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Kerns S, Owen KA, Daamen A, Kain J, Grammer AC, Lipsky PE. Genetic association with autoimmune diseases identifies molecular mechanisms of coronary artery disease. iScience 2024; 27:110715. [PMID: 39262791 PMCID: PMC11387803 DOI: 10.1016/j.isci.2024.110715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 06/28/2024] [Accepted: 08/08/2024] [Indexed: 09/13/2024] Open
Abstract
Autoimmune patients have a significantly increased risk of developing coronary artery disease (CAD) compared to the general population. However, autoimmune patients often lack traditional risk factors for CAD and there is increasing recognition of inflammation in CAD development. In this study, we leveraged genome-wide association study (GWAS) data to understand whether there is a genetic relationship between CAD and autoimmunity. Statistical genetic comparison methods were used to identify correlated and causal SNPs between various autoimmune diseases and CAD. Pleiotropic SNPs were identified by cross-phenotype association analysis (CPASSOC) and overlap between GWAS. Causal SNPs were identified using Mendelian Randomization (MR) and Colocalization (COLOC). Using SNP-to-gene mapping, we additionally identified pleiotropic and causal genes and pathways associated between autoimmunity and CAD, which were contextualized by documentation of enrichment in individual cell types identified from coronary atherosclerotic plaques by single-cell RNA sequencing. These results provide insight into potential inflammatory therapeutic targets for CAD.
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Affiliation(s)
- Sophia Kerns
- AMPEL Biosolutions, LLC, Charlottesville, VA 22903, USA
- The RILITE Research Institute, Charlottesville, VA 22903, USA
| | - Katherine A Owen
- AMPEL Biosolutions, LLC, Charlottesville, VA 22903, USA
- The RILITE Research Institute, Charlottesville, VA 22903, USA
| | - Andrea Daamen
- AMPEL Biosolutions, LLC, Charlottesville, VA 22903, USA
- The RILITE Research Institute, Charlottesville, VA 22903, USA
| | - Jessica Kain
- AMPEL Biosolutions, LLC, Charlottesville, VA 22903, USA
- The RILITE Research Institute, Charlottesville, VA 22903, USA
- Stanford University Department of Genetics, Stanford, CA 94305, USA
| | - Amrie C Grammer
- AMPEL Biosolutions, LLC, Charlottesville, VA 22903, USA
- The RILITE Research Institute, Charlottesville, VA 22903, USA
| | - Peter E Lipsky
- AMPEL Biosolutions, LLC, Charlottesville, VA 22903, USA
- The RILITE Research Institute, Charlottesville, VA 22903, USA
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Recent innovations and in-depth aspects of post-genome wide association study (Post-GWAS) to understand the genetic basis of complex phenotypes. Heredity (Edinb) 2021; 127:485-497. [PMID: 34689168 PMCID: PMC8626474 DOI: 10.1038/s41437-021-00479-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 10/13/2021] [Accepted: 10/13/2021] [Indexed: 12/13/2022] Open
Abstract
In the past decade, the high throughput and low cost of sequencing/genotyping approaches have led to the accumulation of a large amount of data from genome-wide association studies (GWASs). The first aim of this review is to highlight how post-GWAS analysis can be used make sense of the obtained associations. Novel directions for integrating GWAS results with other resources, such as somatic mutation, metabolite-transcript, and transcriptomic data, are also discussed; these approaches can help us move beyond each individual data point and provide valuable information about complex trait genetics. In addition, cross-phenotype association tests, when the loci detected by GWASs have significant associations with multiple traits, are reviewed to provide biologically informative results for use in real-time applications. This review also discusses the challenges of identifying interactions between genetic mutations (epistasis) and mutations of loci affecting more than one trait (pleiotropy) as underlying causes of cross-phenotype associations; these challenges can be overcome using post-GWAS analysis. Genetic similarities between phenotypes that can be revealed using post-GWAS analysis are also discussed. In summary, different methodologies of post-GWAS analysis are now available, enhancing the value of information obtained from GWAS results, and facilitating application in both humans and nonhuman species. However, precise methods still need to be developed to overcome challenges in the field and uncover the genetic underpinnings of complex traits.
