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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...

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Autores principales: Duitama González, Camila, Rangavittal, Samarth, Vicedomini, Riccardo, Chikhi, Rayan, Richard, Hugues
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
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.
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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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