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Design of DNA Storage Coding with Enhanced Constraints

Traditional storage media have been gradually unable to meet the needs of data storage around the world, and one solution to this problem is DNA storage. However, it is easy to make errors in the subsequent sequencing reading process of DNA storage coding. To reduces error rates, a method to enhance...

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Detalles Bibliográficos
Autores principales: Li, Xiangjun, Zhou, Shihua, Zou, Lewang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407506/
https://www.ncbi.nlm.nih.gov/pubmed/36010815
http://dx.doi.org/10.3390/e24081151
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author Li, Xiangjun
Zhou, Shihua
Zou, Lewang
author_facet Li, Xiangjun
Zhou, Shihua
Zou, Lewang
author_sort Li, Xiangjun
collection PubMed
description Traditional storage media have been gradually unable to meet the needs of data storage around the world, and one solution to this problem is DNA storage. However, it is easy to make errors in the subsequent sequencing reading process of DNA storage coding. To reduces error rates, a method to enhance the robustness of the DNA storage coding set is proposed. Firstly, to reduce the likelihood of secondary structure in DNA coding sets, a repeat tandem sequence constraint is proposed. An improved DTW distance constraint is proposed to address the issue that the traditional distance constraint cannot accurately evaluate non-specific hybridization between DNA sequences. Secondly, an algorithm that combines random opposition-based learning and eddy jump strategy with Aquila Optimizer (AO) is proposed in this paper, which is called ROEAO. Finally, the ROEAO algorithm is used to construct the coding sets with traditional constraints and enhanced constraints, respectively. The quality of the two coding sets is evaluated by the test of the number of issuing card structures and the temperature stability of melting; the data show that the coding set constructed with ROEAO under enhanced constraints can obtain a larger lower bound while improving the coding quality.
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spelling pubmed-94075062022-08-26 Design of DNA Storage Coding with Enhanced Constraints Li, Xiangjun Zhou, Shihua Zou, Lewang Entropy (Basel) Article Traditional storage media have been gradually unable to meet the needs of data storage around the world, and one solution to this problem is DNA storage. However, it is easy to make errors in the subsequent sequencing reading process of DNA storage coding. To reduces error rates, a method to enhance the robustness of the DNA storage coding set is proposed. Firstly, to reduce the likelihood of secondary structure in DNA coding sets, a repeat tandem sequence constraint is proposed. An improved DTW distance constraint is proposed to address the issue that the traditional distance constraint cannot accurately evaluate non-specific hybridization between DNA sequences. Secondly, an algorithm that combines random opposition-based learning and eddy jump strategy with Aquila Optimizer (AO) is proposed in this paper, which is called ROEAO. Finally, the ROEAO algorithm is used to construct the coding sets with traditional constraints and enhanced constraints, respectively. The quality of the two coding sets is evaluated by the test of the number of issuing card structures and the temperature stability of melting; the data show that the coding set constructed with ROEAO under enhanced constraints can obtain a larger lower bound while improving the coding quality. MDPI 2022-08-19 /pmc/articles/PMC9407506/ /pubmed/36010815 http://dx.doi.org/10.3390/e24081151 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Xiangjun
Zhou, Shihua
Zou, Lewang
Design of DNA Storage Coding with Enhanced Constraints
title Design of DNA Storage Coding with Enhanced Constraints
title_full Design of DNA Storage Coding with Enhanced Constraints
title_fullStr Design of DNA Storage Coding with Enhanced Constraints
title_full_unstemmed Design of DNA Storage Coding with Enhanced Constraints
title_short Design of DNA Storage Coding with Enhanced Constraints
title_sort design of dna storage coding with enhanced constraints
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407506/
https://www.ncbi.nlm.nih.gov/pubmed/36010815
http://dx.doi.org/10.3390/e24081151
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