cenk-andac-lecture
TRANSCRIPT
Computer-Assisted Drug Development (CADD) tools utilized at the Dedicated Computer Network of Turkey
(TR-GRID)
by Cenk (Jenk) A. Andaç
M.S. School of Pharmacy, University of Wisconsin-Madison USA
Ph.D. Candidate School of Pharmacy, Gazi University-Ankara Turkiye
Res. Asst. Department of Chemistry, Dicle University-Diyarbakir Turkiye
The GRID section of this presentation was prepared in collaboration with
Mrs. Feyza Eryol, [email protected]
Mr. Onur Temizsoylu, [email protected]
Mrs. Aslı Zengin, [email protected]
at the National Academic Network and Information (ULAKBIM) of
the Scientific and Technological Research Council of Turkiye (TUBITAK)
Summer School on Molecular Modeling and Drug DesignSeptember 10th-14th, 2008 – The Marmara Hotel , Istanbul
What is GRID?
GRID is a network of high-speed cluster/personal computers communicating via
very fast internet connections to share CPUs and storage area.
Aim :
to boost-up computational power
to increase capacity for data storage
Areas :
- Local GRIDs
small scale GRIDs, institutions, univesities, companies, etc.
- National GRIDs
CERN-Tier0 (Geneva, Switzerland), BNL (Brookhaven, USA),
FZK (Karlsruhe, DE), TR-Grid (Turkiye), etc.
- Global GRIDs (EGEE, OSG, NorduGRID, Tier1, Tier2, etc.)
Types :
- GRID of dedicated clusters EGEE, SEE
- GRID of Super Computer clusters DEISA Infrastructure
- GRID of Desktop computers @Home Projects
TR-10-ULAKBIM TUBITAK-Ankara 2007
93 Nodes
2 X Intel Xeon DUAL-CORE 2.6 GHz CPUs/node
a total of 372 CPUs
4GB RAM / Node
TR-Grid ( National GRID of Turkiye)
Head-Quarter: ULAKBIM-TUBITAK-Ankara
EGEE1 Tbyte64TR-09-ITUIstanbul Technical University
EGEE24 Tbyte+567 Tbyte372TR-10-ULAKBIMTUBITAK ULAKBIM
637 Tbyte
12 Tbyte
1 Tbyte
1 Tbyte
1 Tbyte
24 Tbyte
6 Tbyte
Storage Capacity
Local HPC Users
EGEE
EGEE, SEE-GRID-SCI
EGEE
EGEE, SEE-GRID-SCI
EGEE, SEE-GRID-SCI
Affiliation
240TR-11-ULAKBIMTUBITAK ULAKBIM
1246TOTAL
64TR-07-PAMUKKALEPamukkale University
64TR-05-BOUNBosporus University
64TR-04-ERCIYESErciyes University
312TR-03-METUMiddle-East Technical University
66TR-01-ULAKBIMTUBITAK ULAKBIM
CPUGRID nameLocation
Affiliation of TR-Grid with European Union GRID projects
• EGEE-2 (Enabling Grid for E-SciencE-2, EGEE) (2006-2008)
Aim : Implementation of common projects amongst many nations throughout the world, integration with the existing SEE GRID structures and affiliation with other GRID infrastructures across continents.
Members : Currently registered 224 GRID infrastructures from 49 countries (including TR-Grid -Turkiye)
Capacity : 38 K CPUs and 15 PetaBytes of Data Storage
Budget : ~35 M EURO. 360 K EURO of the total budget is provided by TUBITAK of Turkiye.
Affiliation: EUMED, CERN
Main Projects : LHC-CERN, HERA, Biomed
• SEE-GRID (South Eastern European Grid-enabled e-Infrastructure Development) (2004-2008)
Aim : Implementation of common projects amongst 11 Balkan nations
Members: GRNET (Greece), AMREJ (Yugoslavia), CERN (Switzerland), BAS (Bulgaria), ICI (Romania),
TR-Grid (Turkiye), MTA SZTAKI (Hungary), INIMA (Albania), BIHARNET (Slovenia), MARNET (Macedonia),
RBI (Croatia)
Budget : 2 M EURO. 190 K EURO of the total budget is provided by TUBITAK of Turkiye.
