The primary purpose of prolong
is to facilitate penalized modeling of high-dimensional longitudinal omics data with a longitduinal clinical outcome to obtain a sparse set of omics variables that co-vary with the outcome over time. prolong
also provides functionality in both R and in a point-and-click GUI shiny app for plots that reveal the underlying correlation structure of the omics variables. For more information, visit the package website.
A preview of the shiny app that is being continuously updated is available at the following link: Shiny App
Installation
You can install the development version of prolong from GitHub with:
# install.packages("devtools")
devtools::install_github("stevebroll/prolong")
References
The PROLONG method preprint is available at biorxiv here.