology in China. He is a professor in the Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China
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6
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Whole-Transcriptome Sequencing: a Powerful Tool for Vascular Tissue Engineering and Endothelial Mechanobiology. High Throughput 2018; 7:ht7010005. [PMID: 29485616 PMCID: PMC5876531 DOI: 10.3390/ht7010005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Revised: 02/18/2018] [Accepted: 02/19/2018] [Indexed: 02/07/2023] Open
Abstract
Among applicable high-throughput techniques in cardiovascular biology, whole-transcriptome sequencing is of particular use. By utilizing RNA that is isolated from virtually all cells and tissues, the entire transcriptome can be evaluated. In comparison with other high-throughput approaches, RNA sequencing is characterized by a relatively low-cost and large data output, which permits a comprehensive analysis of spatiotemporal variation in the gene expression profile. Both shear stress and cyclic strain exert hemodynamic force upon the arterial endothelium and are considered to be crucial determinants of endothelial physiology. Laminar blood flow results in a high shear stress that promotes atheroresistant endothelial phenotype, while a turbulent, oscillatory flow yields a pathologically low shear stress that disturbs endothelial homeostasis, making respective arterial segments prone to atherosclerosis. Severe atherosclerosis significantly impairs blood supply to the organs and frequently requires bypass surgery or an arterial replacement surgery that requires tissue-engineered vascular grafts. To provide insight into patterns of gene expression in endothelial cells in native or bioartificial arteries under different biomechanical conditions, this article discusses applications of whole-transcriptome sequencing in endothelial mechanobiology and vascular tissue engineering.
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7
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Završnik M, Kariž S, Makuc J, Šeruga M, Cilenšek I, Petrovič D. PECAM-1 Leu125Val (rs688) Polymorphism and Diabetic Nephropathy in Caucasians with Type 2 Diabetes Mellitus. Anal Cell Pathol (Amst) 2016; 2016:3152967. [PMID: 28116228 PMCID: PMC5225318 DOI: 10.1155/2016/3152967] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Accepted: 12/07/2016] [Indexed: 12/30/2022] Open
Abstract
Objectives. Platelet endothelial cell adhesion molecule-1 (PECAM-1) plays a key role in the transendothelial migration of circulating leukocytes during inflammation and in the maintenance of vascular endothelial integrity. We hypothesized that genetic variation in PECAM-1 gene could be associated with diabetic nephropathy (DN) and with the level of soluble PECAM-1 in Caucasians with type 2 diabetes mellitus (T2DM). Design and Methods. We analyzed the rs688 single nucleotide polymorphism of PECAM-1 gene C373G (Leu125Val) at exon 3, which encodes the first extracellular Ig-like domain that mediates the homophilic binding of PECAM-1, in 276 T2DM subjects with documented DN (cases) and 375 T2DM subjects without DN (controls), using a polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) strategy. Level of plasma soluble PECAM-1 (sPECAM-1) was measured by ELISA in a subpopulation of 120 diabetics with DN. Results. We found no association between the Leu125Val polymorphism and DN in subjects with T2DM. Likewise, the Leu125Val polymorphism was not associated with serum sPECAM-1 levels in a subpopulation of 120 diabetics with DN. Conclusion. The Leu125Val polymorphism of PECAM-1 and the level of sPECAM-1 are not associated with DN in T2DM subjects of Slovenian origin.
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Affiliation(s)
- Matej Završnik
- University Medical Centre Maribor, Clinic for Internal Medicine, Department for Diabetes and Metabolic Diseases, Maribor, Slovenia
| | - Stojan Kariž
- General Hospital Izola, Department of Internal Medicine, Izola, Slovenia
| | - Jana Makuc
- General Hospital Slovenj Gradec, Department of Internal Medicine, Slovenj Gradec, Slovenia
| | - Maja Šeruga
- General Hospital Murska Sobota, Department of Internal Medicine, Murska Sobota, Slovenia
| | - Ines Cilenšek
- Faculty of Medicine, Institute of Histology and Embryology, University of Ljubljana, Ljubljana, Slovenia
| | - Daniel Petrovič
- Faculty of Medicine, Institute of Histology and Embryology, University of Ljubljana, Ljubljana, Slovenia
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8
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Sinyov VV, Chicheva MM, Barinova VA, Ryzhkova AI, Zilinyi RI, Karagodin VP, Postnov AY, Sobenin IA, Orekhov AN, Sazonova MA. The heteroplasmy level of some mutations in gene MT-CYB among women with asymptomatic atherosclerosis. RUSS J GENET+ 2016. [DOI: 10.1134/s1022795416080123] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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9
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Simmons RD, Kumar S, Thabet SR, Sur S, Jo H. Omics-based approaches to understand mechanosensitive endothelial biology and atherosclerosis. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE 2016; 8:378-401. [PMID: 27341633 DOI: 10.1002/wsbm.1344] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Revised: 04/11/2016] [Accepted: 04/12/2016] [Indexed: 12/16/2022]
Abstract
Atherosclerosis is a multifactorial disease that preferentially occurs in arterial regions exposed to d-flow can be used to indicate disturbed flow or disturbed blood flow. The mechanisms by which d-flow induces atherosclerosis involve changes in the transcriptome, methylome, proteome, and metabolome of multiple vascular cells, especially endothelial cells. Initially, we begin with the pathogenesis of atherosclerosis and the changes that occur at multiple levels owing to d-flow, especially in the endothelium. Also, there are a variety of strategies used for the global profiling of the genome, transcriptome, miRNA-ome, DNA methylome, and metabolome that are important to define the biological and pathophysiological mechanisms of endothelial dysfunction and atherosclerosis. Finally, systems biology can be used to integrate these 'omics' datasets, especially those that derive data based on a single animal model, in order to better understand the pathophysiology of atherosclerosis development in a holistic manner and how this integrative approach could be used to identify novel molecular diagnostics and therapeutic targets to prevent or treat atherosclerosis. WIREs Syst Biol Med 2016, 8:378-401. doi: 10.1002/wsbm.1344 For further resources related to this article, please visit the WIREs website.
