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
| Maintainer | Soroor Hediyeh-zadeh <hediyehzadeh.s@wehi.edu.au> |
| Author | Soroor Hediyeh-zadeh [aut, cre] (ORCID: <https://orcid.org/0000-0001-7513-6779>) |
| License | GPL (>=2) |
| Bug Reports | https://github.com/DavisLaboratory/msImpute/issues |
| System Requirements | python |
| Downloads rank | 290 |
| Source branch | RELEASE_3_23 |
| biocViews | MassSpectrometry, 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