https://github.com/bioconductor-source/retrofit

https://github.com/bioconductor-source/retrofit

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Repository

Basic Info
  • Host: GitHub
  • Owner: bioconductor-source
  • Language: R
  • Default Branch: devel
  • Size: 2.99 MB
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Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme Changelog

README.md

RETROFIT enables reference-free cell-type deconvolution of spatial transcriptomics data.

Figure1

Installation

Install retrofit from github:

r install.packages("devtools") devtools::install_github("qunhualilab/retrofit") Install retrofit from Bioconductor.

```{r} if (!require("BiocManager", quietly = TRUE)) install.packages("BiocManager")

BiocManager::install(version='devel') BiocManager::install("retrofit") ```

Example

``` r library(retrofit)

load built in data

data(testSimulationData) x = testSimulationData$extra5x scref = testSimulationData$scref markerref = testSimulationData$marker_ref

decompose

res = retrofit::decompose(x, L=16, iterations=100, verbose=TRUE) W = res$w H = res$h TH = res$th

annotate with correlations

res = retrofit::annotateWithCorrelations(scref, K=8, decompw=W, decomph=H) Wannotated = res$w Hannotated = res$h cells = res$rankedcells

annotate with markers

res = retrofit::annotateWithMarkers(markerref, K=8, decompw=W, decomph=H) Wannotated = res$w Hannotated = res$h cells = res$rankedcells
```

More details can be found in the vignettes. - Simulation Vignette - Colon Vignette

Owner

  • Name: (WIP DEV) Bioconductor Packages
  • Login: bioconductor-source
  • Kind: organization
  • Email: maintainer@bioconductor.org

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Dependencies

DESCRIPTION cran
  • R >= 4.2 depends
  • Rcpp * depends
  • BiocStyle * suggests
  • DescTools * suggests
  • RCurl * suggests
  • colorspace * suggests
  • corrplot * suggests
  • cowplot * suggests
  • ggplot2 * suggests
  • grid * suggests
  • knitr * suggests
  • pals * suggests
  • png * suggests
  • reshape2 * suggests
  • rmarkdown * suggests
  • testthat * suggests