{"title":"并联纳米孔 DNA 代码","authors":"Adrian Vidal;V. B. Wijekoon;Emanuele Viterbo","doi":"10.1109/TNB.2024.3350001","DOIUrl":null,"url":null,"abstract":"In nanopore sequencers, single-stranded DNA molecules (or k-mers) enter a small opening in a membrane called a nanopore and modulate the ionic current through the pore, producing a channel output in the form of a noisy piecewise constant signal. An important problem in DNA-based data storage is finding a set of k-mers, i.e. a DNA code, that is robust against noisy sample duplication introduced by nanopore sequencers. Good DNA codes should contain as many k-mers as possible that produce distinguishable current signals (squiggles) as measured by the sequencer. The dissimilarity between squiggles can be estimated using a bound on their pairwise error probability, which is used as a metric for code design. Unfortunately, code construction using the union bound is limited to small k’s due to the difficulty of finding maximum cliques in large graphs. In this paper, we construct large codes by concatenating codewords from a base code, thereby packing more information in a single strand while retaining the storage efficiency of the base code. To facilitate decoding, we include a circumfix in the base code to reduce the effect of the nanopore channel memory. We show that the decoding complexity scales as \n<inline-formula> <tex-math>$\\text {O}{(}\\text {m}^{{2}} \\text { k}^{{3}}{)}$ </tex-math></inline-formula>\n, where m is the number of concatenated k-mers. Simulations show that the base code error rate is stable as m increases.","PeriodicalId":13264,"journal":{"name":"IEEE Transactions on NanoBioscience","volume":"23 2","pages":"310-318"},"PeriodicalIF":3.7000,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Concatenated Nanopore DNA Codes\",\"authors\":\"Adrian Vidal;V. B. Wijekoon;Emanuele Viterbo\",\"doi\":\"10.1109/TNB.2024.3350001\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In nanopore sequencers, single-stranded DNA molecules (or k-mers) enter a small opening in a membrane called a nanopore and modulate the ionic current through the pore, producing a channel output in the form of a noisy piecewise constant signal. An important problem in DNA-based data storage is finding a set of k-mers, i.e. a DNA code, that is robust against noisy sample duplication introduced by nanopore sequencers. Good DNA codes should contain as many k-mers as possible that produce distinguishable current signals (squiggles) as measured by the sequencer. The dissimilarity between squiggles can be estimated using a bound on their pairwise error probability, which is used as a metric for code design. Unfortunately, code construction using the union bound is limited to small k’s due to the difficulty of finding maximum cliques in large graphs. In this paper, we construct large codes by concatenating codewords from a base code, thereby packing more information in a single strand while retaining the storage efficiency of the base code. To facilitate decoding, we include a circumfix in the base code to reduce the effect of the nanopore channel memory. We show that the decoding complexity scales as \\n<inline-formula> <tex-math>$\\\\text {O}{(}\\\\text {m}^{{2}} \\\\text { k}^{{3}}{)}$ </tex-math></inline-formula>\\n, where m is the number of concatenated k-mers. Simulations show that the base code error rate is stable as m increases.\",\"PeriodicalId\":13264,\"journal\":{\"name\":\"IEEE Transactions on NanoBioscience\",\"volume\":\"23 2\",\"pages\":\"310-318\"},\"PeriodicalIF\":3.7000,\"publicationDate\":\"2024-01-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on NanoBioscience\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10380622/\",\"RegionNum\":4,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOCHEMICAL RESEARCH METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on NanoBioscience","FirstCategoryId":"99","ListUrlMain":"https://ieeexplore.ieee.org/document/10380622/","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMICAL RESEARCH METHODS","Score":null,"Total":0}
引用次数: 0
摘要
在纳米孔测序仪中,单链 DNA 分子(或 k-mer)进入被称为纳米孔的膜上的一个小开口,并调节通过孔道的离子电流,产生噪声片断常数信号形式的通道输出。基于 DNA 的数据存储中的一个重要问题是找到一组 k-mers,即 DNA 代码,该代码能够抵御纳米孔测序仪带来的噪声样本复制。好的 DNA 代码应包含尽可能多的 k-分子,这些 k-分子能产生测序仪测量到的可区分的电流信号(斜线)。方格之间的不相似性可以用它们的成对误差概率约束来估算,这被用作代码设计的衡量标准。遗憾的是,由于难以在大型图中找到最大小块,使用联合边界构建代码仅限于小 k。在本文中,我们通过串联基础代码中的编码词来构建大型代码,从而在单链中包含更多信息,同时保留基础代码的存储效率。为了便于解码,我们在基码中加入了一个圆周后缀,以减少纳米孔通道存储器的影响。我们的研究表明,解码复杂度为 $\text {O}{(}\text {m}^{{2}} \text { k}^{{3}}{)}$ ,其中 m 是连接 k-mers 的数量。仿真结果表明,随着 m 的增加,基本编码错误率是稳定的。
In nanopore sequencers, single-stranded DNA molecules (or k-mers) enter a small opening in a membrane called a nanopore and modulate the ionic current through the pore, producing a channel output in the form of a noisy piecewise constant signal. An important problem in DNA-based data storage is finding a set of k-mers, i.e. a DNA code, that is robust against noisy sample duplication introduced by nanopore sequencers. Good DNA codes should contain as many k-mers as possible that produce distinguishable current signals (squiggles) as measured by the sequencer. The dissimilarity between squiggles can be estimated using a bound on their pairwise error probability, which is used as a metric for code design. Unfortunately, code construction using the union bound is limited to small k’s due to the difficulty of finding maximum cliques in large graphs. In this paper, we construct large codes by concatenating codewords from a base code, thereby packing more information in a single strand while retaining the storage efficiency of the base code. To facilitate decoding, we include a circumfix in the base code to reduce the effect of the nanopore channel memory. We show that the decoding complexity scales as
$\text {O}{(}\text {m}^{{2}} \text { k}^{{3}}{)}$
, where m is the number of concatenated k-mers. Simulations show that the base code error rate is stable as m increases.
期刊介绍:
The IEEE Transactions on NanoBioscience reports on original, innovative and interdisciplinary work on all aspects of molecular systems, cellular systems, and tissues (including molecular electronics). Topics covered in the journal focus on a broad spectrum of aspects, both on foundations and on applications. Specifically, methods and techniques, experimental aspects, design and implementation, instrumentation and laboratory equipment, clinical aspects, hardware and software data acquisition and analysis and computer based modelling are covered (based on traditional or high performance computing - parallel computers or computer networks).