Package: EpiSemble 0.1.1

EpiSemble: Ensemble Based Machine Learning Approach for Predicting Methylation States

DNA methylation (6mA) is a major epigenetic process by which alteration in gene expression took place without changing the DNA sequence. Predicting these sites in-vitro is laborious, time consuming as well as costly. This 'EpiSemble' package is an in-silico pipeline for predicting DNA sequences containing the 6mA sites. It uses an ensemble-based machine learning approach by combining Support Vector Machine (SVM), Random Forest (RF) and Gradient Boosting approach to predict the sequences with 6mA sites in it. This package has been developed by using the concept of Chen et al. (2019) <doi:10.1093/bioinformatics/btz015>.

Authors:Dipro Sinha [aut, cre], Sunil Archak [aut], Dwijesh Chandra Mishra [aut], Tanwy Dasmandal [aut], Md Yeasin [aut]

EpiSemble_0.1.1.tar.gz
EpiSemble_0.1.1.zip(r-4.7)EpiSemble_0.1.1.zip(r-4.6)EpiSemble_0.1.1.zip(r-4.5)
EpiSemble_0.1.1.tgz(r-4.6-any)EpiSemble_0.1.1.tgz(r-4.5-any)
EpiSemble_0.1.1.tar.gz(r-4.7-any)EpiSemble_0.1.1.tar.gz(r-4.6-any)
EpiSemble_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
EpiSemble/json (API)

# Install 'EpiSemble' in R:
install.packages('EpiSemble', repos = c('https://diprosinha.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 5 scripts 191 downloads 2 exports 208 dependencies

Last updated from:66778bf712. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK297
source / vignettesOK271
linux-release-x86_64OK265
macos-release-arm64OK184
macos-oldrel-arm64OK200
windows-develOK190
windows-releaseOK209
windows-oldrelOK185
wasm-releaseOK173

Exports:epiPredImpFeatures

Dependencies:ade4askpassbackportsbase64encBiocGenericsBiostringsbitbit64blobbrewbriobroombslibcachemcallrcaretcellrangerclassclicliprclockcodetoolscoincommonmarkconflictedcpp11crayoncredentialscurldata.tableDBIdbplyrdescdevtoolsdiagramdiffobjdigestdoParalleldownlitdplyrdtplyre1071ellipsisentropyevaluatefansifarverfastmapfontawesomeforcatsforeachfsftrCOOLfuturefuture.applygarglegbmgenericsgertggplot2gitcredsglobalsgluegoogledrivegooglesheets4gowergtablehardhathavenhighrhmshtmltoolshtmlwidgetshttpuvhttrhttr2idsiniipredIRangesisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelavalibcoinlifecyclelistenvlubridatemagrittrMASSMatrixmatrixStatsmemoisemimeminiUIModelMetricsmodelrmodeltoolsmultcompmvtnormnlmennetnumDerivopensslotelpakparallellypartypillarpixmappkgbuildpkgconfigpkgdownpkgloadplyrpraiseprettyunitspROCprocessxprodlimprofvisprogressprogressrpromisesproxypspurrrR6raggrandomForestrappdirsrcmdcheckRColorBrewerRcppRcppArmadilloreadrreadxlrecipesrematchrematch2reprexreshape2rlangrmarkdownroxygen2rpartrprojrootrstudioapirversionsrvestS4VectorsS7sandwichsassscalessegmentedselectrSeqinfoseqinrsessioninfoshapeshinysourcetoolsspsparsevctrssplitstackshapeSQUAREMstringistringrstrucchangesurvivalsyssystemfontstestthattextshapingTH.datatibbletidyrtidyselecttidyversetimechangetimeDatetinytextzdburlcheckerusethisutf8uuidvctrsviridisLitevroomwaldowhiskerwithrxfunxml2xopenxtableXVectoryamlzipzoo