R/himaDat.R

#' Example datasets for HIMA demo
#'
#' A \code{list} dataset containing datasets for various scenarios of HIMA. Each dataset contains a phenotype 
#' data frame and a high-dimension mediator data matrix. The datasets are simulated using parameters generated 
#' from real datasets. The code used to generate the data can be found in /inst/script folder of the package.
#' 
#' Example dataset 1 for HIMA: Continuous outcome 
#'
#' \itemize{
#'   \item Treatment: treated (value = 1) or not treated (value = 0)
#'   \item Outcome: outcome of the treatment- a normally distributed continuous variable
#'   \item Sex: female (value = 1) or male (value = 0)
#'   \item Age: Age of the participant
#' }
#'
#' Example dataset 2 for HIMA: Binary outcome 
#' 
#' \itemize{
#'   \item Treatment: treated (value = 1) or not treated (value = 0)
#'   \item Disease: diseased (value = 1) or healthy (value = 0)
#'   \item Sex: female (value = 1) or male (value = 0)
#'   \item Age: Age of the participant
#' }
#' 
#' Example dataset 3 for HIMA: Survival data outcome
#'
#' \itemize{
#'   \item Treatment: treated (value = 1) or not treated (value = 0)
#'   \item Status: Status indicator: dead (value = 1) or alive (value = 0)
#'   \item Time: time to event
#'   \item Sex: female (value = 1) or male (value = 0)
#'   \item Age: Age of the participant
#' }
#' 
#' Example dataset 4 for HIMA: Compositional mediator (e.g., microbiome)
#'
#' \itemize{
#'   \item Treatment: treated (value = 1) or not treated (value = 0)
#'   \item Outcome: outcome of the treatment- a normally distributed continuous variable
#'   \item Sex: female (value = 1) or male (value = 0)
#'   \item Age: Age of the participant
#' }
#' 
#' Example dataset 5 for HIMA: High-dimensional quantile mediation analysis
#'
#' \itemize{
#'   \item Treatment: treated (value = 1) or not treated (value = 0)
#'   \item Outcome: outcome of the treatment- abnormally distributed continuous variable
#'   \item Sex: female (value = 1) or male (value = 0)
#'   \item Age: Age of the participant
#' }
#'
#' @return A list of example datasets for HIMA demo and testing.
"himaDat"

Try the HIMA package in your browser

Any scripts or data that you put into this service are public.

HIMA documentation built on Sept. 10, 2023, 5:06 p.m.