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Affiliation(s)
- Rachel D Simmons
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Sandeep Kumar
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Salim Raid Thabet
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Sanjoli Sur
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
| | - Hanjoong Jo
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, USA
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10
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Zhang L, Erfle H, Harder N, Beneke J, Beil N, Bulkescher R, Rohr K, Keese M. High-Throughput RNAi Screening Identifies a Role for the Osteopontin Pathway in Proliferation and Migration of Human Aortic Smooth Muscle Cells. Cardiovasc Drugs Ther 2016; 30:281-95. [PMID: 27095116 DOI: 10.1007/s10557-016-6663-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
PURPOSE Understanding of the mechanisms of vascular smooth muscle cells (VSMCs) phenotypic regulation is critically important to identify novel candidates for future therapeutic intervention. While HTS approaches have recently been used to identify novel regulators in many cell lines, such as cancer cells and hematopoietic stem cells, no studies have so far systematically investigated the effect of gene inactivation on VSMCs with respect to cell survival and growth response. METHODS AND RESULTS 257 out of 2000 genes tested resulted in an inhibition of cell proliferation in HaoSMCs. After pathway analysis, 38 significant genes were selected for further study. 23 genes were confirmed to inhibit proliferation, and 13 genes found to induce apoptosis in the synthetic phenotype. 11 genes led to an aberrant nuclear phenotype indicating a central role in cell mitosis. 4 genes affected the cell migration in synthetic HaoSMCs. Using computational biological network analysis, 11 genes were identified to have an indirect or direct interaction with the Osteopontin pathway. For 10 of those genes, levels of proteins downstream of the Osteopontin pathway were found to be down-regulated, using RNAi methodology. CONCLUSIONS A phenotypic high-throughput siRNA screen could be applied to identify genes relevant for the cell biology of HaoSMCs. Novel genes were identified which play a role in proliferation, apoptosis, mitosis and migration of HaoSMCs. These may represent potential drug candidates in the future.
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Affiliation(s)
- Lei Zhang
- BioQuant, Heidelberg University, INF 267, 69120, Heidelberg, Germany.,Clinic for Vascular and Endovascular Surgery, University Hospital, Frankfurt, Germany
| | - Holger Erfle
- BioQuant, Heidelberg University, INF 267, 69120, Heidelberg, Germany
| | - Nathalie Harder
- BioQuant and IPMB, University of Heidelberg and DKFZ, Biomedical Computer Vision Group, Heidelberg, Germany
| | - Jürgen Beneke
- BioQuant, Heidelberg University, INF 267, 69120, Heidelberg, Germany
| | - Nina Beil
- BioQuant, Heidelberg University, INF 267, 69120, Heidelberg, Germany
| | - Ruben Bulkescher
- BioQuant, Heidelberg University, INF 267, 69120, Heidelberg, Germany
| | - Karl Rohr
- BioQuant and IPMB, University of Heidelberg and DKFZ, Biomedical Computer Vision Group, Heidelberg, Germany
| | - Michael Keese
- Clinic for Vascular and Endovascular Surgery, University Hospital, Frankfurt, Germany. .,Clinic for Vascular and Endovascular Surgery, Johann Wolfgang Goethe University Hospital, Theodor Stern Kai 7, 60590, Frankfurt am Main, Germany.
