Package: SplineDV 0.99.14

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_0.99.14.tar.gz
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SplineDV_0.99.14.tgz(r-4.5-any)SplineDV_0.99.14.tgz(r-4.4-any)SplineDV_0.99.2.tgz(r-4.3-any)
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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'))

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

On BioConductor:SplineDV-0.99.12(bioc 3.21)

softwaresinglecellsequencingdifferentialexpressionrnaseqgeneexpressiontranscriptomicsfeatureextraction

5.08 score 2 stars 3 scripts 24 downloads 5 exports 100 dependencies

Last updated 13 days agofrom:c4a133a534. Checks:1 OK, 5 NOTE, 1 FAILURE, 1 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 08 2025
R-4.5-winNOTEFeb 08 2025
R-4.5-macWARNINGFeb 08 2025
R-4.5-linuxNOTEFeb 08 2025
R-4.4-winNOTEFeb 08 2025
R-4.4-macNOTEFeb 08 2025
R-4.3-winNOTEFeb 08 2025
R-4.3-macOUTDATEDJan 31 2025

Exports:DVPlotHVGPlothvgQCsplineDVsplineHVG

Dependencies:abindaskpassassortheadbase64encbeachmatBHBiobaseBiocGenericsBiocParallelbslibcachemclicodetoolscolorspacecpp11crayoncrosstalkcurldata.tableDelayedArraydigestdplyrevaluatefansifarverfastmapfontawesomeformatRfsfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2gluegtablehighrhtmltoolshtmlwidgetshttrIRangesisobandjquerylibjsonliteknitrlabelinglambda.rlaterlatticelazyevallifecyclemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimemunsellnlmeopensslpillarpkgconfigplotlypromisespurrrR6rappdirsRColorBrewerRcpprlangrmarkdownS4ArraysS4VectorssassscalesscuttleSingleCellExperimentsnowSparseArraysparseMatrixStatsstringistringrSummarizedExperimentsystibbletidyrtidyselecttinytexUCSC.utilsutf8vctrsviridisLitewithrxfunXVectoryaml

Introduction to Spline-DV

Rendered fromSplineDV.Rmdusingknitr::rmarkdownon Feb 08 2025.

Last update: 2025-01-30
Started: 2024-07-11