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OmicsPLS

Data Integration with Two-Way Orthogonal Partial Least Squares

v2.1.0 · Apr 1, 2025 · GPL-3

Description

Performs the O2PLS data integration method for two datasets, yielding joint and data-specific parts for each dataset. The algorithm automatically switches to a memory-efficient approach to fit O2PLS to high dimensional data. It provides a rigorous and a faster alternative cross-validation method to select the number of components, as well as functions to report proportions of explained variation and to construct plots of the results. See the software article by el Bouhaddani et al (2018) <doi:10.1186/s12859-018-2371-3>, and Trygg and Wold (2003) <doi:10.1002/cem.775>. It also performs Sparse Group (Penalized) O2PLS, see Gu et al (2020) <doi:10.1186/s12859-021-03958-3> and cross-validation for the degree of sparsity.

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CRAN Check Status

13 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 12, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE May 9, 2026
ERROR r-release-windows-x86_64

tests

Running 'testthat.R' [4s]
Running the tests in 'tests/testthat.R' failed.
Complete output:
  > Sys.setenv(R_TESTS="")
  > library(testthat)
  > library(OmicsPLS)
  
  Attaching package: 'OmicsPLS'
  
  The following object is masked from 'package:sta
...[truncated]...
(.quo), quo_get_env(.quo))
   6. └─OmicsPLS::crossval_o2m_adjR2(...)
   7.   └─parallel::makePSOCKcluster(nr_cores)
   8.     └─base::serverSocket(port = port)
  
  [ FAIL 2 | WARN 0 | SKIP 0 | PASS 65 ]
  Error:
  ! Test failures.
  Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (1)

imports

Dependency Network

Dependencies Reverse dependencies dplyr ggplot2 magrittr tibble softImpute withr MMINP OmicsPLS

Version History

new 2.1.0 Mar 10, 2026
updated 2.1.0 ← 2.0.2 diff Mar 31, 2025
updated 2.0.2 ← 1.2.0 diff May 18, 2021
updated 1.2.0 ← 1.1.0 diff Jul 23, 2019
updated 1.1.0 ← 1.0.3 diff Jan 21, 2018
updated 1.0.3 ← 1.0.2 diff Aug 7, 2017
updated 1.0.2 ← 1.0.1 diff Jul 7, 2017
new 1.0.1 May 8, 2017