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11
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Aragonès G, Auguet T, Guiu-Jurado E, Berlanga A, Curriu M, Martinez S, Alibalic A, Aguilar C, Hernández E, Camara ML, Canela N, Herrero P, Ruyra X, Martín-Paredero V, Richart C. Proteomic Profile of Unstable Atheroma Plaque: Increased Neutrophil Defensin 1, Clusterin, and Apolipoprotein E Levels in Carotid Secretome. J Proteome Res 2016; 15:933-44. [PMID: 26795031 DOI: 10.1021/acs.jproteome.5b00936] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Because of the clinical significance of carotid atherosclerosis, the search for novel biomarkers has become a priority. The aim of the present study was to compare the protein secretion profile of the carotid atherosclerotic plaque (CAP, n = 12) and nonatherosclerotic mammary artery (MA, n = 10) secretomes. We used a nontargeted proteomic approach that incorporated tandem immunoaffinity depletion, iTRAQ labeling, and nanoflow liquid chromatography coupled to high-resolution mass spectrometry. In total, 162 proteins were quantified, of which 25 showed statistically significant differences in secretome levels between carotid atherosclerotic plaque and nondiseased mammary artery. We found increased levels of neutrophil defensin 1, apolipoprotein E, clusterin, and zinc-alpha-2-glycoprotein in CAP secretomes. Results were validated by ELISA assays. Also, differentially secreted proteins are involved in pathways such as focal adhesion and leukocyte transendothelial migration. In conclusion, this study provides a subset of identified proteins that are differently expressed in secretomes of clinical significance.
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Affiliation(s)
- Gemma Aragonès
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain
| | - Teresa Auguet
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain.,Servei Medicina Interna, Hospital Universitari Joan XXIII , Tarragona 43007, Spain
| | - Esther Guiu-Jurado
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain
| | - Alba Berlanga
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain
| | - Marta Curriu
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain
| | - Salomé Martinez
- Servei Anatomia Patològica, Hospital Universitari Joan XXIII , Tarragona 43007, Spain
| | - Ajla Alibalic
- Servei Medicina Interna, Hospital Universitari Joan XXIII , Tarragona 43007, Spain
| | - Carmen Aguilar
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain
| | - Esteban Hernández
- Servei Angiologia i Cirurgia Vascular, Hospital Universitari Joan XXIII , Tarragona 43007, Spain
| | - María-Luisa Camara
- Servei de Cirurgia Cardíaca, Hospital Germans Trias i Pujol , Badalona 08916, Spain
| | - Núria Canela
- Group of Research on Omic Methodologies (GROM), Centre for Omic Sciences (COS) , Reus 43204, Spain
| | - Pol Herrero
- Group of Research on Omic Methodologies (GROM), Centre for Omic Sciences (COS) , Reus 43204, Spain
| | - Xavier Ruyra
- Servei de Cirurgia Cardíaca, Hospital Germans Trias i Pujol , Badalona 08916, Spain
| | - Vicente Martín-Paredero
- Servei Angiologia i Cirurgia Vascular, Hospital Universitari Joan XXIII , Tarragona 43007, Spain
| | - Cristóbal Richart
- Grup de Recerca GEMMAIR - Medicina Aplicada, Departament de Medicina i Cirurgia, Universitat Rovira i Virgili (URV), Institut Investigació Sanitària Pere Virgili (IISPV). Tarragona 43007, Spain.,Servei Medicina Interna, Hospital Universitari Joan XXIII , Tarragona 43007, Spain
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12
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The role of endothelial mechanosensitive genes in atherosclerosis and omics approaches. Arch Biochem Biophys 2015; 591:111-31. [PMID: 26686737 DOI: 10.1016/j.abb.2015.11.005] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2015] [Revised: 10/29/2015] [Accepted: 11/04/2015] [Indexed: 12/24/2022]
Abstract
Atherosclerosis is the leading cause of morbidity and mortality in the U.S., and is a multifactorial disease that preferentially occurs in regions of the arterial tree exposed to disturbed blood flow. The detailed mechanisms by which d-flow induces atherosclerosis involve changes in the expression of genes, epigenetic patterns, and metabolites of multiple vascular cells, especially endothelial cells. This review presents an overview of endothelial mechanobiology and its relation to the pathogenesis of atherosclerosis with special reference to the anatomy of the artery and the underlying fluid mechanics, followed by a discussion of a variety of experimental models to study the role of fluid mechanics and atherosclerosis. Various in vitro and in vivo models to study the role of flow in endothelial biology and pathobiology are discussed in this review. Furthermore, strategies used for the global profiling of the genome, transcriptome, miR-nome, DNA methylome, and metabolome, as they are important to define the biological and pathophysiological mechanisms of atherosclerosis. These "omics" approaches, especially those which derive data based on a single animal model, provide unprecedented opportunities to not only better understand the pathophysiology of atherosclerosis development in a holistic and integrative manner, but also to identify novel molecular and diagnostic targets.
