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Mendelian Randomization evaluation of causal effects of fibrinogen on incident coronary heart disease

View ORCID ProfileCavin K. Ward-Caviness, Paul S. de Vries, View ORCID ProfileKerri L. Wiggins, MS, Jennifer E. Huffman, Jennifer E. Huffman, View ORCID ProfileLisa R. Yanek, Lawrence F. Bielak, Franco Giulianini, View ORCID ProfileXiuqing Guo, View ORCID ProfileMarcus E. Kleber, Tim Kacprowski, Stefan Groβ, Astrid Petersman, View ORCID ProfileGeorge Davey Smith, View ORCID ProfileFernando P. Hartwig, Jack Bowden, Gibran Hemani, View ORCID ProfileMartina Müller-Nuraysid, Konstantin Strauch, Wolfgang Koenig, Melanie Waldenberger, Thomas Meitinger, View ORCID ProfileNathan Pankratz, Eric Boerwinkle, Weihong Tang, Yi-Ping Fu, Andrew D Johnson, Ci Song, Ci Song, View ORCID ProfileMoniek P.M. de Maat, André G. Uitterlinden, Oscar H. Franco, Jennifer A. Brody, Barbara McKnight, Yii-Der Ida Chen, Bruce M. Psaty, Rasika A. Mathias, Diane M. Becker, View ORCID ProfilePatricia A. Peyser, Jennifer A. Smith, Suzette J. Bielinski, Paul M. Ridker, View ORCID ProfileKent D. Taylor, Jie Yao, Russell Tracy, Graciela Delgado, Stella Trompet, View ORCID ProfileNaveed Sattar, J. Wouter Jukema, Lewis C. Becker, Sharon L.R. Kardia, Jerome I. Rotter, Winfried März, Marcus Dörr, Daniel I. Chasman, View ORCID ProfileAbbas Dehghan, Christopher J. O’Donnell, View ORCID ProfileNicholas L. Smith, View ORCID ProfileAnnette Peters, Alanna C. Morrison
doi: https://doi.org/10.1101/448381
Cavin K. Ward-Caviness
1Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Ingolstädter Landstrasße 1, Neuherberg, 85764, Germany
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Paul S. de Vries
2Department of Epidemiology, Erasmus University Medical Center, Wytemaweg 80, 3105CN, Rotterdam, the Netherlands
3Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler Street, Houston, TX, 77030, USA
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Kerri L. Wiggins, MS
4Department of Medicine, University of Washington, Health Sciences Bldg, RR-512, 1959 NE Pacific Street, Seattle, Washington, 98195, USA
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  • ORCID record for Kerri L. Wiggins, MS
Jennifer E. Huffman
5Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
6The Framingham Heart Study, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
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Jennifer E. Huffman
5Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
6The Framingham Heart Study, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
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Lisa R. Yanek
7GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, Johns Hopkins University School of Medicine, 733 N. Broadway, Baltimore, MD, 21287, USA
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Lawrence F. Bielak
8Epidemiology, University of Michigan, 1415 Washington Heights, Ann Arbor, Michigan, 28109, USA
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Franco Giulianini
9Division of Preventative Medicine, Brigham and Women’s Hospital, 900 Commonwealth Avenue, Boston, MA, 02215, USA
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Xiuqing Guo
10Institute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, 1124 W. Carson St, Torrance, CA, 90502, USA
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Marcus E. Kleber
11Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, Mannheim, 68167, Germany
12Institute of Nutrition, Friedrich-Schiller University Jena, Dornburger Str. 29, Jena, 07743, Germany
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Tim Kacprowski
13Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt University Greifswald, Friedrich-Ludwig-Jahn-Str. 15A, Griefswald, 17475, Germany
14DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
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Stefan Groβ
14DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
15Department of Internal Medicine B, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, Greifswald, 17475, Germany
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Astrid Petersman
16Institute of Clinical Chemistry and Laboratory Medicine, University of Medicine Griefswald, Ferdinand-Sauerbruch-Straße, Greifswald, 17475, Germany
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George Davey Smith
17Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
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Fernando P. Hartwig
17Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
18Postgraduate Program in Epidemiology, Federal University of Pelotas, Pelotas, Brazil
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Jack Bowden
17Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
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Gibran Hemani
17Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK
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Martina Müller-Nuraysid
19Institute of Genetic Epidemiology, Helmholtz Zentrum Mßnchen - German Research Center for Environmental Health, Ingolstädter Landstraße 1, Neuherberg, 85764, Germany
20DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
21Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, 81377, Germany
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Konstantin Strauch
19Institute of Genetic Epidemiology, Helmholtz Zentrum Mßnchen - German Research Center for Environmental Health, Ingolstädter Landstraße 1, Neuherberg, 85764, Germany
21Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, 81377, Germany
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Wolfgang Koenig
20DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
23Department of Internal Medicine II, University of Ulm Medical Center, HelmholtzstraBe 16, Ulm, 89081, Germany
24Deutsches Herzzentrum München, Technische Universität München, LazarettstraBe 36, Munich, 80636, Germany
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Melanie Waldenberger
1Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Ingolstädter Landstrasße 1, Neuherberg, 85764, Germany
25Resaerch Unit of Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Ingolstädter Landstraße 1, Neuherberg, 85764, Germany
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Thomas Meitinger
20DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
26Institute of Human Genetics, Helmholtz Zentrum München - German Research Center for Environmental Health, Ingolstädter Landstraße 1, Neuherberg, 85764, Germany
27Institute of Human Genetics, Technische Universität München, Ismaninger Strasse 22, Munich, 81675, Germany
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Nathan Pankratz
28University of Minnesota School of Medicine, 515 Delaware Street SE, Minneapolis, MN, 55455, USA
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Eric Boerwinkle
3Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler Street, Houston, TX, 77030, USA
29Human Genome Sequencing Center, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
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Weihong Tang
30University of Minnesota School of Public Health, 1300 South Second Street, Suite 300, Minneapolis, MN, 55454, USA
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Yi-Ping Fu
31Office of Biostatistics Research, Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, National Institutes of Health, 6701 Rockledge Drive RKL2 Rm9195, Bethesda, MD, 20892
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Andrew D Johnson
5Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
6The Framingham Heart Study, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
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Ci Song
5Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
6The Framingham Heart Study, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
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Ci Song
5Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
6The Framingham Heart Study, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
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Moniek P.M. de Maat
32Department of Hematology, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CND, Netherlands
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André G. Uitterlinden
2Department of Epidemiology, Erasmus University Medical Center, Wytemaweg 80, 3105CN, Rotterdam, the Netherlands
33Department of Internal Medicine, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3105 CN, Netherlands
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Oscar H. Franco
2Department of Epidemiology, Erasmus University Medical Center, Wytemaweg 80, 3105CN, Rotterdam, the Netherlands
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Jennifer A. Brody
4Department of Medicine, University of Washington, Health Sciences Bldg, RR-512, 1959 NE Pacific Street, Seattle, Washington, 98195, USA
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Barbara McKnight
34Department of Biostatistics, University of Washington, Health Sciences Bldg, F-600, 1959 NE Pacific Street, Seattle, WA, 98195, USA
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Yii-Der Ida Chen
10Institute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, 1124 W. Carson St, Torrance, CA, 90502, USA
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Bruce M. Psaty
4Department of Medicine, University of Washington, Health Sciences Bldg, RR-512, 1959 NE Pacific Street, Seattle, Washington, 98195, USA
35Department of Epidemiology, University of Washington, Health Sciences Bldg, F-262, 1959 NE Pacific Street, Seattle, WA, 98195, USA
