Package: autonomics 1.15.36

Aditya Bhagwat

autonomics: Unified Statistical Modeling of Omics Data

This package unifies access to Statistal Modeling of Omics Data. Across linear modeling engines (lm, lme, lmer, limma, and wilcoxon). Across coding systems (treatment, difference, deviation, etc). Across model formulae (with/without intercept, random effect, interaction or nesting). Across omics platforms (microarray, rnaseq, msproteomics, affinity proteomics, metabolomics). Across projection methods (pca, pls, sma, lda, spls, opls). Across clustering methods (hclust, pam, cmeans). It provides a fast enrichment analysis implementation. And an intuitive contrastogram visualisation to summarize contrast effects in complex designs.

Authors:Aditya Bhagwat [aut, cre], Richard Cotton [ctb], Shahina Hayat [ctb], Laure Cougnaud [ctb], Witold Szymanski [ctb], Vanessa Beutgen [ctb], Willem Ligtenberg [ctb], Hinrich Goehlmann [ctb], Karsten Suhre [ctb], Johannes Graumann [aut, sad]

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autonomics.pdf |autonomics.html
autonomics/json (API)
NEWS

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

Peer review:

On BioConductor:autonomics-1.15.11(bioc 3.21)autonomics-1.14.6(bioc 3.20)

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

softwaredataimportpreprocessingdimensionreductionprincipalcomponentregressiondifferentialexpressiongenesetenrichmenttranscriptomicstranscriptiongeneexpressionrnaseqmicroarrayproteomicsmetabolomicsmassspectrometry

6.01 score 5 scripts 166 downloads 6 mentions 391 exports 105 dependencies

Last updated 16 days agofrom:5cb516d1bb. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 05 2024
R-4.5-winNOTEDec 05 2024
R-4.5-linuxNOTEDec 05 2024
R-4.4-winNOTEDec 05 2024
R-4.4-macNOTEDec 05 2024
R-4.3-winNOTEDec 05 2024
R-4.3-macNOTEDec 05 2024