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13
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Colvin KL, Yeager ME. Proteomics of pulmonary hypertension: could personalized profiles lead to personalized medicine? Proteomics Clin Appl 2015; 9:111-20. [PMID: 25408474 DOI: 10.1002/prca.201400157] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2014] [Revised: 10/13/2014] [Accepted: 11/13/2014] [Indexed: 12/12/2022]
Abstract
Pulmonary hypertension (PH) is a fatal syndrome that arises from a multifactorial and complex background, is characterized by increased pulmonary vascular resistance and right heart afterload, and often leads to cor pulmonale. Over the past decades, remarkable progress has been made in reducing patient symptoms and delaying the progression of the disease. Unfortunately, PH remains a disease with no cure. The substantial heterogeneity of PH continues to be a major limitation to the development of newer and more efficacious therapies. New advances in our understanding of the biological pathways leading to such a complex pathogenesis will require the identification of the important proteins and protein networks that differ between a healthy lung (or right ventricle) and a remodeled lung in an individual with PH. In this article, we present the case for the increased use of proteomics--the study of proteins and protein networks--as a discovery tool for key proteins and protein networks operational in the PH lung. We review recent applications of proteomics in PH, and summarize the biological pathways identified. Finally, we attempt to presage what the future will bring with regard to proteomics in PH and offer our perspectives on the prospects of developing personalized proteomics and custom-tailored therapies.
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Affiliation(s)
- Kelley L Colvin
- Department of Pediatrics-Critical Care, University of Colorado Denver, Aurora, CO, USA; Cardiovascular Pulmonary Research, University of Colorado Denver, Aurora, CO, USA; Department of Bioengineering, University of Colorado Denver, Aurora, CO, USA; Linda Crnic Institute for Down Syndrome, University of Colorado Denver, Aurora, CO, USA
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14
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Schulze HG, Turner RFB. Development and integration of block operations for data invariant automation of digital preprocessing and analysis of biological and biomedical Raman spectra. APPLIED SPECTROSCOPY 2015; 69:643-664. [PMID: 25954920 DOI: 10.1366/14-07709] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
High-throughput information extraction from large numbers of Raman spectra is becoming an increasingly taxing problem due to the proliferation of new applications enabled using advances in instrumentation. Fortunately, in many of these applications, the entire process can be automated, yielding reproducibly good results with significant time and cost savings. Information extraction consists of two stages, preprocessing and analysis. We focus here on the preprocessing stage, which typically involves several steps, such as calibration, background subtraction, baseline flattening, artifact removal, smoothing, and so on, before the resulting spectra can be further analyzed. Because the results of some of these steps can affect the performance of subsequent ones, attention must be given to the sequencing of steps, the compatibility of these sequences, and the propensity of each step to generate spectral distortions. We outline here important considerations to effect full automation of Raman spectral preprocessing: what is considered full automation; putative general principles to effect full automation; the proper sequencing of processing and analysis steps; conflicts and circularities arising from sequencing; and the need for, and approaches to, preprocessing quality control. These considerations are discussed and illustrated with biological and biomedical examples reflecting both successful and faulty preprocessing.
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Affiliation(s)
- H Georg Schulze
- Michael Smith Laboratories, The University of British Columbia, 2185 East Mall, Vancouver, BC, Canada, V6T 1Z4
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15
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16
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Affiliation(s)
- Michael Hristov
- From the Institute for Cardiovascular Prevention, Ludwig-Maximilians-University (LMU), Munich, Germany; and DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Christian Weber
- From the Institute for Cardiovascular Prevention, Ludwig-Maximilians-University (LMU), Munich, Germany; and DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany.
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Wang Z, Guo D, Yang B, Wang J, Wang R, Wang X, Zhang Q. Integrated analysis of microarray data of atherosclerotic plaques: modulation of the ubiquitin-proteasome system. PLoS One 2014; 9:e110288. [PMID: 25333956 PMCID: PMC4201353 DOI: 10.1371/journal.pone.0110288] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2014] [Accepted: 09/10/2014] [Indexed: 12/11/2022] Open
Abstract
Atherosclerosis is a typical complex multi-factorial disease and many molecules at different levels and pathways were involved in its development. Some studies have investigated the dysregulation in atherosclerosis at mRNA, miRNA or DNA methylation level, respectively. However, to our knowledge, the studies that integrated these data and revealed the abnormal networks of atherosclerosis have not been reported. Using microarray technology, we analyzed the omics data in atherosclerosis at mRNA, miRNA and DNA methylation levels. Our results demonstrated that the global DNA methylation and expression of miRNA/mRNA were significantly decreased in atherosclerotic plaque than in normal vascular tissue. The interaction network constructed using the integrative data revealed many genes, cellular processes and signaling pathways which were widely considered to play crucial roles in atherosclerosis and also revealed some genes, miRNAs or signaling pathways which have not been investigated in atherosclerosis until now (e.g. miR-519d and SNTB2). Moreover, the overall protein ubiquitination in atherosclerotic plaque was significantly increased. The proteasome activity was increased early but decreased in advanced atherosclerosis. Our study revealed many classic and novel genes and miRNAs involved in atherosclerosis and indicated the effects of ubiquitin-proteasome system on atherosclerosis might be closely related to the course of atherosclerosis. However, the efficacy of proteasome inhibitors in the treatment of atherosclerosis still needs more research.
