Package: missRows 1.27.0

Gonzalez Ignacio

missRows: Handling Missing Individuals in Multi-Omics Data Integration

The missRows package implements the MI-MFA method to deal with missing individuals ('biological units') in multi-omics data integration. The MI-MFA method generates multiple imputed datasets from a Multiple Factor Analysis model, then the yield results are combined in a single consensus solution. The package provides functions for estimating coordinates of individuals and variables, imputing missing individuals, and various diagnostic plots to inspect the pattern of missingness and visualize the uncertainty due to missing values.

Authors:Ignacio Gonzalez and Valentin Voillet

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missRows.pdf |missRows.html
missRows/json (API)
NEWS

# Install 'missRows' in R:
install.packages('missRows', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • NCI60 - Data of the NCI-60 Cell Lines with Missing Individuals

On BioConductor:missRows-1.27.0(bioc 3.21)missRows-1.26.0(bioc 3.20)

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

softwarestatisticalmethoddimensionreductionprincipalcomponentmathematicalbiologyvisualization

3.30 score 3 scripts 225 downloads 12 exports 65 dependencies

Last updated 4 months agofrom:560ef6b98a. Checks:1 OK, 6 NOTE, 1 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 28 2025
R-4.5-winNOTEJan 28 2025
R-4.5-macWARNINGJan 28 2025
R-4.5-linuxNOTEJan 28 2025
R-4.4-winNOTEJan 28 2025
R-4.4-macNOTEJan 28 2025
R-4.3-winNOTEJan 28 2025
R-4.3-macNOTEJan 28 2025

Exports:compromiseconfigurationsimputedDataimputedIndvMIDTListMIMFAMIparammissingIndvmissPatternplotIndplotVartuneM

Dependencies:abindaskpassBiobaseBiocBaseUtilsBiocGenericsclicolorspacecpp11crayoncurlDelayedArraydplyrfansifarvergenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegtablegtoolshttrIRangesisobandjsonlitelabelinglatticelifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmgcvmimeMultiAssayExperimentmunsellnlmeopensslpillarpkgconfigplyrpurrrR6RColorBrewerRcpprlangS4ArraysS4VectorsscalesSparseArraystringistringrSummarizedExperimentsystibbletidyrtidyselectUCSC.utilsutf8vctrsviridisLitewithrXVector

missRows

Rendered frommissRows.Rnwusingknitr::knitron Jan 28 2025.

Last update: 2018-08-30
Started: 2018-02-23