Color Coding for the Fragment-Based Docking, Design and Equilibrium Statistics of Protein-Binding ssRNAs

被引:0
|
作者
Yacoub, Taher [1 ,2 ]
Gonzalez-Aleman, Roy [2 ,3 ]
Leclerc, Fabrice [2 ]
de Beauchene, Isaure Chauvot [4 ]
Ponty, Yann [1 ]
机构
[1] Inst Polytech Paris, LIX, CNRS, UMR 7161, Palaiseau, France
[2] Univ Paris Saclay, Inst Integrat Biol Cell I2BC, UMR 9198, CNRS, Gif, France
[3] Univ La Habana, Lab Quim Computac & Teor LQCT, Havana, Cuba
[4] Univ Lorraine, UMR 7503, CNRS, LORIA, Nancy, France
来源
RESEARCH IN COMPUTATIONAL MOLECULAR BIOLOGY, RECOMB 2024 | 2024年 / 14758卷
关键词
Fragment-based docking; RNA design; RNA-protein interaction; Parameterized complexity algorithms; COMPLEXITY; DISCOVERY; INTERFACE; MOTIF;
D O I
10.1007/978-1-0716-3989-4_10
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We revisit the fragment-based docking and design of single-stranded RNA aptamers (ssRNAs), consisting of k nucleotides, onto a rigid protein. Fragments, representing short sequences of (modified) nucleotides, are individually docked as poses onto the protein surface using a force field. Compatible poses are then assembled while optimizing for an additive notion of energy, to obtain stable conformations that can either be constrained to represent an input ssRNA sequence (docking) or left unconstrained (design). However, a brute-force enumeration of clash-free conformations quickly becomes prohibitive due to their super-exponential (Theta(n(k)) worst-case) combinatorial explosion, hindering the potential of fragment-based methods towards docking and design. In this work, we adapt the color-coding technique, introduced by Alon, Yuster and Zwick, to optimize over self-avoiding fragment assemblies in time/space linear on n the number of poses, and in time only exponential on k the number of fragments. The dynamic programming algorithm at the core of our method is surprisingly simple, and can be extended to produce suboptimal candidates, or modified to perform Boltzmann sampling of candidates assemblies. Using a rejection principle, and further optimized by a clique decomposition of clashing poses, these algorithms can be leveraged into efficient algorithms optimizing over clash-free complexes. The resulting sampling procedure can further be adapted into statistically-consistent estimators for any computable feature of interest. We showcase some of the capabilities of this new framework by reanalyzing a set of 7 documented ssRNA-protein complexes, demonstrating its practical relevance and versatility.
引用
收藏
页码:147 / 163
页数:17
相关论文
共 50 条
  • [1] Fragment-Based Ligand-Protein Contact Statistics: Application to Docking Simulations
    Macari, Gabriele
    Toti, Daniele
    Del Moro, Carlo
    Polticelli, Fabio
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (10)
  • [2] Fragment-Based Drug Discovery and Molecular Docking in Drug Design
    Wang, Tao
    Wu, Mian-Bin
    Chen, Zheng-Jie
    Chen, Hua
    Lin, Jian-Ping
    Yang, Li-Rong
    CURRENT PHARMACEUTICAL BIOTECHNOLOGY, 2015, 16 (01) : 11 - 25
  • [3] Protein crystallography and fragment-based drug design
    Caliandro, Rocco
    Belviso, Danilo Benny
    Aresta, Brunella Maria
    de Candia, Modesto
    Altomare, Cosimo Damiano
    FUTURE MEDICINAL CHEMISTRY, 2013, 5 (10) : 1121 - 1140
  • [4] A fragment-based docking simulation for investigating peptide-protein bindings
    Liao, Jun-min
    Wang, Yeng-Tseng
    Lin, Chen-lung Steve
    PHYSICAL CHEMISTRY CHEMICAL PHYSICS, 2017, 19 (16) : 10436 - 10442
  • [5] Considerations of Protein Subpockets in Fragment-Based Drug Design
    Bartolowits, Matthew
    Davisson, V. Jo
    CHEMICAL BIOLOGY & DRUG DESIGN, 2016, 87 (01) : 5 - 20
  • [6] Docking, virtual high throughput screening and in silico fragment-based drug design
    Zoete, Vincent
    Grosdidier, Aurelien
    Michielin, Olivier
    JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2009, 13 (02) : 238 - 248
  • [7] QUBO Problem Formulation of Fragment-Based Protein-Ligand Flexible Docking
    Yanagisawa, Keisuke
    Fujie, Takuya
    Takabatake, Kazuki
    Akiyama, Yutaka
    ENTROPY, 2024, 26 (05)
  • [8] Fragment-based quantum mechanical calculation of protein-protein binding affinities
    Wang, Yaqian
    Liu, Jinfeng
    Li, Jinjin
    He, Xiao
    JOURNAL OF COMPUTATIONAL CHEMISTRY, 2018, 39 (21) : 1617 - 1628
  • [9] A fragment-based protein interface design algorithm for symmetric assemblies
    Laniado, Joshua
    Meador, Kyle
    Yeates, Todd O.
    PROTEIN ENGINEERING DESIGN & SELECTION, 2021, 34
  • [10] An in silico virtual screening study for the design of norovirus inhibitors: fragment-based molecular docking and binding free energy calculations
    Lundborg, Magnus
    Ali, Eunus
    Widmalm, Goran
    CARBOHYDRATE RESEARCH, 2013, 378 : 133 - 138