Virtual course
Single-cell RNA-seq analysis using R
This course covers the analysis of scRNA-seq data using R and command line tools. Participants will be guided through droplet-based scRNA-seq analysis pipelines from raw reads to cell clusters. They will explore and interpret data using R as well as the Single Cell Expression Atlas. Finally participants will put their knowledge into practice through a group challenge on the final two days.
Please note that participants will not analyse their own data as part of the course. There will, however, be ample opportunity to discuss their research and ideas with other course participants and trainers.
Who is this course for?
This course is aimed at wet-lab researchers who are generating, planning on generating, or working with single cell RNA sequencing data.
Prerequisites
Participants will require a basic knowledge of the Unix command line, the Ubuntu 18 operating system and the R statistical packages. We recommend these free tutorials:
- Basic introduction to the Unix environment: www.ee.surrey.ac.uk/Teaching/Unix
- Introduction and exercises for Linux: https://training.linuxfoundation.org/free-linux-training
- Basic R concept tutorials: www.r-tutor.com/r-introduction
What will I learn?
Learning outcomes
After this course, you should be able to:
- Explain the steps in the scRNA-seq pipeline
- Repeat the course analysis of scRNA-seq data from extraction to cluster maps
- Recognise decision-making steps along the analysis pipeline and justify your decisions, from experimental design to final visualisation
- Employ appropriate data standards for repository submission and contribution to global cell atlases
Course content
During this course you will learn about:
- Single cell RNA-seq experimental design
- scRNA-seq analysis pipelines for droplet-based data
- EMBL-EBI Single Cell Expression Atlas Service
- Human Cell Atlas data & metadata standards
Trainers
Tallulah Andrews
Wellcome Trust Sanger Institute Wendi Bacon
EMBL-EBI, UK Rasa Elmentaite
Wellcome Sanger Institute Nancy George
EMBL-EBI, UK Veronika Kedlian
Wellcome Sanger Institute Gerda Kildisiute
Wellcome Sanger Institute Vitalii Kleshchevnikov
Wellcome Sanger Institute Elo Madissoon
EMBL-EBI, UK Enrique Sapena Ventura
EMBL-EBI, UK Xiaohui Zhao
University of Cambridge
Programme
Day 1
Planning the Experiment
09:00 - 10:00
Keynote Lecture
Tallulah Andrews
10:00 - 10:30
Break
10:30 - 11:00
Welcome to EMBL-EBI and Introductions
Wendi Bacon
11:00 - 12:00
Library Generation Overview
Wendi Bacon
12:00 - 13:00
Lunch Break
13:00 - 14:00
Experimental Design
Tallulah Andrews
14:00 - 16:00
Pipeline Overview
Wendi Bacon
16:00 - 16:30
Break
16:30 - 17:30
Q&A with Tallulah
Tallulah Andrews
Day 2
Processing Data
08:00 - 09:00
Getting set up: infrastructure terms
Xiaohui Zhao
09:00 - 09:15
Morning Challenge
Wendi Bacon
09:15 - 09:45
Q&A with Xiaohui Zhao
Xiaohui Zhao
09:45 - 10:15
Lightning Talks Round A
Delegates
10:15 - 10:45
Break
10:45 - 11:30
Raw reads to expression matrix
Xiaohui Zhao
11:30 - 12:00
Lightning Talks Round B
12:00 - 13:00
Lunch Break
13:00 - 13:15
Q&A with Xiaohui Zhao
Xiaohui Zhao
13:15 - 14:45
Practical 1: Raw reads to expression matrix
Xiaohui Zhao
14:45 - 15:15
Lightning Talks Round C
15:15 - 15:45
Break
15:45 - 16:45
Cell Atlases
Nancy George & Enrique Sapena Ventura
16:45 - 17:30
Cell Atlas Activity
Nancy George & Enrique Sapena Ventura
Day 3
Analysing Data
08:15 - 09:00
Pre-processing and dimensionality reduction
Rasa Elmentaite
09:00 - 09:15
Morning Challenge
Wendi Bacon
09:15 - 10:15
Practical 2: Pre-processing & dimensionality reduction
Rasa Elmentaite & Gerda Kildisiute
10:15 - 10:45
Break
10:45 - 11:30
Practical 2: Pre-processing & dimensionality reduction
Rasa Elmentaite & Gerda Kildisiute
11:30 - 12:00
Q&A with Rasa & Gerda
Rasa Elmentaite & Gerda Kildisiute
12:00 - 13:00
Lunch Break
13:00 - 14:00
From UMAP to annotation
Gerda Kildisiute
14:00 - 15:00
Practical 3: From UMAP to annotation
Gerda Kildisiute & Rasa Elmentaite
15:00 - 15:30
Break
15:30 - 17:00
Practical 3: From UMAP to annotation
Gerda Kildisiute & Rasa Elmentaite
17:00 - 17:30
Q&A with Gerda & Rasa
Gerda Kildisiute & Rasa Elmentaite
Day 4
Putting it into practice
08:30 - 09:00
Spatial Transcriptomics
Vitalii Kleshchevnikov
09:00 - 09:30
Q&A with Vitalii
Vitalii Kleshchevnikov
09:30 - 10:30
So I have some genes... what's next?
