A Graph-Based Approach for the DNA Word Design Problem

被引:3
作者
Luncasu, Victor [1 ]
Raschip, Madalina [1 ]
机构
[1] Alexandru Ioan Cuza Univ, Fac Comp Sci, Iasi 700483, Romania
关键词
DNA; Hamming distance; Computational modeling; Evolutionary computation; Genetic communication; DNA computing; DNA word design; maximum independent set; ALGORITHMS; SETS;
D O I
10.1109/TCBB.2020.3008346
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The aim of this paper is to improve the best known solution of an important problem, the DNA Word Design problem, which has its roots in Bioinformatics and Coding Theory. The problem is to design DNA codes that satisfy some combinatorial constraints. The constraints considered are: minimum Hamming distance, fixed GC content and the reverse complement Hamming distance. The problem is modeled as a maximum independent set problem. Existing complex approaches for the maximum independent set problem, suitable for large graphs, were tested. In order to tackle large instances, libraries for external memory computations and sampling techniques were investigated. Eventually, we succeed in finding good lower bounds for the instances that were analyzed.
引用
收藏
页码:2747 / 2752
页数:6
相关论文
共 24 条
[1]   Branch-and-reduce exponential/FPT algorithms in practice: A case study of vertex cover [J].
Akiba, Takuya ;
Iwata, Yoichi .
THEORETICAL COMPUTER SCIENCE, 2016, 609 :211-225
[2]   Using critical sets to solve the maximum independent set problem [J].
Butenko, Sergiy ;
Trukhanov, Svyatoslav .
OPERATIONS RESEARCH LETTERS, 2007, 35 (04) :519-524
[3]   Improved lower bounds for constant GC-content DNA codes [J].
Chee, Yeow Meng ;
Ling, San .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2008, 54 (01) :391-394
[4]  
Codish M, 2017, PROCEEDINGS OF THE TWENTY-SIXTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, P585
[5]  
Deaton R, 2002, INT WORKSH DNA BAS C, P252
[6]   STXXL: standard template library for XXL data sets [J].
Dementiev, R. ;
Kettner, L. ;
Sanders, P. .
SOFTWARE-PRACTICE & EXPERIENCE, 2008, 38 (06) :589-637
[7]   Demonstration of a word design strategy for DNA computing on surfaces [J].
Frutos, AG ;
Liu, QH ;
Thiel, AJ ;
Sanner, AMW ;
Condon, AE ;
Smith, LM ;
Corn, RM .
NUCLEIC ACIDS RESEARCH, 1997, 25 (23) :4748-4757
[8]   Finding near-optimal independent sets at scale [J].
Lamm, Sebastian ;
Sanders, Peter ;
Schulz, Christian ;
Strash, Darren ;
Werneck, Renato F. .
JOURNAL OF HEURISTICS, 2017, 23 (04) :207-229
[9]  
Larson C.E., 2007, Bulletin of the Institute of Combinatorics and its Applications, V51, P34
[10]  
Leskovec J., 2006, P ACM SIGKDD INT C K, P631, DOI DOI 10.1145/1150402.1150479