Literature DB >> 26902426

Principles for Predicting RNA Secondary Structure Design Difficulty.

Jeff Anderson-Lee1, Eli Fisker1, Vineet Kosaraju2, Michelle Wu3, Justin Kong4, Jeehyung Lee4, Minjae Lee4, Mathew Zada1, Adrien Treuille5, Rhiju Das6.   

Abstract

Designing RNAs that form specific secondary structures is enabling better understanding and control of living systems through RNA-guided silencing, genome editing and protein organization. Little is known, however, about which RNA secondary structures might be tractable for downstream sequence design, increasing the time and expense of design efforts due to inefficient secondary structure choices. Here, we present insights into specific structural features that increase the difficulty of finding sequences that fold into a target RNA secondary structure, summarizing the design efforts of tens of thousands of human participants and three automated algorithms (RNAInverse, INFO-RNA and RNA-SSD) in the Eterna massive open laboratory. Subsequent tests through three independent RNA design algorithms (NUPACK, DSS-Opt and MODENA) confirmed the hypothesized importance of several features in determining design difficulty, including sequence length, mean stem length, symmetry and specific difficult-to-design motifs such as zigzags. Based on these results, we have compiled an Eterna100 benchmark of 100 secondary structure design challenges that span a large range in design difficulty to help test future efforts. Our in silico results suggest new routes for improving computational RNA design methods and for extending these insights to assess "designability" of single RNA structures, as well as of switches for in vitro and in vivo applications.
Copyright © 2015 The Authors. Published by Elsevier Ltd.. All rights reserved.

Entities:  

Keywords:  RNA design; RNA secondary structure; benchmark; citizen science; inverse folding

Mesh:

Substances:

Year:  2016        PMID: 26902426      PMCID: PMC4833017          DOI: 10.1016/j.jmb.2015.11.013

Source DB:  PubMed          Journal:  J Mol Biol        ISSN: 0022-2836            Impact factor:   5.469


  23 in total

1.  NUPACK: Analysis and design of nucleic acid systems.

Authors:  Joseph N Zadeh; Conrad D Steenberg; Justin S Bois; Brian R Wolfe; Marshall B Pierce; Asif R Khan; Robert M Dirks; Niles A Pierce
Journal:  J Comput Chem       Date:  2011-01-15       Impact factor: 3.376

2.  ARDesigner: a web-based system for allosteric RNA design.

Authors:  Wenjie Shu; Ming Liu; Hebing Chen; Xiaochen Bo; Shengqi Wang
Journal:  J Biotechnol       Date:  2010-10-20       Impact factor: 3.307

3.  Design of siRNAs producing unstructured guide-RNAs results in improved RNA interference efficiency.

Authors:  Volker Patzel; Sascha Rutz; Isabell Dietrich; Christian Köberle; Alexander Scheffold; Stefan H E Kaufmann
Journal:  Nat Biotechnol       Date:  2005-10-30       Impact factor: 54.908

4.  Computational design of RNAs with complex energy landscapes.

Authors:  Christian Höner zu Siederdissen; Stefan Hammer; Ingrid Abfalter; Ivo L Hofacker; Christoph Flamm; Peter F Stadler
Journal:  Biopolymers       Date:  2013-12       Impact factor: 2.505

5.  Thermodynamic parameters for an expanded nearest-neighbor model for formation of RNA duplexes with Watson-Crick base pairs.

Authors:  T Xia; J SantaLucia; M E Burkard; R Kierzek; S J Schroeder; X Jiao; C Cox; D H Turner
Journal:  Biochemistry       Date:  1998-10-20       Impact factor: 3.162

6.  RNA nanostructures. A single-stranded architecture for cotranscriptional folding of RNA nanostructures.

Authors:  Cody Geary; Paul W K Rothemund; Ebbe S Andersen
Journal:  Science       Date:  2014-08-15       Impact factor: 47.728

7.  Structural insights into ligand recognition by a sensing domain of the cooperative glycine riboswitch.

Authors:  Lili Huang; Alexander Serganov; Dinshaw J Patel
Journal:  Mol Cell       Date:  2010-12-10       Impact factor: 17.970

