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Jiang D, Zheng S, Xu X, Yue H, Liang W, Wu Z. Uncovering Druggable Targets in Aortic Dissection: An Association Study Integrating Mendelian Randomization, pQTL, and Protein-Protein Interaction Network. Biomedicines 2024; 12:1204. [PMID: 38927411 PMCID: PMC11200553 DOI: 10.3390/biomedicines12061204] [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] [Received: 04/09/2024] [Revised: 05/16/2024] [Accepted: 05/27/2024] [Indexed: 06/28/2024] Open
Abstract
Aortic dissection (AD) is a life-threatening acute aortic syndrome. There are limitations and challenges in the discovery and application of biomarkers and drug targets for AD. Mendelian randomization (MR) analysis is a reliable analytical method to identify effective therapeutic targets. We aimed to identify novel therapeutic targets for AD and investigate their potential side-effects based on MR analysis. Data from protein quantitative trait loci (pQTLs) were used for MR analyses to identify potential therapeutic targets. We probed druggable proteins involved in the pathogenesis of aortic dissection from deCODE. In this study, a two-sample MR analysis was conducted, with druggable proteins as the exposure factor and data on genome-wide association studies (GWAS) of AD as the outcome. After conducting a two-sample MR, summary data-based Mendelian randomization (SMR) analysis and colocalization analysis were performed. A protein-protein interaction (PPI) network was also constructed to delve into the interactions between identified proteins. After MR analysis and the Steiger test, we identified five proteins as potential therapeutic targets for AD. SMR analysis and colocalization analysis also confirmed our findings. Finally, we identified ASPN (OR = 1.36, 95% CI: 1.20, 1.54, p = 4.22 × 10-5) and SPOCK2 (OR = 0.57, 95% CI: 0.41, 0.78, p = 4.52 × 10-4) as the core therapeutic targets. Through PPI network analysis, we identified six druggable targets, enabling the subsequent identification of six promising drugs from DrugBank for treating AD. This discovery of specific proteins as novel therapeutic targets represents a significant advancement in AD treatment. These findings provide more effective treatment options for AD.
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Affiliation(s)
| | | | | | | | | | - Zhong Wu
- Department of Cardiovascular Surgery, West China Hospital, Sichuan University, No. 37 Guoxue Road, Wuhou District, Chengdu 610041, China; (D.J.)
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Affiliation(s)
- Willem J Remme
- Sticares Cardiovascular Research Foundation, Rhoon, the Netherlands.
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Chen Y, Yu CY, Deng WM. The role of pro-inflammatory cytokines in lipid metabolism of metabolic diseases. Int Rev Immunol 2019; 38:249-266. [PMID: 31353985 DOI: 10.1080/08830185.2019.1645138] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Adipose tissue has been considered as a crucial source of certain pro-inflammatory cytokines; conversely, these pro-inflammatory cytokines are involved in regulating the proliferation and apoptosis of adipocytes, promoting lipolysis, inhibiting lipid synthesis and decreasing blood lipids, etc. In recent decades, extensive studies have indicated that pro-inflammatory cytokines play important roles in the development of lipid metabolism of metabolic diseases, including obesity, atherosclerosis, steatohepatitis and hyperlipoproteinemia. However, the involved pro-inflammatory cytokines types and the underlying mechanisms remain largely unknown. The "re-discovery" of cancer as a metabolic disorder largely occurred in the last five years. Although pro-inflammatory cytokines have been intensively investigated in cancer research, there are very few studies about the roles of pro-inflammatory cytokines in the lipid metabolism of cancer. In the current review, we provide an overview of the progress that has been made in the roles of different pro-inflammatory cytokines in lipid metabolism of metabolic diseases including cancer.
