workflowr  
 
Last updated:  2025-10-14
Checks:    2
  0
Knit directory: 
DigitalResearchSkillsNetwork/ 
 
This reproducible R Markdown 
analysis was created with workflowr  (version
1.7.1). The Checks  tab describes the reproducibility checks
that were applied when the results were created. The Past
versions  tab lists the development history.
 
 
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    Ignored:    .Rhistory
    Ignored:    analysis/.DS_Store
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    Ignored:    raw/
    Ignored:    todo.R
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    Untracked:  analysis/x202504.Rmd
    Untracked:  analysis/x202505.Rmd
    Untracked:  analysis/x202505_Workshop (2).Rmd
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    Untracked:  analysis/x202506_tidyverse.Rmd
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    Deleted:    analysis/202507.Rmd
    Deleted:    analysis/202508.Rmd
    Modified:   workflow.R
 
Note that any generated files, e.g. HTML, png, CSS, etc., are not
included in this status report because it is ok for generated content to
have uncommitted changes.
 
 
 
 
 
 
These are the previous versions of the repository in which changes were
made to the R Markdown (analysis/0_resources.Rmd) and HTML
(docs/0_resources.html) files. If you’ve configured a
remote Git repository (see ?wflow_git_remote), click on the
hyperlinks in the table below to view the files as they were in that
past version.
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Initial Deployment
 
 
 
 
 
 
 
 
 We’ll drop resources that we find
that might be useful to others.   
Coding and Single cell crash course  
From a single cell and spatial analysis course by Cold Spring Harbour
Laboratory, these resources are great for both total beginners to coding
and analysis to those starting to analyse their own data.
This is the Basics
of Linux/Shell and R  where you how to navigate through your Terminal
and the start of your R journey.
Processing
scRNA and Visium HD  can be daunting but this breaks down all the
steps you need to clean, cluster, and visualise your data, as well as
the theory behind it.
 
The purpose of the Sydney Precision Data Science Centre is to engage
in high quality and transformational multidisciplinary research and to
provide a research hub to all interdisciplinary researchers in
data-intensive science.
We generate innovative, fit-for-purpose applied analytical
methodologies that are critical to knowledge discovery through the deep
integration of various quantitative disciplines and research
paradigms.
Sign
up to the network  to receive emails on upcoming webinars and
events.
 
Computational Genomics with R is an exceptionally comprehensive
resource for biomedical bioinformatics. It covers a broad range of
topics—statistics, machine learning, sequencing data processing, and
more—while providing both code examples and clear explanations. Although
it may not be the most accessible starting point for wet-lab
researchers, it serves as an invaluable reference for deeper
explorations of bioinformatic analyses.
 
10X Analysis Resources  
10X Genomics are a unique company, in that they provide a
lot  of supporting materials. In the drop down below, we have listed
a series of resources that 10X have provided, including how-to videos
and tutorials.
Drop-down 
 
Xenium In situ 
Downloads and documentation 
Webinars and workshops 
 
Visium HD 
Downloads and documentation 
Webinars and workshops 
 
 
 
 
Stretchly  is an open-source app designed to
encourage healthy work habits by prompting regular short (30-second) and
long (20-minute) breaks. I’ve found it invaluable for maintaining focus
and preventing burnout. It’s highly customizable, allowing you to tailor
prompts to your needs.
 
roadmap.sh  provides structured learning pathways for
various tech-related skills, from Data Science to DevOps. The Data
Science and AI roadmap outlines essential topics such as mathematics,
statistics, and coding, along with curated free and paid learning
resources. These roadmaps are community-driven and frequently updated,
making them a great guide for self-paced learning.
 
LinkedIn Learning  offers a vast library of online
courses covering data analysis, programming (including R and Python),
statistics, research skills, and professional development. There is a
short R
for Data Science  course that is quite nice.
You should have access to LinkedIn Learning through your University
email. Otherwise, WIMR staff can apply for a license through WIMR.
 
Interactive R learning UI 
learnr  is a package that you
can install which provides a nice little UI if you want to practice
basicR skills and prefer some interactivity.
 
ggplot2 book 
ggplot2:Elegant
Graphics for Data Analysis  is a nice, comprehensive handbook for
graphing using ggplot2. It covers the basic layout, different graph
types, customizing elements such as colours, group overlays,
annotations, etc.
 
