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Communication Dans Un Congrès Année : 2024

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

Résumé

We revisit the fragment-based docking and design of single-stranded RNA aptamers (ssRNAs), consisting of $k$ nucleotides, onto a rigid protein. Fragments, representing either one or multiple pieced nucleotides, are individually docked onto the protein surface using a force field, and some among the resulting $n$ poses are pieced together to form a conformation compatible with the input ssRNA sequence. Relaxing the sequence compatibility constraint, a similar methodology can be used to design ssRNAs that preferentially bind a protein of interest, possibly targeting a pocket. However, a brute-force enumeration of clash-free conformations quickly becomes prohibitive due to their superexponential ($\Theta(n^k)$ worst-case) combinatorial explosion, hindering the potential of fragment-based methods towards docking and design. We adopt 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.
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Dates et versions

hal-03816423 , version 1 (16-10-2022)
hal-03816423 , version 2 (21-11-2023)
hal-03816423 , version 3 (16-01-2024)

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  • HAL Id : hal-03816423 , version 3

Citer

Taher Yacoub, Roy González-Alemán, Fabrice Leclerc, Isaure Chauvot de Beauchêne, Yann Ponty. Color Coding for the Fragment-Based Docking, Design and Equilibrium Statistics of Protein-Binding ssRNAs. RECOMB 2024 - 28th International Conference of Research in Computational Molecular Biology, Apr 2024, Boston, United States. ⟨hal-03816423v3⟩
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