Exports:.extract_effectsize_features.extract_fdr_features.extract_n_features.extract_p_features.extract_sign_features.fit_limma.merge.plot_survival.read_compounddiscoverer.read_diann_precursors.read_diann_proteingroups.read_maxquant_phosphosites.read_maxquant_proteingroups.read_metabolon.read_rectangles.read_rnaseq_bams.read_rnaseq_counts.read_somascan%<>%%>%ABBREV_TO_ORGNAMEabstract_fitabstractvarabstractvecadd_adjusted_pvaluesadd_assay_meansadd_facetvarsadd_opentargets_by_uniprotadd_pspadd_smilesaltenrichanalysisanalysis<-analyzeannotate_compounddiscovererannotate_maxquantannotate_uniprot_restassert_compounddiscoverer_outputassert_correlation_matrixassert_diann_reportassert_fastadtassert_fragpipe_tsvassert_is_fractionassert_is_valid_sumexpassert_maxquant_phosphositesassert_maxquant_proteingroupsassert_positive_numberassert_scalar_subsetassert_valid_formulaassert_weakly_positive_numberAUTONOMICS_DATASETSbetabinbiplotbiplot_correctionsbiplot_covariatesblock_varsblock2lmecbind_imputedcentercodecode_controlcode_deviationcode_deviation_firstcode_diffcode_diff_forwardcode_helmertcode_helmert_forwardcoefscollapse_incollapsed_entrezg_to_symbolCOMPOUNDDISCOVERER_PATTERNSCONTAMINANTSURLcontr.diffcontr.treatment.explicitcontrast_coefscontrast_subgroup_colscontrast_subgroup_rowscount_incount_outcountscounts<-counts2cpmcounts2tpmcpmcpm<-cpm2countscreate_designdata.tableDATADIRdefault_coefsdefault_formuladefault_geomdefault_sfiledefault_subgroupvardemultiplexdequantifydequantify_compounddiscovererDIMREDDIMREDSUPERDIMREDUNdownfeaturesdownload_contaminantsdownload_datadownload_gtfdownload_mcclain21download_tcga_exampledt2mateffectdteffectmateffectsizemateffectvareffectvecenrichmentens2orgentrezg_to_symbolEXISTENCE_TO_NUMBERexp2extractextract_coef_featuresextract_rectanglefactor2logicalfclusterfcorfdatafdata<-fdistfdr2pfdrmatfdrvarfdrvecfdtfdt<-filter_exprs_replicated_in_some_subgroupfilter_featuresfilter_medoidfilter_samplesfitfit_limmafit_lmfit_lmefit_lmerfit_survivalfit_wilcoxonfitcoefsfitdtfitsFITSEPfitvarsfix_xlgenesflevelsfnamesfnames<-formula2lmformula2lmerformula2strfscaleftypefvaluesfvarsfvars<-genome_to_orgdbgroup_by_levelguess_compounddiscoverer_quantityguess_fitsepguess_maxquant_quantityguess_sephas_multiple_levelshdlproteinsimputeinf_to_nainvert_subgroupsinvnormis_collapsed_subsetis_compounddiscoverer_outputis_correlation_matrixis_diann_reportis_fastadtis_fileis_fractionis_fragpipe_tsvis_imputedis_imputed<-is_maxquant_phosphositesis_maxquant_proteingroupsis_positive_numberis_scalar_subsetis_sigis_valid_formulais_weakly_positive_numberkeep_connected_blockskeep_connected_featureskeep_replicated_featureslabel2indexldaLINMOD_ENGINESlist_fileslist2matloadingmatloadingslog2countslog2counts<-log2cpmlog2cpm<-log2diffslog2diffs<-log2proteinslog2proteins<-log2siteslog2sites<-log2tpmlog2tpm<-log2transformlogical2factormake_alpha_palettemake_colorsmake_volcano_dtmap_fvaluesmat2dtmatrix2sumexpMAXQUANT_PATTERNSmdsplotmerge_compounddiscoverermerge_fdatamerge_fdtmerge_ffilemerge_sample_excelmerge_sample_filemerge_sdatamerge_sdtmessage_dfminusinf_to_namodel_coefsmodeldtmodelfeaturesmodelmatmodelvarmodelvecMSIGCOLLECTIONSHUMANMSIGCOLLECTIONSMOUSEMSIGDIRna_to_stringna_to_zeronan_to_nanfactorsno_nasOPENTARGETSDIRoplsorder_on_effectorder_on_porder_on_tparse_maxquant_hdrspcapdtpercentilespg_to_canonicalpg_to_isoformsplot_contrast_vennplot_contrastogramplot_dataplot_densitiesplot_designplot_detectionsplot_exprsplot_exprs_per_coefplot_feature_boxplotsplot_feature_densitiesplot_feature_violinsplot_fit_summaryplot_heatmapplot_joint_densityplot_matrixplot_sample_boxplotsplot_sample_densitiesplot_sample_nasplot_sample_violinsplot_subgroup_nasplot_subgroup_pointsplot_subgroup_violinsplot_summarized_detectionsplot_summaryplot_survivalplot_vennplot_venn_heatmapplot_violinsplot_volcanoplspmatPPATTERNPRECURSOR_QUANTITYpreprocess_rnaseq_countspull_columnspvarpvecquantnormrandom_nasread_affymetrixread_compounddiscovererread_contaminantdtread_contaminantsread_diannread_diann_proteingroupsread_fragpiperead_maxquant_phosphositesread_maxquant_proteingroupsread_metabolonread_msigdtread_olinkread_phosphositesread_proteingroupsread_rectanglesread_rnaseq_bamsread_rnaseq_countsread_salmonread_somascanread_uniprotdtrecollapsereset_fitREVIEWED_TO_NUMBERrm_diann_contaminantsrm_missing_in_all_samplesrm_missing_in_some_samplesrm_singleton_samplesrm_unmatched_samplessampleid_valuesscaledlibsizesscorscorematscoressdatasdata<-sdistsdtsdt<-slevelssmasnamessnames<-split_extractsplit_extract_fixedsplit_extract_regexsplit_featuressplit_samplessplssscalestri_any_regexstri_detect_fixed_in_collapsedsubgroup_arraysubgroup_levelssubgroup_matrixsubgroup_valuessubtract_baselinesubtract_differencessubtract_pairssumexp_to_longdtsumexp_to_subrep_dtsumexp_to_tsvsumexp_to_widedtsumexplist_to_longdtsummarize_fitsvaluessvalues<-svarssvars<-systematic_nastag_featurestag_hdlproteinsTAXON_TO_ORGNAMEtaxon2orgtdtTESTStmattpmtpm<-tvartvectwofactor_sumexpuncollapseupfeaturesvaluesvalues<-varlevels_dont_clashvenn_detectsvsnweightsweights<-write_odswrite_xlXzero_to_nazscore