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Affiliation(s)
- Zhe Wang
- Division of Endocrinology and Metabolism, Shandong Provincial Hospital affiliated to Shandong University, Jinan, Shandong, China
| | - Dong Guo
- Department of Neurology, Liaocheng People's Hospital, Medical School of Liaocheng, Taishan Medical University, Liaocheng, Shandong, China
| | - Bin Yang
- School of Information Science and Engineering, Zaozhuang University, Zaozhuang, Shandong, China
| | - Jian Wang
- School of Life Sciences, Shanghai University, Shanghai, China
| | - Rong Wang
- Key Laboratory of Cardiovascular Remodeling and Function Research Chinese Ministry of Education and Ministry of Public Health, Qilu Hospital, Shandong University, Jinan, Shandong, China
| | - Xiaowei Wang
- Key Laboratory of Cardiovascular Remodeling and Function Research Chinese Ministry of Education and Ministry of Public Health, Qilu Hospital, Shandong University, Jinan, Shandong, China
| | - Qunye Zhang
- Key Laboratory of Cardiovascular Remodeling and Function Research Chinese Ministry of Education and Ministry of Public Health, Qilu Hospital, Shandong University, Jinan, Shandong, China
- * E-mail:
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Pelosi G, Rocchiccioli S, Cecchettini A, Viglione F, Puntoni M, Parodi O, Capobianco E, Trivella MG. Inflammation blood and tissue factors of plaque growth in an experimental model evidenced by a systems approach. Front Genet 2014; 5:70. [PMID: 24778640 PMCID: PMC3985011 DOI: 10.3389/fgene.2014.00070] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2013] [Accepted: 03/17/2014] [Indexed: 01/13/2023] Open
Abstract
Purpose: The multifactorial pathogenesis of coronary atherosclerotic lesion formation has been investigated in a swine model of high cholesterol diet induced atherogenesis and data processed by a systems approach. Methods: Farm pigs were fed on standard or high cholesterol diet of 8 and 16 weeks duration. Plasma assessment of total cholesterol, HDL, LDL, and ELISA of some cytokines and ICAM-1 were performed on baseline and end-diet samples. Segments of the right coronary artery were incubated for 24 h in serum-free medium to collect secreted proteins and their expression analyzed by mass spectrometry. Data of plasma and tissue factors were processed by a statistical systems inference approach: both histologic parameters of coronary intimal thickness (IT) and of lesion area (LA) were chosen as dependent variables (coronary atherosclerotic burden). Results: Relations among plasma adhesion molecules, cytokines, lipoproteins, tissue proteins and histology indexes were integrated in a model regression scheme. Bayesian model averaging (BMA) variable selection was chosen as a method to identify relevant factors associated to atherosclerotic burden: TNFα was identified as an associated plasma marker, oxLDL and HDL as relevant lipoproteins; macrophage function related antioxidant Catalase enzyme, lysosome associated Cathepsin D, S100-A10, and Transforming growth factor-beta-induced protein ig-h3 were identified and selected as associated to atherogenesis outcome. Conclusions: The results of this systems approach are consistent with the hypothesis that, in high cholesterol diet-induced experimental atherogenesis, the interaction between plasma cytokines, lipoproteins and artery-specific proteins, influences lesion initiation and growth. In particular, some macrophage function related proteins are found significantly and positively associated to atherosclerotic burden, suggesting a novel molecular framework into the atherogenesis-inflammatory disorder.
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Affiliation(s)
- Gualtiero Pelosi
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy
| | - Silvia Rocchiccioli
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy
| | - Antonella Cecchettini
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy ; Department of Clinical and Experimental Medicine, University of Pisa Pisa, Italy
| | - Federica Viglione
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy
| | - Mariarita Puntoni
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy
| | - Oberdan Parodi
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy
| | - Enrico Capobianco
- Laboratory of Integrative Systems Medicine, Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy ; Center for Computational Science, University of Miami Miami, FL, USA
| | - Maria G Trivella
- Institute of Clinical Physiology, Consiglio Nazionale delle Ricerche Pisa, Italy
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Liumbruno GM, Franchini M. Proteomic analysis of venous thromboembolism: an update. Expert Rev Proteomics 2013; 10:179-88. [PMID: 23573784 DOI: 10.1586/epr.13.6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Venous thromboembolism is a complex, multifactorial disorder, the pathogenesis of which typically involves a variety of inherited or acquired factors. The multifactorial etiology of this disease and the partial correlation between genotype and prothrombotic phenotype limit greatly the value of genetic analysis in assessing thrombotic risk. The integration of several new 'omics' techniques enables a multifaceted and holistic approach to the study of venous thrombotic processes and pave the way to the search and identification of novel blood biomarkers and/or effectors of thrombus formation that can also be the possible future target of new anticoagulant and thrombolytic therapies for more personalized medicine. This review provides a comprehensive overview of the latest candidate proteomic biomarkers of venous thrombosis and of the proteomics studies relevant to its pathophysiology, some of which seem to confirm the existence of a common physiopathological basis for venous thromboembolism and atherothrombosis.
