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. 2023 Jan 19;4(1):102047. doi: 10.1016/j.xpro.2023.102047
REAGENT or RESOURCE SOURCE IDENTIFIER
Deposited data

scRNA sequencing analysis for human ureters and patient derived ureter organoid Angela Ting1 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE184111
Protocol sample data This paper https://github.com/matthewdbradley/sge-integration/releases/tag/V1

Software and algorithms

R (v4.1.2) https://www.r-project.org/ https://www.r-project.org/
Seurat (v4.2.0) https://satijalab.org/seurat/ https://satijalab.org/seurat/
dplyr (v1.0.8) https://dplyr.tidyverse.org/ https://dplyr.tidyverse.org/
tidyverse (v1.3.1) https://www.tidyverse.org/ https://www.tidyverse.org/
purr (v0.3.4) https://purrr.tidyverse.org/ https://purrr.tidyverse.org/
janitor (v2.1.0) https://cran.r-project.org/web/packages/janitor/vignettes/janitor.html https://cran.r-project.org/web/packages/janitor/vignettes/janitor.html
magrittr (v2.0.2) https://cran.r-project.org/web/packages/magrittr/vignettes/magrittr.html https://cran.r-project.org/web/packages/magrittr/vignettes/magrittr.html
patchwork (v1.1.1) https://patchwork.data-imaginist.com/ https://patchwork.data-imaginist.com/
Giotto (v1.1.0) https://giottosuite.readthedocs.io/en/master/ https://giottosuite.readthedocs.io/en/master/
ggplot2 (v3.3.6) https://ggplot2.tidyverse.org/ https://ggplot2.tidyverse.org/
viridis (v0.6.2) https://cran.r-project.org/web/packages/viridis/vignettes/intro-to-viridis.html https://cran.r-project.org/web/packages/viridis/vignettes/intro-to-viridis.html
Matrix (v1.4-0) https://cran.r-project.org/web/packages/Matrix/index.html https://cran.r-project.org/web/packages/Matrix/index.html
igraph (v1.3.1) https://igraph.org/r/ https://igraph.org/r/
RColorBrewer (v1.1-3) https://r-graph-gallery.com/38-rcolorbrewers-palettes.html https://r-graph-gallery.com/38-rcolorbrewers-palettes.html
shiny (v1.7.1) https://shiny.rstudio.com/ https://shiny.rstudio.com/
miniUI (v1.1.1.1) https://cran.r-project.org/web/packages/miniUI/index.html https://cran.r-project.org/web/packages/miniUI/index.html
layer (v0.0.1) https://cran.r-project.org/web/packages/layer/index.html https://cran.r-project.org/web/packages/layer/index.html
grid (v4.0.3) https://bookdown.org/rdpeng/RProgDA/the-grid-package.html https://bookdown.org/rdpeng/RProgDA/the-grid-package.html
Cairo (v1.5-15) https://cran.r-project.org/web/packages/Cairo/index.html https://cran.r-project.org/web/packages/Cairo/index.html
stringr (v1.5.0) https://cloud.r-project.org/web/packages/stringr/index.html https://cloud.r-project.org/web/packages/stringr/index.html
R.utils (v2.12) https://cran.r-project.org/web/packages/R.utils/index.html https://cran.r-project.org/web/packages/R.utils/index.html
remotes (v2.4.2) https://cran.r-project.org/web/packages/remotes/index.html https://cran.r-project.org/web/packages/remotes/index.html
devtools (2.4.5) https://cran.r-project.org/web/packages/devtools/index.html https://cran.r-project.org/web/packages/devtools/index.html
Analysis code on Github This paper https://github.com/tingalab/sge-integration, Zenodo https://doi.org/10.5281/zenodo.7471053https://zenodo.org/account/settings/github/repository/tingalab/sge-integration

Other

Hardware requirement We recommend a machine with at least 64 GB of memory. However, utilizing up to around 100–128 GB can still beneficial. We recommend performing this protocol with at least 8 CPU cores. We ran ours with 32 cores