1
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Zhang Z, Ji G, Li M. Glucokinase regulatory protein: a balancing act between glucose and lipid metabolism in NAFLD. Front Endocrinol (Lausanne) 2023; 14:1247611. [PMID: 37711901 PMCID: PMC10497960 DOI: 10.3389/fendo.2023.1247611] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 08/14/2023] [Indexed: 09/16/2023] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) is a common liver disease worldwide, affected by both genetics and environment. Type 2 diabetes (T2D) stands as an independent environmental risk factor that precipitates the onset of hepatic steatosis and accelerates its progression to severe stages of liver damage. Furthermore, the coexistence of T2D and NAFLD magnifies the risk of cardiovascular disease synergistically. However, the association between genetic susceptibility and metabolic risk factors in NAFLD remains incompletely understood. The glucokinase regulator gene (GCKR), responsible for encoding the glucokinase regulatory protein (GKRP), acts as a regulator and protector of the glucose-metabolizing enzyme glucokinase (GK) in the liver. Two common variants (rs1260326 and rs780094) within the GCKR gene have been associated with a lower risk for T2D but a higher risk for NAFLD. Recent studies underscore that T2D presence significantly amplifies the effect of the GCKR gene, thereby increasing the risk of NASH and fibrosis in NAFLD patients. In this review, we focus on the critical roles of GKRP in T2D and NAFLD, drawing upon insights from genetic and biological studies. Notably, prior attempts at drug development targeting GK with glucokinase activators (GKAs) have shown potential risks of augmented plasma triglycerides or NAFLD. Conversely, overexpression of GKRP in diabetic rats improved glucose tolerance without causing NAFLD, suggesting the crucial regulatory role of GKRP in maintaining hepatic glucose and lipid metabolism balance. Collectively, this review sheds new light on the complex interaction between genes and environment in NAFLD, focusing on the GCKR gene. By integrating evidence from genetics, biology, and drug development, we reassess the therapeutic potential of targeting GK or GKRP for metabolic disease treatment. Emerging evidence suggests that selectively activating GK or enhancing GK-GKRP binding may represent a holistic strategy for restoring glucose and lipid metabolic balance.
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Affiliation(s)
| | | | - Meng Li
- Institute of Digestive Diseases, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
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2
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Danckwardt S, Trégouët DA, Castoldi E. Post-transcriptional control of haemostatic genes: mechanisms and emerging therapeutic concepts in thrombo-inflammatory disorders. Cardiovasc Res 2023; 119:1624-1640. [PMID: 36943786 PMCID: PMC10325701 DOI: 10.1093/cvr/cvad046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 12/20/2022] [Accepted: 01/05/2023] [Indexed: 03/23/2023] Open
Abstract
The haemostatic system is pivotal to maintaining vascular integrity. Multiple components involved in blood coagulation have central functions in inflammation and immunity. A derailed haemostasis is common in prevalent pathologies such as sepsis, cardiovascular disorders, and lately, COVID-19. Physiological mechanisms limit the deleterious consequences of a hyperactivated haemostatic system through adaptive changes in gene expression. While this is mainly regulated at the level of transcription, co- and posttranscriptional mechanisms are increasingly perceived as central hubs governing multiple facets of the haemostatic system. This layer of regulation modulates the biogenesis of haemostatic components, for example in situations of increased turnover and demand. However, they can also be 'hijacked' in disease processes, thereby perpetuating and even causally entertaining associated pathologies. This review summarizes examples and emerging concepts that illustrate the importance of posttranscriptional mechanisms in haemostatic control and crosstalk with the immune system. It also discusses how such regulatory principles can be used to usher in new therapeutic concepts to combat global medical threats such as sepsis or cardiovascular disorders.
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Affiliation(s)
- Sven Danckwardt
- Centre for Thrombosis and Hemostasis (CTH), University Medical Centre
Mainz, Langenbeckstr. 1, 55131 Mainz, Germany
- German Centre for Cardiovascular Research (DZHK),
Berlin, Germany
- Posttranscriptional Gene Regulation, University Medical Centre
Mainz, Langenbeckstr. 1, 55131 Mainz, Germany
- Institute for Clinical Chemistry and Laboratory Medicine, University
Medical Centre Mainz, Langenbeckstr. 1, 55131
Mainz, Germany
- Center for Healthy Aging (CHA), Mainz,
Germany
| | - David-Alexandre Trégouët
- INSERM, Bordeaux Population Health Research Center, UMR 1219, Department of
Molecular Epidemiology of Vascular and Brain Disorders (ELEANOR), University of
Bordeaux, Bordeaux, France
| | - Elisabetta Castoldi
- Department of Biochemistry, Cardiovascular Research Institute Maastricht
(CARIM), Maastricht University, Universiteitsingel 50, 6229
ER Maastricht, The Netherlands
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3
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Ji Y, Temprano-Sagrera G, Holle LA, Bebo A, Brody JA, Le NQ, Kangro K, Brown MR, Martinez-Perez A, Sitlani CM, Suchon P, Kleber ME, Emmert DB, Ozel AB, Dobson DA, Tang W, Llobet D, Tracy RP, Deleuze JF, Delgado GE, Gögele M, Wiggins KL, Souto JC, Pankow JS, Taylor KD, Trégouët DA, Moissl AP, Fuchsberger C, Rosendaal FR, Morrison AC, Soria JM, Cushman M, Morange PE, März W, Hicks AA, Desch KC, Johnson AD, de Vries PS, Wolberg AS, Smith NL, Sabater-Lleal M. Antithrombin, Protein C, and Protein S: Genome and Transcriptome-Wide Association Studies Identify 7 Novel Loci Regulating Plasma Levels. Arterioscler Thromb Vasc Biol 2023; 43:e254-e269. [PMID: 37128921 PMCID: PMC10330350 DOI: 10.1161/atvbaha.122.318213] [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: 08/25/2022] [Accepted: 04/13/2023] [Indexed: 05/03/2023]
Abstract
BACKGROUND Antithrombin, PC (protein C), and PS (protein S) are circulating natural anticoagulant proteins that regulate hemostasis and of which partial deficiencies are causes of venous thromboembolism. Previous genetic association studies involving antithrombin, PC, and PS were limited by modest sample sizes or by being restricted to candidate genes. In the setting of the Cohorts for Heart and Aging Research in Genomic Epidemiology consortium, we meta-analyzed across ancestries the results from 10 genome-wide association studies of plasma levels of antithrombin, PC, PS free, and PS total. METHODS Study participants were of European and African ancestries, and genotype data were imputed to TOPMed, a dense multiancestry reference panel. Each of the 10 studies conducted a genome-wide association studies for each phenotype and summary results were meta-analyzed, stratified by ancestry. Analysis of antithrombin included 25 243 European ancestry and 2688 African ancestry participants, PC analysis included 16 597 European ancestry and 2688 African ancestry participants, PSF and PST analysis included 4113 and 6409 European ancestry participants. We also conducted transcriptome-wide association analyses and multiphenotype analysis to discover additional associations. Novel genome-wide association studies and transcriptome-wide association analyses findings were validated by in vitro functional experiments. Mendelian randomization was performed to assess the causal relationship between these proteins and cardiovascular outcomes. RESULTS Genome-wide association studies meta-analyses identified 4 newly associated loci: 3 with antithrombin levels (GCKR, BAZ1B, and HP-TXNL4B) and 1 with PS levels (ORM1-ORM2). transcriptome-wide association analyses identified 3 newly associated genes: 1 with antithrombin level (FCGRT), 1 with PC (GOLM2), and 1 with PS (MYL7). In addition, we replicated 7 independent loci reported in previous studies. Functional experiments provided evidence for the involvement of GCKR, SNX17, and HP genes in antithrombin regulation. CONCLUSIONS The use of larger sample sizes, diverse populations, and a denser imputation reference panel allowed the detection of 7 novel genomic loci associated with plasma antithrombin, PC, and PS levels.
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Affiliation(s)
- Yuekai Ji
- Cardiovascular Division, Department of Medicine, University of Minnesota, MN, USA
| | - Gerard Temprano-Sagrera
- Unit of genomics of Complex Disease, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
| | - Lori A Holle
- Department of Pathology and Laboratory Medicine and UNC Blood Research Center, University of North Carolina at Chapel Hill, NC, USA
| | - Allison Bebo
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, TX, USA
| | | | - Ngoc-Quynh Le
- Unit of genomics of Complex Disease, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
| | - Kadri Kangro
- Department of Pathology and Laboratory Medicine and UNC Blood Research Center, University of North Carolina at Chapel Hill, NC, USA
| | - Michael R Brown
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, TX, USA
| | - Angel Martinez-Perez
- Unit of genomics of Complex Disease, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
| | - Colleen M Sitlani
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, WA, USA
| | - Pierre Suchon
- C2VN, INSERM, INRAE, Aix Marseille Univ, France
- Laboratory of Haematology, La Timone Hospital, France
| | - Marcus E Kleber
- SYNLAB MVZ für Humangenetik Mannheim, Germany
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany
| | - David B Emmert
- Institute for Biomedicine (affiliated to the University of Lübeck), Eurac Research, Italy
| | - Ayse Bilge Ozel
- Department of Human Genetics, University of Michigan, C.S. Mott Children’s Hospital, MI, USA
| | - Dre’Von A Dobson
- Department of Pathology and Laboratory Medicine and UNC Blood Research Center, University of North Carolina at Chapel Hill, NC, USA
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, MN, USA
| | - Dolors Llobet
- Unit of Thrombosis and Hemostasis, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Russell P Tracy
- Department of Pathology and Laboratory Medicine, University of Vermont College of Medicine, VT, USA
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine, CEA, France
- Centre d’Etude du Polymorphisme Humain, Fondation Jean Dausset, France
- Laboratory of Excellence on Medical Genomics (GenMed), France
| | - Graciela E Delgado
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany
| | - Martin Gögele
- Institute for Biomedicine (affiliated to the University of Lübeck), Eurac Research, Italy
| | | | - Juan Carlos Souto
- Unit of genomics of Complex Disease, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
- Unit of Thrombosis and Hemostasis, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - James S Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, MN, USA
| | - Kent D Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, CA, USA
| | - David-Alexandre Trégouët
- Laboratory of Excellence on Medical Genomics (GenMed), France
- INSERM UMR 1219, Bordeaux Population Health Research Center, France
| | - Angela P Moissl
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany
- Institute of Nutritional Sciences, Friedrich Schiller University Jena, Germany
- Competence Cluster for Nutrition and Cardiovascular Health(nutriCARD) Halle-Jena-Leipzig, Germany
| | - Christian Fuchsberger
- Institute for Biomedicine (affiliated to the University of Lübeck), Eurac Research, Italy
| | - Frits R Rosendaal
- Department of Clinical Epidemiology, Leiden University Medical Center, the Netherlands
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, TX, USA
| | - Jose Manuel Soria
- Unit of genomics of Complex Disease, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
| | - Mary Cushman
- Larner College of Medicine, University of Vermont, VT, USA
| | - Pierre-Emmanuel Morange
- C2VN, INSERM, INRAE, Aix Marseille Univ, France
- Laboratory of Haematology, La Timone Hospital, France
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Germany
- Synlab Academy, Synlab Holding Deutschland GmbH, Germany
| | - Andrew A Hicks
- Institute for Biomedicine (affiliated to the University of Lübeck), Eurac Research, Italy
| | - Karl C Desch
- Department of Pediatrics, University of Michigan, C.S. Mott Children’s Hospital, MI, USA
| | - Andrew D Johnson
- National Heart Lung and Blood Institute, Division of Intramural Research, Population Sciences Branch, The Framingham Heart Study, MA, USA
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, TX, USA
| | | | | | - Alisa S Wolberg
- Department of Pathology and Laboratory Medicine and UNC Blood Research Center, University of North Carolina at Chapel Hill, NC, USA
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, WA, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente, WA, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, WA, USA
| | - Maria Sabater-Lleal
- Unit of genomics of Complex Disease, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Center for Molecular Medicine, Stockholm, Sweden
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4
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Iglesias MJ, Sanchez-Rivera L, Ibrahim-Kosta M, Naudin C, Munsch G, Goumidi L, Farm M, Smith PM, Thibord F, Kral-Pointner JB, Hong MG, Suchon P, Germain M, Schrottmaier W, Dusart P, Boland A, Kotol D, Edfors F, Koprulu M, Pietzner M, Langenberg C, Damrauer SM, Johnson AD, Klarin DM, Smith NL, Smadja DM, Holmström M, Magnusson M, Silveira A, Uhlén M, Renné T, Martinez-Perez A, Emmerich J, Deleuze JF, Antovic J, Soria Fernandez JM, Assinger A, Schwenk JM, Souto Andres JC, Morange PE, Butler LM, Trégouët DA, Odeberg J. Elevated plasma complement factor H related 5 protein is associated with venous thromboembolism. Nat Commun 2023; 14:3280. [PMID: 37286573 PMCID: PMC10247781 DOI: 10.1038/s41467-023-38383-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Accepted: 04/28/2023] [Indexed: 06/09/2023] Open
Abstract
Venous thromboembolism (VTE) is a common, multi-causal disease with potentially serious short- and long-term complications. In clinical practice, there is a need for improved plasma biomarker-based tools for VTE diagnosis and risk prediction. Here we show, using proteomics profiling to screen plasma from patients with suspected acute VTE, and several case-control studies for VTE, how Complement Factor H Related 5 protein (CFHR5), a regulator of the alternative pathway of complement activation, is a VTE-associated plasma biomarker. In plasma, higher CFHR5 levels are associated with increased thrombin generation potential and recombinant CFHR5 enhanced platelet activation in vitro. GWAS analysis of ~52,000 participants identifies six loci associated with CFHR5 plasma levels, but Mendelian randomization do not demonstrate causality between CFHR5 and VTE. Our results indicate an important role for the regulation of the alternative pathway of complement activation in VTE and that CFHR5 represents a potential diagnostic and/or risk predictive plasma biomarker.