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Kawai VK, Shi M, Liu G, Feng Q, Wei W, Chung CP, Walunas TL, Gordon AS, Linneman JG, Hebbring SJ, Harley JB, Cox NJ, Roden DM, Stein CM, Mosley JD. Pleiotropy of systemic lupus erythematosus risk alleles and cardiometabolic disorders: A phenome-wide association study and inverse-variance weighted meta-analysis. Lupus 2021; 30:1264-1272. [PMID: 33977795 PMCID: PMC8205989 DOI: 10.1177/09612033211014952] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
Abstract
OBJECTIVES To test the hypothesis that genetic predisposition to systemic lupus erythematosus (SLE) increases the risk of cardiometabolic disorders. METHODS Using 41 single nucleotide polymorphisms (SNPs) associated with SLE, we calculated a weighted genetic risk score (wGRS) for SLE. In a large biobank we tested the association between this wGRS and 9 cardiometabolic phenotypes previously associated with SLE: atrial fibrillation, ischemic stroke, coronary artery disease, type 1 and type 2 diabetes, obesity, chronic kidney disease, hypertension, and hypercholesterolemia. Additionally, we performed a phenome-wide association analysis (pheWAS) to discover novel clinical associations with a genetic predisposition to SLE. Findings were replicated in the Electronic Medical Records and Genomics (eMERGE) Network. To further define the association between SLE-related risk alleles and the selected cardiometabolic phenotypes, we performed an inverse variance weighted regression (IVWR) meta-analysis. RESULTS The wGRS for SLE was calculated in 74,759 individuals of European ancestry. Among the pre-selected phenotypes, the wGRS was significantly associated with type 1 diabetes (OR [95%CI] =1.11 [1.06, 1.17], P-value = 1.05x10-5). In the PheWAS, the wGRS was associated with several autoimmune phenotypes, kidney disorders, and skin neoplasm; but only the associations with autoimmune phenotypes were replicated. In the IVWR meta-analysis, SLE-related risk alleles were nominally associated with type 1 diabetes (P = 0.048) but the associations were heterogeneous and did not meet the adjusted significance threshold. CONCLUSION A weighted GRS for SLE was associated with an increased risk of several autoimmune-related phenotypes including type I diabetes but not with cardiometabolic disorders.
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Affiliation(s)
- Vivian K. Kawai
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Mingjian Shi
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Ge Liu
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - QiPing Feng
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - WeiQi Wei
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Cecilia P. Chung
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Division of Rheumatology, Department of Medicine Vanderbilt University Medical Center, Nashville, TN, USA
- Tennessee Valley Healthcare System - Nashville Campus
| | - Theresa L. Walunas
- Center for Health Information Partnerships, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Adam S. Gordon
- Center for Genetic Medicine, Northwestern University, Chicago, IL
| | - James G. Linneman
- Office of Research, Computing, and Analytics, Marshfield Clinic Research Institute, Marshfield, WI
| | - Scott J. Hebbring
- Center for Precision Medicine Research, Marshfield Clinic Research Institute, Marshfield, Wisconsin USA
| | - John B. Harley
- Center for Autoimmune Genomics and Etiology (CAGE), Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Cincinnati VA Medical Center, Cincinnati, OH, USA
| | - Nancy J. Cox
- Vanderbilt Genetics Institute, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - Dan M. Roden
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
| | - C. Michael Stein
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Jonathan D. Mosley
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN, USA
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Li X, Sundquist J, Nymberg V, Sundquist K. Association of autoimmune diseases with cardiomyopathy: a nationwide follow-up study from Sweden. EUROPEAN HEART JOURNAL. QUALITY OF CARE & CLINICAL OUTCOMES 2021; 8:79-85. [PMID: 34152406 DOI: 10.1093/ehjqcco/qcab044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 06/16/2021] [Accepted: 06/18/2021] [Indexed: 11/13/2022]
Abstract
BACKGROUND Certain autoimmune diseases (AD), such as Crohn's disease and celiac diseases, have been linked to acute cardiovascular disorders. We examined whether there is an association between 43 different ADs and risk of subsequent hospitalization and mortality of cardiomyopathy in a nationwide follow-up study in Sweden. METHODS All individuals in Sweden hospitalized with a main diagnosis of an AD (n = 955,410) without previous or coexisting cardiomyopathy, between January 1, 1987 and December 31 2018, were followed for hospitalization or mortality of cardiomyopathy. The reference population was the total population of Sweden. Standardized incidence ratios (SIRs) for cardiomyopathy were calculated. RESULTS Overall risk of cardiomyopathy during the first year after hospitalization for an AD was 3.63 (99% CI 3.29-4.00). A total of 21 of the 43 ADs studied were associated with an increased risk of cardiomyopathy during the first year after hospitalization. The overall risk of cardiomyopathy decreased over time, from 1.18 (99% CI 1.12-1.25) after 1+ year, to 1.07 (99% CI 0.96-1.19) after 5+ years. Females generally had higher SIRs than males. The ADs for which the SIRs of cardiomyopathy were highest after one year of hospitalization included Crohn's disease (1.92), rheumatoid arthritis (1.57), sarcoidosis (1.48), and psoriasis (1.31). CONCLUSIONS Most ADs are associated with an increased risk of cardiomyopathy, particularly in the first year after hospital admission. Our findings show that many hospitalized ADs are tightly linked to cardiomyopathy but the mechanisms need to be further evaluated.
