Package: CoNI 0.1.0

CoNI: Correlation Guided Network Integration (CoNI)

Integrates two numerical omics data sets from the same samples using partial correlations. The output can be represented as a network, bipartite graph or a hypergraph structure. The method used in the package refers to Klaus et al (2021) <doi:10.1016/j.molmet.2021.101295>.

Authors:José Manuel Monroy Kuhn [aut, cre], Dominik Lutter [ths], Valentina Klaus [ctb]

CoNI_0.1.0.tar.gz
CoNI_0.1.0.zip(r-4.5)CoNI_0.1.0.zip(r-4.4)CoNI_0.1.0.zip(r-4.3)
CoNI_0.1.0.tgz(r-4.4-any)CoNI_0.1.0.tgz(r-4.3-any)
CoNI_0.1.0.tar.gz(r-4.5-noble)CoNI_0.1.0.tar.gz(r-4.4-noble)
CoNI_0.1.0.tgz(r-4.4-emscripten)CoNI_0.1.0.tgz(r-4.3-emscripten)
CoNI.pdf |CoNI.html
CoNI/json (API)

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

Peer review:

Bug tracker:https://github.com/jmanuelmk/coni/issues

Datasets:

On CRAN:

3.70 score 2 scripts 239 downloads 17 exports 119 dependencies

Last updated 3 years agofrom:a5b5530328. Checks:OK: 3 NOTE: 4. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 20 2024
R-4.5-winNOTENov 20 2024
R-4.5-linuxNOTENov 20 2024
R-4.4-winNOTENov 20 2024
R-4.4-macNOTENov 20 2024
R-4.3-winOKNov 20 2024
R-4.3-macOKNov 20 2024

Exports:assign_colorsAnnotationCompare_TripletsCompare_VertexClasses_sharedEdgeFeaturesCoNIcreate_edgeFBarplotcreate_GlobalBarplotcreate_stackedGlobalBarplot_perTreatmentcreateBipartiteGraphfind_localControllingFeaturesgenerate_networkgetstackedGlobalBarplot_and_GridgetVertexsPerEdgeFeaturegetVertexsPerEdgeFeature_and_GridNetStatsplotPcorvsCortableLCFs_VFstop_n_LF_byMagnitude

Dependencies:annotateAnnotationDbiaskpassbackportsbase64encBiobaseBiocGenericsBiostringsbitbit64bitopsblobbslibcachemcaToolscheckmatecliclustercocorcodetoolscolorspacecpp11crayoncurldata.tableDBIdigestdoParalleldplyrevaluatefansifarverfastmapfontawesomeforcatsforeachforeignFormulafsgenefiltergenericsGenomeInfoDbGenomeInfoDbDataggplot2ggrepelgluegplotsgridExtragtablegtoolshighrHmischtmlTablehtmltoolshtmlwidgetshttrigraphIRangesisobanditeratorsjquerylibjsonliteKEGGRESTKernSmoothknitrlabelinglatticelifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimemunsellnlmennetopensslpillarpkgconfigplogrplyrpngppcorpurrrR6rappdirsRColorBrewerRcpprlangrmarkdownrpartRSQLiterstudioapiS4VectorssassscalesstringistringrsurvivalsystibbletidyrtidyselecttinytexUCSC.utilsutf8vctrsviridisviridisLitewithrxfunXMLxtableXVectoryamlzlibbioc

CoNI

Rendered fromFull_RunCoNI.Rmdusingknitr::rmarkdownon Nov 20 2024.

Last update: 2022-03-29
Started: 2021-07-23

Readme and manuals

Help Manual

Help pageTopics
Assing Colors to Classassign_colorsAnnotation
Chow gene expression dataChow_GeneExpData
Chow metabolite dataChow_MetaboliteData
Compare tripletsCompare_Triplets
Table VertexClass pairs of shared Edge FeaturesCompare_VertexClasses_sharedEdgeFeatures
Correlation guided Network IntegrationCoNI
CoNI Results ChowCoNIResults_Chow
CoNI Results HFDCoNIResults_HFD
Toy data HFD resultsCoNIResultsHFDToy
Vertex-class pairs profile of one shared edge featurecreate_edgeFBarplot
Vertex-class pairs profile of shared featurescreate_GlobalBarplot
Stacked Global Barplot (One treatment)create_stackedGlobalBarplot_perTreatment
Bipartite NetworkcreateBipartiteGraph
Find local controlling featuresfind_localControllingFeatures
Toy data gene expressionGeneExpToy
Create networkgenerate_network
Stacked Global Barplot Side-by-side (two treatments)getstackedGlobalBarplot_and_Grid
Vertex Class profile per edge feature (one treatment)getVertexsPerEdgeFeature
Vertex-Class profile per edge feature Side-by-Side (two treatments)getVertexsPerEdgeFeature_and_Grid
HFD gene expression dataHFD_GeneExpData
HFD metabolite dataHFD_MetaboliteData
Toy data metabolite expressionMetaboExpToy
Metabolite AnnotationMetaboliteAnnotation
Toy data annotationMetColorTable
Network StatisticsNetStats
Correlation vs Partial correlationplotPcorvsCor
Table local controlling edge features and vertex pairstableLCFs_VFs
Linker Features by magnitude of effecttop_n_LF_byMagnitude
Toy data comparison treatmentsVertexClassesSharedGenes_HFDvsChow