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Affiliation(s)
- Maria Jesus Iglesias
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
- Division of Internal Medicine, University Hospital of North Norway (UNN), PB100, 9038, Tromsø, Norway
- Translational Vascular Research, Department of Clinical Medicine, UiT The Arctic University of Norway, 9019, Tromsø, Norway
| | - Laura Sanchez-Rivera
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
| | - Manal Ibrahim-Kosta
- Aix-Marseille Univ, INSERM, INRAE, C2VN, Laboratory of Haematology, CRB Assistance Publique-Hôpitaux de Marseille, HemoVasc (CRB AP-HM HemoVasc), Marseille, France
| | - Clément Naudin
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
- Translational Vascular Research, Department of Clinical Medicine, UiT The Arctic University of Norway, 9019, Tromsø, Norway
| | - Gaëlle Munsch
- University of Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR 1219, ELEANOR, Bordeaux, France
| | - Louisa Goumidi
- Aix-Marseille Univ, INSERM, INRAE, C2VN, Laboratory of Haematology, CRB Assistance Publique-Hôpitaux de Marseille, HemoVasc (CRB AP-HM HemoVasc), Marseille, France
| | - Maria Farm
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Department of Clinical Chemistry, Karolinska University Hospital, Stockholm, Sweden
| | - Philip M Smith
- Department of Medicine Solna, Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
- Theme of Emergency and Reparative Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Florian Thibord
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Framingham, MA, USA
- The Framingham Heart Study, Boston University, Framingham, MA, USA
| | - Julia Barbara Kral-Pointner
- Center for Physiology and Pharmacology, Institute of Vascular Biology and Thrombosis Research, Medical University of Vienna, Vienna, Austria
| | - Mun-Gwan Hong
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
| | - Pierre Suchon
- Aix-Marseille Univ, INSERM, INRAE, C2VN, Laboratory of Haematology, CRB Assistance Publique-Hôpitaux de Marseille, HemoVasc (CRB AP-HM HemoVasc), Marseille, France
| | - Marine Germain
- University of Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR 1219, ELEANOR, Bordeaux, France
- Laboratory of Excellence GENMED (Medical Genomics), Bordeaux, France
| | - Waltraud Schrottmaier
- Center for Physiology and Pharmacology, Institute of Vascular Biology and Thrombosis Research, Medical University of Vienna, Vienna, Austria
| | - Philip Dusart
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
- Translational Vascular Research, Department of Clinical Medicine, UiT The Arctic University of Norway, 9019, Tromsø, Norway
| | - Anne Boland
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
- Laboratory of Excellence GENMED (Medical Genomics), Evry, France
| | - David Kotol
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
| | - Fredrik Edfors
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
| | - Mine Koprulu
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge, CB2 0QQ, UK
| | - Maik Pietzner
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge, CB2 0QQ, UK
- Computational Medicine, Berlin Institute of Health at Charité-Universitätsmedizin Berlin, 10117, Berlin, Germany
- Precision Healthcare University Research Institute, Queen Mary University of London, London, UK
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge, CB2 0QQ, UK
- Computational Medicine, Berlin Institute of Health at Charité-Universitätsmedizin Berlin, 10117, Berlin, Germany
- Precision Healthcare University Research Institute, Queen Mary University of London, London, UK
| | - Scott M Damrauer
- Corporal Michael Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Surgery and Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Andrew D Johnson
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, Framingham, MA, USA
- The Framingham Heart Study, Boston University, Framingham, MA, USA
| | - Derek M Klarin
- VA Palo Alto Healthcare System, Palo Alto, CA, USA
- Department of Vascular Surgery, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, WA, USA
| | - David M Smadja
- Hematology Department and Biosurgical Research Lab (Carpentier Foundation), European Georges Pompidou Hospital, Assistance Publique Hôpitaux de Paris, 20 rue Leblanc, Paris, 75015, France
- Innovative Therapies in Haemostasis, INSERM, Université de Paris, 4 avenue de l'Observatoire, Paris, 75270, France
| | - Margareta Holmström
- Coagulation Unit, Department of Haematology, Karolinska University Hospital, SE-171 76, Stockholm, Sweden
| | - Maria Magnusson
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Coagulation Unit, Department of Haematology, Karolinska University Hospital, SE-171 76, Stockholm, Sweden
- Department of Clinical Science, Intervention and Technology, Karolinska Institute, 171 77, Stockholm, Sweden
| | - Angela Silveira
- Department of Medicine Solna, Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
| | - Mathias Uhlén
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
| | - Thomas Renné
- Institute for Clinical Chemistry and Laboratory Medicine, University Medical Centre Hamburg-Eppendorf, D-20246, Hamburg, Germany
- Center for Thrombosis and Hemostasis (CTH), Johannes Gutenberg University Medical Center, D-, 55131, Mainz, Germany
- Irish Centre for Vascular Biology, School of Pharmacy and Biomolecular Sciences, Royal College of Surgeons in Ireland, Dublin 2, D02 YN77, Ireland
| | - Angel Martinez-Perez
- Genomics of Complex Diseases Group, Research Institute Hospital de la Santa Creu i Sant Pau. IIB Sant Pau, Barcelona, Spain
| | - Joseph Emmerich
- Department of vascular medicine, Paris Saint-Joseph Hospital Group, INSERM 1153-CRESS, University of Paris Cité, 185 rue Raymond Losserand, Paris, 75674, France
| | - Jean-Francois Deleuze
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
- Laboratory of Excellence GENMED (Medical Genomics), Evry, France
- Centre D'Etude du Polymorphisme Humain, Fondation Jean Dausset, Paris, France
| | - Jovan Antovic
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Department of Clinical Chemistry, Karolinska University Hospital, Stockholm, Sweden
| | - Jose Manuel Soria Fernandez
- Genomics of Complex Diseases Group, Research Institute Hospital de la Santa Creu i Sant Pau. IIB Sant Pau, Barcelona, Spain
| | - Alice Assinger
- Center for Physiology and Pharmacology, Institute of Vascular Biology and Thrombosis Research, Medical University of Vienna, Vienna, Austria
| | - Jochen M Schwenk
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
| | - Joan Carles Souto Andres
- Unitat d'Hemostàsia i Trombosi. Hospital de la Santa Creu i Sant Pau and IIB-Sant Pau, Barcelona, Spain
| | - Pierre-Emmanuel Morange
- Aix-Marseille Univ, INSERM, INRAE, C2VN, Laboratory of Haematology, CRB Assistance Publique-Hôpitaux de Marseille, HemoVasc (CRB AP-HM HemoVasc), Marseille, France
| | - Lynn Marie Butler
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden
- Translational Vascular Research, Department of Clinical Medicine, UiT The Arctic University of Norway, 9019, Tromsø, Norway
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Department of Clinical Chemistry, Karolinska University Hospital, Stockholm, Sweden
| | - David-Alexandre Trégouët
- University of Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR 1219, ELEANOR, Bordeaux, France.
- Laboratory of Excellence GENMED (Medical Genomics), Bordeaux, France.
| | - Jacob Odeberg
- Science for Life Laboratory, Department of Protein Science, CBH, KTH Royal Institute of Technology, SE-171 21, Stockholm, Sweden.
- Division of Internal Medicine, University Hospital of North Norway (UNN), PB100, 9038, Tromsø, Norway.
- Translational Vascular Research, Department of Clinical Medicine, UiT The Arctic University of Norway, 9019, Tromsø, Norway.
- Department of Medicine Solna, Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden.
- Coagulation Unit, Department of Haematology, Karolinska University Hospital, SE-171 76, Stockholm, Sweden.
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5
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He X, Liu Y, Li Y, Wu K. Long non-coding RNA crnde promotes deep vein thrombosis by sequestering miR-181a-5p away from thrombogenic Pcyox1l. Thromb J 2023; 21:44. [PMID: 37076891 PMCID: PMC10116699 DOI: 10.1186/s12959-023-00480-9] [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: 11/08/2022] [Accepted: 03/22/2023] [Indexed: 04/21/2023] Open
Abstract
BACKGROUND Deep vein thrombosis (DVT) is an interplay of genetic and acquired risk factors, where functional interactions in lncRNA-miRNA-mRNA ceRNA networks contribute to disease pathogenesis. Based on the high-throughput transcriptome sequencing prediction, we have assessed the contribution of lncRNA Crnde/miR-181a-5p/Pcyox1l axis to thrombus formation. METHODS DVT was modeled in mice by inferior vena cava stenosis, and inferior vena cava tissues were harvested for high-throughput transcriptome sequencing to screen differentially expressed lncRNAs and mRNAs. The key miRNA binding to Crnde and Pcyox1l was obtained through searching the RNAInter and mirWalk databases. The binding affinity between Crnde, miR-181a-5p, and Pcyox1l was examined by FISH, dual luciferase reporter gene, RNA pull-down, and RIP assays. Functional experiments were conducted in DVT mouse models to assess thrombus formation and inflammatory injury in inferior vena cava. RESULTS It was noted that Crnde and Pcyox1l were upregulated in the blood of DVT mice. Crnde competitively bound to miR-181a-5p and inhibited miR-181a-5p expression, and Pcyox1l was the downstream target gene of miR-181a-5p. Silencing of Crnde or restoration of miR-181a-5p reduced inflammatory injury in the inferior vena cava, thus curtailing thrombus formation in mice. Ectopic expression of Pcyox1l counterweighed the inhibitory effect of Crnde silencing. CONCLUSIONS Therefore, Crnde sequesters miR-181a-5p to release Pcyox1l expression via ceRNA mechanism, thus aggravating thrombus formation in DVT.
