An extended dual graph library and partitioning algorithm applicable to pseudoknotted RNA structures

被引:10
|
作者
Jain, Swati [1 ]
Saju, Sera [1 ]
Petingi, Louis [2 ]
Schlick, Tamar [1 ,3 ,4 ]
机构
[1] NYU, Dept Chem, 1021 Silver,100 Washington Sq East, New York, NY 10003 USA
[2] CUNY Coll Staten Isl, Comp Sci Dept, New York, NY 10314 USA
[3] NYU, Courant Inst Math Sci, 251 Mercer St, New York, NY 10012 USA
[4] New York Univ Shanghai, NYU East China Normal Univ, Ctr Computat Chem, Room 340,Geog Bldg North Zhongshan Rd 3663, Shanghai, Peoples R China
基金
美国国家卫生研究院;
关键词
RNA As Graphs; Dual graph library; Graph enumeration; Graph partitioning; RNA subgraphs; RAG-3Dual database; IN-VITRO SELECTION; SECONDARY STRUCTURE; DESIGN; MECHANISMS; TOPOLOGIES; CHALLENGES; MOTIFS; RAG;
D O I
10.1016/j.ymeth.2019.03.022
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Exploring novel RNA topologies is imperative for understanding RNA structure and pursuing its design. Our RNA-As-Graphs (RAG) approach exploits graph theory tools and uses coarse-grained tree and dual graphs to represent RNA helices and loops by vertices and edges. Only dual graphs represent pseudoknotted RNAs fully. Here we develop a dual graph enumeration algorithm to generate an expanded library of dual graph topologies for 2-9 vertices, and extend our dual graph partitioning algorithm to identify all possible RNA subgraphs. Our enumeration algorithm connects smaller-vertex graphs, using all possible edge combinations, to build larger vertex graphs and retain all non-isomorphic graph topologies, thereby more than doubling the size of our prior library to a total of 110,667 dual graph topologies. We apply our dual graph partitioning algorithm, which keeps pseudoknots and junctions intact, to all existing RNA structures to identify all possible substructures up to 9 vertices. In addition, our expanded dual graph library assigns graph topologies to all RNA graphs and subgraphs, rectifying prior inconsistencies. We update our RAG-3Dual database of RNA atomic fragments with all newly identified substructures and their graph IDs, increasing its size by more than 50 times. The enlarged dual graph library and RAG-3Dual database provide a comprehensive repertoire of graph topologies and atomic fragments to study yet undiscovered RNA molecules and design RNA sequences with novel topologies, including a variety of pseudoknotted RNAs.
引用
收藏
页码:74 / 84
页数:11
相关论文
共 14 条
  • [1] A fast and robust iterative algorithm for prediction of RNA pseudoknotted secondary structures
    Hosna Jabbari
    Anne Condon
    [J]. BMC Bioinformatics, 15
  • [2] A fast and robust iterative algorithm for prediction of RNA pseudoknotted secondary structures
    Jabbari, Hosna
    Condon, Anne
    [J]. BMC BIOINFORMATICS, 2014, 15
  • [3] A genetic algorithm for inferring pseudoknotted RNA structures from sequence data
    Lee, D
    Han, K
    [J]. DISCOVERY SCIENCE, PROCEEDINGS, 2003, 2843 : 336 - 343
  • [4] An Adaptive Defect Weighted Sampling Algorithm to Design Pseudoknotted RNA Secondary Structures
    Zandi, Kasra
    Butler, Gregory
    Kharma, Nawwaf
    [J]. FRONTIERS IN GENETICS, 2016, 7
  • [5] Algorithm 1003: Mongoose, a Graph Coarsening and Partitioning Library
    Davis, Timothy A.
    Hager, William W.
    Kolodziej, Scott P.
    Yeralan, S. Nuri
    [J]. ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2020, 46 (01):
  • [6] Graph Partitioning Algorithm with LSH Poster extended abstract
    Zhang, Weidong
    Zhang, Mingyue
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON CLUSTER COMPUTING (CLUSTER), 2018, : 166 - 167
  • [7] RNA Graph Partitioning for the Discovery of RNA Modularity: A Novel Application of Graph Partition Algorithm to Biology
    Kim, Namhee
    Zheng, Zhe
    Elmetwaly, Shereef
    Schlick, Tamar
    [J]. PLOS ONE, 2014, 9 (09):
  • [8] A folding algorithm for extended RNA secondary structures
    Siederdissen, Christian Hoener Zu
    Bernhart, Stephan H.
    Stadler, Peter F.
    Hofacker, Ivo L.
    [J]. BIOINFORMATICS, 2011, 27 (13) : I129 - I136
  • [9] Dual Graph Partitioning Highlights a Small Group of Pseudoknot-Containing RNA Submotifs
    Jain, Swati
    Bayrak, Cigdem S.
    Petingi, Louis
    Schlick, Tamar
    [J]. GENES, 2018, 9 (08):
  • [10] Detection and segmentation of pathological structures by the extended graph-shifts algorithm
    Corso, Jason J.
    Yuille, Alan
    Sicotte, Nancy L.
    Toga, Arthur
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2007, PT 1, PROCEEDINGS, 2007, 4791 : 985 - +