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Affiliation(s)
- Giancarlo Maria Liumbruno
- UOC di Immunoematologia e Medicina Trasfusionale and UOC di Patologia Clinica, San Giovanni Calibita Fatebenefratelli Hospital, 00186 Rome, Italy.
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Geamanu A, Goja A, Saadat N, Khosla P, Gupta SV. ProAlgaZyme subfraction improves the lipoprotein profile of hypercholesterolemic hamsters, while inhibiting production of betaine, carnitine, and choline metabolites. Nutr Metab (Lond) 2013; 10:55. [PMID: 23981691 PMCID: PMC3844637 DOI: 10.1186/1743-7075-10-55] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2013] [Accepted: 08/21/2013] [Indexed: 12/19/2022] Open
Abstract
Background Previously, we reported that ProAlgaZyme (PAZ) and its biologically active fraction improved plasma lipids in hypercholesterolemic hamsters, by significantly increasing the high density lipoprotein cholesterol (HDL-C) while reducing non-HDL cholesterol and the ratio of total cholesterol/HDL-C. Moreover, hepatic mRNA expression of genes involved in HDL/reverse cholesterol transport were significantly increased, while cholesteryl ester transfer protein (CETP) expression was partially inhibited. In the current study, we investigated the therapeutic efficacy of the biologically active fraction of PAZ (BaP) on the plasma lipid and plasma metabolomic profiles in diet induced hypercholesterolemic hamsters. Methods Fifty male Golden Syrian hamsters were fed a high fat diet for 4 weeks prior to randomization into 6 groups, based on the number of days they received subsequent treatment. Thus animals in T0, T3, T7, T10, T14, and T21 groups received BaP for 0, 3, 7, 10, 14, and 21 days, respectively, as their drinking fluid. Plasma lipids were assayed enzymatically, while real-time reverse transcriptase polymerase chain reaction (RT-PCR) provided the transcription levels of the Apolipoprotein (Apo) A1 gene. The plasma metabolomic profile was determined using 1H nuclear magnetic resonance (NMR) spectroscopy in conjunction with multivariate analysis. Results Plasma HDL-C was significantly increased in T3 (P < 0.05) and T21 (P < 0.001), while non-HDL cholesterol was significantly reduced in T3, T7, T10 (P < 0.001) and T14, T21 (P < 0.01). Moreover, the ratio of total cholesterol/HDL-C was significantly lower in all BaP treated groups (P < 0.001) as compared with T0. Quantitative RT-PCR showed an increase in Apo A1 expression in T10 (3-fold) and T21 (6-fold) groups. NMR data followed by multivariate analysis showed a clear separation between T0 and T21 groups, indicating a difference in their metabolomic profiles. Plasma concentrations of metabolites associated with a risk for atherosclerosis and cardiovascular disease, including choline, phosphocholine, glycerol-phosphocholine, betaine and carnitine metabolites were significantly lower in the T21 group. Conclusion Treatment with BaP significantly improved the plasma lipid profile by increasing HDL-C and lowering non-HDL cholesterol. In addition, BaP potentially improved the plasma metabolomic profile by reducing the concentration of key metabolites associated with risk for atherosclerosis and cardiovascular disease.
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Affiliation(s)
- Andreea Geamanu
- Nutrition and Food Science, 3009 Science Hall, Wayne State University, Detroit, MI 48202, USA.
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Vargas J, Lima JAC, Kraus WE, Douglas PS, Rosenberg S. Use of the Corus® CAD Gene Expression Test for Assessment of Obstructive Coronary Artery Disease Likelihood in Symptomatic Non-Diabetic Patients. PLOS CURRENTS 2013; 5. [PMID: 24043473 PMCID: PMC3770834 DOI: 10.1371/currents.eogt.0f04f6081905998fa92b99593478aeab] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The determination of the underlying etiology of symptoms suggestive of obstructive coronary artery disease (CAD, ≥50% stenosis in a major coronary artery) is a common clinical challenge in both primary care and cardiology clinics. Usual care in low to medium risk patients often involves a family history, risk factor assessment, and then stress testing with or without non-invasive imaging. If positive, this is often followed by invasive coronary angiography (ICA). Despite extensive adoption of this usual care paradigm, more than 60% of patients referred for angiography do not have obstructive CAD. In order to robustly identify those symptomatic patients without obstructive CAD, who can avoid subsequent cardiac testing and look elsewhere for the cause of their symptoms, a recently described whole blood gene expression score (GES: Corus® CAD, CardioDx, Inc., Palo Alto, CA) has been developed and validated in two multi-center trials. This paper reviews the published literature and assessments by independent parties regarding the analytical and clinical validity as well as the clinical utility of the Corus® CAD test.
