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用于DNA存储的纠正插入、缺失和替换的GC平衡极化码

GC-balanced polar codes correcting insertions, deletions and substitutions for DNA storage.

作者信息

Zhang Rui, Wu Huaming

机构信息

Chern Institute of Mathematics, Nankai University, 94 Weijin Road, 300071 Tianjin, China.

Center for Applied Mathematics, Tianjin University, 92 Weijin Road, 300072 Tianjin, China.

出版信息

Brief Bioinform. 2025 May 1;26(3). doi: 10.1093/bib/bbaf278.

Abstract

In order to address the insertion, deletion, and substitution (IDS) errors inherent in deoxyribonucleic acid (DNA) storage channels during DNA synthesis and sequencing, we propose a novel GC-balanced polar code scheme tailored to rectify these errors by incorporating the unique characteristics of the DNA storage channel into the polar code design. The innovation lies in modeling errors as a drift vector, reflecting deviations from the desired DNA sequence, aiming to improve the reliability of DNA-based data storage. In this paper, we developed a GC-balanced polar code scheme named DNA-BP Code, which stands for balanced polar code for DNA storage, that effectively rectifies IDS errors in DNA storage. The computational complexity of the proposed encoding and decoding algorithms is $\mathcal{O}(N\log N)$ with respect to the code length $N$. Simulation results show the bit error rate and block error rate as functions of the code length and IDS probability, demonstrating the efficacy of our approach in enhancing the accuracy of DNA storage systems.

摘要

为了解决脱氧核糖核酸(DNA)合成和测序过程中DNA存储通道固有的插入、缺失和替换(IDS)错误,我们提出了一种新颖的GC平衡极化码方案,通过将DNA存储通道的独特特性纳入极化码设计来纠正这些错误。创新之处在于将错误建模为一个漂移向量,反映与所需DNA序列的偏差,旨在提高基于DNA的数据存储的可靠性。在本文中,我们开发了一种名为DNA-BP码的GC平衡极化码方案,即用于DNA存储的平衡极化码,它能有效纠正DNA存储中的IDS错误。所提出的编码和解码算法的计算复杂度相对于码长$N$为$\mathcal{O}(N\log N)$。仿真结果显示了误码率和分组错误率作为码长和IDS概率的函数,证明了我们的方法在提高DNA存储系统准确性方面的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/82b2/12204671/567863c7da32/bbaf278f1.jpg

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