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Course Outline
Introduction to Microbial Genomics
- Overview of microbial genomics and metagenomics.
- Sequencing technologies and typical study designs.
- Key file formats and data organization strategies.
Quality Control and Preprocessing
- Read quality assessment and trimming techniques.
- Host genome removal and contamination screening.
- Read normalization and considerations for downstream analysis.
Taxonomic Profiling Approaches
- Marker-based profiling using MetaPhlAn.
- K-mer and classification methods utilizing Kraken2 and Bracken.
- Comparing profiling outputs and visualization techniques.
Metagenome Assembly and Binning (Overview)
- Assembly strategies and usage of SPAdes.
- Concepts of contig binning and an overview of common tools.
- Assessing assembly quality and completeness.
Genome Annotation and MLST
- Genome annotation using Prokka.
- Performing Multi-Locus Sequence Typing (MLST) and interpreting sequence types.
- Generating reports for sharing results.
SNP Calling and Phylogenetics
- Mapping-based SNP calling workflows using Snippy.
- Constructing phylogenetic trees with IQ-TREE.
- Tree visualization and interpretation using iTOL.
Antimicrobial Resistance and Functional Profiling
- Detection of AMR genes using AMRFinderPlus, CARD, and ResFinder.
- Functional profiling and pathway summaries.
- Reporting resistance and functional annotations.
Reproducible Workflows and Best Practices
- Utilizing Conda, Docker, and pipeline templates for reproducibility.
- Data management, metadata standards, and FAIR principles.
- Scaling analyses with cloud resources and notebooks.
Case Studies and Hands-on Labs
- 16S/18S amplicon analysis from raw reads to taxonomic tables.
- Metagenomic profiling and comparative analysis across samples.
- Genome assembly, annotation, SNP phylogeny, and AMR reporting.
Summary and Next Steps
Requirements
- Familiarity with fundamental biological concepts, including DNA and genes.
- Comfort with using a command-line interface is recommended.
- A basic understanding of sequencing concepts and file formats such as FASTQ and FASTA.
Target Audience
- Microbiologists.
- Academic researchers.
- Research staff and industry scientists interested in microbial genomics.
21 Hours