TY - JOUR
T1 - Understanding the assumptions underlying Mendelian randomization
AU - de Leeuw, Christiaan
AU - Savage, Jeanne
AU - Bucur, Ioan Gabriel
AU - Heskes, Tom
AU - Posthuma, Danielle
N1 - Funding Information:
This work was funded by The Netherlands Organization for Scientific Research (NWO VICI 453-14-005 (DP), 645-000-003 (DP), CHiLL 617-001-451 (IGB)) and by F. Hoffman-La Roche AG (CdL).
Publisher Copyright:
© 2022, The Author(s), under exclusive licence to European Society of Human Genetics.
PY - 2022/6
Y1 - 2022/6
N2 - With the rapidly increasing availability of large genetic data sets in recent years, Mendelian Randomization (MR) has quickly gained popularity as a novel secondary analysis method. Leveraging genetic variants as instrumental variables, MR can be used to estimate the causal effects of one phenotype on another even when experimental research is not feasible, and therefore has the potential to be highly informative. It is dependent on strong assumptions however, often producing biased results if these are not met. It is therefore imperative that these assumptions are well-understood by researchers aiming to use MR, in order to evaluate their validity in the context of their analyses and data. The aim of this perspective is therefore to further elucidate these assumptions and the role they play in MR, as well as how different kinds of data can be used to further support them.
AB - With the rapidly increasing availability of large genetic data sets in recent years, Mendelian Randomization (MR) has quickly gained popularity as a novel secondary analysis method. Leveraging genetic variants as instrumental variables, MR can be used to estimate the causal effects of one phenotype on another even when experimental research is not feasible, and therefore has the potential to be highly informative. It is dependent on strong assumptions however, often producing biased results if these are not met. It is therefore imperative that these assumptions are well-understood by researchers aiming to use MR, in order to evaluate their validity in the context of their analyses and data. The aim of this perspective is therefore to further elucidate these assumptions and the role they play in MR, as well as how different kinds of data can be used to further support them.
UR - http://www.scopus.com/inward/record.url?scp=85123584504&partnerID=8YFLogxK
U2 - 10.1038/s41431-022-01038-5
DO - 10.1038/s41431-022-01038-5
M3 - Review article
C2 - 35082398
SN - 1018-4813
VL - 30
SP - 653
EP - 660
JO - European Journal of Human Genetics
JF - European Journal of Human Genetics
IS - 6
ER -