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Causal Inference Test

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About

A likelihood-based hypothesis testing approach is implemented for assessing causal mediation. Described in Millstein, Chen, and Breton (2016), doi:10.1093/bioinformatics/btw135, it could be used to test for mediation of a known causal association between a DNA variant, the 'instrumental variable', and a clinical outcome or phenotype by gene expression or DNA methylation, the potential mediator. Another example would be testing mediation of the effect of a drug on a clinical outcome by the molecular target. The hypothesis test generates a p-value or permutation-based FDR value with confidence intervals to quantify uncertainty in the causal inference. The outcome can be represented by either a continuous or binary variable, the potential mediator is continuous, and the instrumental variable can be continuous or binary and is not limited to a single variable but may be a design matrix representing multiple variables.

Citation cit citation info
github.com/USCbiostats/cit
System requirements gsl (with development libraries libgsl-dev)
Bug report File report

Key Metrics

Version 2.3.1
R ≥ 3.5.0
Published 2021-05-25 1076 days ago
Needs compilation? yes
License Artistic-2.0
CRAN checks cit results

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Maintainer

Maintainer

Joshua Millstein

joshua.millstein@usc.edu

Authors

Joshua Millstein

aut / cre

Material

README
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Reference manual
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CausalInference

macOS

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Windows

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Old Sources

cit archive

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R ≥ 3.5.0

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tinytest