Package: FuseSOM 1.9.0

Elijah Willie

FuseSOM: A Correlation Based Multiview Self Organizing Maps Clustering For IMC Datasets

A correlation-based multiview self-organizing map for the characterization of cell types in highly multiplexed in situ imaging cytometry assays (`FuseSOM`) is a tool for unsupervised clustering. `FuseSOM` is robust and achieves high accuracy by combining a `Self Organizing Map` architecture and a `Multiview` integration of correlation based metrics. This allows FuseSOM to cluster highly multiplexed in situ imaging cytometry assays.

Authors:Elijah Willie [aut, cre]

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

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

Peer review:

Bug tracker:https://github.com/ecool50/fusesom/issues

Datasets:
  • risom_dat - IMC Breast Cancer Data Data from A spatial atlas of breast cancer progression using MIBI-TOF and tissue transcriptomics

On BioConductor:FuseSOM-1.7.0(bioc 3.20)FuseSOM-1.6.0(bioc 3.19)

singlecellcellbasedassaysclusteringspatial

4.34 score 1 stars 11 scripts 133 downloads 8 exports 128 dependencies

Last updated 23 days agofrom:5ce22977f5. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 30 2024
R-4.5-win-x86_64OKOct 30 2024
R-4.5-linux-x86_64OKOct 30 2024
R-4.4-win-x86_64OKOct 30 2024
R-4.4-mac-x86_64OKOct 31 2024
R-4.4-mac-aarch64OKOct 31 2024
R-4.3-win-x86_64OKOct 30 2024
R-4.3-mac-x86_64OKOct 31 2024
R-4.3-mac-aarch64OKOct 31 2024

Exports:clusterPrototypescomputeGridSizeestimateNumClustergeneratePrototypesmarkerHeatmapnormaliseDataoptiPlotrunFuseSOM

Dependencies:abindanalogueaskpassbackportsBiobaseBiocGenericsbootbrglmbroomcarcarDataclasscliclustercolorspacecoopcorrplotcowplotcpp11crayoncurlDataVisualizationsDelayedArrayDEoptimRDerivdigestdiptestdoBydplyrfansifarverfastclusterFCPSflexmixFormulafpcfsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2ggplotifyggpubrggrepelggsciggsignifglueGPArotationgridExtragridGraphicsgtablehttrIRangesisobandjsonlitekernlablabelinglatticelifecyclelme4magrittrMASSMatrixMatrixGenericsMatrixModelsmatrixStatsmclustmgcvmicrobenchmarkmimeminqamnormtmodelrmodeltoolsmunsellnlmenloptrnnetnumDerivopensslpbkrtestpermutepheatmappillarpkgconfigplyrpolynomprabcluspracmaprincurveprofileModelproxypsychpurrrquantregR6RColorBrewerRcppRcppArmadilloRcppEigenreshape2rlangrobustbaserstatixS4ArraysS4VectorsscalesspSparseArraySparseMstringistringrSummarizedExperimentsurvivalsystibbletidyrtidyselectUCSC.utilsutf8vctrsveganviridisLitewithrXVectoryulab.utilszlibbioc

FuseSOM package manual

Rendered fromIntroduction.Rmdusingknitr::rmarkdownon Oct 30 2024.

Last update: 2022-10-05
Started: 2022-06-22