Best (but oft-forgotten) practices: the design, analysis, and interpretation of Mendelian randomization studies

Mendelian randomization (MR) is an increasingly important tool for appraising causality in observational epidemiology. The technique exploits the principle that genotypes are not generally susceptible to reverse causation bias and confounding, reflecting their fixed nature and Mendel’s first and sec...

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Published inThe American journal of clinical nutrition Vol. 103; no. 4; pp. 965 - 978
Main Authors Haycock, Philip C, Burgess, Stephen, Wade, Kaitlin H, Bowden, Jack, Relton, Caroline, Davey Smith, George
Format Journal Article
LanguageEnglish
Published United States American Society for Clinical Nutrition, Inc 01.04.2016
American Society for Nutrition
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Abstract Mendelian randomization (MR) is an increasingly important tool for appraising causality in observational epidemiology. The technique exploits the principle that genotypes are not generally susceptible to reverse causation bias and confounding, reflecting their fixed nature and Mendel’s first and second laws of inheritance. The approach is, however, subject to important limitations and assumptions that, if unaddressed or compounded by poor study design, can lead to erroneous conclusions. Nevertheless, the advent of 2-sample approaches (in which exposure and outcome are measured in separate samples) and the increasing availability of open-access data from large consortia of genome-wide association studies and population biobanks mean that the approach is likely to become routine practice in evidence synthesis and causal inference research. In this article we provide an overview of the design, analysis, and interpretation of MR studies, with a special emphasis on assumptions and limitations. We also consider different analytic strategies for strengthening causal inference. Although impossible to prove causality with any single approach, MR is a highly cost-effective strategy for prioritizing intervention targets for disease prevention and for strengthening the evidence base for public health policy.
AbstractList Mendelian randomization (MR) is an increasingly important tool for appraising causality in observational epidemiology. The technique exploits the principle that genotypes are not generally susceptible to reverse causation bias and confounding, reflecting their fixed nature and Mendel’s first and second laws of inheritance. The approach is, however, subject to important limitations and assumptions that, if unaddressed or compounded by poor study design, can lead to erroneous conclusions. Nevertheless, the advent of 2-sample approaches (in which exposure and outcome are measured in separate samples) and the increasing availability of open-access data from large consortia of genome-wide association studies and population biobanks mean that the approach is likely to become routine practice in evidence synthesis and causal inference research. In this article we provide an overview of the design, analysis, and interpretation of MR studies, with a special emphasis on assumptions and limitations. We also consider different analytic strategies for strengthening causal inference. Although impossible to prove causality with any single approach, MR is a highly cost-effective strategy for prioritizing intervention targets for disease prevention and for strengthening the evidence base for public health policy.
Author Relton, Caroline
Bowden, Jack
Davey Smith, George
Burgess, Stephen
Wade, Kaitlin H
Haycock, Philip C
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  givenname: Philip C
  surname: Haycock
  fullname: Haycock, Philip C
– sequence: 2
  givenname: Stephen
  surname: Burgess
  fullname: Burgess, Stephen
– sequence: 3
  givenname: Kaitlin H
  surname: Wade
  fullname: Wade, Kaitlin H
– sequence: 4
  givenname: Jack
  surname: Bowden
  fullname: Bowden, Jack
– sequence: 5
  givenname: Caroline
  surname: Relton
  fullname: Relton, Caroline
– sequence: 6
  givenname: George
  surname: Davey Smith
  fullname: Davey Smith, George
BackLink https://www.ncbi.nlm.nih.gov/pubmed/26961927$$D View this record in MEDLINE/PubMed
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Supported by Cancer Research UK grant C18281/A19169 (the Integrative Cancer Epidemiology Programme) and the Roy Castle Lung Cancer Foundation (2013/18/Relton). The Medical Research Council Integrative Epidemiology Unit is supported by grants MC_UU_12013/1 and MC_UU_12013/2. PCH is supported by a Cancer Research UK Population Research Postdoctoral Fellowship (C52724/A20138). This is an open access article distributed under the CC-BY license (http://creativecommons.org/licenses/by/3.0/).
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Snippet Mendelian randomization (MR) is an increasingly important tool for appraising causality in observational epidemiology. The technique exploits the principle...
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SubjectTerms Causality
Coronary Artery Disease - diagnosis
Coronary Artery Disease - genetics
cost effectiveness
Cost-Benefit Analysis
Databases, Genetic
disease prevention
Epidemiology
experimental design
Genetic Association Studies
genome-wide association study
Genotype
Genotype & phenotype
health policy
Humans
inheritance (genetics)
Interleukin-6 - genetics
Interleukin-6 - metabolism
Intervention
Mendelian Randomization Analysis - methods
Polymorphism, Single Nucleotide
Public health
Receptors, Interleukin-6 - genetics
Receptors, Interleukin-6 - metabolism
Reproducibility of Results
Research Design
Risk Factors
Statistical
Title Best (but oft-forgotten) practices: the design, analysis, and interpretation of Mendelian randomization studies
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https://pubmed.ncbi.nlm.nih.gov/PMC4807699
Volume 103
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