Package: MicrobiotaProcess 1.19.0

Shuangbin Xu

MicrobiotaProcess: A comprehensive R package for managing and analyzing microbiome and other ecological data within the tidy framework

MicrobiotaProcess is an R package for analysis, visualization and biomarker discovery of microbial datasets. It introduces MPSE class, this make it more interoperable with the existing computing ecosystem. Moreover, it introduces a tidy microbiome data structure paradigm and analysis grammar. It provides a wide variety of microbiome data analysis procedures under the unified and common framework (tidy-like framework).

Authors:Shuangbin Xu [aut, cre], Guangchuang Yu [aut, ctb]

MicrobiotaProcess_1.19.0.tar.gz
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MicrobiotaProcess.pdf |MicrobiotaProcess.html
MicrobiotaProcess/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/yulab-smu/microbiotaprocess/issues

Datasets:

On BioConductor:MicrobiotaProcess-1.17.1(bioc 3.20)MicrobiotaProcess-1.16.1(bioc 3.19)

visualizationmicrobiomesoftwaremultiplecomparisonfeatureextractionmicrobiome-analysismicrobiome-data

9.30 score 182 stars 130 scripts 687 downloads 3 mentions 149 exports 100 dependencies

Last updated 17 days agofrom:b30acb4856. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 30 2024
R-4.5-winNOTEOct 31 2024
R-4.5-linuxNOTEOct 30 2024
R-4.4-winNOTEOct 31 2024
R-4.4-macNOTEOct 31 2024
R-4.3-winNOTEOct 31 2024
R-4.3-macNOTEOct 31 2024

Exports:%<>%%>%arrangeas_phyloseqas_tibbleas.mpseas.MPSEas.phyloseqas.treedatabuild_treecolDatacolData<-convert_to_treedatadiff_analysisdistinctdr_extractdrop_taxaextractextract_binary_offspringfilterfortifygeneralizedFCget_alltaxadfget_alphaindexget_clustget_coordget_countget_distget_mean_medianget_NRI_NTIget_pcaget_pcoaget_pvalueget_rarecurveget_ratioget_sampledflistget_taxadfget_upsetget_varctget_vennlistggbartaxggbartaxaggboxggclustggdiffbartaxaggdiffboxggdiffcladeggdifftaxbarggeffectsizeggordpointggrarecurvegroup_byimport_dada2import_qiime2left_joinmp_adonismp_aggregatemp_aggregate_clademp_anosimmp_balance_clademp_cal_abundancemp_cal_alphamp_cal_ccamp_cal_clustmp_cal_dcamp_cal_distmp_cal_divergencemp_cal_nmdsmp_cal_pcamp_cal_pcoamp_cal_pd_metricmp_cal_rarecurvemp_cal_rdamp_cal_upsetmp_cal_vennmp_decostandmp_diff_analysismp_diff_clademp_dmnmp_dmngroupmp_envfitmp_extract_abundancemp_extract_assaysmp_extract_distmp_extract_featuremp_extract_internal_attrmp_extract_otutreemp_extract_rarecurvemp_extract_refseqmp_extract_samplemp_extract_taxatreemp_extract_taxonomymp_extract_treemp_filter_taxamp_fortifymp_import_biommp_import_dada2mp_import_humann_regroupmp_import_metaphlanmp_import_qiimemp_import_qiime2mp_mantelmp_mrppmp_plot_abundancemp_plot_alphamp_plot_diff_boxplotmp_plot_diff_cladogrammp_plot_diff_manhattanmp_plot_diff_resmp_plot_distmp_plot_ordmp_plot_rarecurvemp_plot_upsetmp_plot_vennmp_rrarefymp_select_as_tipmp_stat_taxaMPSEmulti_comparemutatenestotutreeotutree<-pullread_qzarefsequencerefsequence<-remove_missingrenamerowDatarownames<-scale_fill_diff_cladogramselectset_diff_boxplot_colorset_scale_themeshowslicesplit_datasplit_str_to_listtax_tabletaxatreetaxatree<-taxonomytaxonomy<-td_filtertd_unnesttheme_taxbarungroupunnest

