Cooperative sequence clustering and decoding for DNA storage system with fountain codes

计算机科学 解码方法 错误检测和纠正 阅读(过程) 序列(生物学) 编码(集合论) 聚类分析 算法 列表解码 顺序译码 级联纠错码 人工智能 生物 遗传学 区块代码 程序设计语言 集合(抽象数据类型) 政治学 法学
作者
Jaeho Jeong,Seong‐Joon Park,Jae-Won Kim,Jong‐Seon No,Ha Hyeon Jeon,Jeong Wook Lee,Albert No,Sunghwan Kim,Hosung Park
出处
期刊:Bioinformatics [Oxford University Press]
卷期号:37 (19): 3136-3143 被引量:45
标识
DOI:10.1093/bioinformatics/btab246
摘要

Abstract Motivation In DNA storage systems, there are tradeoffs between writing and reading costs. Increasing the code rate of error-correcting codes may save writing cost, but it will need more sequence reads for data retrieval. There is potentially a way to improve sequencing and decoding processes in such a way that the reading cost induced by this tradeoff is reduced without increasing the writing cost. In past researches, clustering, alignment and decoding processes were considered as separate stages but we believe that using the information from all these processes together may improve decoding performance. Actual experiments of DNA synthesis and sequencing should be performed because simulations cannot be relied on to cover all error possibilities in practical circumstances. Results For DNA storage systems using fountain code and Reed-Solomon (RS) code, we introduce several techniques to improve the decoding performance. We designed the decoding process focusing on the cooperation of key components: Hamming-distance based clustering, discarding of abnormal sequence reads, RS error correction as well as detection and quality score-based ordering of sequences. We synthesized 513.6 KB data into DNA oligo pools and sequenced this data successfully with Illumina MiSeq instrument. Compared to Erlich’s research, the proposed decoding method additionally incorporates sequence reads with minor errors which had been discarded before, and thus was able to make use of 10.6–11.9% more sequence reads from the same sequencing environment, this resulted in 6.5–8.9% reduction in the reading cost. Channel characteristics including sequence coverage and read-length distributions are provided as well. Availability and implementation The raw data files and the source codes of our experiments are available at: https://github.com/jhjeong0702/dna-storage.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
小蘑菇应助喜悦冰烟采纳,获得10
刚刚
今后应助wangdave采纳,获得10
刚刚
1秒前
1秒前
molihuakai应助小菀儿采纳,获得10
1秒前
huanhuanhuan应助zuo20050727采纳,获得10
2秒前
秀丽听安发布了新的文献求助10
2秒前
2秒前
张力完成签到,获得积分10
3秒前
3秒前
Bubble发布了新的文献求助10
3秒前
爆米花应助完美问玉采纳,获得10
4秒前
太和竹签完成签到,获得积分10
4秒前
wq完成签到,获得积分10
4秒前
molihuakai应助机智的誉采纳,获得10
4秒前
4秒前
小马甲应助毛柯柯采纳,获得10
4秒前
敢问路在何方完成签到,获得积分10
4秒前
曾经耳机发布了新的文献求助10
5秒前
ll发布了新的文献求助30
5秒前
Akim应助efig采纳,获得10
5秒前
张宇锋完成签到,获得积分10
5秒前
Tajoyo完成签到,获得积分10
5秒前
执着流沙完成签到,获得积分10
5秒前
XiaoJie完成签到,获得积分10
6秒前
英俊的铭应助hy采纳,获得10
7秒前
Zhangyuanwenke发布了新的文献求助100
7秒前
文静千凡完成签到,获得积分10
7秒前
7秒前
7秒前
zhw发布了新的文献求助10
9秒前
9秒前
大模型应助正直雨采纳,获得10
11秒前
微笑的忆枫完成签到 ,获得积分10
11秒前
13秒前
知行者发布了新的文献求助10
13秒前
彭于晏应助累狗刘采纳,获得10
13秒前
汉堡包应助兴奋飞荷采纳,获得10
13秒前
Hello应助佟佳霖采纳,获得10
13秒前
13秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
The anomeric effect 1314
Principles of town planning: translating concepts to applications 1000
Navigating Normative Orders. Interdisciplinary Perspectives 800
1 Peter and Christ's Descent to the Dead in Its Early Christian Reception 700
Organizational Behavior 510
Management and the Arts 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7737643
求助须知:如何正确求助?哪些是违规求助? 9286879
关于积分的说明 20180429
捐赠科研通 7315471
什么是DOI,文献DOI怎么找? 3305617
关于科研通互助平台的介绍 2457870
邀请新用户注册赠送积分活动 2315270