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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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).
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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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