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Revise workshop schedule and instructor list
Updated workshop dates, instructors, and session details.
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index.md

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# Introduction to single-cell RNA-seq data analysis
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### 12th, 19th, 26th February 2025 || 09:30 - 17:00
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#### Online via Zoom
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### 1st, 2nd, 3rd October 2025 || 09:30 - 17:00
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#### In-person at the Craik Marshall training room ([map](https://maps.app.goo.gl/wJLCDC7XU67vUrEF7))
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![](UnivCambridge_ScRnaSeqIntro_Base/Images/uniOfCamCrukLogos.png)
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## Instructors
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- Abbi Edwards (CRUK)
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- Betty Wang (Clinical Neurosciences)
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- Adam Reid (Gurdon Institute)
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- Chandra Chilamakuri (CRUK)
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- Jiayin Hong (Sanger Institute)
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- Erin Doody (Sainsbury Laboratory)
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- Hugo Tavares (Bioinformatics Training)
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- Ramy Ragheb (Exeter University)
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- Guest Speaker: Kasia Kania (Cosyne Therapeutics)
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## Outline
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### Day 1
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* 09:30 - 09:45 **Welcome** - Hugo
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* 09:45 - 10:30 **Introduction to Single Cell Technologies** - Katarzyna Kania
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/01_Introduction.pdf)
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* 10:30 - 10:44 **Preamble**: data set and workflow - Chandra
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* 10:30 - 10:44 **Preamble**: data set and workflow - Adam
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/02_PreambleSlides.html)
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* 10:45 - 11:00 - **Break**
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* 11:00 - 12:30 Library structure, **cellranger** for alignment and cell calling - Chandra
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* 11:00 - 12:30 Library structure, **cellranger** for alignment and cell calling - Adam
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/03_CellRangerSlides.html) \([pdf](UnivCambridge_ScRnaSeqIntro_Base/Slides/03_CellRangerSlides.pdf)\)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/03_CellRanger.html)
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* 12:30 - 13:30 **Lunch break**
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* 13:30 - 17:00 **QC and exploratory analysis** - Erin
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* 13:30 - 17:00 **QC and exploratory analysis** - Ramy
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/04_QualityControlSlides.html) \([pdf](UnivCambridge_ScRnaSeqIntro_Base/Slides/04_QualityControlSlides.pdf)\)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/04_Preprocessing_And_QC.html)
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<!-- + [Demo live script](live_scripts/04_demonstration_live_script.R) -->
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### Day 2
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* 09:30 - 09:40 **Recap** - Chandra
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/00_Day1_Recap.html)
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* 09:40 - 12:30 **Normalisation** - Chandra
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/05_NormalisationSlides.html) \([pdf](UnivCambridge_ScRnaSeqIntro_Base/Slides/05_NormalisationSlides.pdf)\)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/05_Normalisation.html)
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+ [Practical](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/05_Normalisation_exercises.html)
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* 12:30 - 13:30 **lunch break**
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* 13:30 - 15:25 **Feature selection and dimensionality reduction** - Jiayin
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* 13:30 - 15:25 **Feature selection and dimensionality reduction** - Ramy
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/06_FeatureSelectionAndDimensionalityReduction_slides.html) \([pdf](UnivCambridge_ScRnaSeqIntro_Base/Slides/06_FeatureSelectionAndDimensionalityReduction_slides.pdf)\)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/06_FeatureSelectionAndDimensionalityReduction.html)
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* 15:25 - 15:35 10 min **break**
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* 15:35 - 17:30 **Batch correction and data set integration** - Abbi
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* 15:35 - 17:30 **Batch correction and data set integration** - Hugo
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/07_DataIntegrationAndBatchCorrectionSlides.html) \([pdf](UnivCambridge_ScRnaSeqIntro_Base/Slides/07_DataIntegrationAndBatchCorrectionSlides.pdf)\)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/07_Dataset_Integration.html)
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### Day 3
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* 09:30 - 09:40 Recap - Abbi
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* 09:40 - 11:05 **Cell clustering** - Abbi
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* 09:30 - 09:40 Recap - Hugo
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* 09:40 - 11:05 **Cell clustering** - Hugo
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/08_ClusteringSlides.html)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/08_Clustering.html)
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* 11:05 - 11:15 10 min **break**
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* 11:15 - 12:30 **Identification of cluster marker genes** - Betty
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* 11:15 - 12:30 **Identification of cluster marker genes** - Ramy
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/09_ClusterMarkerGenes.html)
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+ [Demonstration](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/09_Cluster_Marker_Genes.html)
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* 12:30 - 13:30 **lunch break**
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* 13:30 - 17.30 **Differential Expression and Abundance Analysis** - Chandra (DE) & Abbi (DA)
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* 13:30 - 17:00 **Differential Expression and Abundance Analysis** - Adam (DE) & Hugo (DA)
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+ [Slides](UnivCambridge_ScRnaSeqIntro_Base/Slides/10_DifferentialExpressionAndAbundance.pdf)
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+ [Demonstration - Differential Expression](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/10_Differential_Expression.html)
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+ [Demonstration - Differential Abundance](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/11_Differential_Abundance.html)
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## Extended Materials
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* **Seurat** walkthrough:
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* Part 1: [Data pre-processing](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/101-seurat_part1.html)
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* Part 2: [Cell clustering and annotation](UnivCambridge_ScRnaSeqIntro_Base/Markdowns/101-seurat_part2.html)
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## Software Installation
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You can make use of the computer environment provided for the course, which is ready for use and have the necessary data & software installed.