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Affiliation(s)
- Yan Chen
- Department of Immunology, Tianjin Key Laboratory of Cellular and Molecular Immunology, Key Laboratory of Diseases and Microenvironment of Ministry of Education of China, Tianjin Medical University, Tianjin, China
| | - Chun-Yan Yu
- Department of Immunology, Tianjin Key Laboratory of Cellular and Molecular Immunology, Key Laboratory of Diseases and Microenvironment of Ministry of Education of China, Tianjin Medical University, Tianjin, China
| | - Wei-Min Deng
- Department of Immunology, Tianjin Key Laboratory of Cellular and Molecular Immunology, Key Laboratory of Diseases and Microenvironment of Ministry of Education of China, Tianjin Medical University, Tianjin, China
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Benes LB, Brandt DJ, Brandt EJ, Davidson MH. How Genomics Is Personalizing the Management of Dyslipidemia and Cardiovascular Disease Prevention. Curr Cardiol Rep 2018; 20:138. [DOI: 10.1007/s11886-018-1079-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Povsic TJ, Scott R, Mahaffey KW, Blaustein R, Edelberg JM, Lefkowitz MP, Solomon SD, Fox JC, Healy KE, Khakoo AY, Losordo DW, Malik FI, Monia BP, Montgomery RL, Riesmeyer J, Schwartz GG, Zelenkofske SL, Wu JC, Wasserman SM, Roe MT. Navigating the Future of Cardiovascular Drug Development-Leveraging Novel Approaches to Drive Innovation and Drug Discovery: Summary of Findings from the Novel Cardiovascular Therapeutics Conference. Cardiovasc Drugs Ther 2018; 31:445-458. [PMID: 28735360 DOI: 10.1007/s10557-017-6739-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
PURPOSE The need for novel approaches to cardiovascular drug development served as the impetus to convene an open meeting of experts from the pharmaceutical industry and academia to assess the challenges and develop solutions for drug discovery in cardiovascular disease. METHODS The Novel Cardiovascular Therapeutics Summit first reviewed recent examples of ongoing or recently completed programs translating basic science observations to targeted drug development, highlighting successes (protein convertase sutilisin/kexin type 9 [PCSK9] and neprilysin inhibition) and targets still under evaluation (cholesteryl ester transfer protein [CETP] inhibition), with the hope of gleaning key lessons to successful drug development in the current era. Participants then reviewed the use of innovative approaches being explored to facilitate rapid and more cost-efficient evaluations of drug candidates in a short timeframe. RESULTS We summarize observations gleaned from this summit and offer insight into future cardiovascular drug development. CONCLUSIONS The rapid development in genetic and high-throughput drug evaluation technologies, coupled with new approaches to rapidly evaluate potential cardiovascular therapies with in vitro techniques, offer opportunities to identify new drug targets for cardiovascular disease, study new therapies with better efficiency and higher throughput in the preclinical setting, and more rapidly bring the most promising therapies to human testing. However, there must be a critical interface between industry and academia to guide the future of cardiovascular drug development. The shared interest among academic institutions and pharmaceutical companies in developing promising therapies to address unmet clinical needs for patients with cardiovascular disease underlies and guides innovation and discovery platforms that are significantly altering the landscape of cardiovascular drug development.
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Affiliation(s)
- Thomas J Povsic
- Duke Clinical Research Institute, Duke University School of Medicine, 2400 Pratt Street, Duke Medicine, Durham, NC, 27705, USA.
| | - Rob Scott
- AbbVie Pharmaceuticals, Chicago, IL, USA
| | - Kenneth W Mahaffey
- Stanford Center for Clinical Research (SCCR), Stanford University School of Medicine, Stanford, CA, USA
| | - Robert Blaustein
- Merck Research Laboratories, Merck & Co., Inc, Kenilworth, NJ, USA
| | | | | | | | | | - Kevin E Healy
- University of California, Berkeley, Berkeley, CA, USA
| | | | | | | | | | | | | | | | | | - Joseph C Wu
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Matthew T Roe
- Duke Clinical Research Institute, Duke University School of Medicine, 2400 Pratt Street, Duke Medicine, Durham, NC, 27705, USA
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Shu L, Blencowe M, Yang X. Translating GWAS Findings to Novel Therapeutic Targets for Coronary Artery Disease. Front Cardiovasc Med 2018; 5:56. [PMID: 29900175 PMCID: PMC5989327 DOI: 10.3389/fcvm.2018.00056] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Accepted: 05/11/2018] [Indexed: 12/21/2022] Open
Abstract
The success of genome-wide association studies (GWAS) has significantly advanced our understanding of the etiology of coronary artery disease (CAD) and opens new opportunities to reinvigorate the stalling CAD drug development. However, there exists remarkable disconnection between the CAD GWAS findings and commercialized drugs. While this could implicate major untapped translational and therapeutic potentials in CAD GWAS, it also brings forward extensive technical challenges. In this review we summarize the motivation to leverage GWAS for drug discovery, outline the critical bottlenecks in the field, and highlight several promising strategies such as functional genomics and network-based approaches to enhance the translational value of CAD GWAS findings in driving novel therapeutics
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Affiliation(s)
- Le Shu
- Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, CA, United States.,Molecular, Cellular, and Integrative Physiology Interdepartmental Program, University of California, Los Angeles, Los Angeles, CA, United States
| | - Montgomery Blencowe
- Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Xia Yang
- Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, CA, United States.,Molecular, Cellular, and Integrative Physiology Interdepartmental Program, University of California, Los Angeles, Los Angeles, CA, United States.,Bioinformatics Interdepartmental Program, University of California, Los Angeles, Los Angeles, CA, United States.,Institute for Quantitative and Computational Biosciences, University of California, Los Angeles, Los Angeles, CA, United States.,Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA, United States
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Pott J, Schlegel V, Teren A, Horn K, Kirsten H, Bluecher C, Kratzsch J, Loeffler M, Thiery J, Burkhardt R, Scholz M. Genetic Regulation of PCSK9 (Proprotein Convertase Subtilisin/Kexin Type 9) Plasma Levels and Its Impact on Atherosclerotic Vascular Disease Phenotypes. CIRCULATION-GENOMIC AND PRECISION MEDICINE 2018; 11:e001992. [DOI: 10.1161/circgen.117.001992] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Accepted: 03/05/2018] [Indexed: 12/16/2022]
Affiliation(s)
- Janne Pott
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany (J.P., K.H., H.K., M.L., M.S.)
