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Assessing alignment-based taxonomic classification of ancient microbial DNA
Abstract
The field of palaeomicrobiology—the study of ancient microorganisms—is rapidly growing due to recent methodological and technological advancements. It is now possible to obtain vast quantities of DNA data from ancient specimens in a high-throughput manner and use this information to investigate the dynamics and evolution of past microbial communities. However, we still know very little about how the characteristics of ancient DNA influence our ability to accurately assign microbial taxonomies (i.e. identify species) within ancient metagenomic samples. Here, we use both simulated and published metagenomic data sets to investigate how ancient DNA characteristics affect alignment-based taxonomic classification. We find that nucleotide-to-nucleotide, rather than nucleotide-to-protein, alignments are preferable when assigning taxonomies to short DNA fragment lengths routinely identified within ancient specimens (<60 bp). We determine that deamination (a form of ancient DNA damage) and random sequence substitutions corresponding to ∼100,000 years of genomic divergence minimally impact alignment-based classification. We also test four different reference databases and find that database choice can significantly bias the results of alignment-based taxonomic classification in ancient metagenomic studies. Finally, we perform a reanalysis of previously published ancient dental calculus data, increasing the number of microbial DNA sequences assigned taxonomically by an average of 64.2-fold and identifying microbial species previously unidentified in the original study. Overall, this study enhances our understanding of how ancient DNA characteristics influence alignment-based taxonomic classification of ancient microorganisms and provides recommendations for future palaeomicrobiological studies.
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“The sensitivity and specificity of taxonomic assignment largely depends on the representation characteristics of the comparative database but are robust to post-mortem DNA damage 238,239 .”
From Ancient DNA analysis (2021) · cites this paper as [239]
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Weyrich, L. S., Dobney, K., & Cooper, A. (2015) · Journal of Human Evolution · doi:10.1016/j.jhevol.2014.06.018 · Cited by 147
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Orlando, L., Allaby, R., Skoglund, P., Der Sarkissian, C., Stockhammer, P. W., Ávila-Arcos, M. C., Fu, Q., Krause, J., Willerslev, E., Stone, A. C., et al. (2021) · Nature Reviews Methods Primers · doi:10.1038/s43586-020-00011-0 · Cited by 411
Metadata
- Authors
- Eisenhofer, R., & Weyrich, L. S.
- Affiliations
- Australian Centre for Ancient DNA, University of Adelaide, Adelaide, SA, Australia
- ORCID
- Eisenhofer, Raphael
- Venue
- PeerJ
- Publisher
- PeerJ
- Published
- 2019-03-13
- Volume
- 7
- Pages
- e6594
- ISSN
- 2167-8359
- PMC
- PMC6420809
- Cited by
- 39
- References
- 8
- Language
- en
- Funders
- Australian Research Council (DECRA: DE150101574)
- ARC Centre of Excellence CABAH (CE170100015)
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