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Physico-chemical fingerprinting of RNA genes

We advance here a novel concept for characterizing different classes of RNA genes on the basis of physico-chemical properties of DNA sequences. As knowledge-based approaches could yield unsatisfactory outcomes due to limitations of training on available experimental data sets, alternative approaches...

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Autores principales: Singh, Ankita, Mishra, Akhilesh, Khosravi, Ali, Khandelwal, Garima, Jayaram, B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5397174/
https://www.ncbi.nlm.nih.gov/pubmed/27932456
http://dx.doi.org/10.1093/nar/gkw1236
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author Singh, Ankita
Mishra, Akhilesh
Khosravi, Ali
Khandelwal, Garima
Jayaram, B.
author_facet Singh, Ankita
Mishra, Akhilesh
Khosravi, Ali
Khandelwal, Garima
Jayaram, B.
author_sort Singh, Ankita
collection PubMed
description We advance here a novel concept for characterizing different classes of RNA genes on the basis of physico-chemical properties of DNA sequences. As knowledge-based approaches could yield unsatisfactory outcomes due to limitations of training on available experimental data sets, alternative approaches that utilize properties intrinsic to DNA are needed to supplement training based methods and to eventually provide molecular insights into genome organization. Based on a comprehensive series of molecular dynamics simulations of Ascona B-DNA consortium, we extracted hydrogen bonding, stacking and solvation energies of all combinations of DNA sequences at the dinucleotide level and calculated these properties for different types of RNA genes. Considering ∼7.3 million mRNA, 255 524 tRNA, 40 649 rRNA (different subunits) and 5250 miRNA, 3747 snRNA, gene sequences from 9282 complete genome chromosomes of all prokaryotes and eukaryotes available at NCBI, we observed that physico-chemical properties of different functional units on genomic DNA differ in their signatures.
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spelling pubmed-53971742017-04-24 Physico-chemical fingerprinting of RNA genes Singh, Ankita Mishra, Akhilesh Khosravi, Ali Khandelwal, Garima Jayaram, B. Nucleic Acids Res Methods Online We advance here a novel concept for characterizing different classes of RNA genes on the basis of physico-chemical properties of DNA sequences. As knowledge-based approaches could yield unsatisfactory outcomes due to limitations of training on available experimental data sets, alternative approaches that utilize properties intrinsic to DNA are needed to supplement training based methods and to eventually provide molecular insights into genome organization. Based on a comprehensive series of molecular dynamics simulations of Ascona B-DNA consortium, we extracted hydrogen bonding, stacking and solvation energies of all combinations of DNA sequences at the dinucleotide level and calculated these properties for different types of RNA genes. Considering ∼7.3 million mRNA, 255 524 tRNA, 40 649 rRNA (different subunits) and 5250 miRNA, 3747 snRNA, gene sequences from 9282 complete genome chromosomes of all prokaryotes and eukaryotes available at NCBI, we observed that physico-chemical properties of different functional units on genomic DNA differ in their signatures. Oxford University Press 2017-04-20 2016-12-08 /pmc/articles/PMC5397174/ /pubmed/27932456 http://dx.doi.org/10.1093/nar/gkw1236 Text en © The Author(s) 2016. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Methods Online
Singh, Ankita
Mishra, Akhilesh
Khosravi, Ali
Khandelwal, Garima
Jayaram, B.
Physico-chemical fingerprinting of RNA genes
title Physico-chemical fingerprinting of RNA genes
title_full Physico-chemical fingerprinting of RNA genes
title_fullStr Physico-chemical fingerprinting of RNA genes
title_full_unstemmed Physico-chemical fingerprinting of RNA genes
title_short Physico-chemical fingerprinting of RNA genes
title_sort physico-chemical fingerprinting of rna genes
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5397174/
https://www.ncbi.nlm.nih.gov/pubmed/27932456
http://dx.doi.org/10.1093/nar/gkw1236
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