chemaxon in 3d gábor imre, adrián kalászi and miklós vargyas solutions for cheminformatics

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ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

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Page 1: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

ChemAxon in 3D

Gábor Imre, Adrián Kalászi and Miklós Vargyas

Solutions for Cheminformatics

Page 2: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Talk overview

• ChemAxon’s 2D tradition– visualize– depict/edit– search– calculate/predict properties

• 3D pearls

Page 3: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D visualization

Page 4: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D structure generation

Page 5: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D search

• And what do we do with 3D structures?

• Like what, why, give motivation

• Perhaps we can show some cars without going to details, just en passant

• But we may refer to shapes

Page 6: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Advanced 3D visualization

Page 7: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D structure generation

• Why is 3D structure generation hard

• What are the typical approaches

Page 8: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Our approach

• Chemically aware coordinate and conformer generation

• Reliable, robust

Page 9: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Searching in 3D

• Molecules are inherently spatial objects

• Typical searches are two-dimensional– Molecular descriptor– Fingerprint

Page 10: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D alignment

Page 11: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Conformational flexibility

Page 12: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Multi-conformer rigid search

• One viable solution to tackle conformational flexibility

• The rigid apparatus can be applied

• Highly combinatorial:– All target conformation need to be considered– Do we have multiple query conformations?

• multiple conformations have to be generated

Page 13: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Multiple conformation generation

• Molecular mechanics based geometry optimization

– Improved Dreiding force field to suite wider range of (small organic) molecules

– Modified to support efficient optimization

– Fast numeric optimization

Page 14: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D alignment

• Minimizes atom-pair distance constraints

0 1 2 3 4 5 6 7 8 9 100

0.1

0.2

0.3

0.4

0.5

0.6

0.7

distance (Angstrom)p

ot.

fu

nc

tion

va

lue

Page 15: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Alignment of challenging molecules

Page 16: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D shape similarity

T=

+ -

Page 17: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D virtual screening

• 3D flexible virtual screening on 2D molecules with 2D query

• Maximizes colored shape intersection of the query and the target

• Calculates volume Tanimoto of the optimum 3D flexible alignment

Page 18: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D pharmacophore fingerprint

Page 19: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D pharmacophore fingerprint

Page 20: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Summary

• 3D molecule alignment– Rigid – all conformations are intact– Flexible – all conformations may change– Combined – only the selected molecules are

rigid, the others treated flexible– Atom pairing

• User defined• Auto align – tries to find the optimal overlay• Combined

– Chemically sound conformations– Optional ring flexibility

Page 21: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Summary

• 3D virtual screening– Minimal and maximal interatomic distances are

calculated between atoms of given types– The costly calculation of the fingerprint is done

only once per library– The similarity search is as fast as with 2D

fingerprint– All the popular similarity functions can be

calculated: Tanimoto, Tversky, Dice, Euclidean.

Page 22: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

MD

Simple dreiding based MD

• Used internally by hyperfine

• Available as a plugin also

Projected MD

• In development

• Rigid term energy redistribution

• Extremely fast conformational transitions due to the elimination of vibrational components

Page 23: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

3D calculations

Conformers plugin

• Coordinate / conformers generation

• Geometry optimization

• Energy calculation

Geometry plugins

• Steric hindrance

• Molecular surface area

• Molecular projection area

• Molecular volume

Page 24: ChemAxon in 3D Gábor Imre, Adrián Kalászi and Miklós Vargyas Solutions for Cheminformatics

Acknowledgement

• Dr. Ödön Farkas

• Dr. Imre Jákli

• Judit Vasko-Szedlar