Package: sincell 1.39.0
sincell: R package for the statistical assessment of cell state hierarchies from single-cell RNA-seq data
Cell differentiation processes are achieved through a continuum of hierarchical intermediate cell-states that might be captured by single-cell RNA seq. Existing computational approaches for the assessment of cell-state hierarchies from single-cell data might be formalized under a general workflow composed of i) a metric to assess cell-to-cell similarities (combined or not with a dimensionality reduction step), and ii) a graph-building algorithm (optionally making use of a cells-clustering step). Sincell R package implements a methodological toolbox allowing flexible workflows under such framework. Furthermore, Sincell contributes new algorithms to provide cell-state hierarchies with statistical support while accounting for stochastic factors in single-cell RNA seq. Graphical representations and functional association tests are provided to interpret hierarchies.
Authors:
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sincell.pdf |sincell.html✨
sincell/json (API)
NEWS
# Install 'sincell' in R: |
install.packages('sincell', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org')) |
- ExpressionMatrix - Single-cell expression data for genes differentially expressed in differentiating human skeletal muscle myoblasts cells
- geneset.list - Example of a geneset collection
On BioConductor:sincell-1.39.0(bioc 3.21)sincell-1.38.0(bioc 3.20)
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
immunooncologysequencingrnaseqclusteringgraphandnetworkvisualizationgeneexpressiongenesetenrichmentbiomedicalinformaticscellbiologyfunctionalgenomicssystemsbiology
Last updated 2 months agofrom:e455929c5b. Checks:OK: 1 NOTE: 8. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 20 2024 |
R-4.5-win-x86_64 | NOTE | Nov 20 2024 |
R-4.5-linux-x86_64 | NOTE | Nov 20 2024 |
R-4.4-win-x86_64 | NOTE | Nov 20 2024 |
R-4.4-mac-x86_64 | NOTE | Nov 20 2024 |
R-4.4-mac-aarch64 | NOTE | Nov 20 2024 |
R-4.3-win-x86_64 | NOTE | Nov 20 2024 |
R-4.3-mac-x86_64 | NOTE | Nov 20 2024 |
R-4.3-mac-aarch64 | NOTE | Nov 20 2024 |
Exports:f_distance2vectorknnalgorithmpseudoreplicatesbymodelpseudoreplicatesbynoisepseudoreplicatesbynoise_cv2sc_AssociationOfCellsHierarchyWithAGeneSetsc_clusterObjsc_ComparissonOfGraphssc_DimensionalityReductionObjsc_distanceObjsc_GraphBuilderObjsc_InitializingSincellObjectsc_InSilicoCellsReplicatesObjsc_marker2colorsc_StatisticalSupportByGeneSubsamplingsc_StatisticalSupportByReplacementWithInSilicoCellsReplicatessstalgorithm
Dependencies:cliclustercodetoolscolorspacecpp11dotCall64entropyfansifarverfastICAfieldsforeachggplot2gluegtableigraphisobanditeratorslabelinglatticelifecyclemagrittrmapsMASSMatrixmgcvmunsellnlmepillarpkgconfigplyrproxyR6RColorBrewerRcppreshape2rlangRtsnescalesscatterplot3dspamstatmodstringistringrtibbleTSPutf8vctrsviridisLitewithr