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However, if you want to run the analysis on your own computer, you can follow these instructions.
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### R and Bioconductor packages
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* Download and install R: https://cloud.r-project.org/
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* (Windows users only): Download and install RTools: https://cran.r-project.org/bin/windows/Rtools/
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* Download and install RStudio: https://www.rstudio.com/products/rstudio/download/#download
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* Open RStudio and run the following commands from the console:
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```r
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install.packages("BiocManager")
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BiocManager::install(c("AnnotationHub", "BiocParallel", "BiocSingular", "DropletUtils", "PCAtools", "batchelor", "bluster", "cluster", "clustree", "dynamicTreeCut", "edgeR", "ensembldb", "ggplot2", "igraph", "patchwork", "pheatmap", "scater", "scran", "tidyverse"))
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BiocManager::install(c("AnnotationHub", "BiocParallel", "BiocSingular",
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"DropletUtils", "PCAtools", "batchelor", "miloR",
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"bluster", "cluster", "clustree", "dynamicTreeCut",
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"edgeR", "ensembldb", "ggplot2", "igraph",
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"patchwork", "pheatmap", "scater", "scran", "tidyverse"))
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```
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### Cellranger
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For Cellranger, you will need to use a Linux machine.
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See the [installation instructions from 10x Genomics](https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/installation).
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The instructions below are based on the [installation instructions from 10x Genomics](https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/installation).
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1. Create a directory for your software. In this example, we will use `$HOME/software`:
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```bash
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mkdir -p $HOME/software
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cd $HOME/software
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```
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2. Download cellranger from [10xgenomics](https://www.10xgenomics.com/support/software/cell-ranger/downloads).
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You will need to register with 10x, and they will then provide you with a link to download a `.tar.gz` archive file.
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You can use `wget` to download the file:
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```bash
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wget -O cellranger-9.0.0.tar.gz "YOUR-LINK-HERE"
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```
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1. Unpack the downloaded file:
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```bash
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tar -xzvf cellranger-9.0.0.tar.gz
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```
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2. Add the Cellranger directory to your `$PATH`, allowing you to use the `cellranger` command from any location:
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```bash
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export PATH=$HOME/software/cellranger-9.0.0:$PATH
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```
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***You may want to add this command to your `$HOME/.bashrc` for convenience.***
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## Acknowledgments:
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The materials have been contributed to by many individuals over the last 2 years, including:
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Abigail Edwards, Ashley D Sawle, Chandra Chilamakuri, Kamal Kishore, Stephane Ballereau, Zeynep Kalendar Atak, Hugo Tavares, Jon Price, Katarzyna Kania, Roderik Kortlever, Adam Reid, Tom Smith
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Abigail Edwards, Ashley D Sawle, Chandra Chilamakuri, Kamal Kishore, Stephane Ballereau, Zeynep Kalendar Atak, Hugo Tavares, Jon Price, Katarzyna Kania, Roderik Kortlever, Adam Reid, Tom Smith, Jiawei Wang
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Apologies if we have missed anyone!

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