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Metagenomic Analysis of Silage
Published on: January 13, 2017
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Towards predicting the geographical origin of ancient samples with metagenomic data
Davide Bozzi1,2, Samuel Neuenschwander3,4, Diana Ivette Cruz Dávalos3,5
1Department of Computational Biology, University of Lausanne, 1015, Lausanne, Switzerland. davide.bozzi@unil.ch.
Scientific Reports
|September 18, 2024
Summary
Ancient DNA (aDNA) studies can now use microbial DNA from soil to pinpoint an individual's place of death. This metagenomic approach helps solve sample mislabeling and reveals geographic origins.
Area of Science:
- Ancient genomics
- Bioinformatics
- Archaeological science
Background:
- Determining an individual's place of death is crucial for ancient DNA (aDNA) studies but challenging with museum samples.
- Human DNA and isotope analyses offer ancestry and living location clues but not the place of death.
- Exogenous microbial DNA, typically discarded in aDNA studies, colonizes remains post-mortem.
Purpose of the Study:
- To investigate if microbial DNA metagenomes from ancient remains can identify the place of death.
- To develop a method for using shotgun sequencing data to determine geographic origin and detect sample mislabeling.
- To leverage soil-dwelling microbial communities for tracing ancient sample provenance.
Main Methods:
- Hypothesized that geographically proximate samples share similar microbial metagenomes.
- Employed a k-mer-based approach to calculate metagenomic similarity scores.
- Utilized dimensionality reduction and logistic regression for geographical origin assignment.
Main Results:
- Individual samples from closer geographic locations exhibited higher metagenomic similarities.
- The method achieved accurate geographical predictions for test samples.
- The bacterial genus *Streptomyces* was identified as a reliable biomarker for geographic origin.
Conclusions:
- Metagenomic data from ancient remains can effectively determine the place of death.
- This approach provides a novel tool for resolving sample mislabeling in museum collections.
- *Streptomyces* serves as a valuable indicator for tracing the geographic provenance of ancient samples.
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