Population Genomics Course
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Learning Goals
- Identification of lineage-specific genomic changes of pathogens
- Estimate recombination, mutation, and selection in natural pathogen populations
Learning outcomes
- Be able to construct genome trees using genome-wide SNPs
- Use genome trees to identify orthologs and paralogs, and gene gains and losses
- Detecting recombination among bacterial genomes
- Use of coalescence tree to describe process of microbial genome evolution
Syllabus
Part 1. Introduction & Overview
• Lecture (45 min) o Bacterial population structure: B. burgdorferi in Northeast US o Phylogenetic vs. coalescent trees o Bioinformatics pipeline/protocol • In-Class Exercise (15 min): Tree Puzzles
Part 2. Building genome phylogeny/Geographic structuring/Population growth?
• Data: cp26 plasmids from ~20 B. burgdorferi sensu lato genomes • Demo (15 min) o Genome alignment: MUGSY o Alignment viewer: Gmaj o Genome tree: FastTree o Tree viewer: R package APE • In-Class Exercise (45 min)
Part 3. Estimation of recombination rate
• Data: three pairs of sister-group cp26 plasmids • Demo (15 min): o LAMAC o LDhat o Own script for sister-group counts? • In-Class Exercise (45 min)
Part 4. Simulation of natural selection & Summary
• Data: • Demo (20 min): BacSim • In-Class Exercise (45 min):