Single-cell RNA-seq data analysis using R
Date: 25 October 2023 @ 09:00 - 23:59
This hands-on course introduces single-cell RNA-seq (scRNA-seq) data analysis concepts and R packages. It covers the processing of transcript counts from quality control and filtering to dimensional reduction, clustering, cell type identification and differential expression analysis.PracticalitiesThe course consists of lectures and exercises. Participants are requested to view the lecture videos prior to the course and test their knowledge with a set of questions. This gives you more time to reflect on the concepts so that you can use the classroom time more efficiently for discussions and exercises. The lecture videos are kindly provided by NBIS, the Swedish Node of ELIXIR (for more information, please see the section "Course materials" here below).Participants are selected from Biocenter Finland universities and DPBM based on motivation description in the application form. PrerequisitiesYou should have some experience in using R.ContentTopics covered:quality controlnormalizationremoval of undesired sources of variationchoosing variable genesdimensionality reductionclusteringdifferential gene expression analysisintegrating different datasetscell type identificationTrainersBishwa Ghimire, Laura Langohr, Matias Falco, Anna Pirttikoski (University of Helsinki)Course materialsThe code for exercises is available in Gitlab.Before the course you need to watch the following lecture videos. The lectures are kindly provided byÅsa Björklund, Paulo Czarnewski and Olga Dethlefsen from National Bioinformatics Infrastucture Sweden (NBIS, ELIXIR-SE)Ahmed Mahfouz from Leiden University Medical Center, NetherlandsModule 2 Quality control: lectures 4, 6-8Module 3 Normalization: lectures 1, 3-5Module 4 Dimensionality reduction: lectures 1-5Module 5 Data integration: lectures 1, 3-5Module 6 Clustering: lectures 1-4, 8Module 7 Differential expression: lectures 1-2, 4, 6Module 8 Gene set analysis: lectures 1-3, 5Module 9 Cell type prediction: lectures 1-5, 8Slides and exercises will be shared during the course.PriceCourse participation fees are covered by Doctoral Program in Biomedicine (DPBM) and Biocenter Finland (BF), who also select the students to the course. Course participants are selected from Biocenter Finland universities and DPBM.Important datesapplication deadline 25.9.2023selection results announced latest 11.10.2023
Keywords: TESS, bioinformatics
Venue: Training room Dogmi, CSC - Keilaranta 14
City: Espoo
Country: Finland
Postcode: 02101
Organizer: CSC - Training
Event types:
- Workshops and courses
Activity log
Finland