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Affiliation(s)
- Jose Vargas
- MedStar Georgetown University Hospital, Washington, DC, USA
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22
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Breitling LP. Current Genetics and Epigenetics of Smoking/Tobacco-Related Cardiovascular Disease. Arterioscler Thromb Vasc Biol 2013; 33:1468-72. [DOI: 10.1161/atvbaha.112.300157] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Genetic and epigenetic factors are of great importance in cardiovascular biology and disease. Tobacco-smoking, one of the most important cardiovascular risk factors, is itself partially determined by genetic background and is associated with altered epigenetic patterns. This could render the genetics and epigenetics of smoking-related cardiovascular disease a textbook example of environmental epigenetics and modern approaches to multimodal data analysis. A pronounced association of smoking-related methylation patterns in the
F2RL3
gene with prognosis in patients with stable coronary heart disease has recently been described. Nonetheless, surprisingly little concrete knowledge on the role of specific genetic variants and epigenetic modifications in the development of cardiovascular diseases in people who smoke has been accumulated. Beyond the current knowledge, the present review briefly outlines some chief challenges and priorities for moving forward in this field.
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Kurtzman N, Zhang L, French B, Jonas R, Bantly A, Rogers WT, Moore JS, Rickels MR, Mohler ER. Personalized cytomic assessment of vascular health: Evaluation of the vascular health profile in diabetes mellitus. CYTOMETRY. PART B, CLINICAL CYTOMETRY 2013; 84:255-66. [PMID: 23740755 PMCID: PMC3812912 DOI: 10.1002/cyto.b.21095] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2012] [Revised: 01/29/2013] [Accepted: 03/26/2013] [Indexed: 12/20/2022]
Abstract
BACKGROUND An inexpensive and accurate blood test does not currently exist that can evaluate the cardiovascular health of a patient. This study evaluated a novel high dimensional flow cytometry approach in combination with cytometric fingerprinting (CF), to comprehensively enumerate differentially expressed subsets of pro-angiogenic circulating progenitor cells (CPCs), involved in the repair of vasculature, and microparticles (MPs), frequently involved in inflammation and thrombosis. CF enabled discovery of a unique pattern, involving both MPs and CPCs and generated a personalized signature of vascular health, the vascular health profile (VHP). METHODS Levels of CPCs and MPs were measured with a broad panel of cell surface markers in a population with atherosclerosis and type 2 diabetes mellitus (DM) and age-similar Healthy controls (HC) using an unbiased computational approach, termed CF. RESULTS Circulating hematopoietic stem and progenitor cell (CHSPCAng) levels were detected at significantly lower concentrations in DM (P < 0.001), whereas levels of seven phenotypically distinct MPs were present at significantly higher concentrations in DM patients and one MP subset was present at significantly lower concentration in DM patients. Collectively, the combination of CHSPC(Ang) and MP levels was more informative than any one measure alone. CONCLUSIONS This work provides the basis for a personalized cytomic vascular health profile that may be useful for a variety of applications including drug development, clinical risk assessment and companion diagnostics.
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Affiliation(s)
- Nicholas Kurtzman
- Department of Pathology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Lifeng Zhang
- Department of Medicine, Division of Cardiovascular Disease, Section of Vascular Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Benjamin French
- Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Rebecca Jonas
- Department of Medicine, Division of Cardiovascular Disease, Section of Vascular Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Andrew Bantly
- Department of Pathology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Wade T. Rogers
- Department of Pathology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Jonni S. Moore
- Department of Pathology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Michael R. Rickels
- Department of Medicine, Division of Endocrinology, Diabetes and Metabolism, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Emile R. Mohler
- Department of Medicine, Division of Cardiovascular Disease, Section of Vascular Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
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Du L, Qu X, Zheng H, Li R, Wang J, Chen M, Zhao P, Zhang Z, Gong K. Reverse Apolipoprotein A-I Mimetic Peptide R-D4F Inhibits Neointimal Formation following Carotid Artery Ligation in Mice. THE AMERICAN JOURNAL OF PATHOLOGY 2013; 182:1932-9. [DOI: 10.1016/j.ajpath.2013.01.040] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2012] [Revised: 12/23/2012] [Accepted: 01/23/2013] [Indexed: 11/26/2022]
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Liddy KA, White MY, Cordwell SJ. Functional decorations: post-translational modifications and heart disease delineated by targeted proteomics. Genome Med 2013; 5:20. [PMID: 23445784 PMCID: PMC3706772 DOI: 10.1186/gm424] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
The more than 300 currently identified post-translational modifications (PTMs) provides great scope for subtle or dramatic alteration of protein structure and function. Furthermore, the rapid and transient nature of many PTMs allows efficient signal transmission in response to internal and environmental stimuli. PTMs are predominantly added by enzymes, and the enzymes responsible (such as kinases) are thus attractive targets for therapeutic interventions. Modifications can be grouped according to their stability or transience (reversible versus irreversible): irreversible types (such as irreversible redox modifications or protein deamidation) are often associated with aging or tissue injury, whereas transient modifications are associated with signal propagation and regulation. This is particularly important in the setting of heart disease, which comprises a diverse range of acute (such as ischemia/reperfusion), chronic (such as heart failure, dilated cardiomyopathy) and genetic (such as hypertrophic cardiomyopathy) disease states, all of which have been associated with protein PTM. Recently the interplay between diverse PTMs has been suggested to also influence cellular function, with cooperation or competition for sites of modification possible. Here we discuss the utility of proteomics for examining PTMs in the context of the molecular mechanisms of heart disease.
