Epigenomic Data Analysis
Course Objectives
High-throughput sequencing of Chromatin-Immunoprecipitated libraries (ChIP-seq) and of bisulfite converted DNA (WGBS) have become increasingly common and have largely supplanted microarrays for chromatin and DNA methylation profiling. When processed appropriately, ChIP-seq data provides base-pair resolution representations of transcription factor DNA-binding events and nucleosome (histone) modifications genome-wide. Similarly, WGBS can provide a quantitative genome wide profile of cytosine methylation.
The CBW has developed a 2-day course providing an introduction to histone ChIP-seq and WGBS data analysis followed by integrated tutorials demonstrating the use of open source ChIP-Seq and WGBS analysis packages. The tutorials are designed as self-contained units that include example data and detailed instructions for installation of all required bioinformatics tools (FASTQC, BWA, MACS2, FindER, samtools, Picard, BisSNP). The course also includes an overview of integrative epigenomic tools that have been developed to explore ChIP-Seq and WGBS data together with other epigenomic datasets such as RNA-seq, DHS-seq and ATAC-seq
Course Material
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Module 1 - Introduction to ChIP sequencing & analysis
Instructor(s): Martin Hirst
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Module 2 - ChIP-seq alignment, peak calling & visualization
Instructor(s): Misha Bilenky
Presentation file(s):
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Module 3 - Introduction to WGBS and analysis
Instructor(s): Guillaume Bourque
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Module 4 - Downstream analyses & integrative tools
Instructor(s): David Bujold