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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.

Quality Control and Preprocessing

  • Read quality assessment and trimming.
  • Host removal and contamination screening.
  • Read normalization and downstream considerations.

Taxonomic Profiling Approaches

  • Marker-based profiling with MetaPhlAn.
  • K-mer and classification methods with Kraken2 and Bracken.
  • Comparing profiling outputs and visualization.

Metagenome Assembly and Binning (overview)

  • Assembly strategies and SPAdes usage.
  • Contig binning concepts and common tools (brief).
  • Assessing assembly quality and completeness.

Genome Annotation and MLST

  • Annotating genomes with Prokka.
  • Performing MLST and interpreting sequence types.
  • Generating reports for sharing results.

SNP Calling and Phylogenetics

  • Mapping-based SNP calling workflows with Snippy.
  • Building phylogenetic trees with IQ-TREE.
  • Tree visualization and interpretation with iTOL.

Antimicrobial Resistance and Functional Profiling

  • AMR gene detection with AMRFinderPlus, CARD, and ResFinder.
  • Functional profiling and pathway summaries.
  • Reporting resistance and functional annotations.

Reproducible Workflows and Best Practices

  • Using 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 table.
  • 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 such as DNA and genes.
  • Comfort with using a command-line interface is recommended.
  • Basic understanding of sequencing concepts and file formats (FASTQ, FASTA).

Audience

  • Microbiologists.
  • Academic researchers.
  • Research staff and industry scientists interested in microbial genomics.
 21 Hours

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