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-any)EpiSemble_0.1.1.zip(r-4.6-any)EpiSemble_0.1.1.zip(r-4.5-any)
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✨
DESCRIPTION
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 268 downloads 2 exports 209 dependencies

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

TargetResultTimeFilesSyslog
linux-develOK275
source / vignettesOK258
linux-releaseOK249
macos-releaseOK166
macos-oldrelOK192
windows-develOK175
windows-releaseOK192
windows-oldrelOK184
wasm-releaseOK189

Exports:epiPredImpFeatures

Dependencies:ade4askpassbackportsbase64encBiocGenericsBiostringsbitbit64blobbrewbriobroombslibcachemcallrcaretcellrangerclassclicliprclockcodetoolscoincommonmarkconflictedcpp11crayoncredentialscurldata.tableDBIdbplyrdescdevtoolsdiagramdiffobjdigestdoParalleldownlitdplyrdtplyre1071ellipsisentropyevaluatefansifarverfastmapfontawesomeforcatsforeachfsftrCOOLfuturefuture.applygarglegbmgenericsgertggplot2gitcredsglobalsgluegoogledrivegooglesheets4gowergtablehardhathavenhighrhmshtmltoolshtmlwidgetshttpuvhttrhttr2idsiniipredIRangesisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelavalibcoinlifecyclelistenvlubridatemagrittrMASSMatrixmatrixStatsmemoisemimeminiUIModelMetricsmodelrmodeltoolsmultcompmvtnormnlmennetnumDerivopensslotelpakparallellypartypillarpixmappkgbuildpkgconfigpkgdownpkgloadplyrpraiseprettyunitspROCprocessxprodlimprofvisprogressprogressrpromisesproxypspurrrR6raggrandomForestrappdirsrcmdcheckRColorBrewerRcppRcppArmadillordtoolsreadrreadxlrecipesrematchrematch2reprexreshape2rlangrmarkdownroxygen2rpartrprojrootrstudioapirversionsrvestS4VectorsS7sandwichsassscalessegmentedselectrSeqinfoseqinrsessioninfoshapeshinysourcetoolsspsparsevctrssplitstackshapeSQUAREMstringistringrstrucchangesurvivalsyssystemfontstestthattextshapingTH.datatibbletidyrtidyselecttidyversetimechangetimeDatetinytextzdburlcheckerusethisutf8uuidvctrsviridisLitevroomwaldowhiskerwithrxfunxml2xopenxtableXVectoryamlzipzoo