Dependencies:abindapeaplotaskpassBiobaseBiocGenericsBiostringscliclustercodetoolscoincolorspacecpp11crayoncurldata.tableDelayedArraydigestdplyrdtplyrfansifarverforeachfsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggfunggnewscaleggplot2ggplotifyggrepelggsignifggstarggtreeggtreeExtragluegridExtragridGraphicsgtablehttrIRangesisobanditeratorsjsonlitelabelinglatticelazyevallibcoinlifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmgcvmimemodeltoolsmultcompmunsellmvtnormnlmeopensslpatchworkpermutepillarpkgconfigplyrpurrrR6RColorBrewerRcpprlangS4ArraysS4VectorssandwichscalesSparseArraystringistringrSummarizedExperimentsurvivalsysTH.datatibbletidyrtidyselecttidytreetreeioUCSC.utilsutf8vctrsveganviridisLitewithrXVectoryulab.utilszlibbioczoo

Introduction to MicrobiotaProcess

Rendered fromMicrobiotaProcess.Rmdusingknitr::rmarkdownon Oct 30 2024.

Last update: 2024-07-24
Started: 2019-08-11

Readme and manuals

Help Manual

Help pageTopics
alphasample classalphasample-class
as.MPSE methodas.MPSE as.mpse
convert to phyloseq object.as.phyloseq as.phyloseq.MPSE as.phyloseq.tbl_mpse as_phyloseq
as.treedataas.treedata.taxonomyTable
building treebuild_tree build_tree,character build_tree,character-method build_tree,DNAbin build_tree,DNAbin-method build_tree,DNAStringSet build_tree,DNAStringSet-method
convert dataframe contained hierarchical relationship or other classes to treedata classconvert_to_treedata
(Data) Small subset of the HMP 16S datasetdata-hmp_aerobiosis_small hmp_aerobiosis_small
(Data) Genomic analysis identifies association of Fusobacterium with colorectal carcinoma (2012)data-kostic2012crc kostic2012crc
(Data) simulated dataset.data-test_otu_data test_otu_data
Differential expression analysisdiff_analysis diff_analysis.data.frame diff_analysis.phyloseq
diffAnalysisClass classdiffAnalysisClass-class
Extracting the internal tbl_df attribute of tibble.dr_extract
Dropping Species with Few abundance and Few Occurrencesdrop_taxa drop_taxa,data.frame drop_taxa,data.frame-method drop_taxa,phyloseq drop_taxa,phyloseq-method
extract the binary offspring of the specified internal nodesextract_binary_offspring
generalized fold changegeneralizedFC generalizedFC.default generalizedFC.formula
alpha indexget_alphaindex get_alphaindex,data.frame get_alphaindex,data.frame-method get_alphaindex,integer get_alphaindex,integer-method get_alphaindex,matrix get_alphaindex,matrix-method get_alphaindex,numeric get_alphaindex,numeric-method get_alphaindex,phyloseq get_alphaindex,phyloseq-method
Hierarchical cluster analysis for the samplesget_clust get_clust.data.frame get_clust.dist get_clust.phyloseq
get ordination coordinates.get_coord get_coord.pcoa get_coord.prcomp
calculate the count or relative abundance of replicate element with a speficify columnget_count get_ratio
calculate distanceget_dist get_dist.data.frame get_dist.phyloseq
get the mean and median of specific feature.get_mean_median
calculating related phylogenetic alpha metricget_NRI_NTI get_NRI_NTI,data.frame get_NRI_NTI,data.frame-method get_NRI_NTI,matrix get_NRI_NTI,matrix-method get_NRI_NTI,phyloseq get_NRI_NTI,phyloseq-method