Dependencies:abindaffyaffyioaskpassBiobaseBiocBaseUtilsBiocFileCacheBiocGenericsBiocManagerbitbit64blobcachemcellrangercliclustercodingMatricescolorspacecpp11crayoncurldata.tableDBIdbplyrDelayedArraydplyredgeRfansifarverfastmapfilelockfractionalgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggforceggplot2ggrepelgluegridExtragtablehmshttrIRangesisobandjsonlitelabelinglatticelifecyclelimmalocfitmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimeMultiAssayExperimentmunsellnlmeopensslpillarpkgconfigplogrpolyclippreprocessCoreprettyunitsprogresspurrrR.methodsS3R.ooR.utilsR6RColorBrewerRcppRcppEigenreadxlrematchrlangRSQLiteS4ArraysS4VectorsscalesSparseArraystatmodstringistringrSummarizedExperimentsyssystemfontstibbletidyrtidyselecttweenrUCSC.utilsutf8vctrsviridisLitevsnwithrXVectorzlibbioc

autonomics: platform-aware analysis

Rendered fromautonomics_platformaware_analysis.Rmdusingknitr::rmarkdownon Dec 05 2024.

Last update: 2024-11-04
Started: 2023-12-15

Readme and manuals

Help Manual

Help pageTopics
Extract coefficient features.extract_effectsize_features .extract_fdr_features .extract_n_features .extract_p_features .extract_sign_features extract_coef_features
Clean Merge.merge
Read compound discoverer files as-is.read_compounddiscoverer
Read compound discoverer masslist files as-is.read_compounddiscoverer_masslist
Read diann.read_diann_precursors .read_diann_proteingroups read_diann read_diann_proteingroups
Read proteingroups/phosphosites as-is.read_maxquant_phosphosites .read_maxquant_proteingroups
Read metabolon xlsxfile.read_metabolon read_metabolon
Read omics data from rectangular file.read_rectangles read_rectangles
Read rnaseq counts/bams.read_rnaseq_bams .read_rnaseq_counts read_rnaseq_bams read_rnaseq_counts
Read somascan adatfile.read_somascan read_somascan
Abstract model fitabstract_fit
Add adjusted pvaluesadd_adjusted_pvalues add_adjusted_pvalues.data.table add_adjusted_pvalues.SummarizedExperiment
Add assay meansadd_assay_means
Add facetvarsadd_facetvars
Add opentargets annotationsadd_opentargets_by_uniprot
Add pspadd_psp
Add smilesadd_smiles
Alternative Enrichment Analysisaltenrich
Get/set analysisanalysis analysis,SummarizedExperiment-method analysis<- analysis<-,SummarizedExperiment,list-method
Analyzeanalyze
Read compound discoverer outputannotate_compounddiscoverer
Annotate maxquantannotate_maxquant
Annotate uniprot/enspannotate_uniprot_rest
Assert that x is a valid SummarizedExperimentassert_is_valid_sumexp
Data used in examples/vignette/tests/longtestsAUTONOMICS_DATASETS
Bin continuous variablebin bin.character bin.factor bin.logical bin.numeric bin.SummarizedExperiment
Biplotbiplot
Biplot batch correctionsbiplot_corrections
Biplot covariatesbiplot_covariates
Put block in lme-compatible formatblock2lme block2lme.character block2lme.formula block2lme.list block_vars formula2lm formula2lmer
Center samplescenter
Contrast Code Factorcode code.data.table code.factor code_control code_deviation code_deviation_first code_diff code_diff_forward code_helmert code_helmert_forward contr.diff contr.treatment.explicit
Get coefscoefs coefs.data.table coefs.factor coefs.SummarizedExperiment
Collapsed entrezg to genesymbolcollapsed_entrezg_to_symbol
compound discoverer quantity patternsCOMPOUNDDISCOVERER_PATTERNS
Contaminants URLCONTAMINANTSURL
Get model coefscontrast_coefs model_coefs
Row/Col contrastscontrast_subgroup_cols contrast_subgroup_rows
Count/Collapse in/outside intersectioncollapse_in collapse_in.character collapse_in.factor collapse_in.list count_in count_in.character count_in.factor count_in.list count_out count_out.character count_out.factor count_out.list