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Affiliation(s)
- Xinjun Li
- Center for Primary Health Care Research, Lund University, Sweden
| | - Jan Sundquist
- Center for Primary Health Care Research, Lund University, Sweden.,Department of Family Medicine and Community Health, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, USA.,Center for Community-based Healthcare Research and Education (CoHRE), Department of Functional Pathology, School of Medicine, Shimane University, Japan
| | - Veronica Nymberg
- Center for Primary Health Care Research, Lund University, Sweden
| | - Kristina Sundquist
- Center for Primary Health Care Research, Lund University, Sweden.,Department of Family Medicine and Community Health, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, USA.,Center for Community-based Healthcare Research and Education (CoHRE), Department of Functional Pathology, School of Medicine, Shimane University, Japan
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Santiago-Raber ML, Montecucco F, Vuilleumier N, Miteva K, Baptista D, Carbone F, Pagano S, Roth A, Burger F, Mach F, Brandt KJ. Atherosclerotic plaque vulnerability is increased in mouse model of lupus. Sci Rep 2020; 10:18324. [PMID: 33110193 PMCID: PMC7591560 DOI: 10.1038/s41598-020-74579-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 10/05/2020] [Indexed: 01/11/2023] Open
Abstract
Anti-apolipoprotein A-1 (anti-apoA-1 IgG) and anti-double stranded DNA (anti-dsDNA IgG) autoantibodies have been described as mediators of atherogenesis in mice and humans. In the present study, we aim to investigate the association between atherosclerotic parameters, autoantibodies and plaque vulnerability in the context of systemic lupus erythematosus (SLE). We therefore bred a lupus prone-mouse model (Nba2.Yaa mice) with Apoe−/− mice resulting in Apoe−/−Nba2.Yaa mice spontaneously producing anti-apoA-1 IgG antibodies. Although Apoe−/−Nba2.Yaa and Apoe−/− mice subject to a high cholesterol diet displayed similar atherosclerosis lesions size in aortic roots and abdominal aorta, the levels of macrophage and neutrophil infiltration, collagen, MMP-8 and MMP-9 and pro-MMP-9 expression in Apoe−/−Nba2.Yaa mice indicated features of atherosclerotic plaque vulnerability. Even though Apoe−/−Nba2.Yaa mice and Apoe−/− mice had similar lipid levels, Apoe−/−Nba2.Yaa mice showed higher anti-apoA-1 and anti-dsDNA IgG levels. Apoe−/−Nba2.Yaa mice displayed a reduction of the size of the kidney, splenomegaly and lymph nodes (LN) hypertrophy. In addition, anti-apoA-1 and anti-dsDNA IgG increased also in relation with mRNA levels of GATA3, IL-4, Bcl-6 and CD20 in the spleen and aortic arch of Apoe−/−Nba2.Yaa mice. Our data show that although atherosclerosis-lupus-prone Apoe−/−Nba2.Yaa mice did not exhibit exacerbated atherosclerotic lesion size, they did show features of atherosclerotic plaque destabilization in correlation with the increase of pro-atherogenic autoantibodies.
