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 Millstein |
| 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 |
| Reference manual: | cit.html , cit.pdf |
| 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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