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.gitignore

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.DS_Store
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/doc/
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/Meta/
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vignettes/tidySpatialWorkshop225_cache/
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vignettes/tidySpatialWorkshop225_files/
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tidySpatialWorkshop225.Rproj
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vignettes/tidySpatialWorkshop2025_cache/
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vignettes/tidySpatialWorkshop2025_files/
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tidySpatialWorkshop2025.Rproj

DESCRIPTION

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Package: tidySpatialWorkshop225
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Package: tidySpatialWorkshop2025
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Title: Workshop Materials for Tidy Spatial Analysis
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Version: 0.18.1
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Version: 0.18.2
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Authors@R: c(
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person("Stefano", "Mangiola", email = "[email protected]", role = c("aut", "cre"),
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comment = c(ORCID = "0000-0001-7474-836X")),
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here,
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igraph,
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magick,
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scatterpie
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scatterpie,
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ggcorrplot
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VignetteBuilder: knitr
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URL: https://github.com/tidyomics/tidySpatialWorkshop225
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BugReports: https://github.com/tidyomics/tidySpatialWorkshop225/issues
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URL: https://github.com/tidyomics/tidySpatialWorkshop2025
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BugReports: https://github.com/tidyomics/tidySpatialWorkshop2025/issues

R/data_transcriptomics.R

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#'
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#' @format A gate object compatible with tidygate and tidySpatialExperiment::gate()
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#'
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#' @source Created during the Tidy Spatial Workshop 225 using interactive gating
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#' @source Created during the Tidy Spatial Workshop 2025 using interactive gating
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#' on Visium spatial transcriptomics data from the spatialLIBD package
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#'
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#' @examples

README.md

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# tidySpatialWorkshop225
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# tidySpatialWorkshop2025
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<!-- badges: start -->
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[![DOI](https://zenodo.org/badge/379767139.svg)](https://zenodo.org/badge/latestdoi/379767139)
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[![Check, build, and push image](https://github.com/tidyomics/tidySpatialWorkshop225/actions/workflows/basic_checks.yaml/badge.svg)](https://github.com/tidyomics/tidySpatialWorkshop225/actions/workflows/basic_checks.yaml)
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[![Check, build, and push image](https://github.com/tidyomics/tidySpatialWorkshop2025/actions/workflows/basic_checks.yaml/badge.svg)](https://github.com/tidyomics/tidySpatialWorkshop2025/actions/workflows/basic_checks.yaml)
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<!-- badges: end -->
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## Instructor names and contact information
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## Syllabus
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Material [web page](https://tidyomics.github.io/tidySpatialWorkshop225/)
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Material [web page](https://tidyomics.github.io/tidySpatialWorkshop2025/)
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More details on the workshop are below.
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# Install workshop package
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#install.packages('BiocManager')
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BiocManager::install("tidyomics/tidySpatialWorkshop225", dependencies = TRUE)
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BiocManager::install("tidyomics/tidySpatialWorkshop2025", dependencies = TRUE)
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# In May 225, the following packages should be installed from github repositories, to use the latest features. In case you have them pre installed, run the following command
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# In May 2025, the following packages should be installed from github repositories, to use the latest features. In case you have them pre installed, run the following command
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BiocManager::install(c("lmweber/ggspavis",
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"stemangiola/tidySummarizedExperiment",
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"william-hutchison/tidySpatialExperiment",
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BiocManager::install("ggcorrplot")
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# Then build the vignettes
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BiocManager::install("tidyomics/tidySpatialWorkshop225", build_vignettes = TRUE, force=TRUE)
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BiocManager::install("tidyomics/tidySpatialWorkshop2025", build_vignettes = TRUE, force=TRUE)
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# To view vignette
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library(tidySpatialWorkshop225)
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library(tidySpatialWorkshop2025)
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vignette("Introduction")
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```
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## Interactive execution of the vignettes
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From command line, and enter the tidySpatialWorkshop225 directory.
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From command line, and enter the tidySpatialWorkshop2025 directory.
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```
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# Open the command line
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git clone [email protected]:tidyomics/tidySpatialWorkshop225.git
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git clone [email protected]:tidyomics/tidySpatialWorkshop2025.git
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```
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Alternatively download the [git zipped package](https://github.com/tidyomics/tidySpatialWorkshop225/archive/refs/heads/devel.zip). Uncompress it. And enter the directory.
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Alternatively download the [git zipped package](https://github.com/tidyomics/tidySpatialWorkshop2025/archive/refs/heads/devel.zip). Uncompress it. And enter the directory.
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To run the code, you could then copy and paste the code from the workshop vignette or
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[R markdown file](https://github.com/tidyomics/tidySpatialWorkshop225/blob/devel/vignettes/Session_1_sequencing_assays.Rmd)
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[R markdown file](https://github.com/tidyomics/tidySpatialWorkshop2025/blob/devel/vignettes/Session_1_sequencing_assays.Rmd)
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into a new R Markdown file on your computer.
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## Workshop Description