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Affiliation(s)
- Xin He
- Department of Anesthesiology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan Province, China
| | - Yu Liu
- Department of General and Vascular Surgery, Xiangya Hospital, Central South University & National Clinical Research Center for Geriatric Disorders, Changsha, 410008, Hunan Province, China
| | - Yaozhen Li
- Department of General and Vascular Surgery, Xiangya Hospital, Central South University & National Clinical Research Center for Geriatric Disorders, Changsha, 410008, Hunan Province, China
| | - Kemin Wu
- Department of General and Vascular Surgery, Xiangya Hospital, Central South University & National Clinical Research Center for Geriatric Disorders, Changsha, 410008, Hunan Province, China.
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6
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Thibord F, Klarin D, Brody JA, Chen MH, Levin MG, Chasman DI, Goode EL, Hveem K, Teder-Laving M, Martinez-Perez A, Aïssi D, Daian-Bacq D, Ito K, Natarajan P, Lutsey PL, Nadkarni GN, de Vries PS, Cuellar-Partida G, Wolford BN, Pattee JW, Kooperberg C, Braekkan SK, Li-Gao R, Saut N, Sept C, Germain M, Judy RL, Wiggins KL, Ko D, O’Donnell CJ, Taylor KD, Giulianini F, De Andrade M, Nøst TH, Boland A, Empana JP, Koyama S, Gilliland T, Do R, Huffman JE, Wang X, Zhou W, Soria JM, Souto JC, Pankratz N, Haessler J, Hindberg K, Rosendaal FR, Turman C, Olaso R, Kember RL, Bartz TM, Lynch JA, Heckbert SR, Armasu SM, Brumpton B, Smadja DM, Jouven X, Komuro I, Clapham KR, Loos RJ, Willer CJ, Sabater-Lleal M, Pankow JS, Reiner AP, Morelli VM, Ridker PM, van Hylckama Vlieg A, Deleuze JF, Kraft P, Rader DJ, Lee KM, Psaty BM, Skogholt AH, Emmerich J, Suchon P, Rich SS, Vy HMT, Tang W, Jackson RD, Hansen JB, Morange PE, Kabrhel C, Trégouët DA, Damrauer SM, Johnson AD, Smith NL. Cross-Ancestry Investigation of Venous Thromboembolism Genomic Predictors. Circulation 2022; 146:1225-1242. [PMID: 36154123 PMCID: PMC10152894 DOI: 10.1161/circulationaha.122.059675] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 08/09/2022] [Indexed: 01/24/2023]
Abstract
BACKGROUND Venous thromboembolism (VTE) is a life-threatening vascular event with environmental and genetic determinants. Recent VTE genome-wide association studies (GWAS) meta-analyses involved nearly 30 000 VTE cases and identified up to 40 genetic loci associated with VTE risk, including loci not previously suspected to play a role in hemostasis. The aim of our research was to expand discovery of new genetic loci associated with VTE by using cross-ancestry genomic resources. METHODS We present new cross-ancestry meta-analyzed GWAS results involving up to 81 669 VTE cases from 30 studies, with replication of novel loci in independent populations and loci characterization through in silico genomic interrogations. RESULTS In our genetic discovery effort that included 55 330 participants with VTE (47 822 European, 6320 African, and 1188 Hispanic ancestry), we identified 48 novel associations, of which 34 were replicated after correction for multiple testing. In our combined discovery-replication analysis (81 669 VTE participants) and ancestry-stratified meta-analyses (European, African, and Hispanic), we identified another 44 novel associations, which are new candidate VTE-associated loci requiring replication. In total, across all GWAS meta-analyses, we identified 135 independent genomic loci significantly associated with VTE risk. A genetic risk score of the significantly associated loci in Europeans identified a 6-fold increase in risk for those in the top 1% of scores compared with those with average scores. We also identified 31 novel transcript associations in transcriptome-wide association studies and 8 novel candidate genes with protein quantitative-trait locus Mendelian randomization analyses. In silico interrogations of hemostasis and hematology traits and a large phenome-wide association analysis of the 135 GWAS loci provided insights to biological pathways contributing to VTE, with some loci contributing to VTE through well-characterized coagulation pathways and others providing new data on the role of hematology traits, particularly platelet function. Many of the replicated loci are outside of known or currently hypothesized pathways to thrombosis. CONCLUSIONS Our cross-ancestry GWAS meta-analyses identified new loci associated with VTE. These findings highlight new pathways to thrombosis and provide novel molecules that may be useful in the development of improved antithrombosis treatments.
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Affiliation(s)
- Florian Thibord
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
- The Framingham Heart Study, Boston University and NHLBI, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
| | - Derek Klarin
- Division of Vascular Surgery, Stanford University School of Medicine, Stanford, CA, 94305, USA
- VA Palo Alto Healthcare System, Palo Alto, CA, 94550, USA
| | - Jennifer A. Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
| | - Ming-Huei Chen
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
- The Framingham Heart Study, Boston University and NHLBI, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
| | - Michael G. Levin
- Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA, 19104, USA
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave, Boston, MA, 02215, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Ellen L. Goode
- Department of Quantitative Health Sciences, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Kristian Hveem
- HUNT Research Center, Department of Public Health and Nursing, Norwegian University of Science and Technology, Forskningsvegen 2, Levanger, 7600, Norway
- K.G. Jebsen Centre for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Håkon Jarls gate 11, Trondheim, 7030, Norway
| | - Maris Teder-Laving
- Institute of Genomics, University of Tartu, Riia 23b, Tartu, Tartu, 51010, Estonia
| | - Angel Martinez-Perez
- Genomics of Complex Disease Unit, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), St Quinti 77-79, Barcelona, 8041, Spain
| | - Dylan Aïssi
- Bordeaux Population Health Research Center, University of Bordeaux, 146 rue Léo Saignat, Bordeaux, 33076, France
- UMR1219, INSERM, 146 rue Léo Saignat, Bordeaux, 33076, France
| | - Delphine Daian-Bacq
- Centre National de Recherche en Génomique Humaine, CEA, Université Paris-Saclay, 2 Rue Gaston Crémieux, Evry, 91057, France
- Laboratory of Excellence on Medical Genomics, GenMed, France
| | - Kaoru Ito
- Laboratory for Cardiovascular Genomics and Informatics, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehirocho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
| | - Pradeep Natarajan
- Cardiovascular Research Center, Massachusetts General Hospital, 185 Cambridge Street, Boston, MA, 02446, USA
- Program in Medical and Population Genetics and the Cardiovascular Disease Initiative, Broad Institute of Harvard & MIT, 75 Ames St, Cambridge, MA, 02142, USA
- Department of Medicine, Harvard Medical School, Shattuck St, Boston, MA, 02115, USA
| | - Pamela L. Lutsey
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, 1300 South Second Street, Minneapolis, MN, 55454, USA
| | - Girish N. Nadkarni
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gu stave L. Levy Pl, New York, NY, 10029, USA
- Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
| | - Paul S. de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler St, Houston, TX, 77030, USA
| | | | - Brooke N. Wolford
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jack W. Pattee
- Division of Biostatistics, University of Minnesota, 420 Delaware Street SE, Minneapolis, MN, 55455, USA
- Center for Innovative Design & Analysis and Department of Biostatistics & Informatics, Colorado School of Public Health, 13001 East 17th Place, Aurora, CO, 80045, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave N, Seattle, WA, 98109, USA
| | - Sigrid K. Braekkan
- Thrombosis Research Center (TREC), UiT - The Arctic University of Norway, Universitetsvegen 57, Tromsø, 9037, Norway
- Division of internal medicine, University Hospital of North Norway, Tromsø, 9038, Norway
| | - Ruifang Li-Gao
- Clinical Epidemiology, Leiden University Medical Center, PO Box 9600, Leiden, 2300 RC, The Netherlands
| | - Noemie Saut
- Hematology Laboratory, La Timone University Hospital of Marseille, 264 Rue Saint-Pierre, Marseille, 13385, France
| | - Corriene Sept
- Department of Epidemiology, Harvard TH Chan Harvard School of Public Health, 655 Huntington Ave., Building II, Boston, MA, 02115, USA
| | - Marine Germain
- Bordeaux Population Health Research Center, University of Bordeaux, 146 rue Léo Saignat, Bordeaux, 33076, France
- UMR1219, INSERM, 146 rue Léo Saignat, Bordeaux, 33076, France
- Laboratory of Excellence on Medical Genomics, GenMed, France
| | - Renae L. Judy
- Surgery, University of Pennsylvania, 3401 Walnut Street, Philadelphia, PA, 19104, USA
| | - Kerri L. Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
| | - Darae Ko
- The Framingham Heart Study, Boston University and NHLBI, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
- Section of Cardiovascular Medicine, Boston University School of Medicine, 85 East Newton Street, Boston, MA, 02118, USA
| | - Christopher J. O’Donnell
- Cardiology Section, Department of Medicine, VA Boston Healthcare System, Boston, MA, 02132, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Kent D. Taylor
- Institute for Translational Genomics and Population Sciences, The Lundquist Institute for Biomedical Innovation, 1124 W Carson St., Torrance, CA, 90502, USA
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave, Boston, MA, 02215, USA
| | - Mariza De Andrade
- Department of Quantitative Health Sciences, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Therese H. Nøst
- K.G. Jebsen Centre for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Håkon Jarls gate 11, Trondheim, 7030, Norway
| | - Anne Boland
- Centre National de Recherche en Génomique Humaine, CEA, Université Paris-Saclay, 2 Rue Gaston Crémieux, Evry, 91057, France
- Laboratory of Excellence on Medical Genomics, GenMed, France
| | - Jean-Philippe Empana
- Integrative Epidemiology of cardiovascular diseases, Université Paris Cité, Paris Cardiovascular Research Center (PARCC), 56 rue Leblanc, Paris, 75015, France
- Department of Cardiology, APHP, Hopital Européen Georges Pompidou, 20 rue Leblanc, Paris, 75015, France
| | - Satoshi Koyama
- Laboratory for Cardiovascular Genomics and Informatics, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehirocho, Tsurumi-ku, Yokohama, Kanagawa, 230-0045, Japan
- Cardiovascular Research Center, Massachusetts General Hospital, 185 Cambridge Street, Boston, MA, 02446, USA
- Program in Medical and Population Genetics and the Cardiovascular Disease Initiative, Broad Institute of Harvard & MIT, 75 Ames St, Cambridge, MA, 02142, USA