---
title: "Extra Resources"
output:
  workflowr::wflow_html:
    toc: no
---

<dev class="hint-info"> 
**We'll drop resources that we find that might be useful to others.**
</dev>

### **Coding and Single cell crash course**

From a single cell and spatial analysis course by Cold Spring Harbour Laboratory, these resources are great for both total beginners to coding and analysis to those starting to analyse their own data.

This is the [Basics of Linux/Shell and R](https://github.com/wflynny/cshl-bioinf-crash-course/wiki) where you how to navigate through your Terminal and the start of your R journey.

[Processing scRNA and Visium HD](https://github.com/navinlabcode/CSHL_workshops/wiki) can be daunting but this breaks down all the steps you need to clean, cluster, and visualise your data, as well as the theory behind it.

### [Sydney Precision Data Science Centre](https://spds.sydney.edu.au/)

The purpose of the Sydney Precision Data Science Centre is to engage in high quality and transformational multidisciplinary research and to provide a research hub to all interdisciplinary researchers in data-intensive science.

We generate innovative, fit-for-purpose applied analytical methodologies that are critical to knowledge discovery through the deep integration of various quantitative disciplines and research paradigms.

[Sign up to the network](https://forms.office.com/Pages/ResponsePage.aspx?id=fuOzgnGBXUixCzja5-0UqKzquYaZyyFCkjnYBl2Di4dUNjhYRldCSTFCVEZUN0VJQ0c4TDlESkJCRS4u) to receive emails on upcoming webinars and events. 

### [Computational Genomics with R](https://compgenomr.github.io/book/)

Computational Genomics with R is an exceptionally comprehensive resource for biomedical bioinformatics. It covers a broad range of topics—statistics, machine learning, sequencing data processing, and more—while providing both code examples and clear explanations. Although it may not be the most accessible starting point for wet-lab researchers, it serves as an invaluable reference for deeper explorations of bioinformatic analyses.

### **10X Analysis Resources**

10X Genomics are a unique company, in that they provide *a lot* of supporting materials. In the drop down below, we have listed a series of resources that 10X have provided, including how-to videos and tutorials. 

<details><summary>**Drop-down**</summary><div>

#### Xenium In situ

**Downloads and documentation**

- [Xenium Analysis Overview](https://url.au.m.mimecastprotect.com/s/6sJtCxngwOfxRyK3wsvh1fyrb4Q?domain=10xgenomics.com)

- [Xenium Onboard Analysis](https://url.au.m.mimecastprotect.com/s/r781CyojxQTL2gERkcQiGfxIELc?domain=10xgenomics.com), [Xenium Ranger](https://url.au.m.mimecastprotect.com/s/-Q0BCzvkyVC4w3vA9CKsZf9uTIp?domain=10xgenomics.com)

- [Xenium Explorer](https://url.au.m.mimecastprotect.com/s/sR4kCANpgjCElgMz2CQtkfGuQlh?domain=10xgenomics.com)

**Webinars and workshops**

- [Demystifying single-cell and spatial sequencing data analysis: The path to making biological discoveries routine](https://url.au.m.mimecastprotect.com/s/5wH1CBNqjlC8R13OBs1uGf2ey9o?domain=10xgenomics.com)

- [Xenium: Spatial analysis of lung cancers reveals heterogeneity in tumor micro-environments](https://url.au.m.mimecastprotect.com/s/CDqhCD1vlpT3J1Qk0fRCmfjIady?domain=10xgenomics.com)

- [Xenium to unravel tumor-immune microenvironment during leptomeningeal metastasis](https://url.au.m.mimecastprotect.com/s/6FQgCE8wmrtp0mKNMIxF1f7zXFa?domain=10xgenomics.com)

- [Xenium 5k Webinar - Multimodal spatial reconstruction of autoimmune diseases with 5,000-gene assays](https://url.au.m.mimecastprotect.com/s/RPX_CGv0oyCAOmoQGSrHRfBIQxh?domain=10xgenomics.com)

#### Visium HD

**Downloads and documentation**

- [Visium Analysis Overview](https://url.au.m.mimecastprotect.com/s/YUJxCJyBrGfKARPD5HKIKfyfobF?domain=10xgenomics.com)

