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Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization.

Publication ,  Journal Article
Katikireddi, SV; Green, MJ; Taylor, AE; Davey Smith, G; Munafò, MR
Published in: Addiction (Abingdon, England)
April 2018

Studying the consequences of addictive behaviours is challenging, with understanding causal relationships from observational data being particularly difficult. For example, people who smoke or drink excessively are often systematically different from those who do not, are less likely to participate in research and may misreport their behaviours when they do. Furthermore, the direction of causation between an addictive behaviour and outcome may be unclear. Mendelian randomization (MR) offers potential solutions to these problems.We describe MR's principles and the criteria under which it is valid. We identify challenges and potential solutions in its application (illustrated using two applied examples) and describe methodological extensions in its application.MR is subject to certain assumptions, and requires the availability of appropriate genetic data, large sample sizes and careful design and conduct. However, it has already been applied successfully to the addiction literature. The relationship between alcohol consumption (proxied by a variant in the ADH1B gene) and cardiovascular risk has been investigated, finding that alcohol consumption increases risk, with no evidence of a cardioprotective effect at moderate consumption levels. In addition, heaviness of smoking (proxied by a variant in the CHRNA5-A3-B4 gene cluster) and risk of depression and schizophrenia have been investigated, with no evidence of a causal effect of smoking on depression but some evidence of a causal effect on schizophrenia.Mendelian randomization analyses are already producing robust evidence for addiction-related practice and policy. As genetic variants associated with addictive behaviours are identified, the potential for Mendelian randomization analyses will grow. Methodological developments are also increasing its applicability.

Published In

Addiction (Abingdon, England)

DOI

EISSN

1360-0443

ISSN

0965-2140

Publication Date

April 2018

Volume

113

Issue

4

Start / End Page

764 / 774

Related Subject Headings

  • Substance Abuse
  • Smoking
  • Schizophrenia
  • Receptors, Nicotinic
  • Nerve Tissue Proteins
  • Mendelian Randomization Analysis
  • Humans
  • Genetic Variation
  • Genetic Predisposition to Disease
  • Depressive Disorder
 

Citation

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Katikireddi, S. V., Green, M. J., Taylor, A. E., Davey Smith, G., & Munafò, M. R. (2018). Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization. Addiction (Abingdon, England), 113(4), 764–774. https://doi.org/10.1111/add.14038
Katikireddi, Srinivasa Vittal, Michael J. Green, Amy E. Taylor, George Davey Smith, and Marcus R. Munafò. “Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization.Addiction (Abingdon, England) 113, no. 4 (April 2018): 764–74. https://doi.org/10.1111/add.14038.
Katikireddi SV, Green MJ, Taylor AE, Davey Smith G, Munafò MR. Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization. Addiction (Abingdon, England). 2018 Apr;113(4):764–74.
Katikireddi, Srinivasa Vittal, et al. “Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization.Addiction (Abingdon, England), vol. 113, no. 4, Apr. 2018, pp. 764–74. Epmc, doi:10.1111/add.14038.
Katikireddi SV, Green MJ, Taylor AE, Davey Smith G, Munafò MR. Assessing causal relationships using genetic proxies for exposures: an introduction to Mendelian randomization. Addiction (Abingdon, England). 2018 Apr;113(4):764–774.
Journal cover image

Published In

Addiction (Abingdon, England)

DOI

EISSN

1360-0443

ISSN

0965-2140

Publication Date

April 2018

Volume

113

Issue

4

Start / End Page

764 / 774

Related Subject Headings

  • Substance Abuse
  • Smoking
  • Schizophrenia
  • Receptors, Nicotinic
  • Nerve Tissue Proteins
  • Mendelian Randomization Analysis
  • Humans
  • Genetic Variation
  • Genetic Predisposition to Disease
  • Depressive Disorder