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 in | The American journal of clinical nutrition Vol. 103; no. 4; pp. 965 - 978 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
American Society for Clinical Nutrition, Inc
01.04.2016
American Society for Nutrition |
Subjects | |
Online Access | Get full text |
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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. |
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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 |
Author_xml | – sequence: 1 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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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 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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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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