Performs a principal components analysisget_pca get_pca.data.frame get_pca.phyloseq
performs principal coordinate analysis (PCoA)get_pcoa get_pcoa.data.frame get_pcoa.dist get_pcoa.phyloseq
Methods for computation of the p-valueget_pvalue get_pvalue.glm get_pvalue.htest get_pvalue.lm get_pvalue.lme get_pvalue.negbin get_pvalue.QuadTypeIndependenceTest get_pvalue.ScalarIndependenceTest
obtain the result of rare curveget_rarecurve get_rarecurve,data.frame get_rarecurve,data.frame-method get_rarecurve,phyloseq get_rarecurve,phyloseq-method
Generate random data list from a original data.get_sampledflist
get the data of specified taxonomyget_taxadf get_taxadf,data.frame get_taxadf,data.frame-method get_taxadf,phyloseq get_taxadf,phyloseq-method
generate the dataset for upset of UpSetRget_upset get_upset,data.frame get_upset,data.frame-method get_upset,phyloseq get_upset,phyloseq-method
get the contribution of variablesget_varct get_varct.pcasample get_varct.pcoa get_varct.prcomp
generate a vennlist for VennDiagramget_vennlist get_vennlist,data.frame-method get_vennlist,data.framet get_vennlist,phyloseq get_vennlist,phyloseq-method
taxonomy barplotggbartax ggbartax.data.frame ggbartax.phyloseq ggbartaxa
A box or violin plot with significance testggbox ggbox,alphasample ggbox,alphasample-method ggbox,data.frame ggbox,data.frame-method
plot the result of hierarchical cluster analysis for the samplesggclust ggclust.treedata
boxplot for the result of diff_analysisggdiffbox ggdiffbox,diffAnalysisClass ggdiffbox,diffAnalysisClass-method
plot the clade tree with highlightggdiffclade ggdiffclade.data.frame ggdiffclade.diffAnalysisClass
significantly discriminative feature barplotggdiffbartaxa ggdifftaxbar ggdifftaxbar,diffAnalysisClass ggdifftaxbar,diffAnalysisClass-method ggdifftaxbar.featureMeanMedian
visualization of effect size by the Linear Discriminant Analysis or randomForestggeffectsize ggeffectsize.data.frame ggeffectsize.diffAnalysisClass
ordination plotter based on ggplot2.ggordpoint ggordpoint.default ggordpoint.pcasample
Rarefaction alpha indexggrarecurve ggrarecurve.data.frame ggrarecurve.phyloseq ggrarecurve.rarecurve
Import function to load the feature table and taxonomy table of dada2ImportDada2 import_dada2 mp_import_dada2
Import function to load the output of qiime2.ImportQiime2 import_qiime2 mp_import_qiime2
(Data) An example datamouse.time.mpse
Permutational Multivariate Analysis of Variance Using Distance Matrices for MPSE or tbl_mpse objectmp_adonis mp_adonis,grouped_df_mpse mp_adonis,grouped_df_mpse-method mp_adonis,MPSE mp_adonis,MPSE-method mp_adonis,tbl_mpse mp_adonis,tbl_mpse-method
aggregate the assays with the specific group of sample and fun.mp_aggregate mp_aggregate,MPSE mp_aggregate,MPSE-method
calculate the mean/median (relative) abundance of internal nodes according to their children tips.mp_aggregate_clade mp_aggregate_clade,grouped_df_mpse mp_aggregate_clade,grouped_df_mpse-method mp_aggregate_clade,MPSE mp_aggregate_clade,MPSE-method mp_aggregate_clade,tbl_mpse mp_aggregate_clade,tbl_mpse-method
