A review of instrumental variable estimators for Mendelian randomization
University of Cambridge · University of Pennsylvania
Abstract
Instrumental variable analysis is an approach for obtaining causal inferences on the effect of an exposure (risk factor) on an outcome from observational data. It has gained in popularity over the past decade with the use of genetic variants as instrumental variables, known as Mendelian randomization. An instrumental variable is associated with the exposure, but not associated with any confounder of the exposure-outcome association, nor is there any causal pathway from the instrumental variable to the outcome other than via the exposure. Under the assumption that a single instrumental variable or a set of instrumental variables for the exposure is available, the causal effect of the exposure on the outcome can…
Citation impact
- FWCI
- 19.77
- Percentile
- 100%
- References
- 152
Authors
3Topics & keywords
- Instrumental variable
- Mendelian randomization
- Causal inference
- Outcome (game theory)
- Estimator
- Statistics
- Econometrics
- Observational study