| | - Thomas Gilliland
- Cardiovascular Research Center, Massachusetts General Hospital, 185 Cambridge Street, Boston, MA, 02446, USA
- Program in Medical and Population Genetics and the Cardiovascular Disease Initiative, Broad Institute of Harvard & MIT, 75 Ames St, Cambridge, MA, 02142, USA
- Department of Medicine, Harvard Medical School, Shattuck St, Boston, MA, 02115, USA
| | - Ron Do
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gu stave L. Levy Pl, New York, NY, 10029, USA
- BioMe Phenomics Center, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
| | - Jennifer E. Huffman
- MAVERIC, VA Boston Heathcare System, 2 Avenue de Lafayette, Boston, MA, 02111, USA
| | - Xin Wang
- 23andMe, Inc., 223 N Mathilda Ave, Sunnyvale, CA, 94086, USA
| | - Wei Zhou
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
| | - Jose Manuel Soria
- Genomics of Complex Disease Unit, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), St Quinti 77-79, Barcelona, 8041, Spain
| | - Juan Carlos Souto
- Genomics of Complex Disease Unit, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), St Quinti 77-79, Barcelona, 8041, Spain
- Unit of Thrombosis and Hemostasis, Hospital de la Santa Creu i Sant Pau, St Quinti 89, Barcelona, 8041, Spain
| | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, University of Minnesota, 420 Delaware Street SE, Minneapolis, MN, 55455, USA
| | - Jeffery Haessler
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave N, Seattle, WA, 98109, USA
| | - Kristian Hindberg
- Thrombosis Research Center (TREC), UiT - The Arctic University of Norway, Universitetsvegen 57, Tromsø, 9037, Norway
| | - Frits R. Rosendaal
- Clinical Epidemiology, Leiden University Medical Center, PO Box 9600, Leiden, 2300 RC, The Netherlands
| | - Constance Turman
- Department of Epidemiology, Harvard TH Chan Harvard School of Public Health, 655 Huntington Ave., Building II, Boston, MA, 02115, USA
| | - Robert Olaso
- Centre National de Recherche en Génomique Humaine, CEA, Université Paris-Saclay, 2 Rue Gaston Crémieux, Evry, 91057, France
- Laboratory of Excellence on Medical Genomics, GenMed, France
| | - Rachel L. Kember
- Psychiatry, University of Pennsylvania, 3401 Walnut Street, Philadelphia, PA, 19104, USA
| | - Traci M. Bartz
- Cardiovascular Health Research Unit, Departments of Biostatistics and Medicine, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
| | - Julie A. Lynch
- VA Informatics & Computing Infrastructure, VA Salt Lake City Healthcare System, 500 Foothills Drive, Salt Lake City, UT, 84148, USA
- Epidemiology, University of Utah, 500 Foothills Drive, Salt Lake City, UT, 84148, USA
| | - Susan R. Heckbert
- Department of Epidemiology, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
| | - Sebastian M. Armasu
- Department of Quantitative Health Sciences, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Ben Brumpton
- K.G. Jebsen Centre for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Håkon Jarls gate 11, Trondheim, 7030, Norway
| | - David M. Smadja
- Hematology Department and Biosurgical Research Lab (Carpentier Foundation), European Georges Pompidou Hospital, Assistance Publique Hôpitaux de Paris, 20 rue Leblanc, Paris, 75015, France
- Innovative Therapies in Haemostasis, INSERM, Université de Paris, 4 avenue de l’Observatoire, Paris, 75270, France
| | - Xavier Jouven
- Integrative Epidemiology of cardiovascular diseases, Université Paris Descartes, Sorbonne Paris Cité, 56 rue Leblanc, Paris, 75015, France
- Paris Cardiovascular Research Center, Inserm U970, Université Paris Descartes, Sorbonne Paris Cité, 20 rue Leblanc, Paris, 75015, France
| | - Issei Komuro
- Department of Cardiovascular Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Tokyo, 113-8655, Japan
| | - Katharine R. Clapham
- Program in Medical and Population Genetics and the Cardiovascular Disease Initiative, Broad Institute of Harvard & MIT, 75 Ames St, Cambridge, MA, 02142, USA
- Department of Medicine, Harvard Medical School, Shattuck St, Boston, MA, 02115, USA
- Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave, Boston, MA, 02215, USA
| | - Ruth J.F. Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
| | - Cristen J. Willer
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Maria Sabater-Lleal
- Genomics of Complex Disease Unit, Institut d’Investigació Biomèdica Sant Pau (IIB SANT PAU), St Quinti 77-79, Barcelona, 8041, Spain
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Center for Molecular Medicine, Stockholm, 17176, Sweden
| | - James S. Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, 1300 South Second Street, Minneapolis, MN, 55454, USA
| | - Alexander P. Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave N, Seattle, WA, 98109, USA
- Department of Epidemiology, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
| | - Vania M. Morelli
- Thrombosis Research Center (TREC), UiT - The Arctic University of Norway, Universitetsvegen 57, Tromsø, 9037, Norway
- Division of internal medicine, University Hospital of North Norway, Tromsø, 9038, Norway
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women’s Hospital, 900 Commonwealth Ave, Boston, MA, 02215, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Astrid van Hylckama Vlieg
- Clinical Epidemiology, Leiden University Medical Center, PO Box 9600, Leiden, 2300 RC, The Netherlands
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine, CEA, Université Paris-Saclay, 2 Rue Gaston Crémieux, Evry, 91057, France
- Laboratory of Excellence on Medical Genomics, GenMed, France
- Centre D’Etude du Polymorphisme Humain, Fondation Jean Dausset, 27 rue Juliette Dodu, Paris, 75010, France
| | - Peter Kraft
- Department of Epidemiology, Harvard TH Chan Harvard School of Public Health, 655 Huntington Ave., Building II, Boston, MA, 02115, USA
| | - Daniel J. Rader
- Departments of Medicine and Genetics and Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, 3400 Civic Center Blvd, Philadelphia, PA, 19104, USA
| | | | | | | | | | | | - Kyung Min Lee
- VA Informatics & Computing Infrastructure, VA Salt Lake City Healthcare System, 500 Foothills Drive, Salt Lake City, UT, 84148, USA
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
- Department of Epidemiology, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
- Department of Health Systems and Population Heath, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
| | - Anne Heidi Skogholt
- K.G. Jebsen Centre for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Håkon Jarls gate 11, Trondheim, 7030, Norway
| | - Joseph Emmerich
- Department of vascular medicine, Paris Saint-Joseph Hospital Group, University of Paris, 185 rue Raymond Losserand, Paris, 75674, France
- UMR1153, INSERM CRESS, 185 rue Raymond Losserand, Paris, 75674, France
| | - Pierre Suchon
- Hematology Laboratory, La Timone University Hospital of Marseille, 264 Rue Saint-Pierre, Marseille, 13385, France
- C2VN, INSERM, INRAE, Aix-Marseille University, 27, bd Jean Moulin, Marseille, 13385, France
| | - Stephen S. Rich
- Center for Public Health Genomics, University of Virginia, 3242 West Complex, Charlottesville, VA, 22908-0717, USA
| | - Ha My T. Vy
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY, 10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, 1 Gu stave L. Levy Pl, New York, NY, 10029, USA
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, 1300 South Second Street, Minneapolis, MN, 55454, USA
| | - Rebecca D. Jackson
- College of Medicine, Ohio State University, 376 W. 10th Ave, Columbus, OH, 43210, USA
| | - John-Bjarne Hansen
- Thrombosis Research Center (TREC), UiT - The Arctic University of Norway, Universitetsvegen 57, Tromsø, 9037, Norway
- Division of internal medicine, University Hospital of North Norway, Tromsø, 9038, Norway
| | - Pierre-Emmanuel Morange
- Hematology Laboratory, La Timone University Hospital of Marseille, 264 Rue Saint-Pierre, Marseille, 13385, France
- C2VN, INSERM, INRAE, Aix-Marseille University, 27, bd Jean Moulin, Marseille, 13385, France
| | - Christopher Kabrhel
- Emergency Medicine, Massachusetts General Hospital, Zero Emerson Place, Suite 3B, Boston, MA, 02114, USA
- Emergency Medicine, Harvard Medical School, Zero Emerson Place, Suite 3B, Boston, MA, 02114, USA
| | - David-Alexandre Trégouët
- Bordeaux Population Health Research Center, University of Bordeaux, 146 rue Léo Saignat, Bordeaux, 33076, France
- UMR1219, INSERM, 146 rue Léo Saignat, Bordeaux, 33076, France
- Laboratory of Excellence on Medical Genomics, GenMed, France
| | - Scott M. Damrauer
- Corporal Michael J. Crescenz Philadelphia VA Medical Center, 3900 Woodland Ave, Philadelphia, PA, 19104, USA
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Andrew D. Johnson
- Population Sciences Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
- The Framingham Heart Study, Boston University and NHLBI, 73 Mt. Wayte Ave, Suite #2, Framingham, MA, 01702, USA
| | - Nicholas L. Smith
- Department of Epidemiology, University of Washington, 1730 Minor Ave, Suite 1360, Seattle, WA, 98101, USA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA, 98101, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, WA, 98108, USA
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7
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Stacey D, Chen L, Stanczyk PJ, Howson JMM, Mason AM, Burgess S, MacDonald S, Langdown J, McKinney H, Downes K, Farahi N, Peters JE, Basu S, Pankow JS, Tang W, Pankratz N, Sabater-Lleal M, de Vries PS, Smith NL, Gelinas AD, Schneider DJ, Janjic N, Samani NJ, Ye S, Summers C, Chilvers ER, Danesh J, Paul DS. Elucidating mechanisms of genetic cross-disease associations at the PROCR vascular disease locus. Nat Commun 2022; 13:1222. [PMID: 35264566 PMCID: PMC8907312 DOI: 10.1038/s41467-022-28729-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 02/08/2022] [Indexed: 02/05/2023] Open
Abstract
Many individual genetic risk loci have been associated with multiple common human diseases. However, the molecular basis of this pleiotropy often remains unclear. We present an integrative approach to reveal the molecular mechanism underlying the PROCR locus, associated with lower coronary artery disease (CAD) risk but higher venous thromboembolism (VTE) risk. We identify PROCR-p.Ser219Gly as the likely causal variant at the locus and protein C as a causal factor. Using genetic analyses, human recall-by-genotype and in vitro experimentation, we demonstrate that PROCR-219Gly increases plasma levels of (activated) protein C through endothelial protein C receptor (EPCR) ectodomain shedding in endothelial cells, attenuating leukocyte-endothelial cell adhesion and vascular inflammation. We also associate PROCR-219Gly with an increased pro-thrombotic state via coagulation factor VII, a ligand of EPCR. Our study, which links PROCR-219Gly to CAD through anti-inflammatory mechanisms and to VTE through pro-thrombotic mechanisms, provides a framework to reveal the mechanisms underlying similar cross-phenotype associations.