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
| | - Valentin Schlegel
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany (V.S., C.B., J.K., J.T., R.B.)
| | - Andrej Teren
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
- Heart Center Leipzig, Germany (A.T.)
| | - Katrin Horn
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany (J.P., K.H., H.K., M.L., M.S.)
| | - Holger Kirsten
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany (J.P., K.H., H.K., M.L., M.S.)
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
| | - Christina Bluecher
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany (V.S., C.B., J.K., J.T., R.B.)
| | - Juergen Kratzsch
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany (V.S., C.B., J.K., J.T., R.B.)
| | - Markus Loeffler
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany (J.P., K.H., H.K., M.L., M.S.)
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
| | - Joachim Thiery
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany (V.S., C.B., J.K., J.T., R.B.)
| | - Ralph Burkhardt
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
- Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University Hospital, Leipzig, Germany (V.S., C.B., J.K., J.T., R.B.)
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig, Germany (J.P., K.H., H.K., M.L., M.S.)
- LIFE Research Center for Civilization Diseases, University of Leipzig, Germany (J.P., V.S., A.T., H.K., C.B., M.L., J.T., R.B., M.S.)
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Eltoft A, Arntzen KA, Wilsgaard T, Mathiesen EB, Johnsen SH. Interleukin-6 is an independent predictor of progressive atherosclerosis in the carotid artery: The Tromsø Study. Atherosclerosis 2018; 271:1-8. [PMID: 29453087 DOI: 10.1016/j.atherosclerosis.2018.02.005] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Revised: 01/31/2018] [Accepted: 02/02/2018] [Indexed: 12/18/2022]
Abstract
BACKGROUND AND AIMS Novel biomarkers are linked to cardiovascular disease (CVD). The aim of the present study was to investigate the association between 28 blood biomarkers and the formation and progression of carotid plaque. METHODS In a nested case control study with 703 participants from the population based Tromsø Study, a large biomarker panel was measured in blood obtained at baseline. Carotid ultrasound was assessed both at baseline and at 6 years of follow-up. Four groups were defined: Group 1: no plaque at baseline or at follow-up (reference group); Group 2: novel plaque at follow-up; Group 3: stable plaque at follow-up; Group 4: progression of plaque at follow-up. By multinomial logistic regression analyses, we assessed the risk of being in the different plaque groups with regard to traditional cardiovascular risk factors and levels of biomarkers at baseline. RESULTS Adjusted for traditional risk factors, interleukin-6 (IL-6) was an independent predictor of plaque progression (OR 1.44, 95% CI 1.12-1.85 per SD increase in IL-6 level). This result remained significant after inclusion of other novel biomarkers to the model, and when subjects with former CVD were excluded. Neopterin was protective of novel plaque formation (OR 0.73, 95% CI 0.57-0.93). Myeloperoxidase and Caspase-1 were independent predictors of plaque progression, but this effect disappeared when excluding subjects with former CVD. CONCLUSIONS IL-6 is an independent predictor of plaque progression, suggesting that it may be a marker of progressive atherosclerosis in the general population and that its central role in CVD may be related to promotion of plaque growth.
