Mendelian randomization for studying the effects of perturbing drug targets.

Drugs Genetics Mendelian randomization

Journal

Wellcome open research
ISSN: 2398-502X
Titre abrégé: Wellcome Open Res
Pays: England
ID NLM: 101696457

Informations de publication

Date de publication:
2021
Historique:
accepted: 01 02 2021
entrez: 2 3 2021
pubmed: 3 3 2021
medline: 3 3 2021
Statut: epublish

Résumé

Drugs whose targets have genetic evidence to support efficacy and safety are more likely to be approved after clinical development. In this paper, we provide an overview of how natural sequence variation in the genes that encode drug targets can be used in Mendelian randomization analyses to offer insight into mechanism-based efficacy and adverse effects. Large databases of summary level genetic association data are increasingly available and can be leveraged to identify and validate variants that serve as proxies for drug target perturbation. As with all empirical research, Mendelian randomization has limitations including genetic confounding, its consideration of lifelong effects, and issues related to heterogeneity across different tissues and populations. When appropriately applied, Mendelian randomization provides a useful empirical framework for using population level data to improve the success rates of the drug development pipeline.

Identifiants

pubmed: 33644404
doi: 10.12688/wellcomeopenres.16544.2
pmc: PMC7903200
doi:

Types de publication

Journal Article Review

Langues

eng

Pagination

16

Subventions

Organisme : British Heart Foundation
ID : RG/13/13/30194
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00011/1
Pays : United Kingdom
Organisme : NHLBI NIH HHS
ID : R01 HL105756
Pays : United States
Organisme : British Heart Foundation
ID : FS/18/23/33512
Pays : United Kingdom
Organisme : Wellcome Trust
Pays : United Kingdom
Organisme : British Heart Foundation
ID : PG/18/50/33837
Pays : United Kingdom
Organisme : British Heart Foundation
ID : RG/18/13/33946
Pays : United Kingdom
Organisme : British Heart Foundation
ID : CH/12/2/29428
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_UU_00002/7
Pays : United Kingdom
Organisme : VA
ID : PEC 16-001
Pays : United States

Informations de copyright

Copyright: © 2021 Gill D et al.

Déclaration de conflit d'intérêts

Competing interests: DG is employed part-time by Novo Nordisk. DFF is an employee of Bayer AG, Germany. JMMH is an employee of Novo Nordisk. DIS is an employee of Silence Therapeutics plc. MVH has collaborated with Boehringer Ingelheim in research, and in accordance with the policy of the Clinical Trial Service Unit and Epidemiological Studies Unit (University of Oxford), did not accept any personal payment. RAS is an employee and shareholder in GlaxoSmithKline. BMP serves on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson. NMD reports funding from the Global Research Awards into Nicotine Dependence (GRAND) which is an independent grant awarding body funded by Pfizer. All other authors declare no conflicts of interest.