Elo Madissoon
10:30 - 11:00
Break
10:30 - 12:00
Group Challenge
Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian
12:00 - 13:00
Lunch Break
13:00 - 15:00
Group Challenge
Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian
15:00 - 15:30
Break
15:30 - 17:30
Talk with the Trainers Rounds
Elo, Rasa, Gerda, Xiaohui, Tallulah, Enrique & Nancy
Day 5
Putting it into practice
09:15- 10:00
Group Challenge
Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian
10:00 - 10:30
Break
10:30 - 12:00
Group Challenge
Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian
12:00 - 13:00
Lunch Break
13:00 - 14:00
Designing your analysis
Tallulah Andrews
14:00 - 15:00
Q&A with Tallulah
Tallulah Andrews
15:00 - 15:30
Survey & Goodbyes
Wendi Bacon
Registration is now closed.
Wellcome Trust Sanger Institute
EMBL-EBI, UK
Wellcome Sanger Institute
EMBL-EBI, UK
Wellcome Sanger Institute
Wellcome Sanger Institute
Wellcome Sanger Institute
EMBL-EBI, UK
EMBL-EBI, UK
University of Cambridge
Programme
Day 1 |
Planning the Experiment |
|
09:00 - 10:00 | Keynote Lecture | Tallulah Andrews |
10:00 - 10:30 | Break | |
10:30 - 11:00 | Welcome to EMBL-EBI and Introductions | Wendi Bacon |
11:00 - 12:00 | Library Generation Overview | Wendi Bacon |
12:00 - 13:00 | Lunch Break | |
13:00 - 14:00 | Experimental Design | Tallulah Andrews |
14:00 - 16:00 | Pipeline Overview | Wendi Bacon |
16:00 - 16:30 | Break | |
16:30 - 17:30 | Q&A with Tallulah | Tallulah Andrews |
Day 2 |
Processing Data |
|
08:00 - 09:00 | Getting set up: infrastructure terms | Xiaohui Zhao |
09:00 - 09:15 | Morning Challenge | Wendi Bacon |
09:15 - 09:45 | Q&A with Xiaohui Zhao | Xiaohui Zhao |
09:45 - 10:15 | Lightning Talks Round A | Delegates |
10:15 - 10:45 | Break | |
10:45 - 11:30 | Raw reads to expression matrix | Xiaohui Zhao |
11:30 - 12:00 | Lightning Talks Round B | |
12:00 - 13:00 | Lunch Break | |
13:00 - 13:15 | Q&A with Xiaohui Zhao | Xiaohui Zhao |
13:15 - 14:45 | Practical 1: Raw reads to expression matrix | Xiaohui Zhao |
14:45 - 15:15 | Lightning Talks Round C | |
15:15 - 15:45 | Break | |
15:45 - 16:45 | Cell Atlases | Nancy George & Enrique Sapena Ventura |
16:45 - 17:30 | Cell Atlas Activity | Nancy George & Enrique Sapena Ventura |
Day 3 |
Analysing Data |
|
08:15 - 09:00 | Pre-processing and dimensionality reduction | Rasa Elmentaite |
09:00 - 09:15 | Morning Challenge | Wendi Bacon |
09:15 - 10:15 | Practical 2: Pre-processing & dimensionality reduction | Rasa Elmentaite & Gerda Kildisiute |
10:15 - 10:45 | Break | |
10:45 - 11:30 | Practical 2: Pre-processing & dimensionality reduction | Rasa Elmentaite & Gerda Kildisiute |
11:30 - 12:00 | Q&A with Rasa & Gerda | Rasa Elmentaite & Gerda Kildisiute |
12:00 - 13:00 | Lunch Break | |
13:00 - 14:00 | From UMAP to annotation | Gerda Kildisiute |
14:00 - 15:00 | Practical 3: From UMAP to annotation | Gerda Kildisiute & Rasa Elmentaite |
15:00 - 15:30 | Break | |
15:30 - 17:00 | Practical 3: From UMAP to annotation | Gerda Kildisiute & Rasa Elmentaite |
17:00 - 17:30 | Q&A with Gerda & Rasa | Gerda Kildisiute & Rasa Elmentaite |
Day 4 |
Putting it into practice |
|
08:30 - 09:00 | Spatial Transcriptomics | Vitalii Kleshchevnikov |
09:00 - 09:30 | Q&A with Vitalii | Vitalii Kleshchevnikov |
09:30 - 10:30 | So I have some genes... what's next? | Elo Madissoon |
10:30 - 11:00 | Break | |
10:30 - 12:00 | Group Challenge | Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian |
12:00 - 13:00 | Lunch Break | |
13:00 - 15:00 | Group Challenge | Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian |
15:00 - 15:30 | Break | |
15:30 - 17:30 | Talk with the Trainers Rounds | Elo, Rasa, Gerda, Xiaohui, Tallulah, Enrique & Nancy |
Day 5 |
Putting it into practice |
|
09:15- 10:00 | Group Challenge | Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian |
10:00 - 10:30 | Break | |
10:30 - 12:00 | Group Challenge | Elo Madissoon, Xiaohui Zhao, Rasa Elmentaite, Gerda Kildisiute, Vitalii Kleshchevnikov, Veronika Kedlian |
12:00 - 13:00 | Lunch Break | |
13:00 - 14:00 | Designing your analysis | Tallulah Andrews |
14:00 - 15:00 | Q&A with Tallulah | Tallulah Andrews |
15:00 - 15:30 | Survey & Goodbyes | Wendi Bacon |
Registration is now closed.