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Published on: November 30, 2021
Assessing alignment-based taxonomic classification of ancient microbial DNA.
Raphael Eisenhofer1,2, Laura Susan Weyrich1,2
1Australian Centre for Ancient DNA, University of Adelaide, Adelaide, SA, Australia.
Palaeomicrobiology studies ancient microbial DNA. This research reveals nucleotide-to-nucleotide alignments are best for short ancient DNA fragments, and database choice impacts taxonomic classification accuracy.
Area of Science:
- Palaeomicrobiology
- Metagenomics
- Bioinformatics
Background:
- Palaeomicrobiology is advancing rapidly with high-throughput DNA sequencing.
- Understanding ancient DNA characteristics is crucial for accurate microbial taxonomy in ancient samples.
- Current methods for assigning taxonomy to ancient metagenomic data need refinement.
Purpose of the Study:
- To investigate how ancient DNA characteristics influence alignment-based taxonomic classification.
- To assess the impact of DNA fragment length, damage, and divergence on classification accuracy.
- To evaluate the effect of reference database selection on taxonomic assignments in palaeomicrobiology.
Main Methods:
- Utilized simulated and published metagenomic datasets.
- Compared nucleotide-to-nucleotide and nucleotide-to-protein alignments for short DNA fragments (<60 bp).
- Assessed the impact of deamination and sequence divergence (∼100,000 years) on classification.
- Tested four different reference databases for taxonomic assignment.
- Reanalyzed published ancient dental calculus data.
Main Results:
- Nucleotide-to-nucleotide alignments are superior for short ancient DNA fragments.
- Deamination and significant genomic divergence had minimal impact on classification.
- Reference database choice significantly biased taxonomic classification outcomes.
- Reanalysis of dental calculus data increased taxonomic assignments by 64.2-fold and identified new species.
Conclusions:
- Ancient DNA characteristics significantly affect taxonomic classification accuracy.
- Nucleotide-to-nucleotide alignment is recommended for short ancient DNA fragments.
- Careful selection of reference databases is critical for reliable palaeomicrobial studies.
- This study provides key insights and recommendations for advancing palaeomicrobiology.
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