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Affiliation(s)
- Agnethe Eltoft
- Department of Clinical Medicine, The Arctic University of Norway, Tromsø, Norway; Department of Neurology, University Hospital of North Norway, Tromsø, Norway.
| | - Kjell Arne Arntzen
- Department of Clinical Medicine, The Arctic University of Norway, Tromsø, Norway; Department of Neurology, University Hospital of North Norway, Tromsø, Norway
| | - Tom Wilsgaard
- Department of Community Medicine, The Arctic University of Norway, Tromsø, Norway
| | - Ellisiv B Mathiesen
- Department of Neurology, University Hospital of North Norway, Tromsø, Norway; Department of Clinical Medicine, The Arctic University of Norway, Tromsø, Norway
| | - Stein Harald Johnsen
- Department of Clinical Medicine, The Arctic University of Norway, Tromsø, Norway; Department of Neurology, University Hospital of North Norway, Tromsø, Norway
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Abstract
PURPOSE OF REVIEW Plasma lipids, namely cholesterol and triglyceride, and lipoproteins, such as low-density lipoprotein (LDL) and high-density lipoprotein, serve numerous physiological roles. Perturbed levels of these traits underlie monogenic dyslipidemias, a diverse group of multisystem disorders. We are on the verge of having a relatively complete picture of the human dyslipidemias and their components. RECENT FINDINGS Recent advances in genetics of plasma lipids and lipoproteins include the following: (1) expanding the range of genes causing monogenic dyslipidemias, particularly elevated LDL cholesterol; (2) appreciating the role of polygenic effects in such traits as familial hypercholesterolemia and combined hyperlipidemia; (3) accumulating a list of common variants that determine plasma lipids and lipoproteins; (4) applying exome sequencing to identify collections of rare variants determining plasma lipids and lipoproteins that via Mendelian randomization have also implicated gene products such as NPC1L1, APOC3, LDLR, APOA5, and ANGPTL4 as causal for atherosclerotic cardiovascular disease; and (5) using naturally occurring genetic variation to identify new drug targets, including inhibitors of apolipoprotein (apo) C-III, apo(a), ANGPTL3, and ANGPTL4. SUMMARY Here, we compile this disparate range of data linking human genetic variation to plasma lipids and lipoproteins, providing a "one stop shop" for the interested reader.
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Affiliation(s)
- Jacqueline S. Dron
- Departments of Medicine and Biochemistry, and Robarts Research Institute, Schulich School of Medicine and Dentistry, Western University, 4288A - 1151 Richmond Street North, London, ON N6A 5B7 Canada
| | - Robert A. Hegele
- Departments of Medicine and Biochemistry, and Robarts Research Institute, Schulich School of Medicine and Dentistry, Western University, 4288A - 1151 Richmond Street North, London, ON N6A 5B7 Canada
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Remme WJ. Cardiovascular Drugs and Therapy Celebrates its 30th Year with the Appointment of a New Co-Editor-in-Chief. Cardiovasc Drugs Ther 2016; 30:109-10. [PMID: 27026416 DOI: 10.1007/s10557-016-6659-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Willem J Remme
- Cardiovascual Drugs and Therapy, Rotterdam, Netherlands.
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Rosenson RS. The High-Density Lipoprotein Puzzle: Why Classic Epidemiology, Genetic Epidemiology, and Clinical Trials Conflict? Arterioscler Thromb Vasc Biol 2016; 36:777-82. [PMID: 26966281 DOI: 10.1161/atvbaha.116.307024] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 03/01/2016] [Indexed: 12/23/2022]
Abstract
Classical epidemiology has established the incremental contribution of the high-density lipoprotein (HDL) cholesterol measure in the assessment of atherosclerotic cardiovascular disease risk; yet, genetic epidemiology does not support a causal relationship between HDL cholesterol and the future risk of myocardial infarction. Therapeutic interventions directed toward cholesterol loading of the HDL particle have been based on epidemiological studies that have established HDL cholesterol as a biomarker of atherosclerotic cardiovascular risk. However, therapeutic interventions such as niacin, cholesteryl ester transfer protein inhibitors increase HDL cholesterol in patients treated with statins, but have repeatedly failed to reduce cardiovascular events. Statin therapy interferes with ATP-binding cassette transporter-mediated macrophage cholesterol efflux via miR33 and thus may diminish certain HDL functional properties. Unraveling the HDL puzzle will require continued technical advances in the characterization and quantification of multiple HDL subclasses and their functional properties. Key mechanistic criteria for clinical outcomes trials with HDL-based therapies include formation of HDL subclasses that improve the efficiency of macrophage cholesterol efflux and compositional changes in the proteome and lipidome of the HDL particle that are associated with improved antioxidant and anti-inflammatory properties. These measures require validation in genetic studies and clinical trials of HDL-based therapies on the background of statins.
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Affiliation(s)
- Robert S Rosenson
- From the Icahn School of Medicine at Mount Sinai, Medicine/Cardiology, New York, NY.
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