Accurate ligand–protein docking in CASP15 using the ClusPro LigTBM server

Author:

Kotelnikov Sergei12,Ashizawa Ryota12,Popov Konstantin I.3,Khan Omeir4,Ignatov Mikhail12,Li Stan Xiaogang12,Hassan Mosavverul1ORCID,Coutsias Evangelos A.12ORCID,Poda Gennady56,Padhorny Dzmitry2ORCID,Tropsha Alexander7,Vajda Sandor48ORCID,Kozakov Dima12ORCID

Affiliation:

1. Department of Applied Mathematics and Statistics Stony Brook University Stony Brook New York USA

2. Laufer Center for Physical and Quantitative Biology Stony Brook University Stony Brook New York USA

3. Department of Biochemistry and Biophysics University of North Carolina at Chapel Hill Chapel Hill North Carolina USA

4. Department of Chemistry Boston University Boston Massachusetts USA

5. Drug Discovery Program Ontario Institute for Cancer Research Toronto Ontario Canada

6. Leslie Dan Faculty of Pharmacy University of Toronto Toronto Ontario Canada

7. Eshelman School of Pharmacy University of North Carolina at Chapel Hill Chapel Hill North Carolina USA

8. Department of Biomedical Engineering Boston University Boston Massachusetts USA

Abstract

AbstractIn the ligand prediction category of CASP15, the challenge was to predict the positions and conformations of small molecules binding to proteins that were provided as amino acid sequences or as models generated by the AlphaFold2 program. For most targets, we used our template‐based ligand docking program ClusPro ligTBM, also implemented as a public server available at https://ligtbm.cluspro.org/. Since many targets had multiple chains and a number of ligands, several templates, and some manual interventions were required. In a few cases, no templates were found, and we had to use direct docking using the Glide program. Nevertheless, ligTBM was shown to be a very useful tool, and by any ranking criteria, our group was ranked among the top five best‐performing teams. In fact, all the best groups used template‐based docking methods. Thus, it appears that the AlphaFold2‐generated models, despite the high accuracy of the predicted backbone, have local differences from the x‐ray structure that make the use of direct docking methods more challenging. The results of CASP15 confirm that this limitation can be frequently overcome by homology‐based docking.

Funder

National Science Foundation

National Institute of General Medical Sciences

Publisher

Wiley

Subject

Molecular Biology,Biochemistry,Structural Biology

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