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Affiliation(s)
- Marie-Laure Santiago-Raber
- Department of Pathology and Immunology, Faculty of Medicine, University of Geneva, Geneva, Switzerland.,AMAL Therapeutics, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland
| | - Fabrizio Montecucco
- Ospedale Policlinico San Martino Genoa-Italian Cardiovascular Network, 10 Largo Benzi, 16132, Genoa, Italy.,First Clinic of Internal Medicine, Department of Internal Medicine and Centre of Excellence for Biomedical Research (CEBR), University of Genoa, 6 viale Benedetto XV, 16132, Genoa, Italy
| | - Nicolas Vuilleumier
- Department of Genetic Medicine, Laboratory and Pathology, Geneva University Hospitals, Geneva, Switzerland.,Division of Laboratory Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Kapka Miteva
- Division of Cardiology, Foundation for Medical Researches, Department of Medicine Specialties, Faculty of Medicine, University of Geneva, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland
| | - Daniela Baptista
- Division of Cardiology, Foundation for Medical Researches, Department of Medicine Specialties, Faculty of Medicine, University of Geneva, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland
| | - Federico Carbone
- Ospedale Policlinico San Martino Genoa-Italian Cardiovascular Network, 10 Largo Benzi, 16132, Genoa, Italy.,First Clinic of Internal Medicine, Department of Internal Medicine and Centre of Excellence for Biomedical Research (CEBR), University of Genoa, 6 viale Benedetto XV, 16132, Genoa, Italy
| | - Sabrina Pagano
- Department of Genetic Medicine, Laboratory and Pathology, Geneva University Hospitals, Geneva, Switzerland.,Division of Laboratory Medicine, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Aline Roth
- Division of Cardiology, Foundation for Medical Researches, Department of Medicine Specialties, Faculty of Medicine, University of Geneva, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland
| | - Fabienne Burger
- Division of Cardiology, Foundation for Medical Researches, Department of Medicine Specialties, Faculty of Medicine, University of Geneva, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland
| | - Francois Mach
- Division of Cardiology, Foundation for Medical Researches, Department of Medicine Specialties, Faculty of Medicine, University of Geneva, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland
| | - Karim J Brandt
- Division of Cardiology, Foundation for Medical Researches, Department of Medicine Specialties, Faculty of Medicine, University of Geneva, Av. de la Roseraie 64, 1211, Geneva 4, Switzerland.
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Lopez-Pedrera C, Barbarroja N, Patiño-Trives AM, Luque-Tévar M, Torres-Granados C, Aguirre-Zamorano MA, Collantes-Estevez E, Pérez-Sánchez C. Role of microRNAs in the Development of Cardiovascular Disease in Systemic Autoimmune Disorders. Int J Mol Sci 2020; 21:E2012. [PMID: 32188016 PMCID: PMC7139533 DOI: 10.3390/ijms21062012] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 03/11/2020] [Accepted: 03/12/2020] [Indexed: 12/11/2022] Open
Abstract
Rheumatoid Arthritis (RA), Systemic lupus erythematosus (SLE) and antiphospholipid syndrome (APS) are the systemic autoimmune diseases (SADs) most associated with an increased risk of developing cardiovascular (CV) events. Cardiovascular disease (CVD) in SADs results from a complex interaction between traditional CV-risk factors, immune deregulation and disease activity. Oxidative stress, dyslipidemia, endothelial dysfunction, inflammatory/prothrombotic mediators (cytokines/chemokines, adipokines, proteases, adhesion-receptors, NETosis-derived-products, and intracellular-signaling molecules) have been implicated in these vascular pathologies. Genetic and genomic analyses further allowed the identification of signatures explaining the pro-atherothrombotic profiles in RA, SLE and APS. However, gene modulation has left significant gaps in our understanding of CV co-morbidities in SADs. MicroRNAs (miRNAs) are emerging as key post-transcriptional regulators of a suite of signaling pathways and pathophysiological effects. Abnormalities in high number of miRNA and their associated functions have been described in several SADs, suggesting their involvement in the development of atherosclerosis and thrombosis in the setting of RA, SLE and APS. This review focusses on recent insights into the potential role of miRNAs both, as clinical biomarkers of atherosclerosis and thrombosis in SADs, and as therapeutic targets in the regulation of the most influential processes that govern those disorders, highlighting the potential diagnostic and therapeutic properties of miRNAs in the management of CVD.
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