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DNA methylation is an important epigenetic process that regulates gene activity through chemical modifications of DNA without changing its sequence. 'OpEnCAST' is a plant-specific ensemble-based prediction package that identifies 4mC, 5mC and 6mA methylation sites directly from DNA sequences. It combines multiple machine learning algorithms trained on monocot (Oryza sp.) and dicot (Arabidopsis sp.) reference models to deliver accurate predictions. This methodology is being inspired by the ensemble algorithm for methylation prediction developed by Wang et al. (2022) <doi:10.1186/s12859-022-04756-1>.
| Version: | 0.1.1 |
| Imports: | Biostrings, seqinr, stringr, tibble, entropy, ftrCOOL, stats |
| Suggests: | caret, kernlab, ranger, xgboost, gbm |
| Published: | 2026-01-08 |
| DOI: | 10.32614/CRAN.package.OpEnCAST |
| Author: | Abhik Sarkar [aut, cre], Dipro Sinha [aut], Sneha Murmu [aut], Md Yeasin [aut], Dwijesh Chandra Mishra [aut], Sunil Archak [aut] |
| Maintainer: | Abhik Sarkar <abhik.iasri at gmail.com> |
| License: | GPL-3 |
| NeedsCompilation: | no |
| CRAN checks: | OpEnCAST results |
| Reference manual: | OpEnCAST.html , OpEnCAST.pdf |
| Package source: | OpEnCAST_0.1.1.tar.gz |
| Windows binaries: | r-devel: OpEnCAST_0.1.1.zip, r-release: not available, r-oldrel: OpEnCAST_0.1.1.zip |
| macOS binaries: | r-release (arm64): OpEnCAST_0.1.1.tgz, r-oldrel (arm64): OpEnCAST_0.1.1.tgz, r-release (x86_64): OpEnCAST_0.1.1.tgz, r-oldrel (x86_64): OpEnCAST_0.1.1.tgz |
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