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MendelianRandomization v0.9.0: updates to an R package for performing Mendelian randomization analyses using summarized data.

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Peer-reviewed

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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.

Description

Journal Title

Wellcome Open Res

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Journal ISSN

2398-502X
2398-502X

Volume Title

8

Publisher

F1000 Research Ltd

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Except where otherwised noted, this item's license is described as Attribution 4.0 International
Sponsorship
Wellcome Trust (204623/Z/16/Z)
British Heart Foundation (RG/18/13/33946)
Medical Research Council (MC_UU_00002/7)
Wellcome Trust (100114/Z/12/Z)
National Institute for Health and Care Research (NIHR203337)
Medical Research Council (HDR-23007)
Wellcome Trust (225790/Z/22/Z)