TC - Microbiome Tools Flashcards
What is a recent development that has made microbiome studies more accessible?
Substantial cost reduction for DNA sequencing
- zMicrobiome studies based on DNA sequencing are now affordable for many researchers worldwide.
How are microbiome studies conducted across research fields? (2)
Highly similar across research fields
- The main difference is in initial sample preparation
- Methods (e.g., advanced microscopy, DNA, RNA, protein, or metabolite analyses) can be applied to various organisms and environments
What is the starting point for many microbiome studies? (2)
Total-community DNA extraction
- Required for amplicon sequencing and metagenomics
- High-quality DNA extracts are crucial
How is DNA sequencing performed in microbiome studies?
High-throughput sequencers produce millions of reads from total-community DNA extracts
What is amplicon sequencing? (2)
Also known as metabarcoding
- A common tool to study microbiome composition
- Indexing PCR barcodes samples before pooling and sequencing
What is metagenomics? (3)
- Sequencing of total-community DNA extracts without prior amplification
- More challenging data analysis compared to amplicon sequencing
- Allows assessments of functional repertoires at the gene level (no expression information)
What are three other approaches in microbiome studies?
1) Metatranscriptomics – Based on total-community RNA extracts, reverse transcribed and sequenced
2) Metaproteomics – Based on total-community protein extracts, proteins separated and analysed using LC-MS
3) Metabolomics – Based on metabolite analysis, mostly using MS techniques
Example for a metaproteomics approach (3)
- Studies based on metaproteomics allow to assess functioning at the protein level.
- The achievable depth is far lower than with metagenomics – therefore it only describes prevalent members of the microbiome.
- Limited availability of reference databases.
How are proteins processed in metaproteomics studies? (3)
- Proteins are separated on two-dimensional gels
- Sequentially subjected to LC-MS analysis
- Identifies 10,000+ peptides compared to 10,000,000+ DNA sequences in metagenomics
Why is metadata important in microbiome studies? (3)
- Researchers deposit DNA, RNA, protein sequences, and metadata in public repositories
- Ensures reproducibility and allows for re-analysis and inter-study comparisons
- Supports upcoming AI-based approaches
What role does bioinformatics play in microbiome studies? (2)
- High-performance computers process millions of data points simultaneously
- Most researchers spend more time with data analysis than with wet lab work
What are examples of bioinformatics tools? (3)
1) Network analyses – Visualises interactions within microbiomes
2) Beta diversity analyses – Shows similarities and dissimilarities between microbiomes
3) Heatmaps – Visualises prevalence or activity in microbiomes