Analysis of Similarities (ANOSIM) with MPSE or tbl_mpse objectmp_anosim mp_anosim,grouped_df_mpse mp_anosim,grouped_df_mpse-method mp_anosim,MPSE mp_anosim,MPSE-method mp_anosim,tbl_mpse mp_anosim,tbl_mpse-method
Calculating the balance score of internal nodes (clade) according to the geometric.mean/mean/median abundance of their binary children tips.mp_balance_clade mp_balance_clade,grouped_df_mpse mp_balance_clade,grouped_df_mpse-method mp_balance_clade,MPSE mp_balance_clade,MPSE-method mp_balance_clade,tbl_mpse mp_balance_clade,tbl_mpse-method
Calculate the (relative) abundance of each taxonomy class for each sample or group.mp_cal_abundance mp_cal_abundance,grouped_df_mpse mp_cal_abundance,grouped_df_mpse-method mp_cal_abundance,MPSE mp_cal_abundance,MPSE-method mp_cal_abundance,tbl_mpse mp_cal_abundance,tbl_mpse-method
calculate the alpha index with MPSE or tbl_mpsemp_cal_alpha mp_cal_alpha,grouped_df_mpse mp_cal_alpha,grouped_df_mpse-method mp_cal_alpha,MPSE mp_cal_alpha,MPSE-method mp_cal_alpha,tbl_mpse mp_cal_alpha,tbl_mpse-method
[Partial] [Constrained] Correspondence Analysis with MPSE or tbl_mpse objectmp_cal_cca mp_cal_cca,grouped_df_mpse mp_cal_cca,grouped_df_mpse-method mp_cal_cca,MPSE mp_cal_cca,MPSE-method mp_cal_cca,tbl_mpse mp_cal_cca,tbl_mpse-method
Hierarchical cluster analysis for the samples with MPSE or tbl_mpse objectmp_cal_clust mp_cal_clust,grouped_df_mpse mp_cal_clust,grouped_df_mpse-method mp_cal_clust,MPSE mp_cal_clust,MPSE-method mp_cal_clust,tbl_mpse mp_cal_clust,tbl_mpse-method
Detrended Correspondence Analysis with MPSE or tbl_mpse objectmp_cal_dca mp_cal_dca,grouped_df_mpse mp_cal_dca,grouped_df_mpse-method mp_cal_dca,MPSE mp_cal_dca,MPSE-method mp_cal_dca,tbl_mpse mp_cal_dca,tbl_mpse-method
Calculate the distances between the samples or features with specified abundance.mp_cal_dist mp_cal_dist,grouped_df_mpse mp_cal_dist,grouped_df_mpse-method mp_cal_dist,MPSE mp_cal_dist,MPSE-method mp_cal_dist,tbl_mpse mp_cal_dist,tbl_mpse-method
calculate the divergence with MPSE or tbl_mpsemp_cal_divergence mp_cal_divergence,grouped_df_mpse mp_cal_divergence,grouped_df_mpse-method mp_cal_divergence,MPSE mp_cal_divergence,MPSE-method mp_cal_divergence,tbl_mpse mp_cal_divergence,tbl_mpse-method
Nonmetric Multidimensional Scaling Analysis with MPSE or tbl_mpse objectmp_cal_nmds mp_cal_nmds,grouped_df_mpse mp_cal_nmds,grouped_df_mpse-method mp_cal_nmds,MPSE mp_cal_nmds,MPSE-method mp_cal_nmds,tbl_mpse mp_cal_nmds,tbl_mpse-method
Principal Components Analysis with MPSE or tbl_mpse objectmp_cal_pca mp_cal_pca,grouped_df_mpse mp_cal_pca,grouped_df_mpse-method mp_cal_pca,MPSE mp_cal_pca,MPSE-method mp_cal_pca,tbl_mpse mp_cal_pca,tbl_mpse-method
Principal Coordinate Analysis with MPSE or tbl_mpse objectmp_cal_pcoa mp_cal_pcoa,grouped_df_mpse mp_cal_pcoa,grouped_df_mpse-method mp_cal_pcoa,MPSE mp_cal_pcoa,MPSE-method mp_cal_pcoa,tbl_mpse mp_cal_pcoa,tbl_mpse-method
