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Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads
MOTIVATION: The Oxford Nanopore technology has a great potential for the analysis of methylated motifs in genomes, including whole-genome methylome profiling. However, we found that there are no methylation motifs detection algorithms, which would be sensitive enough and return deterministic results...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10689673/ https://www.ncbi.nlm.nih.gov/pubmed/37982752 http://dx.doi.org/10.1093/bioinformatics/btad702 |
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author | Konanov, Dmitry N Babenko, Vladislav V Belova, Aleksandra M Madan, Arina G Boldyreva, Daria I Glushenko, Oksana E Butenko, Ivan O Fedorov, Dmitry E Manolov, Alexander I Krivonos, Danil V Lazarev, Vassilii N Govorun, Vadim M Ilina, Elena N |
author_facet | Konanov, Dmitry N Babenko, Vladislav V Belova, Aleksandra M Madan, Arina G Boldyreva, Daria I Glushenko, Oksana E Butenko, Ivan O Fedorov, Dmitry E Manolov, Alexander I Krivonos, Danil V Lazarev, Vassilii N Govorun, Vadim M Ilina, Elena N |
author_sort | Konanov, Dmitry N |
collection | PubMed |
description | MOTIVATION: The Oxford Nanopore technology has a great potential for the analysis of methylated motifs in genomes, including whole-genome methylome profiling. However, we found that there are no methylation motifs detection algorithms, which would be sensitive enough and return deterministic results. Thus, the MEME suit does not extract all Helicobacter pylori methylation sites de novo even using the iterative approach implemented in the most up-to-date methylation analysis tool Nanodisco. RESULTS: We present Snapper, a new highly sensitive approach, to extract methylation motif sequences based on a greedy motif selection algorithm. Snapper does not require manual control during the enrichment process and has enrichment sensitivity higher than MEME coupled with Tombo or Nanodisco instruments that was demonstrated on H.pylori strain J99 studied earlier by the PacBio technology and on four external datasets representing different bacterial species. We used Snapper to characterize the total methylome of a new H.pylori strain A45. At least four methylation sites that have not been described for H.pylori earlier were revealed. We experimentally confirmed the presence of a new CCAG-specific methyltransferase and inferred a gene encoding a new CCAAK-specific methyltransferase. AVAILABILITY AND IMPLEMENTATION: Snapper is implemented using Python and is freely available as a pip package named “snapper-ont.” Also, Snapper and the demo dataset are available in Zenodo (10.5281/zenodo.10117651). |
format | Online Article Text |
id | pubmed-10689673 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-106896732023-12-02 Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads Konanov, Dmitry N Babenko, Vladislav V Belova, Aleksandra M Madan, Arina G Boldyreva, Daria I Glushenko, Oksana E Butenko, Ivan O Fedorov, Dmitry E Manolov, Alexander I Krivonos, Danil V Lazarev, Vassilii N Govorun, Vadim M Ilina, Elena N Bioinformatics Original Paper MOTIVATION: The Oxford Nanopore technology has a great potential for the analysis of methylated motifs in genomes, including whole-genome methylome profiling. However, we found that there are no methylation motifs detection algorithms, which would be sensitive enough and return deterministic results. Thus, the MEME suit does not extract all Helicobacter pylori methylation sites de novo even using the iterative approach implemented in the most up-to-date methylation analysis tool Nanodisco. RESULTS: We present Snapper, a new highly sensitive approach, to extract methylation motif sequences based on a greedy motif selection algorithm. Snapper does not require manual control during the enrichment process and has enrichment sensitivity higher than MEME coupled with Tombo or Nanodisco instruments that was demonstrated on H.pylori strain J99 studied earlier by the PacBio technology and on four external datasets representing different bacterial species. We used Snapper to characterize the total methylome of a new H.pylori strain A45. At least four methylation sites that have not been described for H.pylori earlier were revealed. We experimentally confirmed the presence of a new CCAG-specific methyltransferase and inferred a gene encoding a new CCAAK-specific methyltransferase. AVAILABILITY AND IMPLEMENTATION: Snapper is implemented using Python and is freely available as a pip package named “snapper-ont.” Also, Snapper and the demo dataset are available in Zenodo (10.5281/zenodo.10117651). Oxford University Press 2023-11-20 /pmc/articles/PMC10689673/ /pubmed/37982752 http://dx.doi.org/10.1093/bioinformatics/btad702 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Paper Konanov, Dmitry N Babenko, Vladislav V Belova, Aleksandra M Madan, Arina G Boldyreva, Daria I Glushenko, Oksana E Butenko, Ivan O Fedorov, Dmitry E Manolov, Alexander I Krivonos, Danil V Lazarev, Vassilii N Govorun, Vadim M Ilina, Elena N Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads |
title | Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads |
title_full | Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads |
title_fullStr | Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads |
title_full_unstemmed | Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads |
title_short | Snapper: high-sensitive detection of methylation motifs based on Oxford Nanopore reads |
title_sort | snapper: high-sensitive detection of methylation motifs based on oxford nanopore reads |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10689673/ https://www.ncbi.nlm.nih.gov/pubmed/37982752 http://dx.doi.org/10.1093/bioinformatics/btad702 |
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