Package: DoubletFinder 2.0.4
DoubletFinder: DoubletFinder is a suite of tools for identifying doublets in single-cell RNA sequencing data.
DoubletFinder identifies doublets by generating artificial doublets from existing scRNA-seq data and defining which real cells preferentially co-localize with artificial doublets in gene expression space. Other DoubletFinder package functions are used for fitting DoubletFinder to different scRNA-seq datasets. For example, ideal DoubletFinder performance in real-world contexts requires (I) Optimal pK selection and (2) Homotypic doublet proportion estimation. pK selection is achieved using pN-pK parameter sweeps and maxima identification in mean-variance-normalized bimodality coefficient distributions. Homotypic doublet proportion estimation is achieved by finding the sum of squared cell annotation frequencies. For more information, see our Cell Sysmtes paper https://www.cell.com/cell-systems/fulltext/S2405-4712(19)30073-0 and our github https://github.com/chris-mcginnis-ucsf/DoubletFinder
Authors:
DoubletFinder_2.0.4.tar.gz
DoubletFinder_2.0.4.zip(r-4.7)DoubletFinder_2.0.4.zip(r-4.6)DoubletFinder_2.0.4.zip(r-4.5)
DoubletFinder_2.0.4.tgz(r-4.6-any)DoubletFinder_2.0.4.tgz(r-4.5-any)
DoubletFinder_2.0.4.tar.gz(r-4.7-any)DoubletFinder_2.0.4.tar.gz(r-4.6-any)
DoubletFinder_2.0.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
DoubletFinder/json (API)
| # Install 'DoubletFinder' in R: |
| install.packages('DoubletFinder', repos = c('https://blaserlab.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/blaserlab/doubletfinder/issues
Last updated from:cff84e94d5. Checks:7 ERROR, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | ERROR | 106 | ||
| source / vignettes | OK | 149 | ||
| linux-release-x86_64 | ERROR | 112 | ||
| macos-release-arm64 | ERROR | 103 | ||
| macos-oldrel-arm64 | ERROR | 75 | ||
| windows-devel | ERROR | 70 | ||
| windows-release | ERROR | 69 | ||
| windows-oldrel | ERROR | 62 | ||
| wasm-release | OK | 89 |
Exports:bimodality_coefficientdoubletFinderfind.pKkurtosismodelHomotypicparallel_paramSweepparamSweepskewnesssummarizeSweep
Dependencies:bitopscaToolsdotCall64fieldsgplotsgtoolsKernSmoothmapsRColorBrewerRcppROCRspamviridisLite
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| bimodality_coefficient | bimodality_coefficient |
| doubletFinder | doubletFinder |
| find.pK | find.pK |
| kurtosis | kurtosis |
| modelHomotypic | modelHomotypic |
| parallel_paramSweep | parallel_paramSweep |
| paramSweep | paramSweep |
| skewness | skewness |
| summarizeSweep | summarizeSweep |
