Course at EMBL-EBI
RNA-sequence analysis
This course will familiarise participants with advanced data analysis methodologies in the field of transcriptomics and to provide practical training in the latest analytical approaches. Lectures will give insight into how biological knowledge can be generated from RNA-Seq experiments and illustrate different ways of analysing the generated data. Practicals will enable participants to apply statistical methods to the analysis of RNA-Seq data under the guidance of the trainers.
Who is this course for?
This course is aimed at advanced PhD students and post-doctoral researchers who are applying or planning to apply high throughput sequencing technologies and bioinformatics methods in their research. Familiarity with the technology and biological use cases of high throughput sequencing is required, as is some experience with R/Bioconductor.
What will I learn?
Learning outcomes
After this course you should be able to:
• Understand the advantages and limitations of the high-throughput assays presented
• Assess the quality of your datasets
• Understand the difference between short read aligners
• Perform alignment and quantification of expression of RNA-seq datasets
• Understand the challenges of single cell sequencing analysis
Course content
During this course you will learn about:
- High-throughput sequencing technology
- Quality control of raw reads: FASTQC and fastx toolkit
- Considerations on experiment design for RNA-seq
- Read pseudoalignment and quantification: kallisto, salmon
- Differential expression analysis and differential exon usage: R, edgeR, DESeq2, DEXSeq
- Downstream DE data processing and gene target discovery
- Single cell RNA-seq analysis: scran, scater
Trainers
Gabriella Rustici
University of Cambridge, UK Nicolas Delhomme
UPSC, Umeå, Sweden Charlotte Soneson
University of Zurich, Switzerland Bastian Schiffthaler
Umeå University, Sweden Matthew Macmanes
University of New Hampshire, USA Ximena Ibarra-Soria
EMBL-EBI, UK
University of Cambridge, UK
UPSC, Umeå, Sweden
University of Zurich, Switzerland
Umeå University, Sweden
University of New Hampshire, USA
EMBL-EBI, UK
Programme
Day 1 – Monday 8 April 2019 |
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|---|---|---|
| 08:30 - 09:30 | Arrival and registration | |
| 09:30 - 09:45 | Overview of the course | Gabriella Rustici |
| 09:45 - 10:45 | Introduction to the high-throughput sequencing data analysis workflows | Nicolas Delhomme & Bastian Schiffthaler |
| 10:45 - 11:00 | Break | |
| 11:00 - 11:45 | Short read representation, manipulation and quality assessment | Nicolas Delhomme & Bastian Schiffthaler |
| 11:45 - 13:00 | Quality assessment practical | Nicolas Delhomme & Bastian Schiffthaler |
| 13:00 - 14:00 | Lunch and posters | |
| 14:00 - 15:00 | Pseudo-alignment | Nicolas Delhomme & Bastian Schiffthaler |
| 15:00 - 15:30 | Pseudo-alignment practical | Nicolas Delhomme & Bastian Schiffthaler |
| 15:30 - 15:45 | Break | |
| 15:45 - 16:45 | Biological quality assessment | Nicolas Delhomme & Bastian Schiffthaler |
| 16:45 - 17:45 | Biological quality assessment practical | Nicolas Delhomme & Bastian Schiffthaler |
| 17:45 - 18:00 | Q&A Session | |
| 18:30 | Evening meal | Hinxton Hall Restaurant |
| 20:00 | Shuttle to Holiday Inn, Impington |
Day 2 – Tuesday 9 April 2019 |
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|---|---|---|
| 08:00 | Shuttle to Wellcome Genome Campus | |
| 08:45 | Arrival | |
| 09:00 - 10:30 | Differential expression | Charlotte Soneson |
| 10:30 - 10:45 | Break | |
| 10:45 - 12:30 | Differential expression; Comparison of methods for differential expression analysis of RNA-Seq data | Charlotte Soneson |
| 12:30 - 13:30 | Lunch and posters | |
| 13:30 - 15:00 | Differential expression with RNA-Seq practical | Charlotte Soneson |
| 15:00 - 15:15 | Break | |
