Robust outlier identification for DNA methylation data


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Documentation for package ‘epimutacions’ version 1.11.0

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add_ensemble_regulatory Add ENSEMBL regulatory regions to epimutations
annotate_cpg Annotate the DMR resulting from epimutacions package
annotate_epimutations Annotate the results of epimutations or epimutations_one_leave_out functions
betas_from_bump Obtains bumps beta values
betas_sd_mean Computes beta values, standard deviation and mean to plot the epimutation
cols_names Sets common column names in a data frame
create_GRanges_class Generates a GRanges object
epimutations Epimutations analysis based on outlier detection methods
epimutations_one_leave_out Epimutations analysis based on outlier detection methods
epi_beta Identifies epimutations based on a beta distribution.
epi_iForest Identifies epimutations using Isolation Forest
epi_mahdist Identifies epimutations using Robust Mahalanobis distance
epi_manova Identifies epimutations using MANOVA
epi_mlm Detects epimutations using Multivariate Linear Model (MLM)
epi_parameters Settings for parameters of 'epimutations' and 'epimutations_one_leave_out' functions
epi_preprocess Preprocess methylation array
epi_quantile Identifies epimutations using quantile distribution
getBetaParams Model methylation as a beta distribution
get_candRegsGR Candidate regions to be epimutations
get_ENSEMBL_data Get ENSEMBL regulatory features overlapping a genomic region
GRset GRset
merge_records Merge records for the same ENSEMBL regulatory element
mlm Non-parametric, Asymptotic P-values for Multivariate Linear Models
norm_parameters Settings for parameters of epi_preprocess function
plot_epimutations Plot a given epimutation and locate it along the genome
process_ENSEMBL_results Process data from ENSEMBL
res.epi.manova res.epi.manova
res_iForest Creates a data frame containing the results obtained from Isolation Forest
res_mahdist Creates a data frame containing the results obtained from Robust Mahalanobis distance
res_manova Creates a data frame containing the results obtained from MANOVA
res_mlm Creates a data frame containing the results obtained from MLM
UCSC_annotation UCSC gene annotations
UCSC_regulation UCSC annotation