_pkgdown.yml

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url: https://tidyomics.github.io/tidySpatialWorkshop225
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url: https://tidyomics.github.io/tidySpatialWorkshop2025
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template:
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params:
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bootswatch: flatly
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#ganalytics: UA-99999999-9
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home:
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title: "tidySpatialWorkshop225"
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title: "tidySpatialWorkshop2025"
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type: inverse
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navbar:
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right:
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- icon: fa-github
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href: https://github.com/tidyomics/tidySpatialWorkshop225
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href: https://github.com/tidyomics/tidySpatialWorkshop2025

inst/vignettes/tidyomics.bib

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VOLUME = {9},
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YEAR = {2020},
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NUMBER = {109},
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DOI = {10.12688/f1000research.22259.1}
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DOI = {10.12688/f1000research.220259.1}
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}
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@article{Love2020,

man/spatial_data_gated.Rd

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vignettes/Introduction.Rmd

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- Stefano Mangiola, South Australian immunoGENomics Cancer Institute^[<[email protected]>], Walter and Eliza Hall Institute^[<mangiola.s at wehi.edu.au>]
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- Luciano Martellotto, Adelaide Centre for Epigenetics, South Australian immunoGENomics Cancer Institute^[<[email protected]>]
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output: rmarkdown::html_vignette
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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop225', 'bibliography'), 'bibliography.bib')`"
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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop2025', 'bibliography'), 'bibliography.bib')`"
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%\VignetteIndexEntry{Introduction to Spatial omic analyses}
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%\VignetteEncoding{UTF-8}
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You can view the material at the workshop webpage
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[here](https://tidyomics.github.io/tidySpatialWorkshop225/articles/main.html).
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[here](https://tidyomics.github.io/tidySpatialWorkshop2025/articles/main.html).
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## Workshop package installation
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#install.packages('BiocManager')
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BiocManager::install("tidyomics/tidySpatialWorkshop225", dependencies = TRUE)
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# In May 225, the following packages should be installed from github repositories, to use the latest features. In case you have them pre installed, run the following command
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BiocManager::install(c("lmweber/ggspavis",
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"stemangiola/tidySummarizedExperiment",
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"william-hutchison/tidySpatialExperiment",
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"stemangiola/tidybulk",
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"stemangiola/tidygate",
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"stemangiola/CuratedAtlasQueryR"),
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update = FALSE)
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BiocManager::install("ggcorrplot")
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BiocManager::install("tidyomics/tidySpatialWorkshop", dependencies = TRUE)
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BiocManager::install("tidyomics/tidySpatialWorkshop225", build_vignettes = TRUE, force=TRUE)
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BiocManager::install("tidyomics/tidySpatialWorkshop", build_vignettes = TRUE, force=TRUE)
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library(tidySpatialWorkshop225)
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library(tidySpatialWorkshop2025)
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vignette("Introduction")
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## Interactive execution of the vignettes
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From command line, and enter the tidySpatialWorkshop225 directory.
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From command line, and enter the tidySpatialWorkshop2025 directory.
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```
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git clone [email protected]:tidyomics/tidySpatialWorkshop225.git
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git clone [email protected]:tidyomics/tidySpatialWorkshop2025.git
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```
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Alternatively download the [git zipped package](https://github.com/tidyomics/tidySpatialWorkshop225/archive/refs/heads/devel.zip). Uncompress it. And enter the directory.
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Alternatively download the [git zipped package](https://github.com/tidyomics/tidySpatialWorkshop2025/archive/refs/heads/devel.zip). Uncompress it. And enter the directory.
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# Announcements
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vignettes/Session_1_sequencing_assays.Rmd