36Department of Health Services, University of Washington, Health Sciences Bldg, F-262, 1959 NE Pacific Street, Seattle, WA, 98195, USA
37Group Health Research Institute, Group Health Cooperative, 320 Westlake Ave N, Suite 100, Seattle, WA, 98109, USA
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Rasika A. Mathias
7GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, Johns Hopkins University School of Medicine, 733 N. Broadway, Baltimore, MD, 21287, USA
38Division of Allergy and Clinical Immunology, Department of Medicine, Johns Hopkins University School of Medicine, 733 N. Broadway, Baltimore, MD, 21287, USA
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Diane M. Becker
7GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, Johns Hopkins University School of Medicine, 733 N. Broadway, Baltimore, MD, 21287, USA
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Patricia A. Peyser
8Epidemiology, University of Michigan, 1415 Washington Heights, Ann Arbor, Michigan, 28109, USA
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Jennifer A. Smith
8Epidemiology, University of Michigan, 1415 Washington Heights, Ann Arbor, Michigan, 28109, USA
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Suzette J. Bielinski
39Department of Epidemiology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
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Paul M. Ridker
9Division of Preventative Medicine, Brigham and Women’s Hospital, 900 Commonwealth Avenue, Boston, MA, 02215, USA
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Kent D. Taylor
10Institute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, 1124 W. Carson St, Torrance, CA, 90502, USA
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Jie Yao
10Institute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, 1124 W. Carson St, Torrance, CA, 90502, USA
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Russell Tracy
40Pathology and Laboratory Medicine, The University of Vermont College of Medicine, Col Research Facility, 350 South Park Drive, Burlington, VT, 05405, USA
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Graciela Delgado
11Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, Mannheim, 68167, Germany
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Stella Trompet
32Department of Hematology, Erasmus University Medical Center, Wytemaweg 80, Rotterdam, 3015 CND, Netherlands
42Department of Gerontology and Geriatrics, Leiden University Medical Center, Albinusdreef 2, Leiden, 2300RC, Netherlands
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Naveed Sattar
43BHF Glasgow Cardiovascular Research Centre, Faculty of Medicine, Glasgow, UK
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J. Wouter Jukema
41Department of Cardiology, Leiden University Medical Center, Albinusdreef 2, Leiden, 2300RC Netherlands
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Lewis C. Becker
7GeneSTAR Research Program, Division of General Internal Medicine, Department of Medicine, Johns Hopkins University School of Medicine, 733 N. Broadway, Baltimore, MD, 21287, USA
44Division of Cardiology, Department of Medicine, Johns Hopkins University School of Medicine, 733 N. Broadway, Baltimore, MD, 21287, USA
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Sharon L.R. Kardia
8Epidemiology, University of Michigan, 1415 Washington Heights, Ann Arbor, Michigan, 28109, USA
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Jerome I. Rotter
10Institute for Translational Genomics and Population Sciences, Department of Pediatrics, LABioMed at Harbor-UCLA Medical Center, 1124 W. Carson St, Torrance, CA, 90502, USA
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Winfried März
11Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Theodor-Kutzer-Ufer 1-3, Mannheim, 68167, Germany
45Synlab Academy, Synlab Holding Deutschland GmbH, P5,7, Mannheim, 68161, Germany
46Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Auenbruggerplatz 15, Graz, 8036, Austria
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Marcus Dörr
14DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
15Department of Internal Medicine B, University Medicine Greifswald, Ferdinand-Sauerbruch-Straße, Greifswald, 17475, Germany
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Daniel I. Chasman
9Division of Preventative Medicine, Brigham and Women’s Hospital, 900 Commonwealth Avenue, Boston, MA, 02215, USA
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Abbas Dehghan
2Department of Epidemiology, Erasmus University Medical Center, Wytemaweg 80, 3105CN, Rotterdam, the Netherlands
47Department of Epidemiology and Biostatistics, Imperial College London, Norfolk Place, London, W2 1PG, UK
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Christopher J. O’Donnell
5Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, 73 Mount Wayte Ave, Suite 2, Framingham, MA, 01702, USA
