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A method for identifying responses to experimental stimulation in mass or flow cytometry that uses high dimensional analysis of measured parameters and can be performed with an end-to-end unsupervised approach. In the context of in vitro stimulation assays where high-parameter cytometry was used to monitor intracellular response markers, using cell populations annotated either through automated clustering or manual gating for a combined set of stimulated and unstimulated samples, 'HDStIM' labels cells as responding or non-responding. The package also provides auxiliary functions to rank intracellular markers based on their contribution to identifying responses and generating diagnostic plots.
Version: | 0.1.0 |
Depends: | R (≥ 3.6.0) |
Imports: | tibble, ggplot2, uwot, dplyr, tidyr, broom, tidyselect, ggridges, Boruta, scales |
Suggests: | knitr, rmarkdown, testthat |
Published: | 2022-06-24 |
DOI: | 10.32614/CRAN.package.HDStIM |
Author: | Rohit Farmer [aut, cre], Richard Apps [aut], John Tsang [aut, pdr] |
Maintainer: | Rohit Farmer <rohit.farmer at gmail.com> |
BugReports: | https://github.com/niaid/HDStIM/issues |
License: | CC0 | file LICENSE |
URL: | https://github.com/niaid/HDStIM, https://niaid.github.io/HDStIM/ |
NeedsCompilation: | no |
Language: | en-US |
Materials: | README |
CRAN checks: | HDStIM results |
Reference manual: | HDStIM.pdf |
Vignettes: |
HDStIM |
Package source: | HDStIM_0.1.0.tar.gz |
Windows binaries: | r-devel: HDStIM_0.1.0.zip, r-release: HDStIM_0.1.0.zip, r-oldrel: HDStIM_0.1.0.zip |
macOS binaries: | r-release (arm64): HDStIM_0.1.0.tgz, r-oldrel (arm64): HDStIM_0.1.0.tgz, r-release (x86_64): HDStIM_0.1.0.tgz, r-oldrel (x86_64): HDStIM_0.1.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.