Package: lilikoi 2.1.1

Lana Garmire

lilikoi: Metabolomics Personalized Pathway Analysis Tool

A comprehensive analysis tool for metabolomics data. It consists a variety of functional modules, including several new modules: a pre-processing module for normalization and imputation, an exploratory data analysis module for dimension reduction and source of variation analysis, a classification module with the new deep-learning method and other machine-learning methods, a prognosis module with cox-PH and neural-network based Cox-nnet methods, and pathway analysis module to visualize the pathway and interpret metabolite-pathway relationships. References: H. Paul Benton <http://www.metabolomics-forum.com/index.php?topic=281.0> Jeff Xia <https://github.com/cangfengzhe/Metabo/blob/master/MetaboAnalyst/website/name_match.R> Travers Ching, Xun Zhu, Lana X. Garmire (2018) <doi:10.1371/journal.pcbi.1006076>.

Authors:Xinying Fang [aut], Yu Liu [aut], Zhijie Ren [aut], Fadhl Alakwaa [aut], Sijia Huang [aut], Lana Garmire [aut, cre]

lilikoi_2.1.1.tar.gz
lilikoi_2.1.1.tar.gz(r-4.5-noble)lilikoi_2.1.1.tar.gz(r-4.4-noble)
lilikoi_2.1.1.tgz(r-4.4-emscripten)lilikoi_2.1.1.tgz(r-4.3-emscripten)
lilikoi.pdf |lilikoi.html
lilikoi/json (API)
NEWS

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

Peer review:

Uses libs:
  • openjdk– OpenJDK Java runtime, using Hotspot JIT

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

openjdk

2.85 score 1 stars 14 scripts 313 downloads 1 mentions 11 exports 206 dependencies

Last updated 2 years agofrom:1caf63620a. Checks:OK: 2. Indexed: no.

TargetResultDate
Doc / VignettesOKDec 07 2024
R-4.5-linuxOKDec 07 2024

Exports:lilikoi.explrlilikoi.featuresSelectionlilikoi.KEGGplotlilikoi.Loaddatalilikoi.machine_learninglilikoi.meta_pathlilikoi.MetaTOpathwaylilikoi.PDSfunlilikoi.preproc_knnlilikoi.preproc_normlilikoi.prognosis

Dependencies:abindAnnotationDbiaskpassbackportsbase64encbase64urlBiobaseBiocGenericsBiostringsbitbit64bitopsblobbootbroomcachemcarcarDatacaretcaToolsclasscliclockclustercodetoolscolorspacecommonmarkcorpcorcorrplotcowplotcpp11crayoncurldata.tableDBIDerivdiagramdigestdoBydoParalleldoSNOWdplyre1071evaluateexactRankTestsfansifarverfastmapforeachFormulafsfuturefuture.applygbmgenericsGenomeInfoDbGenomeInfoDbDataggplot2ggpubrggrepelggsciggsignifggtextglmnetglobalsgluegowergplotsgraphgridExtragridtextgtablegtoolsh2ohardhatherehighrhtmltoolshttrimputeinfotheoipredIRangesIRdisplayIRkernelisobanditeratorsjpegjsonliteKEGGgraphKEGGRESTKernSmoothkm.ciKMsurvknitrlabelinglatticelavalifecyclelimmalistenvlme4lubridateM3CmagrittrmarkdownMASSMatrixmatrixcalcMatrixModelsmaxstatmemoiseMetricsmgcvmicrobenchmarkmimeminqaMLmetricsModelMetricsmodelrmunsellmvtnormnlmenloptrnnetnumDerivopensslorg.Hs.eg.dbparallellypathviewpbdZMQpbkrtestpillarpkgconfigplogrplyrpngpolynompreprocessCoreprincurvepROCprodlimprogressrproxypurrrquantregR6rappdirsRColorBrewerRcppRcppEigenRcppTOMLRCurlRCy3recipesreprreshapereshape2reticulateRgraphvizrJavaRJSONIOrlangROCRrpartrprojrootRSpectraRSQLiterstatixRtsneRWekaRWekajarsS4VectorsscalesshapesnowSparseMSQUAREMstatmodstringistringrsurvivalsurvminersurvMiscsystibbletidyrtidyselecttimechangetimeDatetzdbUCSC.utilsumaputf8uuidvctrsviridisLitewithrxfunXMLxml2xtableXVectoryamlzlibbioczoo

Lilikoi V2.0

Rendered fromVignette.Rmdusingknitr::rmarkdownon Dec 07 2024.

Last update: 2022-02-22
Started: 2020-07-03

Readme and manuals

Help Manual

Help pageTopics
Exploratory analysislilikoi.explr
A featuresSelection Functionlilikoi.featuresSelection
lilikoi.KEGGplotlilikoi.KEGGplot
A Loaddata Functionlilikoi.Loaddata
A machine learning Functionlilikoi.machine_learning
Metabolite-pathway regressionlilikoi.meta_path
A MetaTOpathway Functionlilikoi.MetaTOpathway
A PDSfun Functionlilikoi.PDSfun
An imputation function.lilikoi.preproc_knn
A Normalization function.lilikoi.preproc_norm
Pathway-based prognosis modellilikoi.prognosis