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Java Solutions for Cheminformatics

Java Solutions for Cheminformatics. Conformer generation. June 2006. The “modeling” team at ELTE (Eötvös Loránd University). Ödön Farkas General leadership Geometry optimization Fragment fuse Search involving geometry constraints , etc. Imre Jákli Molecular dynamics (MD)

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Java Solutions for Cheminformatics

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  1. Java Solutions for Cheminformatics Conformer generation June 2006

  2. The “modeling” team at ELTE (Eötvös Loránd University) Ödön Farkas • General leadership • Geometry optimization • Fragment fuse • Search involving geometry constraints, etc. Imre Jákli • Molecular dynamics (MD) • Database connection Adrián Kalászi • Molecular mechanics • Drug design tools (3D pharmacophore model) • Conformer search via MD Gábor Imre • 3D builder scheduling • Fragment-atom fuse (v2) • Minkowski-based build • Debug tools Students: Krisztina Szölgyén, László Antall

  3. Conformer generation / basic concepts • Conformers are locally stable structures of a molecule. • Conformers are often called “rotamers”, however rings may also have different conformers which are not rotamers. • Intermediate structures, corresponding to molecular motion, are conformations and should not be considered as conformers. • The lowest energy conformer can only be found certainly if all conformers are known. • The distribution of conformers can be approximated using the calculated conformational energy.

  4. Goal of conformer generation • Generating valid 3D molecular structures • Finding multiple structures for flexible molecules

  5. History of conformer generation in Marvin • First approach based on a generalized Minkowski metricG. Imre, G. Veress, A. Volford, Ö. Farkas “Molecules from the Minkowski space: an approach to building 3D molecular structures” J. Mol. Struct. (Theochem)666-667, 51 (2003) • Due to problems with chirality and slow computational time we introduced an atom-by-atom fuse methodG. Imre, Ö. Farkas“3D Structure Prediction and Conformational Analysis” 7th ICCS, June 5 - 9, 2005 Noordwijkerhout, The Netherlands • Scheduling is important • Faster and reliable process • Frequent use of geometry optimization may slow down the process • Current version is based on fusing fragments

  6. Key algorithms used or developed for conformer generation • Quaternion fit (JQuatFit) • Based on the work of Hamilton • http://en.wikipedia.org/wiki/Quaternion • Can fit two molecular structures via non-iterative, linear scaling, extremely fast method. • Used for fitting common atoms for fusing fragments • Substructure3DSearch • Based on the substructure search implemented by ChemAxon • Simplified for fast exact match (using graph invariant) • Extended with • geometry matching (using quatfit) to separate conformers • high/low priority matching for selecting suitable fuse positions • geometry constrained topological matching for fragment re-use • Can quickly distinguish conformers with optional diversity limit

  7. Conformer tools in the GUI MSketch/MView Draw a molecule

  8. Conformer tools in the GUI MSketch/MView Draw a molecule • Adjust Clean/3D mode • Fast build: old algorithm, no Hydrogens • Fine build: new algorithm,automatically adds Hydrogens • Build or optimize: build only for non 3D structures • Optimize: just optimize Press Ctrl-3 to process

  9. Conformer tools in the GUI MSketch/MView Pressing F7 changes for 3D rotation mode to change the viewpoint Previously Ctrl-F generated conformers,now it only displays if they are available The new Conformerplugin is advised for conformer generation

  10. Conformer tools in the GUI MSketch/MView calculator plugins • The conformer plugin allows easy access tothe most importantoptions: • Output as molecule array or storage in single molecule • Variable optimization criteria • Multiple or single conformer • Maximum conformer count • Time limit for the process • “Hyperfine” mode for thorough checking of conformers • H-bond visualization • Access to old algorithm

  11. Conformer tools in the GUI MSketch/MView calculator plugins • The conformer plugin allows easy access tothe most importantoptions: • Output as molecule array or storage in single molecule • Variable optimization criteria • Multiple or single conformer • Maximum conformer count • Time limit for the process • “Hyperfine” mode for thorough checking of conformers • H-bond visualization • Access to old algorithm

  12. Conformer tools in the GUI MSketch/MView calculator plugins The conformers canalso be stored as aproperty of the molecule(available in mrv, sdf) • Single molecule appearsas a result and “Ctrl-F”displays the stored the individual conformers • The desired conformer to display can be selected • The selected conformershould be confirmed.

