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
| Maintainer | Dolors Pelegri-Siso <dolors.pelegri@isglobal.org> |
| Author | Dolors 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>) |
| License | MIT + file LICENSE |
| URL | https://github.com/isglobal-brge/epimutacions |
| Bug Reports | https://github.com/isglobal-brge/epimutacions/issues |
| Downloads rank | 280 |
| Source branch | RELEASE_3_23 |
| biocViews | BiologicalQuestion, 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