Get/Set countscounts counts,SummarizedExperiment-method counts<- counts<-,SummarizedExperiment,matrix-method counts<-,SummarizedExperiment,NULL-method counts<-,SummarizedExperiment,numeric-method
Convert between counts and cpm/tpmcounts2cpm cpm2counts
counts to tpmcounts2tpm
Get/Set cpmcpm cpm,SummarizedExperiment-method cpm<- cpm<-,SummarizedExperiment,matrix-method cpm<-,SummarizedExperiment,numeric-method
Create design matrixcreate_design create_design.data.table create_design.SummarizedExperiment
Download autonomics example dataDATADIR download_data
Get default coefsdefault_coefs default_coefs.data.table default_coefs.SummarizedExperiment
Default geomdefault_geom
Default sfiledefault_sfile
Create default formuladefault_formula default_subgroupvar
Demultiplex snamesdemultiplex
Dequantify maxquant snamesdequantify
dequantify_compounddiscoverer compound discoverer snamesdequantify_compounddiscoverer
Dimension Reduction MethodsDIMRED DIMREDSUPER DIMREDUN
Downloads contaminantsdownload_contaminants
Download GTF filedownload_gtf
Download mcclain21 datadownload_mcclain21
Download tcga exampledownload_tcga_example
`data.table` to `matrix`dt2mat mat2dt
Enrichment analysisenrichment
taxon/ens to organismens2org taxon2org
Entrezg to genesymbolentrezg_to_symbol
Extract rectangle from omics file, data.table, or matrixextract_rectangle extract_rectangle.character extract_rectangle.data.table extract_rectangle.matrix
Cluster featuresfcluster
Get/Set sample/feature datafdata fdata,SummarizedExperiment-method fdata<- fdata<-,SummarizedExperiment,data.frame-method fdt fdt,SummarizedExperiment-method fdt<- fdt<-,SummarizedExperiment,data.table-method sdata sdata,SummarizedExperiment-method sdata<- sdata<-,SummarizedExperiment,data.frame-method sdata<-,SummarizedExperiment,DataFrame-method sdt sdt,SummarizedExperiment-method sdt<- sdt<-,SummarizedExperiment,data.table-method
fdr to pfdr2p
Filter features with replicated expression in some subgroupfilter_exprs_replicated_in_some_subgroup
Filter features on conditionfilter_features
Filter medoid samplefilter_medoid
Filter samples on conditionfilter_samples
Fit General Linear Model.fit_limma fit fit_limma fit_lm fit_lme fit_lmer fit_wilcoxon
Fit/Plot survival.plot_survival fit_survival plot_survival
fitcoefsfitcoefs
Get fit modelsfits fits.data.table fits.SummarizedExperiment
Fit results separatorFITSEP PPATTERN
Get fit vars/dtfitdt fitvars
Fix excel genesfix_xlgenes
Get fvar levelsflevels
Get/Set fnamesfnames fnames,SummarizedExperiment-method fnames<- fnames<-,SummarizedExperiment,character-method
formula to stringformula2str
Feature typeftype
Get fvaluesfvalues
Get/Set fvarsfvars fvars,SummarizedExperiment-method fvars<- fvars<-,SummarizedExperiment,character-method
Get corresponding orgdbgenome_to_orgdb
group by levelgroup_by_level group_by_level.character group_by_level.data.table group_by_level.factor
Guess compound discoverer quantity from snamesguess_compounddiscoverer_quantity
guess fitsepguess_fitsep guess_fitsep.data.table guess_fitsep.SummarizedExperiment
Guess maxquant quantity from snamesguess_maxquant_quantity
Guess separatorguess_sep guess_sep.character guess_sep.factor guess_sep.numeric guess_sep.SummarizedExperiment
Variable has multiple levels?has_multiple_levels has_multiple_levels.character has_multiple_levels.data.table has_multiple_levels.factor has_multiple_levels.numeric has_multiple_levels.SummarizedExperiment
hdl proteomewatch proteinshdlproteins
Imputeimpute impute.matrix impute.numeric impute.SummarizedExperiment
Invert subgroupsinvert_subgroups
Is collapsed subsetis_collapsed_subset
Assert correlation matrixassert_correlation_matrix is_correlation_matrix
