design of dual ligands using excessive pharmacophore query alignment

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ORAL PRESENTATION Open Access Design of dual ligands using excessive pharmacophore query alignment Daniel Moser * , Joanna Wisniewska, Steffen Hahn, Estel la Buscató, Franca-Maria Klingler, Janosch Achenbach, Bettina Hofmann, Dieter Steinhilber, Ewgenij Proschak From 7th German Conference on Chemoinformatics: 25 CIC-Workshop Goslar, Germany. 6-8 November 2011 Dual- or multi-target ligands have gained increased attention in the past years due to several advantages, including more simple pharmacokinetic and phamarco- dynamic properties compared to a combined application of several drugs. Furthermore multi-target ligands often possess improved efficacy [1]. We present a new approach for the discovery of dual-target ligands using aligned pharmacophore models combined with a shape- based scoring. Starting with two sets of known active compounds for each target, a number of different phar- macophore models is generated and subjected to pairwise graph-based alignment using the Kabsch-Algorithm [2,3]. Since a compound may be able to bind to different tar- gets in different conformations, the algorithm aligns pairs of pharmacophore models sharing the same features which are not necessarily at the exactly same spatial dis- tance. Using the aligned models, a pharmacophore search on a multi-conformation-database is performed to find compounds matching both models. The potentially dualligands are scored by a shape-based comparison with the known active molecules using ShaEP [4]. Using this approach, we performed a prospective frag- ment-based virtual screening for dual 5-LO/sEH inhibi- tors. Both enzymes play an important role in the arachidonic acid cascade and are involved in inflamma- tory processes, pain, cardiovascular diseases and allergic reactions [5,6]. Beside several new selective inhibitors we were able to find a compound inhibiting both enzymes in low micromolar concentrations. The results indicate that the idea of aligned pharmacophore models can be successfully employed for the discovery of dual- target ligands. Published: 1 May 2012 References 1. Morphy R, Rankovic Z: J Med Chem 2005, 48:6523-6543. 2. Kabsch W: Acta Crystallog., Sect A: Found Crystallogr 1976, 32:922-923. 3. Kabsch W: Acta Crystallogr, Sect A: Found Crystallogr 1978, 34:827-828. 4. Vainio MJ, Puranen JS, Johnson MS: J Chem Inf Model 2009, 49:492-502. 5. Werz O, Steinhilber D: Pharmacol Ther 2006, 112:701-718. 6. Inceoglu B, Schmelzer KR, Morisseau C, Jinks SL, Hammock BD: Prostaglandins Other Lipid Mediators 2010, 82:42-49. doi:10.1186/1758-2946-4-S1-O11 Cite this article as: Moser et al.: Design of dual ligands using excessive pharmacophore query alignment. Journal of Cheminformatics 2012 4 (Suppl 1):O11. Open access provides opportunities to our colleagues in other parts of the globe, by allowing anyone to view the content free of charge. Publish with ChemistryCentral and every scientist can read your work free of charge W. Jeffery Hurst, The Hershey Company. available free of charge to the entire scientific community peer reviewed and published immediately upon acceptance cited in PubMed and archived on PubMed Central yours you keep the copyright Submit your manuscript here: http://www.chemistrycentral.com/manuscript/ Institute of Pharmaceutical Chemistry, LiFF/OSF/ZAFES, Goethe University, Frankfurt am Main, Germany, Max-von-Laue Str.9, D-60438, Frankfurt/M, Germany Moser et al. Journal of Cheminformatics 2012, 4(Suppl 1):O11 http://www.jcheminf.com/content/4/S1/O11 © 2012 Moser et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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ORAL PRESENTATION Open Access

Design of dual ligands using excessivepharmacophore query alignmentDaniel Moser*, Joanna Wisniewska, Steffen Hahn, Estel la Buscató, Franca-Maria Klingler, Janosch Achenbach,Bettina Hofmann, Dieter Steinhilber, Ewgenij Proschak

From 7th German Conference on Chemoinformatics: 25 CIC-WorkshopGoslar, Germany. 6-8 November 2011

Dual- or multi-target ligands have gained increasedattention in the past years due to several advantages,including more simple pharmacokinetic and phamarco-dynamic properties compared to a combined applicationof several drugs. Furthermore multi-target ligands oftenpossess improved efficacy [1]. We present a newapproach for the discovery of dual-target ligands usingaligned pharmacophore models combined with a shape-based scoring. Starting with two sets of known activecompounds for each target, a number of different phar-macophore models is generated and subjected to pairwisegraph-based alignment using the Kabsch-Algorithm [2,3].Since a compound may be able to bind to different tar-gets in different conformations, the algorithm aligns pairsof pharmacophore models sharing the same featureswhich are not necessarily at the exactly same spatial dis-tance. Using the aligned models, a pharmacophore searchon a multi-conformation-database is performed to findcompounds matching both models. The potentially“dual” ligands are scored by a shape-based comparisonwith the known active molecules using ShaEP [4].Using this approach, we performed a prospective frag-

ment-based virtual screening for dual 5-LO/sEH inhibi-tors. Both enzymes play an important role in thearachidonic acid cascade and are involved in inflamma-tory processes, pain, cardiovascular diseases and allergicreactions [5,6]. Beside several new selective inhibitorswe were able to find a compound inhibiting bothenzymes in low micromolar concentrations. The resultsindicate that the idea of aligned pharmacophore modelscan be successfully employed for the discovery of dual-target ligands.

Published: 1 May 2012

References1. Morphy R, Rankovic Z: J Med Chem 2005, 48:6523-6543.2. Kabsch W: Acta Crystallog., Sect A: Found Crystallogr 1976, 32:922-923.3. Kabsch W: Acta Crystallogr, Sect A: Found Crystallogr 1978, 34:827-828.4. Vainio MJ, Puranen JS, Johnson MS: J Chem Inf Model 2009, 49:492-502.5. Werz O, Steinhilber D: Pharmacol Ther 2006, 112:701-718.6. Inceoglu B, Schmelzer KR, Morisseau C, Jinks SL, Hammock BD:

Prostaglandins Other Lipid Mediators 2010, 82:42-49.

doi:10.1186/1758-2946-4-S1-O11Cite this article as: Moser et al.: Design of dual ligands using excessivepharmacophore query alignment. Journal of Cheminformatics 2012 4(Suppl 1):O11.

Open access provides opportunities to our colleagues in other parts of the globe, by allowing

anyone to view the content free of charge.

Publish with ChemistryCentral and everyscientist can read your work free of charge

W. Jeffery Hurst, The Hershey Company.

available free of charge to the entire scientific communitypeer reviewed and published immediately upon acceptancecited in PubMed and archived on PubMed Centralyours you keep the copyright

Submit your manuscript here:http://www.chemistrycentral.com/manuscript/

Institute of Pharmaceutical Chemistry, LiFF/OSF/ZAFES, Goethe University,Frankfurt am Main, Germany, Max-von-Laue Str.9, D-60438, Frankfurt/M,Germany

Moser et al. Journal of Cheminformatics 2012, 4(Suppl 1):O11http://www.jcheminf.com/content/4/S1/O11

© 2012 Moser et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative CommonsAttribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction inany medium, provided the original work is properly cited.