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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9407506 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT lixiangjun designofdnastoragecodingwithenhancedconstraints AT zhoushihua designofdnastoragecodingwithenhancedconstraints AT zoulewang designofdnastoragecodingwithenhancedconstraints |