Package: microbiomeMarker 1.9.0
microbiomeMarker: microbiome biomarker analysis toolkit
To date, a number of methods have been developed for microbiome marker discovery based on metagenomic profiles, e.g. LEfSe. However, all of these methods have its own advantages and disadvantages, and none of them is considered standard or universal. Moreover, different programs or softwares may be development using different programming languages, even in different operating systems. Here, we have developed an all-in-one R package microbiomeMarker that integrates commonly used differential analysis methods as well as three machine learning-based approaches, including Logistic regression, Random forest, and Support vector machine, to facilitate the identification of microbiome markers.
Authors:
microbiomeMarker_1.9.0.tar.gz
microbiomeMarker_1.9.0.zip(r-4.3)
microbiomeMarker_1.9.0.tgz(r-4.3-any)
microbiomeMarker_1.9.0.tar.gz(r-4.5-noble)microbiomeMarker_1.9.0.tar.gz(r-4.4-noble)
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microbiomeMarker.pdf |microbiomeMarker.html✨
microbiomeMarker/json (API)
NEWS
# Install 'microbiomeMarker' in R: |
install.packages('microbiomeMarker', repos = c('https://metagenlab.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/yiluheihei/microbiomemarker/issues
- caporaso - 16S rRNA data from "Moving pictures of the human microbiome"
- cid_ying - 16S rRNA data of 94 patients from CID 2012
- ecam - Data from Early Childhood Antibiotics and the Microbiome (ECAM) study
- enterotypes_arumugam - Enterotypes data of 39 samples
- kostic_crc - Data from a study on colorectal cancer
- oxygen - Oxygen availability 16S dataset, of which taxa table has been summarized for python lefse input
- pediatric_ibd - IBD stool samples
- spontaneous_colitis - This is a sample data from lefse python script, a 16S dataset for studying the characteristics of the fecal microbiota in a mouse model of spontaneous colitis.
metagenomicsmicrobiomedifferentialexpressionbiomarker-discoverydifferential-abundance-analysislefse
Last updated 1 years agofrom:afe4745f3e. Checks:ERROR: 4. Indexed: no.
Target | Result | Date |
---|---|---|
Doc / Vignettes | FAIL | Nov 09 2024 |
R-4.5-linux | ERROR | Nov 09 2024 |
R-4.3-win | ERROR | Nov 09 2024 |
R-4.3-mac | ERROR | Nov 09 2024 |
Exports:%>%abundancesaggregate_taxacompare_DAconfounderextract_posthoc_resimport_biomimport_dada2import_mothurimport_picrust2import_qiimeimport_qiime2marker_tablemarker_table<-microbiomeMarkernmarkernorm_clrnorm_cpmnorm_cssnorm_rarefynorm_rlenorm_tmmnorm_tssnormalizensamplesntaxaotu_tableotu_table2metagenomeSeqphyloseq2DESeq2phyloseq2edgeRphyloseq2metagenomeSeqplot_abundanceplot_cladogramplot_ef_barplot_ef_dotplot_heatmapplot_postHocTestplot_sl_rocpostHocTestrun_aldexrun_ancomrun_ancombcrun_deseq2run_edgerrun_lefserun_limma_voomrun_markerrun_metagenomeseqrun_posthoc_testrun_simple_statrun_slrun_test_multiple_groupsrun_test_two_groupssample_datasample_namesshowsubset_markersummarize_taxatax_tabletaxa_namestransform_abundances
Dependencies:abindade4ALDEx2ANCOMBCapeaplotaskpassbackportsbase64encBHBiobaseBiocGenericsBiocParallelbiomformatBiostringsbitbit64bitopsbootbslibcachemcaretcaToolscellrangercheckmatecirclizeclassclicliprclockclueclustercodetoolscoincolorspacecommonmarkComplexHeatmapcpp11crayoncurlCVXRdata.tableDelayedArraydeldirDescToolsDESeq2diagramdigestdirectlabelsdoParalleldoRNGdplyre1071ECOSolveRedgeRenergyevaluateExactexpmfansifarverfastmapfontawesomeforcatsforeachforeignformatRFormulafsfutile.loggerfutile.optionsfuturefuture.applygenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesGetoptLongggfunggplot2ggplotifyggsignifggtreegldglmnetGlobalOptionsglobalsgluegmpgowergplotsgridExtragridGraphicsgridSVGgslgtablegtoolshardhathavenhighrHmischmshtmlTablehtmltoolshtmlwidgetshttpuvhttrigraphinterpipredIRangesisobanditeratorsjpegjquerylibjsonliteKernSmoothknitrlabelinglambda.rlaterlatticelatticeExtralavalazyevallibcoinlifecyclelimmalistenvlme4lmerTestlmomlocfitlubridatemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemetagenomeSeqmgcvmimeminqaModelMetricsmodeltoolsmultcompmulttestmunsellmvtnormNADAnlmenloptrnnetnumDerivopensslosqpparallellypatchworkpermutephyloseqpillarpixmappkgconfigplotROCplyrpngprettyunitspROCprodlimprogressprogressrpromisesproxypurrrquadprogR6rappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRcppGSLRcppParallelRcppZigguratRdpackreadrreadxlrecipesrematchreshape2Rfastrhdf5rhdf5filtersRhdf5librjsonrlangrmarkdownRmpfrrngtoolsrootSolverpartrstudioapiS4ArraysS4VectorssandwichsassscalesscsshapeshinysnowsourcetoolsspSparseArraySQUAREMstatmodstringistringrSummarizedExperimentsurvivalsysTH.datatibbletidyrtidyselecttidytreetimechangetimeDatetinytextreeiotruncnormtzdbUCSC.utilsutf8vctrsveganviridisviridisLitevroomwithrWrenchxfunXMLxtableXVectoryamlyulab.utilszCompositionszlibbioczoo