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Docking for molecules that bind in a symmetric stack with SymDOCK

Discovering ligands for amyloid fibrils, such as those formed by the tau protein, is an area of much current interest. In recent structures, ligands bind in stacks in the tau fibrils to reflect the rotational and translational symmetry of the fibril itself; in these structures the ligands make few i...

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Autores principales: Smith, Matthew S., Knight, Ian S., Kormos, Rian C., Pepe, Joseph G., Kunach, Peter, Diamond, Marc I., Shahmoradian, Sarah H., Irwin, John J., DeGrado, William F., Shoichet, Brian K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10634874/
https://www.ncbi.nlm.nih.gov/pubmed/37961414
http://dx.doi.org/10.1101/2023.10.27.564400
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author Smith, Matthew S.
Knight, Ian S.
Kormos, Rian C.
Pepe, Joseph G.
Kunach, Peter
Diamond, Marc I.
Shahmoradian, Sarah H.
Irwin, John J.
DeGrado, William F.
Shoichet, Brian K.
author_facet Smith, Matthew S.
Knight, Ian S.
Kormos, Rian C.
Pepe, Joseph G.
Kunach, Peter
Diamond, Marc I.
Shahmoradian, Sarah H.
Irwin, John J.
DeGrado, William F.
Shoichet, Brian K.
author_sort Smith, Matthew S.
collection PubMed
description Discovering ligands for amyloid fibrils, such as those formed by the tau protein, is an area of much current interest. In recent structures, ligands bind in stacks in the tau fibrils to reflect the rotational and translational symmetry of the fibril itself; in these structures the ligands make few interactions with the protein but interact extensively with each other. To exploit this symmetry and stacking, we developed SymDOCK, a method to dock molecules that follow the protein’s symmetry. For each prospective ligand pose, we apply the symmetry operation of the fibril to generate a self-interacting and fibril-interacting stack, checking that doing so will not cause a clash between the original molecule and its image. Absent a clash, we retain that pose and add the ligand-ligand van der Waals energy to the ligand’s docking score (here using DOCK3.8). We can check these geometries and energies using an implementation of ANI, a neural network-based quantum-mechanical evaluation of the ligand stacking energies. In retrospective calculations, symmetry docking can reproduce the poses of three tau PET tracers whose structures have been determined. More convincingly, in a prospective study SymDOCK predicted the structure of the PET tracer MK-6240 bound in a symmetrical stack to AD PHF tau before that structure was determined; the docked pose was used to determine how MK-6240 fit the cryo-EM density. In proof-of-concept studies, SymDOCK enriched known ligands over property-matched decoys in retrospective screens without sacrificing docking speed, and can address large library screens that seek new symmetrical stackers. Future applications of this approach will be considered.
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spelling pubmed-106348742023-11-13 Docking for molecules that bind in a symmetric stack with SymDOCK Smith, Matthew S. Knight, Ian S. Kormos, Rian C. Pepe, Joseph G. Kunach, Peter Diamond, Marc I. Shahmoradian, Sarah H. Irwin, John J. DeGrado, William F. Shoichet, Brian K. bioRxiv Article Discovering ligands for amyloid fibrils, such as those formed by the tau protein, is an area of much current interest. In recent structures, ligands bind in stacks in the tau fibrils to reflect the rotational and translational symmetry of the fibril itself; in these structures the ligands make few interactions with the protein but interact extensively with each other. To exploit this symmetry and stacking, we developed SymDOCK, a method to dock molecules that follow the protein’s symmetry. For each prospective ligand pose, we apply the symmetry operation of the fibril to generate a self-interacting and fibril-interacting stack, checking that doing so will not cause a clash between the original molecule and its image. Absent a clash, we retain that pose and add the ligand-ligand van der Waals energy to the ligand’s docking score (here using DOCK3.8). We can check these geometries and energies using an implementation of ANI, a neural network-based quantum-mechanical evaluation of the ligand stacking energies. In retrospective calculations, symmetry docking can reproduce the poses of three tau PET tracers whose structures have been determined. More convincingly, in a prospective study SymDOCK predicted the structure of the PET tracer MK-6240 bound in a symmetrical stack to AD PHF tau before that structure was determined; the docked pose was used to determine how MK-6240 fit the cryo-EM density. In proof-of-concept studies, SymDOCK enriched known ligands over property-matched decoys in retrospective screens without sacrificing docking speed, and can address large library screens that seek new symmetrical stackers. Future applications of this approach will be considered. Cold Spring Harbor Laboratory 2023-10-29 /pmc/articles/PMC10634874/ /pubmed/37961414 http://dx.doi.org/10.1101/2023.10.27.564400 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Smith, Matthew S.
Knight, Ian S.
Kormos, Rian C.
Pepe, Joseph G.
Kunach, Peter
Diamond, Marc I.
Shahmoradian, Sarah H.
Irwin, John J.
DeGrado, William F.
Shoichet, Brian K.
Docking for molecules that bind in a symmetric stack with SymDOCK
title Docking for molecules that bind in a symmetric stack with SymDOCK
title_full Docking for molecules that bind in a symmetric stack with SymDOCK
title_fullStr Docking for molecules that bind in a symmetric stack with SymDOCK
title_full_unstemmed Docking for molecules that bind in a symmetric stack with SymDOCK
title_short Docking for molecules that bind in a symmetric stack with SymDOCK
title_sort docking for molecules that bind in a symmetric stack with symdock
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10634874/
https://www.ncbi.nlm.nih.gov/pubmed/37961414
http://dx.doi.org/10.1101/2023.10.27.564400
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