Calculating related phylogenetic alpha metric with MPSE or tbl_mpse objectmp_cal_pd_metric mp_cal_pd_metric,grouped_df_mpse mp_cal_pd_metric,grouped_df_mpse-method mp_cal_pd_metric,MPSE mp_cal_pd_metric,MPSE-method mp_cal_pd_metric,tbl_mpse mp_cal_pd_metric,tbl_mpse-method
Calculating the different alpha diversities index with different depthmp_cal_rarecurve mp_cal_rarecurve,grouped_df_mpse mp_cal_rarecurve,grouped_df_mpse-method mp_cal_rarecurve,MPSE mp_cal_rarecurve,MPSE-method mp_cal_rarecurve,tbl_mpse mp_cal_rarecurve,tbl_mpse-method
[Partial] [Constrained] Redundancy Analysis with MPSE or tbl_mpse objectmp_cal_rda mp_cal_rda,grouped_df_mpse mp_cal_rda,grouped_df_mpse-method mp_cal_rda,MPSE mp_cal_rda,MPSE-method mp_cal_rda,tbl_mpse mp_cal_rda,tbl_mpse-method
Calculating the samples or groups for each OTU, the result can be visualized by 'ggupset'mp_cal_upset mp_cal_upset,grouped_df_mpse mp_cal_upset,grouped_df_mpse-method mp_cal_upset,MPSE mp_cal_upset,MPSE-method mp_cal_upset,tbl_mpse mp_cal_upset,tbl_mpse-method
Calculating the OTU for each sample or group, the result can be visualized by 'ggVennDiagram'mp_cal_venn mp_cal_venn,grouped_df_mpse mp_cal_venn,grouped_df_mpse-method mp_cal_venn,MPSE mp_cal_venn,MPSE-method mp_cal_venn,tbl_mpse mp_cal_venn,tbl_mpse-method
This Function Provideds Several Standardization Methods for Community Datamp_decostand mp_decostand,data.frame mp_decostand,data.frame-method mp_decostand,grouped_df_mpse mp_decostand,grouped_df_mpse-method mp_decostand,MPSE mp_decostand,MPSE-method mp_decostand,tbl_mpse mp_decostand,tbl_mpse-method
Differential expression analysis for MPSE or tbl_mpse objectmp_diff_analysis mp_diff_analysis,grouped_df_mpse mp_diff_analysis,grouped_df_mpse-method mp_diff_analysis,MPSE mp_diff_analysis,MPSE-method mp_diff_analysis,tbl_mpse mp_diff_analysis,tbl_mpse-method
Differential internal and tip nodes (clades) analysis for MPSE or tbl_mpse objectmp_diff_clade mp_diff_clade,grouped_df_mpse mp_diff_clade,grouped_df_mpse-method mp_diff_clade,MPSE mp_diff_clade,MPSE-method mp_diff_clade,tbl_mpse mp_diff_clade,tbl_mpse-method
Fit Dirichlet-Multinomial models to MPSE or tbl_mpsemp_dmn mp_dmn,grouped_df_mpse mp_dmn,grouped_df_mpse-method mp_dmn,MPSE mp_dmn,MPSE-method mp_dmn,tbl_mpse mp_dmn,tbl_mpse-method
Dirichlet-Multinomial generative classifiers to MPSE or tbl_mpsemp_dmngroup mp_dmngroup,grouped_df_mpse mp_dmngroup,grouped_df_mpse-method mp_dmngroup,MPSE mp_dmngroup,MPSE-method mp_dmngroup,tbl_mpse mp_dmngroup,tbl_mpse-method
Fits an Environmental Vector or Factor onto an Ordination With MPSE or tbl_mpse Objectmp_envfit mp_envfit,grouped_df_mpse mp_envfit,grouped_df_mpse-method mp_envfit,MPSE mp_envfit,MPSE-method mp_envfit,tbl_mpse mp_envfit,tbl_mpse-method
Extracting the abundance metric from MPSE or tbl_mpse objectmp_extract_abundance mp_extract_abundance,grouped_df_mpse mp_extract_abundance,grouped_df_mpse-method mp_extract_abundance,MPSE mp_extract_abundance,MPSE-method mp_extract_abundance,tbl_mpse mp_extract_abundance,tbl_mpse-method