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Affiliation(s)
- Kiersten A Liddy
- School of Molecular Bioscience, The University of Sydney, 2006 Sydney, Australia
| | - Melanie Y White
- School of Molecular Bioscience, The University of Sydney, 2006 Sydney, Australia ; Discipline of Pathology, School of Medical Sciences, The University of Sydney, 2006 Sydney, Australia
| | - Stuart J Cordwell
- School of Molecular Bioscience, The University of Sydney, 2006 Sydney, Australia ; Discipline of Pathology, School of Medical Sciences, The University of Sydney, 2006 Sydney, Australia
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Konstantinidou V, Covas MI, Sola R, Fitó M. Up-to date knowledge on the in vivo transcriptomic effect of the Mediterranean diet in humans. Mol Nutr Food Res 2013; 57:772-83. [DOI: 10.1002/mnfr.201200613] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2012] [Revised: 12/12/2012] [Accepted: 12/15/2012] [Indexed: 01/17/2023]
Affiliation(s)
- Valentini Konstantinidou
- Research Unit on Lipids and Atherosclerosis, Hospital Universitari Sant Joan, IISPV; Universitat Rovira i Virgili and CIBER Diabetes and Associated Metabolic Disorders; (CIBERDEM); Reus; Spain
| | - Maria-Isabel Covas
- Cardiovascular Risk and Nutrition Research Group; Mar Institute of Medical Research (IMIM), CIBER de Fisiopatología de la Obesidad y la Nutrición (CIBEROBN); Barcelona; Spain
| | - Rosa Sola
- Research Unit on Lipids and Atherosclerosis, Hospital Universitari Sant Joan, IISPV; Universitat Rovira i Virgili and CIBER Diabetes and Associated Metabolic Disorders; (CIBERDEM); Reus; Spain
| | - Montserrat Fitó
- Cardiovascular Risk and Nutrition Research Group; Mar Institute of Medical Research (IMIM), CIBER de Fisiopatología de la Obesidad y la Nutrición (CIBEROBN); Barcelona; Spain
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Jové M, Ayala V, Ramírez-Núñez O, Serrano JCE, Cassanyé A, Arola L, Caimari A, Del Bas JM, Crescenti A, Pamplona R, Portero-Otín M. Lipidomic and metabolomic analyses reveal potential plasma biomarkers of early atheromatous plaque formation in hamsters. Cardiovasc Res 2012; 97:642-52. [PMID: 23241314 DOI: 10.1093/cvr/cvs368] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
AIMS Atherosclerosis is the main pathological process contributing to cardiovascular disease, with diet being the most important factor involved. Although the lipidome of atheromatous plaque has been studied previously, the use of comparative lipidomics and metabolomics in plasma in early atherogenesis could lead to the discovery of plasma biomarkers that allow not only disease prediction but also measurement of disease progression. METHODS AND RESULTS High-throughput techniques, such as liquid chromatography/mass spectrometry, allowed us to compare the circulating and aortic lipidome and plasma metabolome in order to look for new molecular targets involved in atherogenesis. To achieve this objective, we chose the hamster (Mesocricetus auratus) as the best small animal model for diet-induced early atherosclerosis, because its lipoprotein metabolism is similar to that of humans. The results revealed the existence of several, previously unreported, changes in lipid and amino-acid metabolism, the peroxisome proliferator-activated receptor γ pathway, and oxidative and endoplasmic reticulum stress, also involving cell senescence. Furthermore, as a proof of concept in the modelling of dietary influences in atherogenesis, we have measured the effect of a potential anti-atherogenic polyphenol extract on the reported pathways. Our results support a previously unknown role for taurocholic acid as a potential plasma biomarker of early atheromatous plaque formation. CONCLUSION The use of comparative liquid chromatography/mass spectrometry-based lipidomics and metabolomics allows the discovery of novel pathways in atherogenesis, as well as new potential plasma biomarkers, which could allow us to predict disease in its early stages and measure its progression.
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Affiliation(s)
- Mariona Jové
- Department of Experimental Medicine, Faculty of Medicine, Universitat de Lleida-IRBLleida, Spain
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