The hardware and bandwidth for this mirror is donated by dogado GmbH, the Webhosting and Full Service-Cloud Provider. Check out our Wordpress Tutorial.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]dogado.de.
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 [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 |
Reference manual: | 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 |
Please use the canonical form https://CRAN.R-project.org/package=cit to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.