extract the abundance matrix from MPSE object or tbl_mpse objectmp_extract_assays mp_extract_assays,grouped_df_mpse mp_extract_assays,grouped_df_mpse-method mp_extract_assays,MPSE mp_extract_assays,MPSE-method mp_extract_assays,tbl_mpse mp_extract_assays,tbl_mpse-method
extract the dist object from MPSE or tbl_mpse objectmp_extract_dist mp_extract_dist,grouped_df_mpse mp_extract_dist,grouped_df_mpse-method mp_extract_dist,MPSE mp_extract_dist,MPSE-method mp_extract_dist,tbl_mpse mp_extract_dist,tbl_mpse-method
extract the feature (OTU) information in MPSE objectmp_extract_feature mp_extract_feature,grouped_df_mpse mp_extract_feature,grouped_df_mpse-method mp_extract_feature,MPSE mp_extract_feature,MPSE-method mp_extract_feature,tbl_mpse mp_extract_feature,tbl_mpse-method
Extracting the PCA, PCoA, etc results from MPSE or tbl_mpse objectmp_extract_internal_attr mp_extract_internal_attr,grouped_df_mpse mp_extract_internal_attr,grouped_df_mpse-method mp_extract_internal_attr,MPSE mp_extract_internal_attr,MPSE-method mp_extract_internal_attr,tbl_mpse mp_extract_internal_attr,tbl_mpse-method
Extract the result of mp_cal_rarecurve with action="add" from MPSE or tbl_mpse objectmp_extract_rarecurve mp_extract_rarecurve,grouped_df_mpse mp_extract_rarecurve,grouped_df_mpse-method mp_extract_rarecurve,MPSE mp_extract_rarecurve,MPSE-method mp_extract_rarecurve,tbl_mpse mp_extract_rarecurve,tbl_mpse-method
Extract the representative sequences from MPSE objectmp_extract_refseq mp_extract_refseq,grouped_df_mpse mp_extract_refseq,grouped_df_mpse-method mp_extract_refseq,MPSE mp_extract_refseq,MPSE-method mp_extract_refseq,tbl_mpse mp_extract_refseq,tbl_mpse-method
extract the sample information in MPSE objectmp_extract_sample mp_extract_sample,grouped_df_mpse mp_extract_sample,grouped_df_mpse-method mp_extract_sample,MPSE mp_extract_sample,MPSE-method mp_extract_sample,tbl_mpse mp_extract_sample,tbl_mpse-method
extract the taxonomy tree in MPSE objectmp_extract_otutree mp_extract_taxatree mp_extract_tree mp_extract_tree,grouped_df_mpse mp_extract_tree,grouped_df_mpse-method mp_extract_tree,MPSE mp_extract_tree,MPSE-method mp_extract_tree,tbl_mpse mp_extract_tree,tbl_mpse-method
Filter OTU (Features) By Abundance Levelmp_filter_taxa mp_filter_taxa,grouped_df_mpse mp_filter_taxa,grouped_df_mpse-method mp_filter_taxa,MPSE mp_filter_taxa,MPSE-method mp_filter_taxa,tbl_mpse mp_filter_taxa,tbl_mpse-method
mp_fortifymp_fortify
building MPSE object from biom-format file.mp_import_biom
Import function to load the output of human_regroup_table in HUMAnN.mp_import_humann_regroup
Import function to load the output of MetaPhlAn.mp_import_metaphlan
Import function to load the output of qiime.mp_import_qiime
Mantel and Partial Mantel Tests for MPSE or tbl_mpse Objectmp_mantel mp_mantel,grouped_df_mpse mp_mantel,grouped_df_mpse-method mp_mantel,MPSE mp_mantel,MPSE-method mp_mantel,tbl_mpse mp_mantel,tbl_mpse-method
Analysis of Multi Response Permutation Procedure (MRPP) with MPSE or tbl_mpse objectmp_mrpp mp_mrpp,grouped_df_mpse mp_mrpp,grouped_df_mpse-method mp_mrpp,MPSE mp_mrpp,MPSE-method mp_mrpp,tbl_mpse mp_mrpp,tbl_mpse-method
