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
| 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>) |
| License | MIT + file LICENSE |
| URL | https://github.com/isglobal-brge/methylclock |
| Bug Reports | https://github.com/isglobal-brge/methylclock/issues |
| System Requirements | GNU make, C++17 |
| Downloads rank | 605 |
| Source branch | devel |
| biocViews | BiologicalQuestion, DNAMethylation, Normalization, Preprocessing, Software, StatisticalMethod |
Documentation
Download
Follow the installation instructions to use this package in your R session.
| Source package | methylclock_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