Is diann, fragpipe, proteingroups, phosphosites file?assert_compounddiscoverer_output assert_diann_report assert_fragpipe_tsv assert_maxquant_phosphosites assert_maxquant_proteingroups is_compounddiscoverer_output is_diann_report is_fragpipe_tsv is_maxquant_phosphosites is_maxquant_proteingroups
Is fastadtassert_fastadt is_fastadt
Is a file?is_file
Is fractionassert_is_fraction is_fraction
Get/set is_imputedis_imputed is_imputed,SummarizedExperiment-method is_imputed<- is_imputed<-,SummarizedExperiment,matrix-method is_imputed<-,SummarizedExperiment,NULL-method
Is positive numberassert_positive_number assert_weakly_positive_number is_positive_number is_weakly_positive_number
Is scalar subsetassert_scalar_subset is_scalar_subset
Is significant?is_sig
Is valid formulaassert_valid_formula is_valid_formula
Keep fully connected blockskeep_connected_blocks
Keep features with n+ connected blockskeep_connected_features
Keep replicated featureskeep_replicated_features
Convert labels into indiceslabel2index
Linear Modeling EnginesLINMOD_ENGINES
list fileslist_files
list to matrixlist2mat
Get/Set log2countslog2counts log2counts,SummarizedExperiment-method log2counts<- log2counts<-,SummarizedExperiment,matrix-method log2counts<-,SummarizedExperiment,numeric-method
Get/Set log2cpmlog2cpm log2cpm,SummarizedExperiment-method log2cpm<- log2cpm<-,SummarizedExperiment,matrix-method log2cpm<-,SummarizedExperiment,numeric-method
Get/Set log2diffslog2diffs log2diffs,SummarizedExperiment-method log2diffs<- log2diffs<-,SummarizedExperiment,matrix-method log2diffs<-,SummarizedExperiment,numeric-method
Get/Set log2proteinslog2proteins log2proteins,SummarizedExperiment-method log2proteins<- log2proteins<-,SummarizedExperiment,matrix-method log2proteins<-,SummarizedExperiment,numeric-method
Get/Set log2siteslog2sites log2sites,SummarizedExperiment-method log2sites<- log2sites<-,SummarizedExperiment,matrix-method log2sites<-,SummarizedExperiment,numeric-method
Get/Set log2tpmlog2tpm log2tpm,SummarizedExperiment-method log2tpm<- log2tpm<-,SummarizedExperiment,matrix-method log2tpm<-,SummarizedExperiment,numeric-method
Transform valuesexp2 fscale invnorm log2transform quantnorm sscale vsn zscore
logical to factorfactor2logical logical2factor
Make alpha palettemake_alpha_palette
Make colorsmake_colors
Create volcano datatablemake_volcano_dt
Map fvaluesmap_fvalues
Convert matrix into SummarizedExperimentmatrix2sumexp
maxquant quantity patternsMAXQUANT_PATTERNS
Feature correlations/distancesfcor fdist mdsplot scor sdist
merge compound discoverer filesmerge_compounddiscoverer
Merge sample excelmerge_sample_excel
Merge sample / feature filemerge_ffile merge_sample_file
Merge sample/feature dtmerge_fdata merge_fdt merge_sdata merge_sdt
message dataframemessage_df
Get model variableabstractvar abstractvar.data.table abstractvar.SummarizedExperiment abstractvec abstractvec.data.table abstractvec.SummarizedExperiment downfeatures effectdt effectmat effectsizemat effectvar effectvec fdrmat fdrvar fdrvec modeldt modeldt.data.table modeldt.SummarizedExperiment modelfeatures modelfeatures.data.table modelfeatures.SummarizedExperiment modelmat modelvar modelvar.data.table modelvar.SummarizedExperiment modelvec modelvec.data.table modelvec.SummarizedExperiment pdt pmat pvar pvec tdt tmat tvar tvec upfeatures
Human/Mouse Msigdb CollectionsMSIGCOLLECTIONSHUMAN MSIGCOLLECTIONSMOUSE
local msigdb dirMSIGDIR
stri_split and extractnfactors split_extract split_extract_fixed split_extract_regex
opentargets dirOPENTARGETSDIR
Order on porder_on_effect order_on_p order_on_t
PCA, SMA, LDA, PLS, SPLS, OPLSlda opls pca pls sma spls
survival percentilespercentiles
proteingroup to isoformspg_to_canonical pg_to_isoforms
Plot contrast vennplot_contrast_venn
Plot contrastogramplot_contrastogram
Plot dataplot_data
