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msImpute

Imputation of label-free mass spectrometry peptides

Bioconductor version: 3.23 · Package version: 1.22.0

MsImpute is a package for imputation of peptide intensity in proteomics experiments. It additionally contains tools for MAR/MNAR diagnosis and assessment of distortions to the probability distribution of the data post imputation. The missing values are imputed by low-rank approximation of the underlying data matrix if they are MAR (method = "v2"), by Barycenter approach if missingness is MNAR ("v2-mnar"), or by Peptide Identity Propagation (PIP).

Installation

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

BiocManager::install("msImpute")

Details

MaintainerSoroor Hediyeh-zadeh <hediyehzadeh.s@wehi.edu.au>
AuthorSoroor Hediyeh-zadeh [aut, cre] (ORCID: <https://orcid.org/0000-0001-7513-6779>)
LicenseGPL (>=2)
Bug Reportshttps://github.com/DavisLaboratory/msImpute/issues
System Requirementspython
Downloads rank290
Source branchRELEASE_3_23
biocViewsMassSpectrometry, Proteomics, Software

Documentation

Download

Dependencies

Depends: R (>= 3.5.0)

Imports: softImpute, methods, stats, graphics, pdist, reticulate, scran, data.table, FNN, matrixStats, limma, mvtnorm, tidyr, dplyr

Suggests: BiocStyle, knitr, rmarkdown, ComplexHeatmap, imputeLCMD