- [Space Ranger](https://url.au.m.mimecastprotect.com/s/iBFjCK1DvKT4Ml0GmCkSmf5pGaW?domain=10xgenomics.com)

- **Cloud Analysis**

  - [Cloud Analysis Overview](https://url.au.m.mimecastprotect.com/s/HTLXCL7EwMfQwA5Z4SYT0fyxgJU?domain=10xgenomics.com)

  - [Cloud Analysis Support Documentation](https://url.au.m.mimecastprotect.com/s/DWZGCMwGxOtzkgGAWIqUWf8WgX6?domain=10xgenomics.com)

  - [Walkthrough Tutorial (with small demo dataset)](https://url.au.m.mimecastprotect.com/s/U48sCNLJyQUjPA1GXU3cZfy8AKs?domain=10xgenomics.com) 

- [Loupe Browser](https://url.au.m.mimecastprotect.com/s/JQWhCOMKzVTvZJoy4C9f4fGs-yK?domain=10xgenomics.com)

  - [Tutorials](https://url.au.m.mimecastprotect.com/s/CVQjCP7LAXf3NOqkMfJhpfxEvSL?domain=10xgenomics.com)

**Webinars and workshops**

- [Discover spatial insights with intuitive analysis tools for Visium HD data](https://url.au.m.mimecastprotect.com/s/J7KCCQnMBZfol8myrClixfGQGY0?domain=10xgenomics.com)

- [Data-driven discovery with Visium Spatial Gene Expression for FFPE](https://url.au.m.mimecastprotect.com/s/fm_pCROND2u50J8zBHVsqf1E6ge?domain=10xgenomics.com)

- [Spatial transcriptomics data analysis in Python](https://url.au.m.mimecastprotect.com/s/09RpCVARKgCgk71R9fotRfEswDr?domain=github.com)

- [Visium HD Bioinformatics bootcamp: Hands-on Visium HD data visualization](https://url.au.m.mimecastprotect.com/s/MeygCWLVXkUDX2vWGuMuVfo96mx?domain=10xgenomics.com)

</div></details>

### [Stretchly](https://hovancik.net/stretchly/)

**Stretchly** is an open-source app designed to encourage healthy work habits by prompting regular short (30-second) and long (20-minute) breaks. I’ve found it invaluable for maintaining focus and preventing burnout. It’s highly customizable, allowing you to tailor prompts to your needs.

### [roadmap.sh](https://roadmap.sh)

**roadmap.sh** provides structured learning pathways for various tech-related skills, from Data Science to DevOps. The Data Science and AI roadmap outlines essential topics such as mathematics, statistics, and coding, along with curated free and paid learning resources. These roadmaps are community-driven and frequently updated, making them a great guide for self-paced learning.

### [LinkedIn Learning](https://www.linkedin.com/learning/)

**LinkedIn Learning** offers a vast library of online courses covering data analysis, programming (including R and Python), statistics, research skills, and professional development. There is a short [R for Data Science](https://www.linkedin.com/learning-login/share?account=2196204&forceAccount=false&redirect=https%3A%2F%2Fwww.linkedin.com%2Flearning%2Fr-for-data-science-analysis-and-visualization%3Ftrk%3Dshare_ent_url%26shareId%3DgVEBrY1NSqeJQqBaQvzOLQ%253D%253D) course that is quite nice. 

You should have access to LinkedIn Learning through your University email. Otherwise, WIMR staff can apply for a license through WIMR. 

### Sydney Informatics Hub 

Sydney Informatics Hub offers [training workshops](https://www.sydney.edu.au/research/facilities/sydney-informatics-hub/workshops-and-training/training-calendar.html) regularly on research data management, statistical methods, and high-performance computing. These are more general methods that not only apply to biomedical research, but may provide inspiration or good fundamental knowledge on the analytical methods we use.

### Interactive R learning UI

[learnr](rstudio.github.io/learnr) is a package that you can install which provides a nice little UI if you want to practice basicR skills and prefer some interactivity.

### ggplot2 book

[ggplot2:Elegant Graphics for Data Analysis](https://ggplot2-book.org/introduction) is a nice, comprehensive handbook for graphing using ggplot2. It covers the basic layout, different graph types, customizing elements such as colours, group overlays, annotations, etc. 