plotting the abundance of taxa via specified taxonomy classmp_plot_abundance mp_plot_abundance,grouped_df_mpse mp_plot_abundance,grouped_df_mpse-method mp_plot_abundance,MPSE mp_plot_abundance,MPSE-method mp_plot_abundance,tbl_mpse mp_plot_abundance,tbl_mpse-method
Plotting the alpha diversity between samples or groups.mp_plot_alpha mp_plot_alpha,grouped_df_mpse mp_plot_alpha,grouped_df_mpse-method mp_plot_alpha,MPSE mp_plot_alpha,MPSE-method mp_plot_alpha,tbl_mpse mp_plot_alpha,tbl_mpse-method
displaying the differential result contained abundance and LDA with boxplot (abundance) and error bar (LDA).mp_plot_diff_boxplot mp_plot_diff_boxplot,grouped_df_mpse mp_plot_diff_boxplot,grouped_df_mpse-method mp_plot_diff_boxplot,MPSE mp_plot_diff_boxplot,MPSE-method mp_plot_diff_boxplot,tbl_mpse mp_plot_diff_boxplot,tbl_mpse-method
Visualizing the result of mp_diff_analysis with cladogram.mp_plot_diff_cladogram
displaying the differential result contained abundance and LDA with manhattan plot.mp_plot_diff_manhattan mp_plot_diff_manhattan,grouped_df_mpse mp_plot_diff_manhattan,grouped_df_mpse-method mp_plot_diff_manhattan,MPSE mp_plot_diff_manhattan,MPSE-method mp_plot_diff_manhattan,tbl_mpse mp_plot_diff_manhattan,tbl_mpse-method
The visualization of result of mp_diff_analysismp_plot_diff_res mp_plot_diff_res,grouped_df_mpse mp_plot_diff_res,grouped_df_mpse-method mp_plot_diff_res,MPSE mp_plot_diff_res,MPSE-method mp_plot_diff_res,tbl_mpse mp_plot_diff_res,tbl_mpse-method
Plotting the distance between the samples with heatmap or boxplot.mp_plot_dist mp_plot_dist,grouped_df_mpse mp_plot_dist,grouped_df_mpse-method mp_plot_dist,MPSE mp_plot_dist,MPSE-method mp_plot_dist,tbl_mpse mp_plot_dist,tbl_mpse-method
Plotting the result of PCA, PCoA, CCA, RDA, NDMS or DCAmp_plot_ord mp_plot_ord,grouped_df_mpse mp_plot_ord,grouped_df_mpse-method mp_plot_ord,MPSE mp_plot_ord,MPSE-method mp_plot_ord,tbl_mpse mp_plot_ord,tbl_mpse-method
Rarefaction alpha index with MPSEmp_plot_rarecurve mp_plot_rarecurve,grouped_df_mpse-method mp_plot_rarecurve,grouped_tbl_mpse mp_plot_rarecurve,MPSE mp_plot_rarecurve,MPSE-method mp_plot_rarecurve,tbl_mpse mp_plot_rarecurve,tbl_mpse-method
Plotting the different number of OTU between group via UpSet plotmp_plot_upset mp_plot_upset,grouped_df_mpse mp_plot_upset,grouped_df_mpse-method mp_plot_upset,MPSE mp_plot_upset,MPSE-method mp_plot_upset,tbl_mpse mp_plot_upset,tbl_mpse-method
Plotting the different number of OTU between groups with Venn Diagram.mp_plot_venn mp_plot_venn,grouped_df_mpse mp_plot_venn,grouped_df_mpse-method mp_plot_venn,MPSE mp_plot_venn,MPSE-method mp_plot_venn,tbl_mpse mp_plot_venn,tbl_mpse-method
mp_rrarefy methodmp_rrarefy mp_rrarefy,grouped_df_mpse mp_rrarefy,grouped_df_mpse-method mp_rrarefy,MPSE mp_rrarefy,MPSE-method mp_rrarefy,tbl_mpse mp_rrarefy,tbl_mpse-method
