Graph-Based Representations for Supporting Genome Data Analysis and Visualization: Opportunities and Challenges

被引:5
作者
Carletti, Vincenzo [1 ]
Foggia, Pasquale [1 ]
Garrison, Erik [2 ]
Greco, Luca [1 ]
Ritrovato, Pierluigi [1 ]
Vento, Mario [1 ]
机构
[1] Univ Salerno, DIEM, Fisciano, Italy
[2] Univ Calif Santa Cruz, Genom Inst, Santa Cruz, CA 95064 USA
来源
GRAPH-BASED REPRESENTATIONS IN PATTERN RECOGNITION, GBRPR 2019 | 2019年 / 11510卷
关键词
Graph representation of genomic data; Sequence graphs; De Bruijn graphs; Genome graphs; ALGORITHMS; ALIGNMENT;
D O I
10.1007/978-3-030-20081-7_23
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Genetics has known an extraordinary development in the last years, with a reduction of several orders of magnitude in the costs and the times required to obtain the sequence of nucleotides corresponding to a whole genome, leading to the availability of huge amounts of genomic data. While these data are essentially very long strings, several graphbased representations have been introduced to perform efficiently some operations on a single genome or on a set of related genomes. In this paper we will review the most important types of genetic graphs, together with the algorithmic challenges and open issues related to their use.
引用
收藏
页码:237 / 246
页数:10
相关论文
共 19 条
[1]  
[Anonymous], 2008, 1000 GENOMES PROJECT
[2]  
[Anonymous], 2018, BIORXIV
[3]   Graph algorithms for DNA sequencing - origins, current models and the future [J].
Blazewicz, Jacek ;
Kasprzak, Marta ;
Kierzynka, Michal ;
Frohmberg, Wojciech ;
Swiercz, Aleksandra ;
Wojciechowski, Pawel ;
Zurkowski, Piotr .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 264 (03) :799-812
[4]   Graphtyper enables population-scale genotyping using pangenome graphs [J].
Eggertsson, Hannes P. ;
Jonsson, Hakon ;
Kristmundsdottir, Snaedis ;
Hjartarson, Eirikur ;
Kehr, Birte ;
Masson, Gisli ;
Zink, Florian ;
Hjorleifsson, Kristjan E. ;
Jonasdottir, Aslaug ;
Jonasdottir, Adalbjorg ;
Jonsdottir, Ingileif ;
Gudbjartsson, Daniel F. ;
Melsted, Pall ;
Stefansson, Kari ;
Halldorsson, Bjarni V. .
NATURE GENETICS, 2017, 49 (11) :1654-+
[5]   A greedy, graph-based algorithm for the alignment of multiple homologous gene lists [J].
Fostier, Jan ;
Proost, Sebastian ;
Dhoedt, Bart ;
Saeys, Yvan ;
Demeester, Piet ;
Van de Peer, Yves ;
Vandepoele, Klaas .
BIOINFORMATICS, 2011, 27 (06) :749-756
[6]  
Garrison E, 2017, BIORXIV
[7]   COMBINATORIAL ALGORITHMS FOR DNA-SEQUENCE ASSEMBLY [J].
KECECIOGLU, JD ;
MYERS, EW .
ALGORITHMICA, 1995, 13 (1-2) :7-51
[8]   Read mapping on de Bruijn graphs [J].
Limasset, Antoine ;
Cazaux, Bastien ;
Rivals, Eric ;
Peterlongo, Pierre .
BMC BIOINFORMATICS, 2016, 17
[9]   deBGA: read alignment with de Bruijn graph-based seed and extension [J].
Liu, Bo ;
Guo, Hongzhe ;
Brudno, Michael ;
Wang, Yadong .
BIOINFORMATICS, 2016, 32 (21) :3224-3232
[10]   A Natural Encoding of Genetic Variation in a Burrows-Wheeler Transform to Enable Mapping and Genome Inference [J].
Maciuca, Sorina ;
del Ojo Elias, Carlos ;
McVean, Gil ;
Iqbal, Zamin .
ALGORITHMS IN BIOINFORMATICS, 2016, 9838 :222-233