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cit: Causal Inference Test

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.

Version:2.3.2
Depends:R (≥ 4.3.0)
Suggests:tinytest
Published:2024-06-28
DOI:10.32614/CRAN.package.cit
Author:Joshua MillsteinORCID iD [aut, cre]
Maintainer:Joshua Millstein <joshua.millstein at usc.edu>
BugReports:https://github.com/USCbiostats/cit/issues
License:Artistic-2.0
URL:https://github.com/USCbiostats/cit
NeedsCompilation:yes
SystemRequirements:gsl (with development libraries libgsl-dev)
Citation:cit citation info
Materials:README,NEWS
In views:CausalInference
CRAN checks:cit results

Documentation:

Reference manual:cit.html ,cit.pdf

Downloads:

Package source: cit_2.3.2.tar.gz
Windows binaries: r-devel:cit_2.3.2.zip, r-release:cit_2.3.2.zip, r-oldrel:cit_2.3.2.zip
macOS binaries: r-release (arm64):cit_2.3.2.tgz, r-oldrel (arm64):cit_2.3.2.tgz, r-release (x86_64):cit_2.3.2.tgz, r-oldrel (x86_64):cit_2.3.2.tgz
Old sources: cit archive

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