48Cardiology Section Administration, Boston VA Healthcare System, 1400 VFW Parkway, West Roxbury, MA, 02132, USA
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Nicholas L. Smith
35Department of Epidemiology, University of Washington, Health Sciences Bldg, F-262, 1959 NE Pacific Street, Seattle, WA, 98195, USA
37Group Health Research Institute, Group Health Cooperative, 320 Westlake Ave N, Suite 100, Seattle, WA, 98109, USA
49Seattle Epidemiologic Research and Information Center, Department of Veteran Affairs Office of Research and Development, 1660 S. Columbian Way, S-152-E, Seattle, WA, 98108
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Annette Peters
1Epidemiology II, Helmholtz Zentrum München - German Research Center for Environmental Health, Ingolstädter Landstrasße 1, Neuherberg, 85764, Germany
20DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
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Alanna C. Morrison
3Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, 1200 Pressler Street, Houston, TX, 77030, USA
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Abstract

Background Fibrinogen is an essential hemostatic factor and cardiovascular disease risk factor. Early attempts at evaluating the causal effect of fibrinogen on coronary heart disease (CHD) and myocardial infraction (MI) using Mendelian randomization (MR) used single variant approaches, and did not take advantage of recent genome-wide association studies (GWAS) or multi-variant, pleiotropy robust MR methodologies.

Methods and Findings We evaluated evidence for a causal effect of fibrinogen on both CHD and MI using MR. We used both an allele score approach and pleiotropy robust MR models. The allele score was composed of 38 fibrinogen-associated variants from recent GWAS. Initial analyses using the allele score incorporated data from 11 European-ancestry prospective cohorts to examine incidence CHD and MI. We also applied 2 sample MR methods with data from a prevalent CHD and MI GWAS. Results are given in terms of the hazard ratio (HR) or odds ratio (OR), depending on the study design, and associated 95% confidence interval (CI).

In single variant analyses no causal effect of fibrinogen on CHD or MI was observed. In multi-variant analyses using incidence CHD cases and the allele score approach, the estimated causal effect (HR) of a 1 g/L higher fibrinogen concentration was 1.62 (CI = 1.12, 2.36) when using incident cases and the allele score approach. In 2 sample MR analyses that accounted for pleiotropy, the causal estimate (OR) was reduced to 1.18 (CI = 0.98, 1.42) and 1.09 (CI = 0.89, 1.33) in the 2 most precise (smallest CI) models, out of 4 models evaluated. In the 2 sample MR analyses for MI, there was only very weak evidence of a causal effect in only 1 out of 4 models.

Conclusions A small causal effect of fibrinogen on CHD is observed using multi-variant MR approaches which account for pleiotropy, but not single variant MR approaches. Taken together, results indicate that even with large sample sizes and multi-variant approaches MR analyses still cannot exclude the null when estimating the causal effect of fibrinogen on CHD, but that any potential causal effect is likely to be much smaller than observed in epidemiological studies.

Author Summary Initial Mendelian Randomization (MR) analyses of the causal effect of fibrinogen on coronary heart disease (CHD) utilized single variants and did not take advantage of modern, multivariant approaches. This manuscript provides an important update to these initial analyses by incorporating larger sample sizes and employing multiple, modern multi-variant MR approaches to account for pleiotropy. We used incident cases to perform a MR study of the causal effect of fibrinogen on incident CHD and the nested outcome of myocardial infarction (MI) using an allele score approach. Then using data from a case-control genome-wide association study for CHD and MI we performed two sample MR analyses with multiple, pleiotropy robust approaches. Overall, the results indicated that associations between fibrinogen and CHD in observational studies are likely upwardly biased from any underlying causal effect. Single variant MR approaches show little evidence of a causal effect of fibrinogen on CHD or MI. Multi-variant MR analyses of fibrinogen on CHD indicate there may be a small positive effect, however this result needs to be interpreted carefully as the 95% confidence intervals were still consistent with a null effect. Multi-variant MR approaches did not suggest evidence of even a small causal effect of fibrinogen on MI.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. This article is a US Government work. It is not subject to copyright under 17 USC 105 and is also made available for use under a CC0 license.