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Affiliation(s)
- David Stacey
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Lingyan Chen
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Paulina J Stanczyk
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Joanna M M Howson
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Department of Genetics, Novo Nordisk Research Centre Oxford, Innovation Building, Old Road Campus, Roosevelt Drive, Oxford, UK
| | - Amy M Mason
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Stephen Burgess
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Medical Research Council Biostatistics Unit, University of Cambridge, Cambridge, UK
| | - Stephen MacDonald
- Specialist Haemostasis Unit, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Jonathan Langdown
- Specialist Haemostasis Unit, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Harriett McKinney
- Department of Haematology, University of Cambridge, Cambridge, UK
- National Health Service Blood and Transplant, Cambridge, UK
| | - Kate Downes
- Department of Haematology, University of Cambridge, Cambridge, UK
- National Health Service Blood and Transplant, Cambridge, UK
- National Institute for Health Research BioResource, University of Cambridge, Cambridge, UK
| | - Neda Farahi
- Department of Medicine, University of Cambridge, Cambridge, UK
| | - James E Peters
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- Centre for Inflammatory Disease, Department of Immunology and Inflammation, Imperial College London, London, UK
- Health Data Research UK London, London, UK
| | - Saonli Basu
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - James S Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Maria Sabater-Lleal
- Genomics of Complex Diseases Group, Sant Pau Biomedical Research Institute, IIB-Sant Pau, Barcelona, Spain
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences; School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Nicholas L Smith
- Department of Epidemiology, School of Public Health, University of Washington, Seattle, WA, USA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | | | | | | | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Shu Ye
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
- National Institute for Health Research Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | | | - Edwin R Chilvers
- National Heart and Lung Institute, Imperial College London, London, UK
| | - John Danesh
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
- British Heart Foundation Centre of Research Excellence, University of Cambridge, Cambridge, UK
- National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, University of Cambridge, Cambridge, UK
- Health Data Research UK Cambridge, Wellcome Genome Campus and University of Cambridge, Cambridge, UK
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Dirk S Paul
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.
- British Heart Foundation Centre of Research Excellence, University of Cambridge, Cambridge, UK.
- Department of Human Genetics, Wellcome Sanger Institute, Hinxton, UK.
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8
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Association of rs780094 and rs1260326 glucokinase regulatory protein gene polymorphisms with dyslipidemia in a group of Serbian acute ischemic stroke patients. ARCH BIOL SCI 2022. [DOI: 10.2298/abs211126002b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
Although genetic variations rs780094 and rs1260326 of the glucokinase
regulatory protein gene (GCKR) could be associated with lipid profile
imbalance, their influence on acute ischemic stroke (AIS) risk has not yet
been established. The aim of this study was to investigate the influence of
GCKR single nucleotide polymorphisms (SNPs) rs780094 and rs1260326 on lipid
profile parameters in patients with AIS, and to evaluate the association of
these SNPs with the risk of AIS. In a casecontrol study, a total of 148
subjects were screened for GCKR rs780094 and rs1260326 SNPs using the
polymerase chain reaction-restriction fragment length polymorphism
(PCR-RFLP) method. The lipid profile was determined based on serum total
cholesterol (TC), low-density lipoprotein cholesterol (LDL-C), high-density
lipoprotein cholesterol (HDL-C) and triacylglycerol (TG) concentrations. The
frequencies of the minor rs780094T allele and the minor rs1260326T allele
were significantly lower in AIS patients compared to controls. The
rs780094TT genotype and the rs1260326TT genotype were associated with
decreased risk of AIS compared to wildtype carriers. In conclusion, this is
the first study implying that decreased risk of AIS in rs780094 and
rs1260326 homozygous minor allele carriers is not caused by dyslipidemia,
but possibly by the lack of coagulation factor glycosylation.
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9
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Large-scale integration of the plasma proteome with genetics and disease. Nat Genet 2021; 53:1712-1721. [PMID: 34857953 DOI: 10.1038/s41588-021-00978-w] [Citation(s) in RCA: 411] [Impact Index Per Article: 137.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 10/22/2021] [Indexed: 11/08/2022]
Abstract
The plasma proteome can help bridge the gap between the genome and diseases. Here we describe genome-wide association studies (GWASs) of plasma protein levels measured with 4,907 aptamers in 35,559 Icelanders. We found 18,084 associations between sequence variants and levels of proteins in plasma (protein quantitative trait loci; pQTL), of which 19% were with rare variants (minor allele frequency (MAF) < 1%). We tested plasma protein levels for association with 373 diseases and other traits and identified 257,490 associations. We integrated pQTL and genetic associations with diseases and other traits and found that 12% of 45,334 lead associations in the GWAS Catalog are with variants in high linkage disequilibrium with pQTL. We identified 938 genes encoding potential drug targets with variants that influence levels of possible biomarkers. Combining proteomics, genomics and transcriptomics, we provide a valuable resource that can be used to improve understanding of disease pathogenesis and to assist with drug discovery and development.
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10
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Guo Y, Rist PM, Sabater-Lleal M, de Vries P, Smith N, Ridker PM, Kurth T, Chasman DI. Association Between Hemostatic Profile and Migraine: A Mendelian Randomization Analysis. Neurology 2021; 96:e2481-e2487. [PMID: 33795393 DOI: 10.1212/wnl.0000000000011931] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Accepted: 02/24/2021] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To assess support for a causal relationship between hemostatic measures and migraine susceptibility using genetic instrumental analysis. METHODS Two-sample Mendelian randomization instrumental analyses leveraging available genome-wide association study (GWAS) summary statistics were applied to hemostatic measures as potentially causal for migraine and its subtypes, migraine with aura (MA) and migraine without aura (MO). Twelve blood-based measures of hemostasis were examined, including plasma level or activity of 8 hemostatic factors and 2 fibrinopeptides together with 2 hemostasis clinical tests. RESULTS There were significant instrumental effects between increased coagulation factor VIII activity (FVIII; odds ratio [95% confidence interval] 1.05 [1.03, 1.08]/SD, p = 6.08 × 10-05), von Willebrand factor level (vWF; 1.05 [1.03, 1.08]/SD, p = 2.25 × 10-06), and phosphorylated fibrinopeptide A level (1.13 [1.07, 1.19]/SD, p = 5.44 × 10-06) with migraine susceptibility. When extended to migraine subtypes, FVIII, vWF, and phosphorylated fibrinopeptide A showed slightly stronger effects with MA than overall migraine. Fibrinogen level was inversely linked with MA (0.76 [0.64, 0.91]/SD, p = 2.32 × 10-03) but not overall migraine. None of the hemostatic factors was linked with MO. In sensitivity analysis, effects for fibrinogen and phosphorylated fibrinopeptide A were robust, whereas independent effects of FVIII and vWF could not be distinguished, and FVIII associations were potentially affected by pleiotropy at the ABO locus. Causal effects from migraine to the hemostatic measures were not supported in reverse Mendelian randomization. However, MA was not included due to lack of instruments. CONCLUSIONS The findings support potential causality of increased FVIII, vWF, and phosphorylated fibrinopeptide A and decreased fibrinogen in migraine susceptibility, especially for MA, potentially revealing etiologic relationships between hemostasis and migraine.
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Affiliation(s)
- Yanjun Guo
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Pamela M Rist
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Maria Sabater-Lleal
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Paul de Vries
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Nicholas Smith
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Paul M Ridker
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Tobias Kurth
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany
| | - Daniel I Chasman
- From the Division of Preventive Medicine (Y.G., P.M. Rist, P.M. Ridker, D.C.), Brigham and Women's Hospital; Harvard Medical School (Y.G., P.M. Rist, P.M. Ridker, D.I.C.); Department of Epidemiology (Y.G., P.M. Rist, P.M. Ridker, T.K., D.C.), Harvard T.H. Chan School of Public Health, Boston, MA; Genomics of Complex Diseases (M.S.-L.), Research Institute of Hospital de la Santa Creu i Sant Pau, IIB Sant Pau, Barcelona, Spain; Cardiovascular Medicine Unit, Department of Medicine (M.S.-L.), Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences (P.d.V.), School of Public Health, The University of Texas Health Science Center at Houston; Department of Epidemiology (N.S.), University of Washington; Kaiser Permanente Washington Health Research Institute (N.S.), Seattle; Seattle Epidemiologic Research and Information Center (N.S.), Department of Veterans Affairs Office of Research and Development, WA; and Institute of Public Health (T.K.), Charité-Universitätsmedizin Berlin, Germany.
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11
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Meißner L, Schürmann P, Dörk T, Hagemeier L, Klintschar M. Genetic association study of fatal pulmonary embolism. Int J Legal Med 2020; 135:143-151. [PMID: 33128086 PMCID: PMC7782449 DOI: 10.1007/s00414-020-02441-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Accepted: 10/07/2020] [Indexed: 01/10/2023]
Abstract
Pulmonary embolism (PE) is a complex multi-factorial disease and represents one manifestation of venous thromboembolism (VTE). Most commonly PE constitutes a complication of VTE’s other clinical presentation deep vein thrombosis (DVT). The majority of studies concerning risk factors do not distinguish between PE and DVT. The risk factors are often estimated to be alike, but the prevalence and the risk associated with the major genetic factor Factor V Leiden differ between the two disease states. We have investigated the association of 22 SNPs with PE in 185 PE case and 375 healthy control subjects. At p = 0.05, eight SNPs presented with nominally significant evidence of association (EOA), although no significantly different genotype distributions remained between cases and controls after Bonferroni correction. Three of these variants (rs1800790, rs3813948, rs6025) showed EOA in the main analysis, and five variants (rs169713, rs1801131, rs4524, rs5985 and rs8176592) demonstrated EOAs in subgroups. Genomic variation modulating Factor V, Factor XIII, Beta fibrinogen (FGB), TFPI or HIVEP1 should be worth to be followed in subsequent studies. The findings of this study support the view that PE represents a complex disease with many factors contributing relatively small effects. Larger sample sizes will be required to reliably detect these small effects.
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Affiliation(s)
- Lisa Meißner
- Institute of Legal Medicine, Hannover Medical School, Carl-Neuberg-Str.1, 30625, Hannover, Germany
| | - Peter Schürmann
- Gynaecology Research Unit, Department of Obstetrics and Gynaecology, Hannover Medical School, Carl-Neuberg-Str.1, 30625, Hannover, Germany
| | - Thilo Dörk
- Gynaecology Research Unit, Department of Obstetrics and Gynaecology, Hannover Medical School, Carl-Neuberg-Str.1, 30625, Hannover, Germany
| | - Lars Hagemeier
- Institute of Legal Medicine, Hannover Medical School, Carl-Neuberg-Str.1, 30625, Hannover, Germany
| | - Michael Klintschar
- Institute of Legal Medicine, Hannover Medical School, Carl-Neuberg-Str.1, 30625, Hannover, Germany.
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12
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Small AM, Huffman JE, Klarin D, Sabater-Lleal M, Lynch JA, Assimes TL, Sun YV, Miller D, Freiberg MS, Morrison AC, Rader DJ, Wilson PWF, Cho K, Tsao PS, Chang KM, Smith NL, O'Donnell CJ, de Vries PS, Damrauer SM. Mendelian Randomization Analysis of Hemostatic Factors and Their Contribution to Peripheral Artery Disease-Brief Report. Arterioscler Thromb Vasc Biol 2020; 41:380-386. [PMID: 32847391 DOI: 10.1161/atvbaha.119.313847] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND AND OBJECTIVE Peripheral artery disease (PAD) is the third most common form of atherosclerotic vascular disease and is characterized by significant functional disability and increased cardiovascular mortality. Recent genetic data support a role for a procoagulation protein variant, the factor V Leiden mutation, in PAD. The role of other hemostatic factors in PAD remains unknown. We evaluated the role of hemostatic factors in PAD using Mendelian randomization. Approach and Results: Two-sample Mendelian randomization to evaluate the roles of FVII (factor VII), FVIII (factor VIII), FXI (factor XI), VWF (von Willebrand factor), and fibrinogen in PAD was performed using summary statistics from GWAS for hemostatic factors performed within the Cohorts for Heart and Aging Research in the Genome Epidemiology Consortium and from GWAS performed for PAD within the Million Veteran Program. Genetically determined FVIII and VWF, but not FVII, FXI, or fibrinogen, were associated with PAD in Mendelian randomization experiments (FVIII: odds ratio, 1.41 [95% CI, 1.23-1.62], P=6.0×10-7, VWF: odds ratio, 1.28 [95% CI, 1.07-1.52], P=0.0073). In single variant sensitivity analysis, the ABO locus was the strongest genetic instrument for both FVIII and VWF. CONCLUSIONS Our results suggest a role for hemostasis, and by extension, thrombosis in PAD. Further study is warranted to determine whether VWF and FVIII independently affect the biology of PAD.
