Sparse dimensionality reduction approaches in Mendelian randomisation with highly correlated exposures

Multivariable Mendelian randomisation (MVMR) is an instrumental variable technique that generalises the MR framework for multiple exposures. Framed as a regression problem, it is subject to the pitfall of multicollinearity. The bias and efficiency of MVMR estimates thus depends heavily on the correl...

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Bibliographic Details
Main Authors: Vasileios Karageorgiou, Dipender Gill, Jack Bowden, Verena Zuber
Format: Article
Language:English
Published: eLife Sciences Publications Ltd 2023-04-01
Series:eLife
Subjects:
Online Access:https://elifesciences.org/articles/80063