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MethScope: Ultra-Fast Analysis of Sparse DNA Methylome via Recurrent Pattern Encoding

Methods for analyzing DNA methylation data via Most Recurrent Methylation Patterns (MRMPs). Supports cell-type annotation, spatial deconvolution, unsupervised clustering, and cancer cell-of-origin inference. Includes C-backed summaries for YAME “.cg/.cm” files (overlap counts, log2 odds ratios, beta/depth aggregation), an XGBoost classifier, NNLS deconvolution, and plotting utilities. Scales to large spatial and single-cell methylomes and is robust to extreme sparsity.

Version: 1.0.0
Depends: R (≥ 2.10)
Imports: xgboost, dplyr, utils, tidyr, stringr, caret, doParallel, parallel, ggplot2, uwot, magrittr, FNN, data.table, nnls
Suggests: knitr, rmarkdown, spelling
Published: 2025-12-09
DOI: 10.32614/CRAN.package.MethScope
Author: Hongxiang Fu ORCID iD [aut, cre], Wanding Zhou [cph, fnd], The SAMtools/HTSlib authors [ctb, cph] (BGZF components; see inst/COPYRIGHTS), Attractive Chaos [ctb, cph] (Author and copyright holder of khash.h (klib, MIT license))
Maintainer: Hongxiang Fu <fhx at seas.upenn.edu>
License: MIT + file LICENSE
Copyright: see file COPYRIGHTS
NeedsCompilation: yes
Language: en-US
Materials: README
CRAN checks: MethScope results

Documentation:

Reference manual: MethScope.html , MethScope.pdf
Vignettes: MethScope-MRMP (source, R code)
MethScope-Tutorial (source, R code)

Downloads:

Package source: MethScope_1.0.0.tar.gz
Windows binaries: r-devel: MethScope_1.0.0.zip, r-release: not available, r-oldrel: MethScope_1.0.0.zip
macOS binaries: r-release (arm64): MethScope_1.0.0.tgz, r-oldrel (arm64): MethScope_1.0.0.tgz, r-release (x86_64): MethScope_1.0.0.tgz, r-oldrel (x86_64): MethScope_1.0.0.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=MethScope to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.