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CRITICAL ASSESSMENT OF COMPUTATIONAL HIT-FINDING EXPERIMENTS

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CHALLENGE #2 – COMPUTATIONAL METHODS

Here is a list of all computational methods used for hit identification in CACHE challenge #2. Click on the application ID for more details.

App ID
Method name
Commercial software
Free software
1212
Frag2Hits

Glide by Schrödinger

FTMap server (https://ftmap.bu.edu/), RDKit

1210
CReM

FTrees

CReM, Autodock Vina, Smina, gnina, DeepDock

1209
DeepDocking, neural network atomistic force fields, molecular dynamics, thermodynamic integration, free energy methods, de novo generative models

Glide, ICM, OpenEye toolkit, AMBER

OpenChem, torchani, pytorch, Autodock-GPU

1208
Sequential fragment-based/HTS docking hit identification

none

GROMACS, gnina, vina, qvina-w, VMD, Pymol, python

1207
Dynamic 3D Pharmacophores

LigandScout (Inte:Ligand, Austria) GOLD - (The Cambridge Crystallographic Data Centre, UK) Szybki (OpenEye, NM, USA)

Desmond (deshaw research, NY, USA) OpenMM (https://openmm.org/)

1206
Deep integration of physics and machine learning based methods for accurate molecule ranking

Autodock Vina, Autodock4, Ledock, rDock, PLANTS, OpenMM, internally developed machine learning models (omission of name for blind review)

1205
High-throughput docking, with rescoring using structural waters and ligand conformational strain

Glide/Maestro/Drug Discovery suite (Schrödinger, Inc), SeeSAR (BioSolveIT), BIOVIA Pipeline Pilot.

N/A

1204
Ligand Design - Massive Library Screening

MatchMaker

Python-based ML stack (PyTorch, scikit-learn); BioPython computational biology toolkit; RD-Kit computational chemistry toolkit; Various structural biology tools for structural analysis and visualization, including P2Rank, NGL viewer, Autodock Vina.

1203
MIF-based Virtual Screening

GRID, FLAP, BioGPS, VolSurf+

1202
ProCare

OpenEye Scientific Software (Santa Fe, NM 87508, U.S.A. https://www.eyesopen.com), Corina (Molecular Networks GmbH, 90411 Nürnberg, Germany. https://mn-am.com), HYDE (BioSolveIT GmbH, 53757 Sankt Augustin, Germany. https://www.biosolveit.de)

IChem (free academic license), ProCare, DeLinker, Protoss (free academic license), PLANTS (free academic license), RDKit

1201
RosettaLigand, RosettaLigandEvolution, BCL

Rosetta Suite, Biology and Chemistry Library (BCL), PyMOL, Python– RDKit and other free libraries

1200
MM docking, MD, de novo design, fingerprint searching will be used

MOE

1198
DeepAffinity

https://github.com/Shen-Lab/DeepAffinity (GPL-3.0), https://github.com/Shen-Lab/CPAC (GPL-3.0), https://github.com/Shen-Lab/Drug-Combo-Generator (Apache-2.0), https://github.com/ccsb-scripps/AutoDock-Vina (Apache-2.0), https://www.ks.uiuc.edu/Research/namd/license.html (Non-Exclusive, Non-Commercial Use License)

1195
VirtualFlow

Maestro (protein preparation)

VirtualFlow, AutoDock Vina, QuickVina, Smina, Plants, GWOVina

1193

Schrödinger suite

REINVENT, scikit-learn

1191
Hybrid

in-house

Gromacs if MD is needed

1188
ToKenVS

OpenEye Software, Schrodinger Suite

RDKit, FTMap, MayaChemTools, PyMol, R program

1187
Multi-scale drug-protein interaction prediction (MS-DPI)

None

Python, Torch, RDKIT, Biopython, P2Rank

1186
Ensemble-Based Docking

OpenEye Toolkit

OpenMM, RDKit, PyTorch

1184
Synthon-GA

Glide for docking (though open source docking programs can also be used).

Synthi, Synthon-GA

1183
FRASE-bot

Pipeline Pilot, Schrodinger suite

KNIME, RDKit, PyTorch

1181
Pharmit+gnina

Pharmit, gnina

1179
Co-solvent molecular dynamics informed pharmacophore screening

AMBER , Schrodinger suite,Nanome

chimera, chimera X, packmol

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