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epimutacions

Robust outlier identification for DNA methylation data

Bioconductor version: 3.23 · Package version: 1.16.0

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.

Installation

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

BiocManager::install("epimutacions")

Details

MaintainerDolors Pelegri-Siso <dolors.pelegri@isglobal.org>
AuthorDolors Pelegri-Siso [aut, cre] (ORCID: <https://orcid.org/0000-0002-5993-3003>), Juan R. Gonzalez [aut] (ORCID: <https://orcid.org/0000-0003-3267-2146>), Carlos Ruiz-Arenas [aut] (ORCID: <https://orcid.org/0000-0002-6014-3498>), Carles Hernandez-Ferrer [aut] (ORCID: <https://orcid.org/0000-0002-8029-7160>), Leire Abarrategui [aut] (ORCID: <https://orcid.org/0000-0002-1175-038X>)
LicenseMIT + file LICENSE
URLhttps://github.com/isglobal-brge/epimutacions
Bug Reportshttps://github.com/isglobal-brge/epimutacions/issues
Downloads rank280
Source branchRELEASE_3_23
biocViewsBiologicalQuestion, DNAMethylation, Normalization, Preprocessing, Software, StatisticalMethod

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Dependencies

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

Suggests: testthat, knitr, rmarkdown, BiocStyle, a4Base, kableExtra, methods, grDevices