8.  Structural basis of cooperative ligand binding by the glycine riboswitch.

Authors:  Ethan B Butler; Yong Xiong; Jimin Wang; Scott A Strobel
Journal:  Chem Biol       Date:  2011-03-25

9.  Predicting protein structures with a multiplayer online game.

Authors:  Seth Cooper; Firas Khatib; Adrien Treuille; Janos Barbero; Jeehyung Lee; Michael Beenen; Andrew Leaver-Fay; David Baker; Zoran Popović; Foldit Players
Journal:  Nature       Date:  2010-08-05       Impact factor: 49.962

10.  Translocation of double-stranded DNA through membrane-adapted phi29 motor protein nanopores.

Authors:  David Wendell; Peng Jing; Jia Geng; Varuni Subramaniam; Tae Jin Lee; Carlo Montemagno; Peixuan Guo
Journal:  Nat Nanotechnol       Date:  2009-09-27       Impact factor: 39.213

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  14 in total

1.  Challenges in RNA Structural Modeling and Design.

Authors:  Anna Marie Pyle; Tamar Schlick
Journal:  J Mol Biol       Date:  2016-02-12       Impact factor: 5.469

2.  Science and Culture: Putting a game face on biomedical research.

Authors:  Esther Landhuis
Journal:  Proc Natl Acad Sci U S A       Date:  2016-06-14       Impact factor: 11.205

3.  Scientific Discovery Games for Biomedical Research.

Authors:  Rhiju Das; Benjamin Keep; Peter Washington; Ingmar H Riedel-Kruse
Journal:  Annu Rev Biomed Data Sci       Date:  2019-07

4.  RNA secondary structure packages evaluated and improved by high-throughput experiments.

Authors:  Hannah K Wayment-Steele; Wipapat Kladwang; Alexandra I Strom; Jeehyung Lee; Adrien Treuille; Alex Becka; Rhiju Das
Journal:  Nat Methods       Date:  2022-10-03       Impact factor: 47.990

5.  Biomolecular Modeling and Simulation: A Prospering Multidisciplinary Field.

Authors:  Tamar Schlick; Stephanie Portillo-Ledesma; Christopher G Myers; Lauren Beljak; Justin Chen; Sami Dakhel; Daniel Darling; Sayak Ghosh; Joseph Hall; Mikaeel Jan; Emily Liang; Sera Saju; Mackenzie Vohr; Chris Wu; Yifan Xu; Eva Xue
Journal:  Annu Rev Biophys       Date:  2021-02-19       Impact factor: 12.981

6.  Pepblock Builder VR - An Open-Source Tool for Gaming-Based Bio-Edutainment in Interactive Protein Design.

Authors:  Venkata V B Yallapragada; Tianshu Xu; Sidney P Walker; Sabin Tabirca; Mark Tangney
Journal:  Front Bioeng Biotechnol       Date:  2021-05-14

7.  A pipeline for computational design of novel RNA-like topologies.

Authors:  Swati Jain; Alain Laederach; Silvia B V Ramos; Tamar Schlick
Journal:  Nucleic Acids Res       Date:  2018-08-21       Impact factor: 16.971

8.  Solving the RNA design problem with reinforcement learning.

Authors:  Peter Eastman; Jade Shi; Bharath Ramsundar; Vijay S Pande
Journal:  PLoS Comput Biol       Date:  2018-06-21       Impact factor: 4.475

9.  EternaBrain: Automated RNA design through move sets and strategies from an Internet-scale RNA videogame.

Authors:  Rohan V Koodli; Benjamin Keep; Katherine R Coppess; Fernando Portela; Rhiju Das
Journal:  PLoS Comput Biol       Date:  2019-06-27       Impact factor: 4.475

10.  Donors, authors, and owners: how is genomic citizen science addressing interests in research outputs?

Authors:  Christi J Guerrini; Meaganne Lewellyn; Mary A Majumder; Meredith Trejo; Isabel Canfield; Amy L McGuire
Journal:  BMC Med Ethics       Date:  2019-11-21       Impact factor: 2.652

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