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Mendelian Randomization evaluation of causal effects of fibrinogen on incident coronary heart disease
Cavin K. Ward-Caviness, Paul S. de Vries, Kerri L. Wiggins, MS, Jennifer E. Huffman, Jennifer E. Huffman, Lisa R. Yanek, Lawrence F. Bielak, Franco Giulianini, Xiuqing Guo, Marcus E. Kleber, Tim Kacprowski, Stefan Groβ, Astrid Petersman, George Davey Smith, Fernando P. Hartwig, Jack Bowden, Gibran Hemani, Martina Müller-Nuraysid, Konstantin Strauch, Wolfgang Koenig, Melanie Waldenberger, Thomas Meitinger, Nathan Pankratz, Eric Boerwinkle, Weihong Tang, Yi-Ping Fu, Andrew D Johnson, Ci Song, Ci Song, Moniek P.M. de Maat, André G. Uitterlinden, Oscar H. Franco, Jennifer A. Brody, Barbara McKnight, Yii-Der Ida Chen, Bruce M. Psaty, Rasika A. Mathias, Diane M. Becker, Patricia A. Peyser, Jennifer A. Smith, Suzette J. Bielinski, Paul M. Ridker, Kent D. Taylor, Jie Yao, Russell Tracy, Graciela Delgado, Stella Trompet, Naveed Sattar, J. Wouter Jukema, Lewis C. Becker, Sharon L.R. Kardia, Jerome I. Rotter, Winfried März, Marcus Dörr, Daniel I. Chasman, Abbas Dehghan, Christopher J. O’Donnell, Nicholas L. Smith, Annette Peters, Alanna C. Morrison
bioRxiv 448381; doi: https://doi.org/10.1101/448381
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Mendelian Randomization evaluation of causal effects of fibrinogen on incident coronary heart disease
Cavin K. Ward-Caviness, Paul S. de Vries, Kerri L. Wiggins, MS, Jennifer E. Huffman, Jennifer E. Huffman, Lisa R. Yanek, Lawrence F. Bielak, Franco Giulianini, Xiuqing Guo, Marcus E. Kleber, Tim Kacprowski, Stefan Groβ, Astrid Petersman, George Davey Smith, Fernando P. Hartwig, Jack Bowden, Gibran Hemani, Martina Müller-Nuraysid, Konstantin Strauch, Wolfgang Koenig, Melanie Waldenberger, Thomas Meitinger, Nathan Pankratz, Eric Boerwinkle, Weihong Tang, Yi-Ping Fu, Andrew D Johnson, Ci Song, Ci Song, Moniek P.M. de Maat, André G. Uitterlinden, Oscar H. Franco, Jennifer A. Brody, Barbara McKnight, Yii-Der Ida Chen, Bruce M. Psaty, Rasika A. Mathias, Diane M. Becker, Patricia A. Peyser, Jennifer A. Smith, Suzette J. Bielinski, Paul M. Ridker, Kent D. Taylor, Jie Yao, Russell Tracy, Graciela Delgado, Stella Trompet, Naveed Sattar, J. Wouter Jukema, Lewis C. Becker, Sharon L.R. Kardia, Jerome I. Rotter, Winfried März, Marcus Dörr, Daniel I. Chasman, Abbas Dehghan, Christopher J. O’Donnell, Nicholas L. Smith, Annette Peters, Alanna C. Morrison
bioRxiv 448381; doi: https://doi.org/10.1101/448381

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