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methylclock

Chronological, Gestational and Biological DNAm Age Estimation with Methylation-Based Clocks

Bioconductor version: 3.24 · Package version: 1.99.2

Estimates chronological, gestational and biological DNA methylation (DNAm) age, trait scores and epigenetic age acceleration from methylation beta values. Implements 44 published clocks, selectable by name, family or array platform: chronological (Horvath, Hannum, BNN, skin+blood, PedBE, Wu, AltumAge and others, including the cross-platform Garma clock native to EPICv2), gestational (Knight, Bohlin, Mayne, Lee, NEOage), phenotypic and pace-of-aging (Levine, DunedinPACE), telomere length, mitotic counters (epiTOC1/epiTOC2, HypoClock, stemTOC, RepliTali), causal (CausAge, DamAge, AdaptAge) and trait EpiScores. Accepts matrices, data frames, Bioconductor containers or HDF5 files, computing block-wise out-of-core through BigDataStatMeth when the data exceed memory. Provides configurable missing-value imputation (mean, reference or KNN), cell-type deconvolution, intrinsic and extrinsic epigenetic age acceleration (IEAA, EEAA), quality-control reports and plotting functions.

Installation

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

BiocManager::install("methylclock")

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>)
LicenseMIT + file LICENSE
URLhttps://github.com/isglobal-brge/methylclock
Bug Reportshttps://github.com/isglobal-brge/methylclock/issues
System RequirementsGNU make, C++17
Downloads rank605
Source branchdevel
biocViewsBiologicalQuestion, DNAMethylation, Normalization, Preprocessing, Software, StatisticalMethod

Documentation

Download

Follow the installation instructions to use this package in your R session.

Source packagemethylclock_1.99.2.tar.gz
Windows binary (x86_64)methylclock_1.99.2.zip
macOS binary (arm64)methylclock_1.99.2.tgz
macOS binary (x86_64)methylclock_1.99.2.tgz
Dependencies

Depends: R (>= 4.3.0)

Imports: utils, stats, preprocessCore, Rcpp, BigDataStatMeth, ExperimentHub, ggplot2, rlang, quadprog

LinkingTo: Rcpp, RcppEigen, Rhdf5lib, BigDataStatMeth, BH

Suggests: testthat (>= 3.0.0), digest, impute, knitr, rmarkdown, BiocStyle, kableExtra, minfi, Biobase, SummarizedExperiment