Using Mendelian randomisation to assess causality in observational studies. 2019

Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK.

Mendelian randomisation (MR) is a technique that aims to assess causal effects of exposures on disease outcomes. The paper aims to present the main assumptions that underlie MR, the statistical methods used to estimate causal effects and how to account for potential violations of the key assumptions. We discuss the key assumptions that should be satisfied in an MR setting. We list the statistical methodologies used in two-sample MR when summary data are available to estimate causal effects (ie, Wald ratio estimator, inverse-variance weighted and maximum likelihood method) and identify/adjust for potential violations of MR assumptions (ie, MR-Egger regression and weighted Median approach). We also present statistical methods and graphical tools used to evaluate the presence of heterogeneity. We use as an illustrative example of a published two-sample MR study, investigating the causal association of body mass index with three psychiatric disorders (ie, bipolar disorder, schizophrenia and major depressive disorder). We highlight the importance of assessing the results of all available methods rather than each method alone. We also demonstrate the impact of heterogeneity in the estimation of the causal effects. MR is a useful tool to assess causality of risk factors in medical research. Assessment of the key assumptions underlying MR is crucial for a valid interpretation of the results.

UI MeSH Term Description Entries
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D001523 Mental Disorders Psychiatric illness or diseases manifested by breakdowns in the adaptational process expressed primarily as abnormalities of thought, feeling, and behavior producing either distress or impairment of function. Mental Illness,Psychiatric Diseases,Psychiatric Disorders,Psychiatric Illness,Behavior Disorders,Diagnosis, Psychiatric,Mental Disorders, Severe,Psychiatric Diagnosis,Illness, Mental,Mental Disorder,Mental Disorder, Severe,Mental Illnesses,Psychiatric Disease,Psychiatric Disorder,Psychiatric Illnesses,Severe Mental Disorder,Severe Mental Disorders
D015984 Causality The relating of causes to the effects they produce. Causes are termed necessary when they must always precede an effect and sufficient when they initiate or produce an effect. Any of several factors may be associated with the potential disease causation or outcome, including predisposing factors, enabling factors, precipitating factors, reinforcing factors, and risk factors. Causation,Enabling Factors,Multifactorial Causality,Multiple Causation,Predisposing Factors,Reinforcing Factors,Causalities,Causalities, Multifactorial,Causality, Multifactorial,Causation, Multiple,Causations,Causations, Multiple,Enabling Factor,Factor, Enabling,Factor, Predisposing,Factor, Reinforcing,Factors, Enabling,Factors, Predisposing,Factors, Reinforcing,Multifactorial Causalities,Multiple Causations,Predisposing Factor,Reinforcing Factor
D015992 Body Mass Index An indicator of body density as determined by the relationship of BODY WEIGHT to BODY HEIGHT. BMI Quetelet Index,Quetelet's Index,Index, Body Mass,Index, Quetelet,Quetelets Index
D057182 Mendelian Randomization Analysis The use of the GENETIC VARIATION of known functions or phenotypes to correlate the causal effects of those functions or phenotypes with a disease outcome. Analysis, Mendelian Randomization
D064887 Observational Studies as Topic Works about clinical studies in which participants may receive diagnostic, therapeutic, or other types of interventions, but the investigator does not assign participants to specific interventions (as in an interventional study). Natural Experiment as Topic,Natural Experiments as Topic,Naturalistic Observation Studies as Topic,Naturalistic Observation Study as Topic,Observational Study as Topic

Related Publications

Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
November 2016, Journal of the American Society of Nephrology : JASN,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
January 2011, Methods in molecular biology (Clifton, N.J.),
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
December 2013, Depression and anxiety,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
October 2019, Psychological medicine,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
August 2023, BMJ evidence-based medicine,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
December 2016, Current genetic medicine reports,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
October 2021, BMJ (Clinical research ed.),
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
August 2008, PLoS medicine,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
December 2020, Journal of neurology, neurosurgery, and psychiatry,
Panagiota Pagoni, and Niki L Dimou, and Neil Murphy, and Evie Stergiakouli
July 2023, The European respiratory journal,
Copied contents to your clipboard!