| 15:15 - 16:30 | Differential expression with RNA-Seq practical | Charlotte Soneson |
| 16:30 - 18:00 | Discussion | |
| 18:30 | Evening meal | Hinxton Hall Restaurant |
| 20:00 | Shuttle to Holiday Inn, Impington |
Day 3 – Wednesday 10 April 2019 |
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|---|---|---|
| 08:00 | Shuttle to Wellcome Genome Campus | |
| 08:45 | Arrival | |
| 09:00 - 10:00 | Transcriptome de novo assembly | Nicolas Delhomme & Matthew MacManes |
| 10:00 - 10:15 | Break | |
| 10:15 - 12:30 | Transcriptome de novo assembly practical | Nicolas Delhomme & Matthew MacManes |
| 12:30 - 13:30 | Lunch and posters | |
| 13:30 - 15:00 | Transcriptome de novo assembly practical | Nicolas Delhomme & Matthew MacManes |
| 15:00 - 15:15 | Break | |
| 15:15 - 16:30 | Transcriptome de novo assembly practical | Nicolas Delhomme & Matthew MacManes |
| 16:30 - 18:00 | Discussion | |
| 18:30 | Evening meal | Hinxton Hall Restaurant |
| 20:00 | Shuttle to Holiday Inn, Impington | |
Day 4 – Thursday 11 April 2019 |
||
|---|---|---|
| 08:00 | Shuttle to Wellcome Genome Campus | |
| 08:45 | Arrival | |
| 09:00 - 10:00 | Gene Set Enrichment Analysis (GSEA) | Nicolas Delhomme & Bastian Schiffthaler |
| 10:00 - 10:15 | Break | |
| 10:15 - 12:30 | GSEA practical | Nicolas Delhomme & Bastian Schiffthaler |
| 12:30 - 13:30 | Lunch and posters | |
| 13:30 - 14:30 | Machine learning and network inference | Nicolas Delhomme & Bastian Schiffthaler |
| 14:30 - 15:30 | Downstream analysis practical | Nicolas Delhomme & Bastian Schiffthaler |
| 15:30 - 15:45 | Break | |
| 15:45 - 17:30 | Downstream analysis practical | Nicolas Delhomme & Bastian Schiffthaler |
| 17:30 - 18:00 | Q&A session | |
| 18:30 | Evening meal | Hinxton Hall Restaurant |
| 20:00 | Shuttle to Holiday Inn, Impington |
Day 5 – Friday 12 April 2019 |
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|---|---|---|
| 07:45 | Check out of accommodation | |
| 08:00 | Shuttle to Wellcome Genome Campus | |
| 08:45 | Arrival | |
| 09:00 - 10:00 | Single cell sequencing | Ximena Ibarra-Soria |
| 10:00 - 10:15 | Break | |
| 10:15 - 12:30 | Single cell sequencing practical | Ximena Ibarra-Soria |
| 12:30 - 12:45 | Feedback and wrap up | Tom Hancocks |
| 12:45 - 13:15 | Lunch | |
| 13:15 | Shuttle to Cambridge Station |
Please read our page on application advice before starting your application. In order to be considered for a place on this course, you must do the following:
- Complete the online application form
- Submit a Microsoft Word (.docx) document containing three short paragraphs with a biography, work history and description of your current research interests; each paragraph should be no more than 100 words
- Provide a letter of support from a supervisor or a senior co-worker explaining why you should be selected for this course
Please submit all documents to Frank O'Donnell (frank@ebi.ac.uk) by 12:00 GMT on Friday 11 January, 2019.
Incomplete applications will not be considered.
Participants have the opportunity to display an A2 (420x594mm - portrait) poster for the duration of the course. We will ask you to submit your poster before the course for printing on site. It is not possible to display posters of a different size or orientation.
Accommodated will be provided at the Holiday Inn, Impington Monday-Friday inclusive. This location is difficult to access from both the Wellcome Genome Campus or Cambridge and we strongly recommend that successful participants consider finding alternative accommodation close to Cambridge Station prior to or after the course to ease journeys. Please contact the Wellcome Genome Campus Conference Centre directly if you wish to arrange to stay additional nights around the course dates.
The course includes evening meals at the Hinxton Hall Restaurant on campus, and breaks and lunches outside the EMBL-EBI training rooms.