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Affiliation(s)
- Aeron M Small
- Corporal Michael J. Crescenz VA Medical Center, PA (A.M.S., K.-M.C., S.M.D.).,Department of Medicine, Yale University School of Medicine, New Haven, CT (A.M.S.)
| | - Jennifer E Huffman
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), Boston VA Healthcare System (J.E.H., D.K., K.C., C.J.O.)
| | - Derek Klarin
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), Boston VA Healthcare System (J.E.H., D.K., K.C., C.J.O.).,Department of Surgery, Massachusetts General Hospital, Boston (D.K.).,Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA (D.K.)
| | - Maria Sabater-Lleal
- Genomics of Complex Diseases, Research Institute of Hospital Sant Pau, IIB Sant Pau, Barcelona, Spain (M.S.-L.).,Cardiovascular Medicine Unit, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden (M.S.-L.)
| | - Julie A Lynch
- Department of Veterans Affairs, Salt Lake City Health Care System, UT (J.A.L.).,University of Massachusetts College of Nursing & Health Sciences, Boston (J.A.L.).,Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial VA Hospital, Bedford, MA (J.A.L.)
| | - Themistocles L Assimes
- VA Palo Alto Health Care System, Palo Alto, CA (T.L.A., P.S.T.).,Department of Medicine, Stanford University School of Medicine, CA (T.L.A., P.S.T.)
| | - Yan V Sun
- Atlanta VA Health Care System, Decatur, GA (Y.V.S., P.W.F.W.).,Department of Epidemiology, Emory University Rollins School of Public Health and Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA (Y.V.S.)
| | - Donald Miller
- Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial Veterans Hospital, Bedford, MA (D.M.).,Boston University School of Medicine, MA (D.M.)
| | - Matthew S Freiberg
- VA Tennessee Valley Healthcare System, Nashville (M.S.F.).,Vanderbilt University Medical Center, Nashville, TN (M.S.F.)
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Sciences Center at Houston (A.C.M.)
| | - Daniel J Rader
- Department of Medicine (D.J.R., K.-M.C.), Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Peter W F Wilson
- Atlanta VA Health Care System, Decatur, GA (Y.V.S., P.W.F.W.).,Emory Clinical Cardiovascular Research Institute, Atlanta, Georgia (P.W.F.W.)
| | - Kelly Cho
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), Boston VA Healthcare System (J.E.H., D.K., K.C., C.J.O.)
| | - Philip S Tsao
- VA Palo Alto Health Care System, Palo Alto, CA (T.L.A., P.S.T.).,Department of Medicine, Stanford University School of Medicine, CA (T.L.A., P.S.T.)
| | - Kyong-Mi Chang
- Corporal Michael J. Crescenz VA Medical Center, PA (A.M.S., K.-M.C., S.M.D.).,Department of Medicine (D.J.R., K.-M.C.), Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle (N.L.S.).,Kaiser Permanente Washington Research Institute, Kaiser Permanente Washington, Seattle (N.L.S.).,Department of Veteran Affairs, Office of Research and Development, Seattle Epidemiologic Research and Information Center, WA (N.L.S.)
| | - Christopher J O'Donnell
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), Boston VA Healthcare System (J.E.H., D.K., K.C., C.J.O.).,Cardiovascular Medicine Division, Department of Medicine, Brigham and Women's Hospital (C.J.O.), Harvard Medical School, Boston
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Sciences Center at Houston (P.S.d.V.)
| | - Scott M Damrauer
- Corporal Michael J. Crescenz VA Medical Center, PA (A.M.S., K.-M.C., S.M.D.).,Department of Surgery (S.M.D.), Perelman School of Medicine, University of Pennsylvania, Philadelphia
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13
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Jankowska KI, Sauna ZE, Atreya CD. Role of microRNAs in Hemophilia and Thrombosis in Humans. Int J Mol Sci 2020; 21:ijms21103598. [PMID: 32443696 PMCID: PMC7279366 DOI: 10.3390/ijms21103598] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 05/13/2020] [Accepted: 05/14/2020] [Indexed: 12/12/2022] Open
Abstract
MicroRNAs (miRNA) play an important role in gene expression at the posttranscriptional level by targeting the untranslated regions of messenger RNA (mRNAs). These small RNAs have been shown to control cellular physiological processes including cell differentiation and proliferation. Dysregulation of miRNAs have been associated with numerous diseases. In the past few years miRNAs have emerged as potential biopharmaceuticals and the first miRNA-based therapies have entered clinical trials. Our recent studies suggest that miRNAs may also play an important role in the pathology of genetic diseases that are currently considered to be solely due to mutations in the coding sequence. For instance, among hemophilia A patients there exist a small subset, with normal wildtype genes; i.e., lacking in mutations in the coding and non-coding regions of the F8 gene. Similarly, in many patients with missense mutations in the F8 gene, the genetic defect does not fully explain the severity of the disease. Dysregulation of miRNAs that target mRNAs encoding coagulation factors have been shown to disturb gene expression. Alterations in protein levels involved in the coagulation cascade mediated by miRNAs could lead to bleeding disorders or thrombosis. This review summarizes current knowledge on the role of miRNAs in hemophilia and thrombosis. Recognizing and understanding the functions of miRNAs by identifying their targets is important in identifying their roles in health and diseases. Successful basic research may result in the development and improvement of tools for diagnosis, risk evaluation or even new treatment strategies.
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Affiliation(s)
- Katarzyna I. Jankowska
- OBRR/DBCD/LCH in the Center for Biologics Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, USA;
| | - Zuben E. Sauna
- OTAT/DPPT/HB in the Center for Biologics Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, USA;
| | - Chintamani D. Atreya
- OBRR/DBCD/LCH in the Center for Biologics Evaluation and Research, US Food and Drug Administration, Silver Spring, MD 20993, USA;
- Correspondence:
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14
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Morelli VM, Brækkan SK, Hansen JB. Role of microRNAs in Venous Thromboembolism. Int J Mol Sci 2020; 21:ijms21072602. [PMID: 32283653 PMCID: PMC7177540 DOI: 10.3390/ijms21072602] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 04/05/2020] [Accepted: 04/06/2020] [Indexed: 12/16/2022] Open
Abstract
MicroRNAs (miRNAs) are non-coding RNAs that execute their function by targeted downregulation of gene expressions. There is growing evidence from epidemiological studies and animal models suggesting that the expression level of miRNAs is dysregulated in venous thromboembolism (VTE). In this review, we summarize the current knowledge on the role of miRNAs as biomarkers for VTE and provide general insight into research exploring the modulation of miRNA activity in animal models of venous thrombosis. Up to now, published studies have yielded inconsistent results on the role of miRNAs as biomarkers for VTE with most of the reports focused on diagnostic research. The limited statistical power of the individual studies, due to the small sample sizes, may substantially contribute to the poor reproducibility among studies. In animal models, over-expression or inhibition of some miRNAs appear to influence venous thrombus formation and resolution. However, there is an important gap in knowledge on the potential role of miRNAs as therapeutic targets in VTE. Future research involving large cohorts should be designed to clarify the clinical usefulness of miRNAs as biomarkers for VTE, and animal model studies should be pursued to unravel the role of miRNAs in the pathogenesis of VTE and their potential as therapeutic targets.
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Affiliation(s)
- Vânia M. Morelli
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT—The Arctic University of Norway, N-9037 Tromsø, Norway; (S.K.B.); (J.-B.H.)
- Correspondence: ; Tel.: +47-77625105
| | - Sigrid K. Brækkan
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT—The Arctic University of Norway, N-9037 Tromsø, Norway; (S.K.B.); (J.-B.H.)
- Division of Internal Medicine, University Hospital of North Norway, N-9037 Tromsø, Norway
| | - John-Bjarne Hansen
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT—The Arctic University of Norway, N-9037 Tromsø, Norway; (S.K.B.); (J.-B.H.)
- Division of Internal Medicine, University Hospital of North Norway, N-9037 Tromsø, Norway
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15
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Thibord F, Munsch G, Perret C, Suchon P, Roux M, Ibrahim-Kosta M, Goumidi L, Deleuze JF, Morange PE, Trégouët DA. Bayesian network analysis of plasma microRNA sequencing data in patients with venous thrombosis. Eur Heart J Suppl 2020; 22:C34-C45. [PMID: 32368197 PMCID: PMC7189740 DOI: 10.1093/eurheartj/suaa008] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
MicroRNAs (miRNAs) are small regulatory RNAs participating to several biological processes and known to be involved in various pathologies. Measurable in body fluids, miRNAs have been proposed to serve as efficient biomarkers for diseases and/or associated traits. Here, we performed a next-generation-sequencing based profiling of plasma miRNAs in 344 patients with venous thrombosis (VT) and assessed the association of plasma miRNA levels with several haemostatic traits and the risk of VT recurrence. Among the most significant findings, we detected an association between hsa-miR-199b-3p and haematocrit levels (P = 0.0016), these two markers having both been independently reported to associate with VT risk. We also observed suggestive evidence for association of hsa-miR-370-3p (P = 0.019), hsa-miR-27b-3p (P = 0.016) and hsa-miR-222-3p (P = 0.049) with VT recurrence, the observations at the latter two miRNAs confirming the recent findings of Wang et al. Besides, by conducting Genome-Wide Association Studies on miRNA levels and meta-analyzing our results with some publicly available, we identified 21 new associations of single nucleotide polymorphisms with plasma miRNA levels at the statistical significance threshold of P < 5 × 10-8, some of these associations pertaining to thrombosis associated mechanisms. In conclusion, this study provides novel data about the impact of miRNAs' variability in haemostasis and new arguments supporting the association of few miRNAs with the risk of recurrence in patients with venous thrombosis.
