mlm4omics

This package is for version 3.10 of Bioconductor. This package has been removed from Bioconductor. For the last stable, up-to-date release version, see mlm4omics.

Multilevel Model for Multivariate Responses with Missing Values


Bioconductor version: 3.10

To conduct Bayesian inference regression for responses with multilevel explanatory variables and missing values; It uses function from 'Stan', a software to implement posterior sampling using Hamiltonian MC and its variation Non-U-Turn algorithms. It implements the posterior sampling of regression coefficients from the multilevel regression models. The package has two main functions to handle not-missing-at-random missing responses and left-censored with not-missing-at random responses. The purpose is to provide a similar format as the other R regression functions but using 'Stan' models.

Author: Irene Zeng [aut, cre], Thomas Lumley [ctb]

Maintainer: Irene SL Zeng <i.zeng at auckland.ac.nz>

Citation (from within R, enter citation("mlm4omics")):

Installation

To install this package, start R (version "3.6") and enter:


if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("mlm4omics")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("mlm4omics")
Introduction of mlm4omics HTML R Script
Reference Manual PDF
NEWS Text

Details

biocViews Bayesian, Classification, CopyNumberVariation, ImmunoOncology, MassSpectrometry, Proteomics, Regression, Software
Version 1.3.0
In Bioconductor since BioC 3.8 (R-3.5) (5.5 years)
License GPL-3
Depends R (>= 3.5.0), Rcpp (>= 0.12.17), methods, stats
Imports rstan (>= 2.17.3), rstantools (>= 1.5.0), MASS, Matrix, stats4, ggplot2
System Requirements GNU make
URL https://doi.org/10.1101/153049
See More
Suggests testthat, BiocStyle, knitr, rmarkdown, roxygen2 (>= 5.0.0)
Linking To StanHeaders (>= 2.17.2), rstan (>= 2.17.3), BH (>= 1.66.0-1), Rcpp (>= 0.12.17), RcppEigen (>= 0.3.3.4.0)
Enhances
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report Build Report

Package Archives

Follow Installation instructions to use this package in your R session.

Source Package mlm4omics_1.3.0.tar.gz
Windows Binary mlm4omics_1.3.0.zip (32- & 64-bit)
Mac OS X 10.11 (El Capitan) mlm4omics_1.3.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/mlm4omics
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/mlm4omics
Bioc Package Browser https://code.bioconductor.org/browse/mlm4omics/
Package Short Url https://bioconductor.org/packages/mlm4omics/
Package Downloads Report Download Stats
Old Source Packages for BioC 3.10 Source Archive