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相关论文: Read Mapping on de Bruijn graph

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De Bruijn graph is one of the most important data structures used in de-novo genome assembly algorithms, especially for NGS data. There is a growing need for parallel data structures and algorithms due to the increasing number of cores in…

分布式、并行与集群计算 · 计算机科学 2024-01-08 Daniel Górniak , Robert Nowak

The first step in any genome assembly algorithm entails the conversion from the domain of strings and overlaps to the language of graphs and paths, typically using one of the two conventional methods: de Bruijn graphs or overlap graphs.…

基因组学 · 定量生物学 2026-04-27 Anton Bankevich

Assembling genomic sequences from a set of overlapping reads is one of the most fundamental problems in computational biology. Algorithms addressing the assembly problem fall into two broad categories -- based on the data structures which…

数据结构与算法 · 计算机科学 2010-03-10 Vamsi Kundeti , Sanguthevar Rajasekaran , Hieu Dinh

Massively parallel DNA sequencing technologies are revolutionizing genomics research. Billions of short reads generated at low costs can be assembled for reconstructing the whole genomes. Unfortunately, the large memory footprint of the…

数据结构与算法 · 计算机科学 2012-07-17 Yang Li , Pegah Kamousi , Fangqiu Han , Shengqi Yang , Xifeng Yan , Subhash Suri

DNA sequencing is the physical/biochemical process of identifying the location of the four bases (Adenine, Guanine, Cytosine, Thymine) in a DNA strand. As semiconductor technology revolutionized computing, modern DNA sequencing technology…

分布式、并行与集群计算 · 计算机科学 2020-05-06 S. Karen Khatamifard , Zamshed Chowdhury , Nakul Pande , Meisam Razaviyayn , Chris Kim , Ulya R. Karpuzcu

Converting a set of sequencing reads into a lossless compact data structure that encodes all the relevant biological information is a major challenge. The classical approaches are to build the string graph or the de Bruijn graph. Each has…

数据结构与算法 · 计算机科学 2019-12-02 Diego Díaz-Domínguez , Travis Gagie , Gonzalo Navarro

De novo DNA assembly is a fundamental task in Bioinformatics, and finding Eulerian paths on de Bruijn graphs is one of the dominant approaches to it. In most of the cases, there may be no one order for the de Bruijn graph that works well…

数据结构与算法 · 计算机科学 2018-05-15 Diego Díaz-Domínguez , Djamal Belazzougui , Travis Gagie , Veli Mäkinen , Gonzalo Navarro , Simon J. Puglisi

De novo genome assembly, i.e., rebuilding the sequence of an unknown genome from redundant and erroneous short sequences, is a key but computationally intensive step in many genomics pipelines. The exponential growth of genomic data is…

分布式、并行与集群计算 · 计算机科学 2022-07-12 Giulia Guidi , Gabriel Raulet , Daniel Rokhsar , Leonid Oliker , Katherine Yelick , Aydin Buluc

Contig assembly is the first stage that most assemblers solve when reconstructing a genome from a set of reads. Its output consists of contigs -- a set of strings that are promised to appear in any genome that could have generated the…

定量方法 · 定量生物学 2016-08-18 Alexandru I. Tomescu , Paul Medvedev

Motivation: Data volumes generated by next-generation sequencing technolo- gies is now a major concern, both for storage and transmission. This triggered the need for more efficient methods than general purpose compression tools, such as…

数据结构与算法 · 计算机科学 2014-12-19 Gaëtan Benoit , Claire Lemaitre , Dominique Lavenier , Guillaume Rizk

The main challenge in de novo assembly of NGS data is certainly to deal with repeats that are longer than the reads. This is particularly true for RNA- seq data, since coverage information cannot be used to flag repeated sequences, of which…

数据结构与算法 · 计算机科学 2014-06-05 Gustavo Sacomoto , Blerina Sinaimeri , Camille Marchet , Vincent Miele , Marie-France Sagot , Vincent Lacroix

Metagenomics research has accelerated the studies of microbial organisms, providing insights into the composition and potential functionality of various microbial communities. Metatranscriptomics (studies of the transcripts from a mixture…

基因组学 · 定量生物学 2015-04-07 Yuzhen Ye , Haixu Tang

The rapid expansion of genomic sequence data calls for new methods to achieve robust sequence representations. Existing techniques often neglect intricate structural details, emphasizing mainly contextual information. To address this, we…

机器学习 · 计算机科学 2023-12-08 Kacper Kapuśniak , Manuel Burger , Gunnar Rätsch , Amir Joudaki

Recently, Marcus et al. (Bioinformatics 2014) proposed to use a compressed de Bruijn graph to describe the relationship between the genomes of many individuals/strains of the same or closely related species. They devised an $O(n \log g)$…

数据结构与算法 · 计算机科学 2016-02-11 Timo Beller , Enno Ohlebusch

There are currently plenty of programs available for mapping short sequences (reads) to a genome. Most of them, however, including such popular and actively developed programs as Bowtie, BWA, TopHat and many others, are based on…

基因组学 · 定量生物学 2019-08-06 Igor Seledtsov , Jaroslav Efremov , Vladimir Molodtsov , Victor Solovyev

The de Bruijn graph plays an important role in bioinformatics, especially in the context of de novo assembly. However, the representation of the de Bruijn graph in memory is a computational bottleneck for many assemblers. Recent papers…

定量方法 · 定量生物学 2014-10-07 Rayan Chikhi , Antoine Limasset , Shaun Jackman , Jared Simpson , Paul Medvedev

In this article, we show how to transform a colored de Bruijn graph (dBG) into a practical index for processing massive sets of sequencing reads. Similar to previous works, we encode an instance of a colored dBG of the set using BOSS and a…

数据结构与算法 · 计算机科学 2019-12-02 Diego Diaz-Domínguez

Genome assembly is a prominent problem studied in bioinformatics, which computes the source string using a set of its overlapping substrings. Classically, genome assembly uses assembly graphs built using this set of substrings to compute…

数据结构与算法 · 计算机科学 2024-09-24 Saumya Talera , Parth Bansal , Shabnam Khan , Shahbaz Khan

(An updated version of this manuscript has been accepted to Scientific Reports in 2016, please refer to http://www.nature.com/articles/srep31900) The highly anticipated transition from next generation sequencing (NGS) to third generation…

基因组学 · 定量生物学 2016-09-06 Chengxi Ye , Chris Hill , Shigang Wu , Jue Ruan , Zhanshan , Ma

Motivations Short-read accuracy is important for downstream analyses such as genome assembly and hybrid long-read correction. Despite much work on short-read correction, present-day correctors either do not scale well on large data sets or…

数据结构与算法 · 计算机科学 2020-04-08 Antoine Limasset , Jean-Francois Flot , Pierre Peterlongo
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