  13. Conformer tools in the GUI MSketch/MView calculator plugins The stored conformersthen will appear when “Ctrl-F” is pressed.

  14. Molecular dynamics in the GUI MSketch/MView calculator plugins The stored conformersthen will appear when “Ctrl-F” is pressed. The flexibility of the molecule can be studiedvia molecular dynamics.

  15. Molecular dynamics in the GUI MSketch/MView calculator plugins

  16. Command line conformer tools (cxcalc)conformers & leconformers Usage: cxcalc [general options] [input files/strings] conformers [conformers options] [input files/strings] conformers options: -h, --help this help message -f, --format <output format> should be a 3D format (default: sdf) -m, --maxconformers <maximum number of conformers to be generated> (default: 100) -s, --saveconfdesc [true|false] if true a single conformer is saved with a property containing conformer information (default: false) -e, --hyperfine [true|false] if true hyperfine option is set (default: false) -o, --oldalg [true|false] if true old (before Marvin 4.1) algorithm is used for calculation (default: false) -y, --prehydrogenize [true|false] if true prehydrogenize is done before calculation, if false calculation is done without hydrogens (available only with old algorithm, default: false) -l, --timelimit <timelimit for calculation in sec> (default: 900) -O, --optimization [0|1|2|3] conformer generation optimiztaion limit (default: 1) # cxcalc conformers -m 250 -s true test.sdf

  17. Command line molecular dynamics tools (cxcalc)moldyn Usage: cxcalc [general options] [input files/strings] moldyn [moldyn options] [input files/strings] moldyn options: -h, --help this help message -x, --forcefield [dreiding] forcefield used for calculation (default: dreiding) -i, --integrator [positionverlet|velocityverlet|leapfrog] integrator type used for calculation (default: velocityverlet) -n, --stepno <number of simulation steps> (default: 1000) -m, --steptime <time between steps in femtoseconds> (default: 0.1) -T, --temperature <temperature in Kelvin> (default: 300 K) -j, --trajectorytype [mol|sdf] type of output mol: series of mol frames sdf: series of sdf frames (default: sdf) Example: cxcalc moldyn test.mol

  18. Conformer tools API // read input molecule MolImporter mi = newMolImporter("test.mol"); Molecule mol = mi.read(); mi.close(); // create plugin ConformerPlugin plugin = new ConformerPlugin(); // set target molecule plugin.setInputMolecule(mol); // set parameters for calculation plugin.setMaxNumberOfConformers(400); plugin.setTimelimit(900); // run the calculation plugin.run(); // get results Molecule[] conformers = plugin.getConformers(); int conformerCount = plugin.getConformerCount(); Molecule m; for (int i = 0; i < conformerCount; ++i) { m = conformers[i]; // same as m = plugin.getConformer(i); // do something with the conformer ... } // do something with the results ...

  19. 3D structure generation capabilitiesComparison Corina Marvin 15.2 s Much faster…

  20. 3D structure generation capabilitiesComparison Corina Marvin 5.9 s Much faster…

  21. 3D structure generation capabilitiesComparison Corina Marvin 5.1 s Much faster…

  22. Result statistics NCI 250K database (August, 2000) • 1st round • Current method with 120 sec. time limit • Conversion rate: 99.92% (failed 193 of 250251) • Avarage time is 0.65 sec/molecule • 2nd round • Old method on the 193 previously failing structures • Overall conversion rate: 99.994% (failed 13)

  23. Under development what to expect in the near future • 100% conversion rate for valid, medium size structures • Optional conformer diversity limit • Server version • Carrying built up fragments for consequent processes • Store and use fragment database • Further speedup • MMFF94 force field

  24. Acknowledgements

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