Abstract
The MendelianRandomization package is a software package written for the R software environment that implements methods for Mendelian randomization based on summarized data. In this manuscript, we describe functions that have been added or edited in the package since version 0.5.0, when we last described the package and its contents. The main additions to the package since that time are: 1) new robust methods for performing Mendelian randomization, particularly in the cases of bias from weak instruments and/or winner’s curse, and pleiotropic variants, 2) methods for performing Mendelian randomization with correlated variants using dimension reduction to summarize large numbers of highly correlated variants into a limited set of principal components, 3) functions for calculating first-stage F statistics, representing instrument strength, in both univariable and multivariable contexts, and with uncorrelated and correlated genetic variants. We also discuss some pragmatic issues relating to the use of correlated variants in Mendelian randomization.
Funder
NIHR Cambridge Biomedical Research Centre
British Heart Foundation
Wellcome Trust
UK Research and Innovation
National Institute for Health Research Blood and Transplant Research Unit in Donor Health and Behaviour
EU/EFPIA Innovative Medicines Initiative Joint Undertaking BigData@Heart
Subject
General Biochemistry, Genetics and Molecular Biology,Medicine (miscellaneous)
Cited by
6 articles.
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