Références

Nat Commun. 2019 Apr 5;10(1):1561
pubmed: 30952951
Genet Epidemiol. 2013 Nov;37(7):658-65
pubmed: 24114802
Nat Genet. 2016 May;48(5):481-7
pubmed: 27019110
N Engl J Med. 2016 Dec;375(22):2144-2153
pubmed: 27959767
Database (Oxford). 2017 Jan 1;2017:
pubmed: 28605766
Eur Heart J. 2020 Jun 21;41(24):2313-2330
pubmed: 32052833
PLoS Genet. 2019 Dec 12;15(12):e1008489
pubmed: 31830040
Int J Epidemiol. 2020 Aug 1;49(4):1132-1140
pubmed: 31335937
Genet Epidemiol. 2011 Jul;35(5):410-22
pubmed: 21594894
JAMA. 2020 Mar 3;323(9):844-853
pubmed: 32125404
Genet Epidemiol. 2020 Jun;44(4):313-329
pubmed: 32249995
Int J Epidemiol. 2020 Aug 1;49(4):1404-1406
pubmed: 31764983
BMJ. 2018 Jul 12;362:k601
pubmed: 30002074
Nat Genet. 2014 Jun;46(6):543-550
pubmed: 24816252
Nature. 2018 Jun;558(7708):73-79
pubmed: 29875488
Eur J Epidemiol. 2017 May;32(5):377-389
pubmed: 28527048
Nat Commun. 2020 Jun 26;11(1):3255
pubmed: 32591531
Lancet. 2005 Dec 3;366(9501):1906-8
pubmed: 16325682
Nat Genet. 2020 Oct;52(10):1122-1131
pubmed: 32895551
Lancet. 2019 May 4;393(10183):1831-1842
pubmed: 30955975
Int J Epidemiol. 2003 Feb;32(1):1-22
pubmed: 12689998
Circulation. 2019 Jul 23;140(4):270-279
pubmed: 31234639
Sci Transl Med. 2017 Mar 29;9(383):
pubmed: 28356508
Nat Rev Drug Discov. 2009 Dec;8(12):959-68
pubmed: 19949401
PLoS Genet. 2012;8(7):e1002805
pubmed: 22829776
Nat Rev Drug Discov. 2004 Aug;3(8):711-5
pubmed: 15286737
Sci Transl Med. 2016 Jun 1;8(341):341ra76
pubmed: 27252175
Epidemiology. 2004 Sep;15(5):615-25
pubmed: 15308962
Int J Epidemiol. 2016 Dec 1;45(6):1866-1886
pubmed: 28108528
Elife. 2018 May 30;7:
pubmed: 29846171
Bioinformatics. 2010 May 1;26(9):1205-10
pubmed: 20335276
Circ Genom Precis Med. 2019 Dec;12(12):e002711
pubmed: 31756303
Nat Genet. 2020 Jun;52(6):626-633
pubmed: 32424349
BMC Cardiovasc Disord. 2019 Oct 29;19(1):240
pubmed: 31664920
Nat Rev Drug Discov. 2013 Aug;12(8):581-94
pubmed: 23868113
Bioinformatics. 2018 Aug 1;34(15):2538-2545
pubmed: 29579179
PLoS Genet. 2013 Mar;9(3):e1003348
pubmed: 23555274
PLoS Genet. 2014 May 15;10(5):e1004383
pubmed: 24830394
N Engl J Med. 2015 Sep 3;373(10):895-907
pubmed: 26287746
Stat Methods Med Res. 2017 Oct;26(5):2333-2355
pubmed: 26282889
Nat Rev Drug Discov. 2017 Jan;16(1):19-34
pubmed: 27910877
Diabetologia. 2020 Nov;63(11):2349-2358
pubmed: 32748028
Nat Rev Drug Discov. 2011 Jun;10(6):428-38
pubmed: 21629293
Nat Rev Drug Discov. 2010 Mar;9(3):203-14
pubmed: 20168317
Lancet. 2015 Jan 24;385(9965):351-61
pubmed: 25262344
N Engl J Med. 2016 Jun 2;374(22):2175-81
pubmed: 27248626
N Engl J Med. 2019 Mar 14;380(11):1033-1042
pubmed: 30865797
Genet Epidemiol. 2016 Nov;40(7):597-608
pubmed: 27625185
JAMA. 2009 Jun 10;301(22):2386-8
pubmed: 19509388
Genet Epidemiol. 2017 Dec;41(8):714-725
pubmed: 28944551
Nucleic Acids Res. 2019 Jan 8;47(D1):D506-D515
pubmed: 30395287
Int J Epidemiol. 2011 Jun;40(3):755-64
pubmed: 21414999
Nature. 2017 Oct 11;550(7675):204-213
pubmed: 29022597
Nat Rev Drug Discov. 2012 Mar 01;11(3):191-200
pubmed: 22378269
PLoS One. 2012;7(5):e37465
pubmed: 22629401
Circulation. 2010 Jan 5;121(1):52-62
pubmed: 20026784
Am J Hum Genet. 2017 Jan 5;100(1):40-50
pubmed: 27989323
Hum Mol Genet. 2014 Sep 15;23(R1):R89-98
pubmed: 25064373
Stat Med. 2008 Apr 15;27(8):1133-63
pubmed: 17886233
Nat Commun. 2019 Jul 24;10(1):3300
pubmed: 31341166
Nat Biotechnol. 2014 Jan;32(1):40-51
pubmed: 24406927
Int J Epidemiol. 2017 Dec 1;46(6):1734-1739
pubmed: 28398548
Eur Heart J. 2018 Feb 1;39(5):354-359
pubmed: 29020353
Int J Epidemiol. 2016 Oct;45(5):1600-1616
pubmed: 27342221
PLoS Genet. 2017 Oct 5;13(10):e1006944
pubmed: 28981501
Wellcome Open Res. 2019 Nov 26;4:186
pubmed: 32760811
Int J Epidemiol. 2019 Jun 1;48(3):661-664
pubmed: 31326987
Nat Rev Drug Discov. 2014 Jun;13(6):419-31
pubmed: 24833294
Database (Oxford). 2018 Jan 1;2018:
pubmed: 30576484
J Am Coll Cardiol. 2016 Mar 15;67(10):1200-1210
pubmed: 26965542
Lancet. 2012 Mar 31;379(9822):1214-24
pubmed: 22421340
Front Genet. 2021 Jan 15;11:610852
pubmed: 33519914
Circulation. 2018 Nov 27;138(22):2482-2485
pubmed: 30524136
Nat Genet. 2015 Aug;47(8):856-60
pubmed: 26121088
Eur Heart J. 2018 Feb 1;39(5):360-362
pubmed: 29020392
Circulation. 2019 Jan 8;139(2):256-268
pubmed: 30586705
Int J Mol Sci. 2018 Nov 21;19(11):
pubmed: 30469350
Nat Biotechnol. 2012 Apr 10;30(4):317-20
pubmed: 22491277
Circ Genom Precis Med. 2020 Jun;13(3):e002872
pubmed: 32397738
Curr Epidemiol Rep. 2017;4(4):330-345
pubmed: 29226067
Proc Natl Acad Sci U S A. 2016 Jul 5;113(27):7345-52
pubmed: 27382148
Nucleic Acids Res. 2014 Jan;42(Database issue):D1001-6
pubmed: 24316577
Nat Commun. 2016 Mar 23;7:11122
pubmed: 27005778
Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082
pubmed: 29126136
BMJ. 2017 Apr 24;357:j1648
pubmed: 28438747
Nat Rev Drug Discov. 2016 Aug;15(8):533-50
pubmed: 27050677
Circulation. 2019 Sep 9;140(10):819-830
pubmed: 31208196
Int J Epidemiol. 2017 Dec 1;46(6):2078-2089
pubmed: 29040597
Sci Rep. 2019 Dec 11;9(1):18911
pubmed: 31827124
Nat Rev Cardiol. 2017 Oct;14(10):577-590
pubmed: 28569269
Stat Med. 2015 Sep 20;34(21):2926-40
pubmed: 25950993
J Am Coll Cardiol. 2015 Apr 21;65(15):1552-61
pubmed: 25770315
Am J Hum Genet. 2016 Dec 1;99(6):1245-1260
pubmed: 27866706
Am J Clin Nutr. 2016 Apr;103(4):965-78
pubmed: 26961927