Plot sample/feature distributionsplot_densities plot_feature_densities plot_sample_densities
Plot modelplot_design
Plot missingness per sample / subgroupplot_detections plot_sample_nas plot_subgroup_nas plot_summarized_detections
Plot exprs for coefplot_exprs plot_feature_boxplots plot_sample_boxplots
Plot exprs per coefplot_exprs_per_coef
Plot fit summaryplot_fit_summary
Plot heatmapplot_heatmap
Plot joint densityplot_joint_density
Plot binary matrixplot_matrix
Plot featuresplot_subgroup_points
Plot summaryplot_summary
Plot vennplot_venn
Plot venn heatmapplot_venn_heatmap
Plot sample/feature violinsplot_feature_violins plot_sample_violins plot_subgroup_violins plot_violins
Plot volcanoplot_volcano
diann precursor quantityPRECURSOR_QUANTITY
Preprocess RNAseq countspreprocess_rnaseq_counts
Pull columns in a dataframe to the frontpull_columns
Read affymetrix microarrayread_affymetrix
Read compound discoverer outputread_compounddiscoverer
Read contaminantsread_contaminants
Read fragpiperead_fragpipe
Read maxquant phosphositesread_maxquant_phosphosites read_phosphosites
Read maxquant proteingroupsread_maxquant_proteingroups read_proteingroups
Read msigdb datatableread_msigdt
Read olink fileread_olink
Read salmonread_salmon
Read fasta hdrsparse_maxquant_hdrs read_contaminantdt read_uniprotdt
Reset fitreset_fit
Rm contaminantsrm_diann_contaminants
Rm features missing in some samplesrm_missing_in_all_samples rm_missing_in_some_samples
rm unmatched/singleton samplesrm_singleton_samples rm_unmatched_samples
Get tmm-scaled libsizesscaledlibsizes
Extract scores/loadingsloadingmat loadings scoremat scores
Get slevelsslevels subgroup_levels
Get/Set snamessnames snames,SummarizedExperiment-method snames<- snames<-,SummarizedExperiment,character-method
Split samplescbind_imputed split_features split_samples
Does any string have a regexstri_any_regex
Detect fixed patterns in collapsed stringsstri_detect_fixed_in_collapsed
Get subgroup matrixsubgroup_array subgroup_matrix
Subtract baselinesubtract_baseline subtract_differences subtract_pairs
Write sumexp to tsvsumexp_to_tsv
SummarizedExperiment to data.tablesumexp_to_longdt sumexp_to_subrep_dt sumexp_to_widedt
SummarizedExperiment list to long data.tablesumexplist_to_longdt
Summarize fitsummarize_fit summarize_fit.data.table summarize_fit.SummarizedExperiment
Get/Set svaluessampleid_values subgroup_values svalues svalues<- svalues<-,SummarizedExperiment,character-method
Get/Set svarssvars svars,MultiAssayExperiment-method svars,SummarizedExperiment-method svars<- svars<-,MultiAssayExperiment,character-method svars<-,SummarizedExperiment,character-method
Is systematic/random/full NAno_nas random_nas systematic_nas
Tag featurestag_features
Tag hdlproteinstag_hdlproteins
Annotation MapsABBREV_TO_ORGNAME EXISTENCE_TO_NUMBER REVIEWED_TO_NUMBER TAXON_TO_ORGNAME
Statistical models supported in autonomicsTESTS
Get/Set tpmtpm tpm,SummarizedExperiment-method tpm<- tpm<-,SummarizedExperiment,matrix-method tpm<-,SummarizedExperiment,numeric-method
twofactor sumexptwofactor_sumexp
Uncollapse/Recollapserecollapse uncollapse
Get/Set expr valuesvalues values,SummarizedExperiment-method values<- values<-,SummarizedExperiment,matrix-method values<-,SummarizedExperiment,numeric-method
Are varlevels uniquevarlevels_dont_clash varlevels_dont_clash.data.table varlevels_dont_clash.SummarizedExperiment
Venn detectsvenn_detects
Get/Set weightsweights weights,SummarizedExperiment-method weights<- weights<-,SummarizedExperiment,matrix-method weights<-,SummarizedExperiment,NULL-method weights<-,SummarizedExperiment,numeric-method
Write xl/odswrite_ods write_xl
Model based predictionbeta X
Change nondetect representationinf_to_na minusinf_to_na nan_to_na na_to_string na_to_zero zero_to_na