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Affiliation(s)
- Florian Thibord
- Institut National pour la Santé et la Recherche Médicale (INSERM), Unité Mixte de Recherche en Santé (UMR_S) 1219, Bordeaux Population Health Research Center, University of Bordeaux, 146 rue Léo Saignat, Bordeaux 33076, France
- Pierre Louis Doctoral School of Public Health, Sorbonne-Université, 15 rue de l’école de médecine, Paris 75006, France
| | - Gaëlle Munsch
- Institut National pour la Santé et la Recherche Médicale (INSERM), Unité Mixte de Recherche en Santé (UMR_S) 1219, Bordeaux Population Health Research Center, University of Bordeaux, 146 rue Léo Saignat, Bordeaux 33076, France
| | - Claire Perret
- Sorbonne Universités, Université Pierre et Marie Curie (UPMC Univ Paris 06), INSERM UMR_S 1166, 91 Boulevard de l’Hôpital, Paris 75013, France
| | - Pierre Suchon
- Laboratory of Haematology, La Timone Hospital, 278 rue Saint Pierre, Marseille 13385, France
| | - Maguelonne Roux
- Sorbonne Universités, Université Pierre et Marie Curie (UPMC Univ Paris 06), INSERM UMR_S 1166, 91 Boulevard de l’Hôpital, Paris 75013, France
| | - Manal Ibrahim-Kosta
- Laboratory of Haematology, La Timone Hospital, 278 rue Saint Pierre, Marseille 13385, France
- INSERM UMR_S 1062, Nutrition Obesity and Risk of Thrombosis, Center for CardioVascular and Nutrition research (C2VN), Aix-Marseille University, 278 rue Saint Pierre, Marseille 13385, France
| | - Louisa Goumidi
- INSERM UMR_S 1062, Nutrition Obesity and Risk of Thrombosis, Center for CardioVascular and Nutrition research (C2VN), Aix-Marseille University, 278 rue Saint Pierre, Marseille 13385, France
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine, Direction de la Recherche Fondamentale, CEA, 2 rue Gaston Crémieux, Evry 91057, France
- CEPH, Fondation Jean Dausset, 27 rue Juliette Dodu, Paris 75010, France
| | - Pierre-Emmanuel Morange
- Laboratory of Haematology, La Timone Hospital, 278 rue Saint Pierre, Marseille 13385, France
- INSERM UMR_S 1062, Nutrition Obesity and Risk of Thrombosis, Center for CardioVascular and Nutrition research (C2VN), Aix-Marseille University, 278 rue Saint Pierre, Marseille 13385, France
| | - David-Alexandre Trégouët
- Institut National pour la Santé et la Recherche Médicale (INSERM), Unité Mixte de Recherche en Santé (UMR_S) 1219, Bordeaux Population Health Research Center, University of Bordeaux, 146 rue Léo Saignat, Bordeaux 33076, France
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16
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Harshfield EL, Sims MC, Traylor M, Ouwehand WH, Markus HS. The role of haematological traits in risk of ischaemic stroke and its subtypes. Brain 2020; 143:210-221. [PMID: 31755939 PMCID: PMC6935746 DOI: 10.1093/brain/awz362] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 09/05/2019] [Accepted: 09/25/2019] [Indexed: 12/13/2022] Open
Abstract
Thrombosis and platelet activation play a central role in stroke pathogenesis, and antiplatelet and anticoagulant therapies are central to stroke prevention. However, whether haematological traits contribute equally to all ischaemic stroke subtypes is uncertain. Furthermore, identification of associations with new traits may offer novel treatment opportunities. The aim of this research was to ascertain causal relationships between a wide range of haematological traits and ischaemic stroke and its subtypes. We obtained summary statistics from 27 published genome-wide association studies of haematological traits involving over 375 000 individuals, and genetic associations with stroke from the MEGASTROKE Consortium (n = 67 000 stroke cases). Using two-sample Mendelian randomization we analysed the association of genetically elevated levels of 36 blood cell traits (platelets, mature/immature red cells, and myeloid/lymphoid/compound white cells) and 49 haemostasis traits (including clotting cascade factors and markers of platelet function) with risk of developing ischaemic (AIS), cardioembolic (CES), large artery (LAS), and small vessel stroke (SVS). Several factors on the intrinsic clotting pathway were significantly associated (P < 3.85 × 10-4) with CES and LAS, but not with SVS (e.g. reduced factor VIII activity with AIS/CES/LAS; raised factor VIII antigen with AIS/CES; and increased factor XI activity with AIS/CES). On the common pathway, increased gamma (γ') fibrinogen was significantly associated with AIS/CES. Furthermore, elevated plateletcrit was significantly associated with AIS/CES, eosinophil percentage of white cells with LAS, and thrombin-activatable fibrinolysis inhibitor activation peptide antigen with AIS. We also conducted a follow-up analysis in UK Biobank, which showed that amongst individuals with atrial fibrillation, those with genetically lower levels of factor XI are at reduced risk of AIS compared to those with normal levels of factor XI. These results implicate components of the intrinsic and common pathways of the clotting cascade, as well as several other haematological traits, in the pathogenesis of CES and possibly LAS, but not SVS. The lack of associations with SVS suggests thrombosis may be less important for this stroke subtype. Plateletcrit and factor XI are potentially tractable new targets for secondary prevention of ischaemic stroke, while factor VIII and γ' fibrinogen require further population-based studies to ascertain their possible aetiological roles.
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Affiliation(s)
- Eric L Harshfield
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Matthew C Sims
- Department of Haematology, University of Cambridge, Cambridge, UK
- Oxford Haemophilia and Thrombosis Centre, Oxford University Hospitals NHS Foundation Trust, NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Matthew Traylor
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
- Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Willem H Ouwehand
- Department of Haematology, University of Cambridge, Cambridge, UK
- National Health Service (NHS) Blood and Transplant, Cambridge Biomedical Campus, Cambridge, UK
- British Heart Foundation Cambridge Centre of Research Excellence, University of Cambridge, Cambridge, UK
- Department of Human Genetics, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK
- National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Genomics, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Hugh S Markus
- Stroke Research Group, Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
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17
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Lindström S, Wang L, Smith EN, Gordon W, van Hylckama Vlieg A, de Andrade M, Brody JA, Pattee JW, Haessler J, Brumpton BM, Chasman DI, Suchon P, Chen MH, Turman C, Germain M, Wiggins KL, MacDonald J, Braekkan SK, Armasu SM, Pankratz N, Jackson RD, Nielsen JB, Giulianini F, Puurunen MK, Ibrahim M, Heckbert SR, Damrauer SM, Natarajan P, Klarin D, de Vries PS, Sabater-Lleal M, Huffman JE, Bammler TK, Frazer KA, McCauley BM, Taylor K, Pankow JS, Reiner AP, Gabrielsen ME, Deleuze JF, O'Donnell CJ, Kim J, McKnight B, Kraft P, Hansen JB, Rosendaal FR, Heit JA, Psaty BM, Tang W, Kooperberg C, Hveem K, Ridker PM, Morange PE, Johnson AD, Kabrhel C, Trégouët DA, Smith NL. Genomic and transcriptomic association studies identify 16 novel susceptibility loci for venous thromboembolism. Blood 2019; 134:1645-1657. [PMID: 31420334 PMCID: PMC6871304 DOI: 10.1182/blood.2019000435] [Citation(s) in RCA: 145] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2019] [Accepted: 07/17/2019] [Indexed: 12/29/2022] Open
Abstract
Venous thromboembolism (VTE) is a significant contributor to morbidity and mortality. To advance our understanding of the biology contributing to VTE, we conducted a genome-wide association study (GWAS) of VTE and a transcriptome-wide association study (TWAS) based on imputed gene expression from whole blood and liver. We meta-analyzed GWAS data from 18 studies for 30 234 VTE cases and 172 122 controls and assessed the association between 12 923 718 genetic variants and VTE. We generated variant prediction scores of gene expression from whole blood and liver tissue and assessed them for association with VTE. Mendelian randomization analyses were conducted for traits genetically associated with novel VTE loci. We identified 34 independent genetic signals for VTE risk from GWAS meta-analysis, of which 14 are newly reported associations. This included 11 newly associated genetic loci (C1orf198, PLEK, OSMR-AS1, NUGGC/SCARA5, GRK5, MPHOSPH9, ARID4A, PLCG2, SMG6, EIF5A, and STX10) of which 6 replicated, and 3 new independent signals in 3 known genes. Further, TWAS identified 5 additional genetic loci with imputed gene expression levels differing between cases and controls in whole blood (SH2B3, SPSB1, RP11-747H7.3, RP4-737E23.2) and in liver (ERAP1). At some GWAS loci, we found suggestive evidence that the VTE association signal for novel and previously known regions colocalized with expression quantitative trait locus signals. Mendelian randomization analyses suggested that blood traits may contribute to the underlying risk of VTE. To conclude, we identified 16 novel susceptibility loci for VTE; for some loci, the association signals are likely mediated through gene expression of nearby genes.
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Affiliation(s)
- Sara Lindström
- Department of Epidemiology, University of Washington, Seattle, WA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Lu Wang
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA
| | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, University of California San Diego, La Jolla, CA
- K.G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT-The Arctic University of Norway, Tromsø, Norway
| | - William Gordon
- Department of Epidemiology, University of Washington, Seattle, WA
| | | | | | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA
| | - Jack W Pattee
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN
| | - Jeffrey Haessler
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Ben M Brumpton
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, NTNU, Norwegian University of Science and Technology, Trondheim, Norway
- Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, United Kingdom
- Clinic of Thoracic and Occupational Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Pierre Suchon
- Laboratory of Haematology, La Timone Hospital, Marseille, France
- Center for CardioVascular and Nutrition research (C2VN), Universite Aix-Marseille, Institut National de la Recherche Agronomique (INRA), INSERM, Marseille, France
| | - Ming-Huei Chen
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
| | - Constance Turman
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Marine Germain
- INSERM UMR_S 1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
| | - Kerri L Wiggins
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA
| | - James MacDonald
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA
| | - Sigrid K Braekkan
- K.G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT-The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | | | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, Minneapolis, MN
| | - Rebecca D Jackson
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University, Columbus OH
| | - Jonas B Nielsen
- Division of Cardiology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA
| | | | - Manal Ibrahim
- Laboratory of Haematology, La Timone Hospital, Marseille, France
| | - Susan R Heckbert
- Department of Epidemiology, University of Washington, Seattle, WA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA
| | - Scott M Damrauer
- Department of Surgery, Corporal Michael Crescenz VA Medical Center, Philadelphia, PA
- Department of Surgery, Perleman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Pradeep Natarajan
- Boston VA Healthcare System, Boston, MA
- Cardiovascular Research Center and Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA
| | - Derek Klarin
- Boston VA Healthcare System, Boston, MA
- Center for Genomic Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
- Department of Surgery, Massachusetts General Hospital, Boston, MA
| | - Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX
| | - Maria Sabater-Lleal
- Unit of Genomics of Complex Diseases, Institut de Recerca de l'Hospital de Sant Pau, IIB-Sant Pau, Barcelona, Spain
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Jennifer E Huffman
- Center for Population Genomics, MAVERIC, VA Boston Healthcare System, Boston, MA
| | - Theo K Bammler
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA
| | - Kelly A Frazer
- Department of Pediatrics and Rady Children's Hospital, University of California San Diego, La Jolla, CA
- K.G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT-The Arctic University of Norway, Tromsø, Norway
- Institute of Genomic Medicine, University of California San Diego, La Jolla, CA
| | - Bryan M McCauley
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Kent Taylor
- Los Angeles Biomedical Research Institute and Department of Pediatrics, Harbor-University of California Los Angeles Medical Center, Torrence CA
| | - James S Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN
| | - Alexander P Reiner
- Department of Epidemiology, University of Washington, Seattle, WA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Maiken E Gabrielsen
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, NTNU, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine, Direction de la Recherche Fondamentale, Le Commissariat à l'énergie atomique et aux énergies alternatives, Evry, France
- The Centre d'Etude du Polymorphism Humain (CEPH), Fondation Jean Dausset, Paris, France
| | - Chris J O'Donnell
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
- Million Veteran Program, Veteran's Administration, Boston, MA
| | - Jihye Kim
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Barbara McKnight
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
- Department of Biostatistics, University of Washington, Seattle, WA
| | - Peter Kraft
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA
| | - John-Bjarne Hansen
- K.G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT-The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Frits R Rosendaal
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - John A Heit
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN
| | - Bruce M Psaty
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, and Health Services, University of Washington, Seattle, WA
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN
| | - Charles Kooperberg
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Kristian Hveem
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, NTNU, Norwegian University of Science and Technology, Trondheim, Norway
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Pierre-Emmanuel Morange
- Laboratory of Haematology, La Timone Hospital, Marseille, France
- Center for CardioVascular and Nutrition research (C2VN), Universite Aix-Marseille, Institut National de la Recherche Agronomique (INRA), INSERM, Marseille, France
- Centre de Ressources Biologiques Assistance Publique-Hôpitaux de Marseille, HemoVasc, Marseille, France
| | - Andrew D Johnson
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
| | - Christopher Kabrhel
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA
- Department of Emergency Medicine, Harvard Medical School, Boston, MA; and
| | - David-Alexandre Trégouët
- INSERM UMR_S 1219, Bordeaux Population Health Research Center, University of Bordeaux, Bordeaux, France
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle, WA
- Kaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA
- Seattle Epidemiologic Research and Information Center, Department of Veterans Affairs Office of Research and Development, Seattle, WA
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18
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Georgi B, Mielke J, Chaffin M, Khera AV, Gelis L, Mundl H, van Giezen JJJ, Ellinor P, Kathiresan S, Ziegelbauer K, Freitag DF. Leveraging Human Genetics to Estimate Clinical Risk Reductions Achievable by Inhibiting Factor XI. Stroke 2019; 50:3004-3012. [PMID: 31558144 PMCID: PMC6824502 DOI: 10.1161/strokeaha.119.026545] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Supplemental Digital Content is available in the text. Coagulation factor XI (FXI) is a novel target for antithrombotic therapy addressed by various therapeutic modalities currently in clinical development. The expected magnitude of thrombotic event reduction mediated by targeting FXI is unclear.
