reviewStatistical Methods in Medical ResearchAug 1, 2007GREEN OA

Mendelian randomization as an instrumental variable approach to causal inference

University College London · University of Leicester

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Abstract

In epidemiological research, the causal effect of a modifiable phenotype or exposure on a disease is often of public health interest. Randomized controlled trials to investigate this effect are not always possible and inferences based on observational data can be confounded. However, if we know of a gene closely linked to the phenotype without direct effect on the disease, it can often be reasonably assumed that the gene is not itself associated with any confounding factors - a phenomenon called Mendelian randomization. These properties define an instrumental variable and allow estimation of the causal effect, despite the confounding, under certain model restrictions. In this paper, we present a formal…

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Topics & keywords

Keywords
  • Mendelian randomization
  • Causal inference
  • Confounding
  • Instrumental variable
  • Observational study
  • Inference
  • Econometrics
  • Computer science
UN Sustainable Development Goals
  • Good health and well-being
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