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author:
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output: rmarkdown::html_vignette
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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop225', 'vignettes'), 'tidyomics.bib')`"
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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop2025', 'vignettes'), 'tidyomics.bib')`"
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[Singhal et al., 225](https://www.nature.com/articles/s41588-024-01664-3)
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[Singhal et al., 2025](https://www.nature.com/articles/s41588-024-01664-3)
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[Material source](https://bioconductor.org/packages/release/bioc/vignettes/Banksy/inst/doc/multi-sample.html)
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Harmonised data is stored in the ARDC Nectar Research Cloud, and most cellNexus functions interact with Nectar via web requests, so a network connection is required for most functionality.
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Mangiola et al., 2025 doi [doi.org/10.1101/2023.06.08.542671](https://www.biorxiv.org/content/10.1101/2023.06.08.542671v3)
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vignettes/Session_2_Tidy_spatial_analyses.Rmd

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author:
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[tidySpatialWorkshop225](https://github.com/tidyomics/tidySpatialWorkshop225)
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[tidySpatialWorkshop2025](https://github.com/tidyomics/tidySpatialWorkshop2025)
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[tidy transcriptomic manifesto](https://tidyomics.github.io/tidyomicsBlog/post/2021-07-07-tidy-transcriptomics-manifesto/)
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`tidyomics` is an interoperable software ecosystem that bridges Bioconductor and the tidyverse. `tidyomics` is installable with a single homonymous meta-package. This ecosystem includes three new packages: tidySummarizedExperiment, tidySingleCellExperiment, and tidySpatialExperiment, and five publicly available R packages: `plyranges`, `nullranges`, `tidyseurat`, `tidybulk`, `tidytof`. Importantly, `tidyomics` leaves the original data containers and methods unaltered, ensuring compatibility with existing software, maintainability and long-term Bioconductor support.
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`tidyomics` is presented in "The tidyomics ecosystem: Enhancing omic data analyses" [Hutchison and Keyes et al., 225](https://www.biorxiv.org/content/10.1101/2023.09.10.557072v1)
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`tidyomics` is presented in "The tidyomics ecosystem: Enhancing omic data analyses" [Hutchison and Keyes et al., 2025](https://www.biorxiv.org/content/10.1101/2023.09.10.557072v1)
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```{r, eval=FALSE}
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# In May 225, the following packages should be installed from github repositories, to use the latest features. In case you have them pre installed, run the following command
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# In May 2025, the following packages should be installed from github repositories, to use the latest features. In case you have them pre installed, run the following command
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spatial_data
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If `ExperimentHub` should not work. The `spatial_data` object from the previous code block can be downloaded from [Zenodo - 10.5281/zenodo.11233385](https://zenodo.org/records/11233385/files/tidySpatialWorkshop225_spatial_data.rds?download=1)
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If `ExperimentHub` should not work. The `spatial_data` object from the previous code block can be downloaded from [Zenodo - 10.5281/zenodo.11233385](https://zenodo.org/records/11233385/files/tidySpatialWorkshop2025_spatial_data.rds?download=1)
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tidySpatialExperiment::gate(alpha = 0.1, colour = "spatialLIBD", programmatic_gates = tidySpatialWorkshop2025::spatial_data_gated)
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vignettes/Session_3_imaging_assays.Rmd

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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop225', 'vignettes'), 'tidyomics.bib')`"
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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop2025', 'vignettes'), 'tidyomics.bib')`"
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This [data package](https://bioconductor.org/packages/release/data/experiment/html/SubcellularSpatialData.html) contains annotated datasets localized at the sub-cellular level from the STOmics, Xenium, and CosMx platforms, as analyzed in the publication by [Bhuva et al., 225](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-024-03241-7). It includes raw transcript detections and provides functions to convert these into `SpatialExperiment` objects.
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This [data package](https://bioconductor.org/packages/release/data/experiment/html/SubcellularSpatialData.html) contains annotated datasets localized at the sub-cellular level from the STOmics, Xenium, and CosMx platforms, as analyzed in the publication by [Bhuva et al., 2025](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-024-03241-7). It includes raw transcript detections and provides functions to convert these into `SpatialExperiment` objects.
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hoodscanR [Liu et al., 2025](https://www.bioconductor.org/packages/release/bioc/vignettes/hoodscanR/inst/doc/Quick_start.html)
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[Source](https://divingintogeneticsandgenomics.com/post/neighborhood-cellular-niches-analysis-with-spatial-transcriptome-data-in-seurat-and-bioconductor/)
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vignettes/Solutions.Rmd

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# bibliography: "`r file.path(system.file(package='tidySpatialWorkshop2025', 'vignettes'), 'tidyomics.bib')`"
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