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Affiliation(s)
- Benjamin Georgi
- From the Bayer Pharmaceuticals, Open Innovation & Digital Technologies, Wuppertal, Germany (B.G., J.M., K.Z., D.F.F.)
| | - Johanna Mielke
- From the Bayer Pharmaceuticals, Open Innovation & Digital Technologies, Wuppertal, Germany (B.G., J.M., K.Z., D.F.F.)
| | - Mark Chaffin
- Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA (M.C., A.V.K., P.E., S.K.)
| | - Amit V Khera
- Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA (M.C., A.V.K., P.E., S.K.)
| | - Lian Gelis
- Bayer Pharmaceuticals, Clinical Development, Wuppertal, Germany (L.G., H.M., J.J.J.v.G.)
| | - Hardi Mundl
- Bayer Pharmaceuticals, Clinical Development, Wuppertal, Germany (L.G., H.M., J.J.J.v.G.)
| | - J J J van Giezen
- Bayer Pharmaceuticals, Clinical Development, Wuppertal, Germany (L.G., H.M., J.J.J.v.G.)
| | - Patrick Ellinor
- Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA (M.C., A.V.K., P.E., S.K.)
| | - Sekar Kathiresan
- Cardiovascular Disease Initiative, Broad Institute of Harvard and MIT, Cambridge, MA (M.C., A.V.K., P.E., S.K.)
| | - Karl Ziegelbauer
- From the Bayer Pharmaceuticals, Open Innovation & Digital Technologies, Wuppertal, Germany (B.G., J.M., K.Z., D.F.F.)
| | - Daniel F Freitag
- From the Bayer Pharmaceuticals, Open Innovation & Digital Technologies, Wuppertal, Germany (B.G., J.M., K.Z., D.F.F.)
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19
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Ichinose M, Kasai K, Kayamori Y, Hamasaki N. Significance of a Family-based Study of Hereditary Thrombosis: A Single-family Case Series of Protein C Deficiency. Intern Med 2019; 58:1923-1928. [PMID: 30918183 PMCID: PMC6663546 DOI: 10.2169/internalmedicine.2308-18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
Thrombophilia is a serious unpredictable complication caused by gene mutations, resulting in anticoagulant deficiencies. We herein report a single-family case series of protein C (PC) deficiency. Case 1 involved a Japanese man whose PC deficiency resulted in severe systemic thrombosis. The patients in cases 2 and 3 were his daughters who were diagnosed with PC deficiency via carrier screening in 2001 and later both became pregnant. Owing to appropriate treatments during pregnancy, they did not develop thrombosis and safely gave birth to healthy infants. This family case series suggests that appropriate knowledge concerning thrombophilia helps prevent future emergencies.
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Affiliation(s)
- Mayuri Ichinose
- Division of Nephrology and Hypertension, Department of Internal Medicine, Jikei University School of Medicine, Japan
| | - Kenji Kasai
- Department of Internal Medicine, Fuji City General Hospital, Japan
| | - Yuzo Kayamori
- Department of Health Sciences, Faculty of Medical Sciences, Kyushu University, Japan
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20
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de Vries PS, Sabater-Lleal M, Huffman JE, Marten J, Song C, Pankratz N, Bartz TM, de Haan HG, Delgado GE, Eicher JD, Martinez-Perez A, Ward-Caviness CK, Brody JA, Chen MH, de Maat MPM, Frånberg M, Gill D, Kleber ME, Rivadeneira F, Soria JM, Tang W, Tofler GH, Uitterlinden AG, van Hylckama Vlieg A, Seshadri S, Boerwinkle E, Davies NM, Giese AK, Ikram MK, Kittner SJ, McKnight B, Psaty BM, Reiner AP, Sargurupremraj M, Taylor KD, Fornage M, Hamsten A, März W, Rosendaal FR, Souto JC, Dehghan A, Johnson AD, Morrison AC, O'Donnell CJ, Smith NL. A genome-wide association study identifies new loci for factor VII and implicates factor VII in ischemic stroke etiology. Blood 2019; 133:967-977. [PMID: 30642921 PMCID: PMC6396174 DOI: 10.1182/blood-2018-05-849240] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Accepted: 12/06/2018] [Indexed: 02/07/2023] Open
Abstract
Factor VII (FVII) is an important component of the coagulation cascade. Few genetic loci regulating FVII activity and/or levels have been discovered to date. We conducted a meta-analysis of 9 genome-wide association studies of plasma FVII levels (7 FVII activity and 2 FVII antigen) among 27 495 participants of European and African ancestry. Each study performed ancestry-specific association analyses. Inverse variance weighted meta-analysis was performed within each ancestry group and then combined for a trans-ancestry meta-analysis. Our primary analysis included the 7 studies that measured FVII activity, and a secondary analysis included all 9 studies. We provided functional genomic validation for newly identified significant loci by silencing candidate genes in a human liver cell line (HuH7) using small-interfering RNA and then measuring F7 messenger RNA and FVII protein expression. Lastly, we used meta-analysis results to perform Mendelian randomization analysis to estimate the causal effect of FVII activity on coronary artery disease, ischemic stroke (IS), and venous thromboembolism. We identified 2 novel (REEP3 and JAZF1-AS1) and 6 known loci associated with FVII activity, explaining 19.0% of the phenotypic variance. Adding FVII antigen data to the meta-analysis did not result in the discovery of further loci. Silencing REEP3 in HuH7 cells upregulated FVII, whereas silencing JAZF1 downregulated FVII. Mendelian randomization analyses suggest that FVII activity has a positive causal effect on the risk of IS. Variants at REEP3 and JAZF1 contribute to FVII activity by regulating F7 expression levels. FVII activity appears to contribute to the etiology of IS in the general population.
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Affiliation(s)
- Paul S de Vries
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Maria Sabater-Lleal
- Unit of Genomics of Complex Diseases, Institut d'Investigació Biomèdica Sant Pau (IIB-Sant Pau), Barcelona, Spain
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Jennifer E Huffman
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
- Center for Population Genomics, Veterans Affairs (VA) Boston Healthcare System, Jamaica Plain, MA
| | - Jonathan Marten
- Medical Research Council (MRC) Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, United Kingdom
| | - Ci Song
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
- Department of Medical Sciences and
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, Minneapolis, MN
| | - Traci M Bartz
- Department of Biostatistics, University of Washington, Seattle, WA
| | - Hugoline G de Haan
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Graciela E Delgado
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - John D Eicher
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
| | - Angel Martinez-Perez
- Unit of Genomics of Complex Diseases, Institut d'Investigació Biomèdica Sant Pau (IIB-Sant Pau), Barcelona, Spain
| | - Cavin K Ward-Caviness
- National Health and Environmental Effects Research Laboratory, US Environmental Protection Agency, Chapel Hill, NC
| | | | - Ming-Huei Chen
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
| | - Moniek P M de Maat
- Department of Hematology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Mattias Frånberg
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Dipender Gill
- Department of Epidemiology and Biostatistics and
- Department of Stroke Medicine, Imperial College London, London, United Kingdom
| | - Marcus E Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Nutrition, Friedrich Schiller University Jena, Mannheim, Germany
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - José Manuel Soria
- Unit of Genomics of Complex Diseases, Institut d'Investigació Biomèdica Sant Pau (IIB-Sant Pau), Barcelona, Spain
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN
| | | | - André G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Sudha Seshadri
- The Framingham Heart Study, Framingham, MA
- Department of Neurology, Boston University, Boston, MA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, TX
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX
- Human Genome Sequencing Center, College of Medicine, Baylor University, Houston, TX
| | - Neil M Davies
- MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - Anne-Katrin Giese
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Neurology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Steven J Kittner
- Department of Neurology, School of Medicine, University of Maryland, Baltimore, MD
- Baltimore VA Medical Center, Baltimore, MD
| | - Barbara McKnight
- Department of Biostatistics, University of Washington, Seattle, WA
| | - Bruce M Psaty
- Department of Medicine
- Department of Epidemiology, and
- Department of Health Services, University of Washington, Seattle, WA
- Kaiser Permanente Washington Research Institute, Kaiser Permanente Washington, Seattle, WA
| | - Alex P Reiner
- Fred Hutchinson Cancer Research Center, Seattle, WA
- Department of Epidemiology, University of Washington, Seattle, WA
| | | | - Kent D Taylor
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA
| | - Myriam Fornage
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX
- Brown Foundation Institute of Molecular Medicine, The University of Texas Health Science Center at Houston, Houston, TX
| | - Anders Hamsten
- Cardiovascular Medicine Unit, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University Graz, Graz, Austria
| | - Frits R Rosendaal
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
- Einthoven Laboratory of Experimental Vascular Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, The Netherlands
| | - Juan Carlos Souto
- Unitat d'Hemostasia i Trombosi, Hospital de la Sant Creu i Sant Pau, Barcelona, Spain
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology and Biostatistics and
- MRC-Public Health England Centre for Environment and Health, School of Public Health and
- UK Dementia Research Institute, Imperial College London, London, United Kingdom
| | - Andrew D Johnson
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- The Framingham Heart Study, Framingham, MA
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX
| | - Christopher J O'Donnell
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Framingham, MA
- Cardiology Section, VA Boston Healthcare System, West Roxbury, MA; and
| | - Nicholas L Smith
- Kaiser Permanente Washington Research Institute, Kaiser Permanente Washington, Seattle, WA
- Department of Epidemiology, University of Washington, Seattle, WA
- Seattle Epidemiologic Research and Information Center, Office of Research and Development, Department of Veteran Affairs, Seattle, WA
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