guokai8/o2plsda: Multiomics Data Integration

Provides functions to do 'O2PLS-DA' analysis for multiple omics data integration. The algorithm came from "O2-PLS, a two-block (X±Y) latent variable regression (LVR) method with an integral OSC filter" which published by Johan Trygg and Svante Wold at 2003 <doi:10.1002/cem.775>. 'O2PLS' is a bidirectional multivariate regression method that aims to separate the covariance between two data sets (it was recently extended to multiple data sets) (Löfstedt and Trygg, 2011 <doi:10.1002/cem.1388>; Löfstedt et al., 2012 <doi:10.1016/j.aca.2013.06.026>) from the systematic sources of variance being specific for each data set separately.

Getting started

Package details

AuthorKai Guo [aut, cre], Junguk Hur [aut], Eva Feldman [aut]
MaintainerKai Guo <guokai8@gmail.com>
LicenseGPL-3
Version0.0.25
URL https://github.com/guokai8/o2plsda
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("guokai8/o2plsda")
guokai8/o2plsda documentation built on Feb. 18, 2025, 3:37 p.m.