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Bioconductor - epimutacions

epimutacions

This is the released version of epimutacions; for the devel version, see epimutacions.

Robust outlier identification for DNA methylation data

Bioconductor version: Release (3.21)

The package includes some statistical outlier detection methods for epimutations detection in DNA methylation data. The methods included in the package are MANOVA, Multivariate linear models, isolation forest, robust mahalanobis distance, quantile and beta. The methods compare a case sample with a suspected disease against a reference panel (composed of healthy individuals) to identify epimutations in the given case sample. It also contains functions to annotate and visualize the identified epimutations.

Author: Dolors Pelegri-Siso [aut, cre] ORCID: 0000-0002-5993-3003 , Juan R. Gonzalez [aut] ORCID: 0000-0003-3267-2146 , Carlos Ruiz-Arenas [aut] ORCID: 0000-0002-6014-3498 , Carles Hernandez-Ferrer [aut] ORCID: 0000-0002-8029-7160 , Leire Abarrategui [aut] ORCID: 0000-0002-1175-038X

Maintainer: Dolors Pelegri-Siso <dolors.pelegri at isglobal.org>

Citation (from within R, enter citation("epimutacions")): Installation

To install this package, start R (version "4.5") and enter:


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

BiocManager::install("epimutacions")

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("epimutacions")
Detection of epimutations with state of the art methods in methylation data HTML R Script Reference Manual PDF NEWS Text LICENSE Text Details biocViews BiologicalQuestion, DNAMethylation, Normalization, Preprocessing, Software, StatisticalMethod Version 1.12.0 In Bioconductor since BioC 3.15 (R-4.2) (3 years) License MIT + file LICENSE Depends R (>= 4.3.0), epimutacionsData Imports minfi, bumphunter, isotree, robustbase, ggplot2, GenomicRanges, GenomicFeatures, IRanges, SummarizedExperiment, stats, matrixStats, BiocGenerics, S4Vectors, utils, biomaRt, BiocParallel, GenomeInfoDb, Homo.sapiens, purrr, tibble, Gviz, TxDb.Hsapiens.UCSC.hg19.knownGene, TxDb.Hsapiens.UCSC.hg18.knownGene, TxDb.Hsapiens.UCSC.hg38.knownGene, rtracklayer, AnnotationDbi, AnnotationHub, ExperimentHub, reshape2, grid, ensembldb, gridExtra, IlluminaHumanMethylation450kmanifest, IlluminaHumanMethylationEPICmanifest, IlluminaHumanMethylation450kanno.ilmn12.hg19, IlluminaHumanMethylationEPICanno.ilm10b2.hg19, ggrepel System Requirements URL https://github.com/isglobal-brge/epimutacions Bug Reports https://github.com/isglobal-brge/epimutacions/issues See More Package Archives

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


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