select specific taxa level as rownames of MPSEmp_select_as_tip mp_select_as_tip,grouped_df_mpse mp_select_as_tip,grouped_df_mpse-method mp_select_as_tip,MPSE mp_select_as_tip,MPSE-method mp_select_as_tip,tbl_mpse mp_select_as_tip,tbl_mpse-method
Count the number and total number taxa for each sample at different taxonomy levelsmp_stat_taxa mp_stat_taxa,grouped_df_mpse mp_stat_taxa,grouped_df_mpse-method mp_stat_taxa,MPSE mp_stat_taxa,MPSE-method mp_stat_taxa,tbl_mpse mp_stat_taxa,tbl_mpse-method
Construct a MPSE objectMPSE
MPSE accessorscolData<-,MPSE,DataFrame-method colData<-,MPSE,NULL-method MPSE-accessors otutree otutree,group_df_mpse otutree,MPSE otutree,MPSE-method otutree,tbl_mpse otutree,tbl_mpse-method otutree<- otutree<-,grouped_df_mpse otutree<-,grouped_df_mpse,NULL-method otutree<-,grouped_df_mpse,treedata-method otutree<-,MPSE otutree<-,MPSE,NULL-method otutree<-,MPSE,phylo-method otutree<-,MPSE,treedata-method otutree<-,tbl_mpse otutree<-,tbl_mpse,NULL-method otutree<-,tbl_mpse,treedata-method refsequence refsequence,MPSE refsequence,MPSE-method refsequence<- refsequence<-,MPSE refsequence<-,MPSE,NULL-method refsequence<-,MPSE,XStringSet-method rownames<-,MPSE rownames<-,MPSE-method taxatree taxatree,grouped_df_mpse taxatree,grouped_df_mpse-method taxatree,MPSE taxatree,MPSE-method taxatree,tbl_mpse taxatree,tbl_mpse-method taxatree<- taxatree<-,grouped_df_mpse taxatree<-,grouped_df_mpse,NULL-method taxatree<-,grouped_df_mpse,treedata-method taxatree<-,MPSE taxatree<-,MPSE,NULL-method taxatree<-,MPSE,treedata-method taxatree<-,tbl_mpse taxatree<-,tbl_mpse,NULL-method taxatree<-,tbl_mpse,treedata-method taxonomy<- taxonomy<-,MPSE taxonomy<-,MPSE,data.frame-method taxonomy<-,MPSE,matrix-method taxonomy<-,MPSE,NULL-method taxonomy<-,MPSE,taxonomyTable-method tax_table tax_table,grouped_df_mpse tax_table,grouped_df_mpse-method tax_table,MPSE tax_table,MPSE-method tax_table,tbl_mpse tax_table,tbl_mpse-method [,MPSE,ANY,ANY,ANY-method
MPSE classMPSE-class
a container for performing two or more sample test.multi_compare
ordplotClass classordplotClass-class
pcasample classpcasample-class
print some objectsprint print.grouped_df_mpse print.MPSE print.rarecurve print.tbl_mpse
read the qza file, output of qiime2.read_qza
Create the scale of mp_plot_diff_cladogram.scale_fill_diff_cladogram
set the color scale of plot generated by mp_plot_diff_boxplotset_diff_boxplot_color
adjust the color of heatmap of mp_plot_distset_scale_theme
method extensions to show for diffAnalysisClass or alphasample objects.show,alphasample-method show,diffAnalysisClass-method show,MPSE-method
Split Large Vector or DataFramesplit_data
split a dataframe contained one columnsplit_str_to_list
extract the taxonomy annotation in MPSE objectmp_extract_taxonomy mp_extract_taxonomy,grouped_df_mpse mp_extract_taxonomy,grouped_df_mpse-method mp_extract_taxonomy,MPSE mp_extract_taxonomy,MPSE-method mp_extract_taxonomy,tbl_mpse mp_extract_taxonomy,tbl_mpse-method taxonomy taxonomy,grouped_df_mpse taxonomy,grouped_df_mpse-method taxonomy,MPSE taxonomy,MPSE-method taxonomy,tbl_mpse taxonomy,tbl_mpse-method
theme_taxbartheme_taxbar