Package: SplineDV 0.99.11

Shreyan Gupta

SplineDV: Differential Variability (DV) analysis for single-cell RNA sequencing data. (e.g. Identify Differentially Variable Genes across two experimental conditions)

A spline based scRNA-seq method for identifying differentially variable (DV) genes across two experimental conditions. Spline-DV constructs a 3D spline from 3 key gene statistics: mean expression, coefficient of variance, and dropout rate. This is done for both conditions. The 3D spline provides the “expected” behavior of genes in each condition. The distance of the observed mean, CV and dropout rate of each gene from the expected 3D spline is used to measure variability. As the final step, the spline-DV method compares the variabilities of each condition to identify differentially variable (DV) genes.

Authors:Shreyan Gupta [aut, cre], James Cai [aut]

SplineDV_0.99.11.tar.gz
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SplineDV.pdf |SplineDV.html
SplineDV/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/xenon8778/splinedv/issues

On BioConductor:SplineDV-0.99.11(bioc 3.21)

softwaresinglecellsequencingdifferentialexpressionrnaseqgeneexpressiontranscriptomicsfeatureextraction

4.95 score 2 stars 3 scripts 5 exports 101 dependencies

Last updated 6 days agofrom:ef9afbe2f8. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 26 2024
R-4.5-winNOTENov 26 2024
R-4.5-linuxNOTENov 26 2024
R-4.4-winNOTENov 26 2024
R-4.4-macNOTENov 26 2024
R-4.3-winNOTENov 26 2024
R-4.3-macNOTENov 26 2024

Exports:DVPlotHVGPlothvgQCsplineDVsplineHVG

Dependencies:abindaskpassassortheadbase64encbeachmatBHBiobaseBiocGenericsBiocParallelbslibcachemclicodetoolscolorspacecpp11crayoncrosstalkcurldata.tableDelayedArraydigestdplyrevaluatefansifarverfastmapfontawesomeformatRfsfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegtablehighrhtmltoolshtmlwidgetshttrIRangesisobandjquerylibjsonliteknitrlabelinglambda.rlaterlatticelazyevallifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimemunsellnlmeopensslpillarpkgconfigplotlypromisespurrrR6rappdirsRColorBrewerRcpprlangrmarkdownS4ArraysS4VectorssassscalesscuttleSingleCellExperimentsnowSparseArraysparseMatrixStatsstringistringrSummarizedExperimentsystibbletidyrtidyselecttinytexUCSC.utilsutf8vctrsviridisLitewithrxfunXVectoryamlzlibbioc

Introduction to Spline-DV

Rendered fromSplineDV.Rmdusingknitr::rmarkdownon Nov 26 2024.

Last update: 2024-11-11
Started: 2024-07-11