Package: RefFreeEWAS 2.2

E. Andres Houseman

RefFreeEWAS: EWAS using Reference-Free DNA Methylation Mixture Deconvolution

Reference-free method for conducting EWAS while deconvoluting DNA methylation arising as mixtures of cell types. The older method (Houseman et al., 2014,<doi:10.1093/bioinformatics/btu029>) is similar to surrogate variable analysis (SVA and ISVA), except that it makes additional use of a biological mixture assumption. The newer method (Houseman et al., 2016, <doi:10.1186/s12859-016-1140-4>) is similar to non-negative matrix factorization, with additional constraints and additional utilities.

Authors:E. Andres Houseman, Sc.D.

RefFreeEWAS_2.2.tar.gz
RefFreeEWAS_2.2.zip(r-4.7)RefFreeEWAS_2.2.zip(r-4.6)RefFreeEWAS_2.2.zip(r-4.5)
RefFreeEWAS_2.2.tgz(r-4.6-any)RefFreeEWAS_2.2.tgz(r-4.5-any)
RefFreeEWAS_2.2.tar.gz(r-4.7-any)RefFreeEWAS_2.2.tar.gz(r-4.6-any)
RefFreeEWAS_2.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
RefFreeEWAS/json (API)

# Install 'RefFreeEWAS' in R:
install.packages('RefFreeEWAS', repos = c('https://jd2112.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:

On CRAN:

Conda:

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

2.12 score 1 packages 44 scripts 9 downloads 27 exports 1 dependencies

Last updated from:cf44701b7b. Checks:7 OK, 2 ERROR. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK108
source / vignettesOK151
linux-release-x86_64OK94
macos-release-arm64ERROR78
macos-oldrel-arm64ERROR78
windows-develOK76
windows-releaseOK104
windows-oldrelOK79
wasm-releaseOK87

Exports:BootOneRefFreeEwasModelBootRefFreeEwasModelbootstrapPairsdeviance.RefFreeCellMixEstDimICEstDimRMTImputeByMeanomnibusBootPairsBootOneRefFreeEwasModelPairsBootRefFreeEwasModelprint.BootRefFreeEwasModelprint.RefFreeCellMixprint.RefFreeEwasModelprint.summaryBootRefFreeEwasModelprojectMixRefFreeCellMixRefFreeCellMixArrayRefFreeCellMixArrayDevianceBootRefFreeCellMixArrayDevianceBootsRefFreeCellMixArrayWithCustomStartRefFreeCellMixInitializeRefFreeCellMixInitializeBySVDRefFreeEwasModelsummary.BootRefFreeEwasModelsummary.RefFreeCellMixsvdSafeSVDwithMissing

Dependencies:quadprog

Readme and manuals

Help Manual

Help pageTopics
One Bootstrap sample for Reference-Free EWAS ModelBootOneRefFreeEwasModel
Bootstrap for Reference-Free EWAS ModelBootRefFreeEwasModel
One Bootstrap Sample for PairsbootstrapPairs
deviance.RefFreeCellMixdeviance.RefFreeCellMix
Dimension estimation by AIC and BICEstDimIC
Dimension estimation by Random Matrix TheoryEstDimRMT
Simple imputation method based on row-meanImputeByMean
Bootstrap-based omnibus test of significance across all featuresomnibusBoot
One Bootstrap Sample for Reference-Free EWAS Model, Accounting for Paired DataPairsBootOneRefFreeEwasModel
Bootstrap for Reference-Free EWAS Model, Accounting for Paired DataPairsBootRefFreeEwasModel
print.BootRefFreeEwasModelprint.BootRefFreeEwasModel
print.RefFreeCellMixprint.RefFreeCellMix
print.RefFreeEwasModelprint.RefFreeEwasModel
print.summaryBootRefFreeEwasModelprint.summaryBootRefFreeEwasModel
Cell Mixture Projection (reference-based)projectMix
Reference-Free Cell Mixture ProjectionRefFreeCellMix
Initialize Reference-Free Cell Mixture ProjectionRefFreeCellMixArray
RefFreeCellMixArrayDevianceBootRefFreeCellMixArrayDevianceBoot
RefFreeCellMixArrayDevianceBootsRefFreeCellMixArrayDevianceBoots
Reference-Free Cell Mixture Projection - Custom InitializationRefFreeCellMixArrayWithCustomStart
Initialize Reference-Free Cell Mixture ProjectionRefFreeCellMixInitialize
Initialize Reference-Free Cell Mixture Projection by SVDRefFreeCellMixInitializeBySVD
Reference-Free EWAS ModelRefFreeEwasModel
Simulated mixed-cell DNA methylation data setrfEwasExampleBetaValues
Simulated covariate for mixed-cell DNA methylation data setrfEwasExampleCovariate
True alpha intercepts used in simulationrfEwasExampleTRUEAlpha
True beta coefficients used in simulation (for comparison purposes)rfEwasExampleTRUEBeta
True M matrix (cell-specific methylation values) used in simulation (for comparison purposes)rfEwasExampleTRUEMethDMR
True Omega (cell mixture) coefficients used in simulation (for comparison purposes)rfEwasExampleTRUEOmega
summary.BootRefFreeEwasModelsummary.BootRefFreeEwasModel
summary.RefFreeCellMixsummary.RefFreeCellMix
Safe SVD-like matrix decompositionsvdSafe
SVD with missing valuesSVDwithMissing
HNSCC Example - CovariatesX.HNSCC.caseStatusAge
HNSCC Example - DNA Methylation Average BetasY.HNSCC.averageBetas