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.
机构:
Purdue Univ, Dept Med Chem & Mol Pharmacol, Coll Pharm, W Lafayette, IN 47907 USAPurdue Univ, Dept Med Chem & Mol Pharmacol, Coll Pharm, W Lafayette, IN 47907 USA
Bartolowits, Matthew
Davisson, V. Jo
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Purdue Univ, Dept Med Chem & Mol Pharmacol, Coll Pharm, W Lafayette, IN 47907 USAPurdue Univ, Dept Med Chem & Mol Pharmacol, Coll Pharm, W Lafayette, IN 47907 USA
机构:
East China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R ChinaEast China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R China
Wang, Yaqian
Liu, Jinfeng
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East China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R China
China Pharmaceut Univ, Dept Basic Med & Clin Pharm, Nanjing 210009, Jiangsu, Peoples R ChinaEast China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R China
Liu, Jinfeng
Li, Jinjin
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Shanghai Jiao Tong Univ, Dept Micro Nanoelect, Minist Educ, Key Lab Thin Film & Microfabricat, Shanghai 200240, Peoples R ChinaEast China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R China
Li, Jinjin
He, Xiao
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East China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R China
Natl Engn Res Ctr Nanotechnol, Shanghai 200241, Peoples R China
NYU Shanghai, NYU ECNU Ctr Computat Chem, Shanghai 200062, Peoples R ChinaEast China Normal Univ, Sch Chem & Mol Engn, State Key Lab Precis Spect, Shanghai 200062, Peoples R China
机构:
Univ Calif Los Angeles, Mol Biol Inst, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Mol Biol Inst, Los Angeles, CA 90095 USA
Laniado, Joshua
Meador, Kyle
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Univ Calif Los Angeles, Dept Chem & Biochem, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Mol Biol Inst, Los Angeles, CA 90095 USA
Meador, Kyle
Yeates, Todd O.
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Univ Calif Los Angeles, Mol Biol Inst, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Dept Chem & Biochem, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, DOE Inst Genom & Prote, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Mol Biol Inst, Los Angeles, CA 90095 USA