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aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets
Dental calculus samples are modeled as a mixture of DNA coming from dental plaque and contaminants. Current computational decontamination methods such as Recentrifuge and DeconSeq require either a reference database or sequenced negative controls, and therefore have limited use cases. We present a r...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10590965/ https://www.ncbi.nlm.nih.gov/pubmed/37876815 http://dx.doi.org/10.1016/j.isci.2023.108057 |
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author | Duitama González, Camila Rangavittal, Samarth Vicedomini, Riccardo Chikhi, Rayan Richard, Hugues |
author_facet | Duitama González, Camila Rangavittal, Samarth Vicedomini, Riccardo Chikhi, Rayan Richard, Hugues |
author_sort | Duitama González, Camila |
collection | PubMed |
description | Dental calculus samples are modeled as a mixture of DNA coming from dental plaque and contaminants. Current computational decontamination methods such as Recentrifuge and DeconSeq require either a reference database or sequenced negative controls, and therefore have limited use cases. We present a reference-free decontamination tool tailored for the removal of contaminant DNA of ancient oral sample called aKmerBroom. Our tool builds a Bloom filter of known ancient and modern oral k-mers, then scans an input set of ancient metagenomic reads using multiple passes to iteratively retain reads likely to be of oral origin. On synthetic data, aKmerBroom achieves over [Formula: see text] sensitivity and [Formula: see text] specificity. On real datasets, aKmerBroom shows higher read retainment ([Formula: see text] on average) than other methods. We anticipate aKmerBroom will be a valuable tool for the processing of ancient oral samples as it will prevent contaminated datasets from being completely discarded in downstream analyses. |
format | Online Article Text |
id | pubmed-10590965 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-105909652023-10-24 aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets Duitama González, Camila Rangavittal, Samarth Vicedomini, Riccardo Chikhi, Rayan Richard, Hugues iScience Article Dental calculus samples are modeled as a mixture of DNA coming from dental plaque and contaminants. Current computational decontamination methods such as Recentrifuge and DeconSeq require either a reference database or sequenced negative controls, and therefore have limited use cases. We present a reference-free decontamination tool tailored for the removal of contaminant DNA of ancient oral sample called aKmerBroom. Our tool builds a Bloom filter of known ancient and modern oral k-mers, then scans an input set of ancient metagenomic reads using multiple passes to iteratively retain reads likely to be of oral origin. On synthetic data, aKmerBroom achieves over [Formula: see text] sensitivity and [Formula: see text] specificity. On real datasets, aKmerBroom shows higher read retainment ([Formula: see text] on average) than other methods. We anticipate aKmerBroom will be a valuable tool for the processing of ancient oral samples as it will prevent contaminated datasets from being completely discarded in downstream analyses. Elsevier 2023-09-29 /pmc/articles/PMC10590965/ /pubmed/37876815 http://dx.doi.org/10.1016/j.isci.2023.108057 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Duitama González, Camila Rangavittal, Samarth Vicedomini, Riccardo Chikhi, Rayan Richard, Hugues aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets |
title | aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets |
title_full | aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets |
title_fullStr | aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets |
title_full_unstemmed | aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets |
title_short | aKmerBroom: Ancient oral DNA decontamination using Bloom filters on k-mer sets |
title_sort | akmerbroom: ancient oral dna decontamination using bloom filters on k-mer sets |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10590965/ https://www.ncbi.nlm.nih.gov/pubmed/37876815 http://dx.doi.org/10.1016/j.isci.2023.108057 |
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