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Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility

Mechanical properties of DNA have been implied to influence many of its biological functions. Recently, a new high-throughput method, called loop-seq, which allows measuring the intrinsic bendability of DNA fragments, has been developed. Using loop-seq data, we created a deep learning model to explo...

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Detalles Bibliográficos
Autores principales: Back, Georg, Walther, Dirk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632188/
https://www.ncbi.nlm.nih.gov/pubmed/37954573
http://dx.doi.org/10.1093/nargab/lqad097
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author Back, Georg
Walther, Dirk
author_facet Back, Georg
Walther, Dirk
author_sort Back, Georg
collection PubMed
description Mechanical properties of DNA have been implied to influence many of its biological functions. Recently, a new high-throughput method, called loop-seq, which allows measuring the intrinsic bendability of DNA fragments, has been developed. Using loop-seq data, we created a deep learning model to explore the biological significance of local DNA flexibility in a range of different species from different kingdoms. Consistently, we observed a characteristic and largely dinucleotide-composition-driven change of local flexibility near transcription start sites. In the presence of a TATA-box, a pronounced peak of high flexibility can be observed. Furthermore, depending on the transcription factor investigated, flanking-sequence-dependent DNA flexibility was identified as a potential factor influencing DNA binding. Compared to randomized genomic sequences, depending on species and taxa, actual genomic sequences were observed both with increased and lowered flexibility. Furthermore, in Arabidopsis thaliana, mutation rates, both de novo and fixed, were found to be associated with relatively rigid sequence regions. Our study presents a range of significant correlations between characteristic DNA mechanical properties and genomic features, the significance of which with regard to detailed molecular relevance awaits further theoretical and experimental exploration.
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spelling pubmed-106321882023-11-10 Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility Back, Georg Walther, Dirk NAR Genom Bioinform Standard Article Mechanical properties of DNA have been implied to influence many of its biological functions. Recently, a new high-throughput method, called loop-seq, which allows measuring the intrinsic bendability of DNA fragments, has been developed. Using loop-seq data, we created a deep learning model to explore the biological significance of local DNA flexibility in a range of different species from different kingdoms. Consistently, we observed a characteristic and largely dinucleotide-composition-driven change of local flexibility near transcription start sites. In the presence of a TATA-box, a pronounced peak of high flexibility can be observed. Furthermore, depending on the transcription factor investigated, flanking-sequence-dependent DNA flexibility was identified as a potential factor influencing DNA binding. Compared to randomized genomic sequences, depending on species and taxa, actual genomic sequences were observed both with increased and lowered flexibility. Furthermore, in Arabidopsis thaliana, mutation rates, both de novo and fixed, were found to be associated with relatively rigid sequence regions. Our study presents a range of significant correlations between characteristic DNA mechanical properties and genomic features, the significance of which with regard to detailed molecular relevance awaits further theoretical and experimental exploration. Oxford University Press 2023-11-06 /pmc/articles/PMC10632188/ /pubmed/37954573 http://dx.doi.org/10.1093/nargab/lqad097 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics. 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 Standard Article
Back, Georg
Walther, Dirk
Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility
title Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility
title_full Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility
title_fullStr Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility
title_full_unstemmed Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility
title_short Predictions of DNA mechanical properties at a genomic scale reveal potentially new functional roles of DNA flexibility
title_sort predictions of dna mechanical properties at a genomic scale reveal potentially new functional roles of dna flexibility
topic Standard Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632188/
https://www.ncbi.nlm.nih.gov/pubmed/37954573
http://dx.doi.org/10.1093/nargab/lqad097
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