Auteurs

Dipender Gill (D)

Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.
Centre for Pharmacology and Therapeutics, Department of Medicine, Imperial College London, London, UK.
Novo Nordisk Research Centre, Oxford, UK.
Clinical Pharmacology and Therapeutics Section, Institute of Medical and Biomedical Education and Institute for Infection and Immunity, St George's, University of London, London, UK.
Clinical Pharmacology Group, Pharmacy and Medicines Directorate, St George's University Hospitals NHS Foundation Trust, London, UK.

Marios K Georgakis (MK)

Institute for Stroke and Dementia Research (ISD), University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany.

Venexia M Walker (VM)

Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.

A Floriaan Schmidt (AF)

Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK.
Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands.

Apostolos Gkatzionis (A)

Medical Research Council Biostatistics Unit, University of Cambridge, Cambridge, UK.

Daniel F Freitag (DF)

Bayer Pharmaceuticals, Open Innovation & Digital Technologies, Wuppertal, Germany.

Chris Finan (C)

Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK.
UCL British Heart Foundation Research Acceleratorversity College London, London, UK.
UCL Hospitals, NIHR Biomedical Research Centre, London, UK.

Aroon D Hingorani (AD)

Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK.
UCL British Heart Foundation Research Acceleratorversity College London, London, UK.
UCL Hospitals, NIHR Biomedical Research Centre, London, UK.

Joanna M M Howson (JMM)

Novo Nordisk Research Centre, Oxford, UK.

Stephen Burgess (S)

Medical Research Council Biostatistics Unit, University of Cambridge, Cambridge, UK.
Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK.

Daniel I Swerdlow (DI)

Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK.

George Davey Smith (G)

Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
NIHR Bristol Biomedical Research Centre, University of Bristol, Bristol, UK.

Michael V Holmes (MV)

Medical Research Council Population Health Research Unit, University of Oxford, Oxford, UK.

Martin Dichgans (M)

Institute for Stroke and Dementia Research (ISD), University Hospital of Ludwig-Maximilians-University (LMU), Munich, Germany.
Munich Cluster for Systems Neurology (SyNergy), Munich, Germany.
German Centre for Neurodegenerative Diseases (DZNE), Munich, Germany.

Robert A Scott (RA)

Human Genetics, GlaxoSmithKline, Stevenage, UK.

Jie Zheng (J)

Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.

Bruce M Psaty (BM)

Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Services, University of Washington, Seattle, WA, USA.
Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA.

Neil M Davies (NM)

Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, NTNU, Norwegian University of Science and Technology, Trondheim, Norway.

Classifications MeSH