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Experimental data guided docking allows
to elucidate the molecular basis of drug-
transporter interaction
Gerhard F. Ecker
Pharmacoinformatics Research Group
Department of Medicinal Chemistry, University of Vienna
Althanstrasse 14, A-1090 Wien, Austria
gerhard.f.ecker@univie.ac.at; http://pharminfo.univie.ac.at
Transporters involved in ADMET
Nature Reviews Drug Discovery 9, 215-236 (March 2010)
Drug Transporter
Aller et al. Science 2009
Major Challenge: Polyspecificity
QSAR Studies of Propafenones
N
OH
N
H N
H
( )n
n = 0-2
NR
O H
O
O
calcd logP
log(1/IC50)
1 2 3 4 5 6 7
-1,5
-1,0
-0,5
0,0
0,5
1,0
1,5
Ligand-based Design
NO
O
OH
Optimal distance: 3.5 -CH2-
high partial logP
steric interactions
H-bond acceptor
H-bond acceptor
π−π-interaction
π−π-interaction
1 2 3 4 5 6 7
-1,5
-1,0
-0,5
0,0
0,5
1,0
1,5
calcd logP
log(1/IC50)
400 compounds
in house library
2D-QSAR
3D-QSAR Pharmacophormodeling
Ecker et al., J Med Chem 39:4767
Ecker et al., Mol Pharmacol 56:791
Chiba et al., J Med Chem 41:4001
Kaiser et al., J. Med Chem 50:1698
Cramer et al., ChemMedChem, 2007
Target-based Design
Aller et al., Science 2009, 323, (5922), 1718-22
SAR-driven docking/Scoring
Mouse P-gp Sav1866
Homology Models of P-gp
Docking into Protein Homology Models
Common Scaffold Clustering
N
N
N
O H
N
C H
3
O
NO
O
O N
O H
Klepsch et al., PloS Comp Biol 2011
Identification of new Ligands
Docking-based classification of
P-gp inhibitors
1935 compounds
Dock, score
take top scored
run distribution
Accuracy 0,75
Klepsch, JCIM 2013
So we know the molecular basis
of propafenone/P-gp interaction
• Poses consistent with QSAR
• Poses predictive for identifying new ligands
• Docking allows classification inhibitor/non-
inhibitor
BUT
Mutating Tyr307/310 to Phe
Multiple sites for the same ligand?
Keskin BMC Structural Biology 2007 7:31
Gln132/773Arg
Parveen et al, Mol Pharmacol 2011
O NR'
OH
R
O
Target-based Design - Reality
Docking into SERT
Imipramine and serotonin bind mutually exclusive
Affinity loss with Y95F (1,2 kcal/mol)
Carbamazepine and serotin bind simultaneously
Sarker et al, Mol Pharmacol 2010
Inclusion of Water
A novel platform for integrated data-
driven drug discovery
www.openphacts.org
What will users see?
A user-friendly, full featured
interface that allows scientists to
explore and interrogate integrated
biological and chemical data
What do we need?
ChEMBL DrugBank Gene
Ontology
Wikipathways
Uniprot
ChemSpider
UMLS
ConceptWiki
ChEBI
TrialTrove
GVKBio
GeneGo
TR Integrity
“Find me compounds
that inhibit targets in
NFkB pathway assayed
in only functional assays
with a potency <1 μM”
“Let me compare
MW, logP and PSA
for known
oxidoreductase
inhibitors”
“What is the
selectivity profile of
known p38 inhibitors?”
The Open PHACTS infrastructure can support many different domains & questions
The Need
Explorer: www.openphacts.org
Provenance
Search over Target Classes
The active Open PHACTS app ecosystem
Open PHACTS has engaged the
scientific community, and many
apps now consume the data within
the Open PHACTS API
Thank you!
