A Point Pattern Simulator for Spatial Cellular Data

Single cell resolution data has been valuable in learning about tissue microenvironments and interactions between cells or spots. This package allows for the simulation of this level of data, be it single cell or ‘spots’, in both a univariate (single metric or cell type) and bivariate (2 or more metrics or cell types) ways. As more technologies come to marker, more methods will be developed to derive spatial metrics from the data which will require a way to benchmark methods against each other. Additionally, as the field currently stands, there is not a gold standard method to be compared against. We set out to develop an R package that will allow users to simulate point patterns that can be biologically informed from different tissue domains, holes, and varying degrees of clustering/colocalization. The data can be exported as spatial files and a summary file (like 'HALO'). < https://github.com/FridleyLab/scSpatialSIM/>.


R-CMD-check

scSpatialSIM

A point pattern simulator R package for spatial cellular data

Installing scSpatialSIM to RStudio

To install scSpatialSIM, it is required to have devtools or remotes installed for their install_github() function:

if (!require("devtools", quietly = TRUE))
  install.packages("devtools")

devtools::install_github("FridleyLab/mIFsim@v0.1.3.4")

Vignettes

If you are interested in documentation and tutorials, please visit: https://fridleylab.github.io/scSpatialSIM/index.html

GitHub Repository

For source code, can click the GitHub icon in the upper right corner of the pkgdown site or follow this link: https://github.com/FridleyLab/scSpatialSIM/

Reference manual

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install.packages("scSpatialSIM")

0.1.4 by Fridley Lab, 8 months ago


https://github.com/FridleyLab/scSpatialSIM


Browse source code at https://github.com/cran/scSpatialSIM


Authors: Alex Soupir [aut] , Christopher Wilson [aut] , Jordan Creed [aut] , Julia Wrobel [aut] , Oscar Ospina [aut] , Brooke Fridley [aut, cph] , Fridley Lab [cre]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports dplyr, ggplot2, magrittr, spatstat.geom, crayon, ggpubr, pbmcapply, spatstat.random, tidyr, utils, methods, proxy

Suggests knitr, rmarkdown, testthat, spatialTIME, spdep


Suggested by spatialGE.


See at CRAN