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Microbiome data analysis: plans for curriculum / training #3057

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@bebatut

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@bebatut

We plan to expand our catalogs of tutorials for whole-genome microbiome data analysis.

Here are some ideas we will implement:

  • Expand the introduction slide deck to add more overview of the different types of analyses
  • Create a series of “small tutorials” that could be then used in a larger learning path.
    • Each tutorial could show 1 step in microbiome analysis
      1. Quality control and preprocessing (host data filtering, rRNA filtering, etc)
      2. "Core" steps (1 tutorial for each)
        • Assembly
        • Taxonomic binning
        • Taxonomic profiling
        • Functional annotation
        • Other?
      3. “Statistical” / downstream analysis (1 tutorial for each)
        • Diversity analysis
        • Combination of metagenomics and metatranscriptomics to get expression information
        • Multivariable association between phenotypes, environments, exposures, covariates and microbial meta’omic features / differential analysis
        • Antibiotic resistance detection
        • Other?
    • Content
      • Explain some of the theory behind the type of processing
      • Run 1 or 2 possible tools
      • Explain the outputs (including visualizations, etc)
      • Show metrics to evaluate the quality of the outputs
      • Point to other existing tools and (if existing) comparison of them using e.g. CAMI challenge results or other benchmarking
      • Focus less on the biological interpretation and more on explanation of the theory
    • Data
      • Same datasets for the tutorials in a and b
      • Different datasets (different purposes) for c (but explaining the steps taken to get the data)
  • Create/Expand tutorials to illustrate a full analysis / examples
    • Content
      • Explain the input data and the original questions
      • Run the different steps with just short explanations and then linking to dedicated tutorials for the steps
      • Focus on the biological interpretation of the steps
    • Possible tutorials

Feel free to comment to add your thoughts, your wishes, and/or if you want to work with us on that!

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