Barbara Zdrazil
Ishrat Jabeen
Marta Pinto
Rita Schwaha
Lars Richter
Daniela Digles
Yogesh Aher
Freya Klepsch
Rene Weissensteiner
Andreas Jurik
Vasanathan Poongavanam
Daria Tsareva
Amir Seddik
Eric Haaksma
Peter Ettmayer
Oliver Krämer
Peter Chiba
Wilfried Gansterer
Johnny Gasteiger
2013-12-04 Experimental data guided docking allows to elucidate the molecular basis of drug-transporter interaction

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2013-12-04 Experimental data guided docking allows to elucidate the molecular basis of drug-transporter interaction

  • 1. Experimental data guided docking allows to elucidate the molecular basis of drug- transporter interaction Gerhard F. Ecker Pharmacoinformatics Research Group Department of Medicinal Chemistry, University of Vienna Althanstrasse 14, A-1090 Wien, Austria gerhard.f.ecker@univie.ac.at; http://pharminfo.univie.ac.at
  • 2. Transporters involved in ADMET Nature Reviews Drug Discovery 9, 215-236 (March 2010)
  • 3. Drug Transporter Aller et al. Science 2009
  • 5. QSAR Studies of Propafenones N OH N H N H ( )n n = 0-2 NR O H O O calcd logP log(1/IC50) 1 2 3 4 5 6 7 -1,5 -1,0 -0,5 0,0 0,5 1,0 1,5
  • 6. Ligand-based Design NO O OH Optimal distance: 3.5 -CH2- high partial logP steric interactions H-bond acceptor H-bond acceptor π−π-interaction π−π-interaction 1 2 3 4 5 6 7 -1,5 -1,0 -0,5 0,0 0,5 1,0 1,5 calcd logP log(1/IC50) 400 compounds in house library 2D-QSAR 3D-QSAR Pharmacophormodeling Ecker et al., J Med Chem 39:4767 Ecker et al., Mol Pharmacol 56:791 Chiba et al., J Med Chem 41:4001 Kaiser et al., J. Med Chem 50:1698 Cramer et al., ChemMedChem, 2007
  • 7. Target-based Design Aller et al., Science 2009, 323, (5922), 1718-22
  • 8. SAR-driven docking/Scoring Mouse P-gp Sav1866 Homology Models of P-gp
  • 9. Docking into Protein Homology Models
  • 10. Common Scaffold Clustering N N N O H N C H 3 O NO O O N O H Klepsch et al., PloS Comp Biol 2011
  • 12. Docking-based classification of P-gp inhibitors 1935 compounds Dock, score take top scored run distribution Accuracy 0,75 Klepsch, JCIM 2013
  • 13. So we know the molecular basis of propafenone/P-gp interaction • Poses consistent with QSAR • Poses predictive for identifying new ligands • Docking allows classification inhibitor/non- inhibitor BUT
  • 15. Multiple sites for the same ligand? Keskin BMC Structural Biology 2007 7:31
  • 16. Gln132/773Arg Parveen et al, Mol Pharmacol 2011 O NR' OH R O
  • 18. Docking into SERT Imipramine and serotonin bind mutually exclusive Affinity loss with Y95F (1,2 kcal/mol) Carbamazepine and serotin bind simultaneously Sarker et al, Mol Pharmacol 2010
  • 20. A novel platform for integrated data- driven drug discovery www.openphacts.org
  • 21. What will users see? A user-friendly, full featured interface that allows scientists to explore and interrogate integrated biological and chemical data
  • 22. What do we need? ChEMBL DrugBank Gene Ontology Wikipathways Uniprot ChemSpider UMLS ConceptWiki ChEBI TrialTrove GVKBio GeneGo TR Integrity “Find me compounds that inhibit targets in NFkB pathway assayed in only functional assays with a potency <1 μM” “Let me compare MW, logP and PSA for known oxidoreductase inhibitors” “What is the selectivity profile of known p38 inhibitors?” The Open PHACTS infrastructure can support many different domains & questions The Need
  • 26. The active Open PHACTS app ecosystem Open PHACTS has engaged the scientific community, and many apps now consume the data within the Open PHACTS API
  • 27. Thank you! Barbara Zdrazil Ishrat Jabeen Marta Pinto Rita Schwaha Lars Richter Daniela Digles Yogesh Aher Freya Klepsch Rene Weissensteiner Andreas Jurik Vasanathan Poongavanam Daria Tsareva Amir Seddik Eric Haaksma Peter Ettmayer Oliver Krämer Peter Chiba Wilfried Gansterer Johnny Gasteiger