• EUMED (Empowering e-Science across the Mediteranean) (2006-2008)
Aim: Implementation of common projects amongst 14 Mediterranian countries.
Members: CERIST (Algeria), CERN (Switzerland), CNRST (Morocco), Consortium GARR (South-Cyprus),
DANTE (UK), EUN (Greece), HIAST (Syria), INFN (Italy), MRSTDC (Tunisia), RED.ED (Spain),
TR-Grid (Turkiye), University of Malta (Malta).
Budget : 2 M EURO. 79 K EURO is provided by TUBITAK of Turkiye.
Affiliation: EGEE GRID Project,
Tr-GRID projects
International Projects
EGEE projects
Nuclear Physics : LHC-CERN (ATLAS, ALICE, CMS, LHCb), BaBar (Stanford Linear
Accelerator), DESY (HERA-Hamburg electron-proton accelerator), ITER
(Nuclear Fusion)
Astrophysics : ESA-Plack (Satellite Data Processing), MAGIC (Cherenkov Telescope Data Processing),
GeoPhysics : Atmospheric Ozone Monitoring (GOME-ERS-SAR Stalelite Data Analysis), Earthquake
Monitoring, Hydrology (Simulation of Water Movements in Mediterranean Coasts),Weather
Forecast
Biomedical : Medical Imaging, GATE (GEANT4 Application for Tomographic Emission), CDSS (Clinical
Decision Support System), Pharmacokinetics, SiMRI3D (3D MRI Simulator), gPTM3D (Radiology
Analysis), Bronze Standard, SPM (Neuro- Application for Diagnosis in Alzheimer Disease),
Bioinformatics (Protein Sequence Analysis, Electron Microscopy Analysis, Genomiscs), Drug
Development (WISDOM drug development for Malaria and Bird Flu, GridGRAMM-Molecular
Docking, GROCK-Grid Dock)
Computational : GEMS (Grid Enabled Molecular Simulator), ABCtraj (Mono/Di-atomic reaction
Chemistry Analysis) COLOMBUS (ab-initio computations), GAMESS (ab-initio computations, SCF
minimizations, Atomic Charges, QM, etc.)
National Applications
• WP3-> P-GRADE Portal (National GRID Certification Management) ULAKBIM-TUBITAK
• SDA (Kandilli Earthquake Seismic Data Server and Analysis) Bosporus Univ.
• G-PiP (Protein-protein Interaction Prediction Application) Bilkent Univ.& Koç Univ.
• GRIDAE (A Grid-based Framework for Artificial Evolution Applications) METU
• SE4SEE (The Search Engine for South East Europe) Bilkent Univ.
• HuM2S Bosporus Univ.
• University Research Projects (Chemistry, Physics, Life Sciences, Health Sciences)
TR-Grid Projects
CERN-LHC Project @ EGEE
Proton-Proton collision (event) with an energy of 14 TeV in the center of ATLAS
detector.
Raw Data : 15 PetaBytes/year (1 PetaByte=1024 TeraBytes or 10242 GigaBytes
~100.000 CPUs needed to process LHC data every year.
• Available for free to all Turkish University Faculty and Graduate Students.
• New users are required to have a TR-Grid account.
For online applications : or contact TR-Grid at
http://www.grid.org.tr/uyelik [email protected]
TR-Grid TR-Grid users/Connections
Operating System : Scientific Linux Workstation : Linux, Unix, IRIX, Cygwin
Parallel applications : MPI ( MPICH-2 , LAM) Connections : Static IP (University)
Job Scheduling : Torque PBS SSH Secure Shell Connections
(Portable Batch System)
Fortran compilers : gfortran, ifort, pgf PATH/Environment: module avail
Math Kernel Library : Intel MKL module load <name>
module unload <name>
~/.bashrc ~/.cshrc.local
Membership and Use of Tr-GRID
Licenced Software for non-profit academic users
AMBER10 & AMBER_TOOLS1.2 CPMD CHIMERA
CHARMM ABINIT VMD
NAMD VASP SIRIUS
MMTSB_TOOLS RED-III XMGRACE
DOCK 6.2 (UCSF) PWSCF
GAMESS (US)
Commercial Software (License fee is applied per laboratory)
GAUSSIAN
Drug Development Software @TR-Grid
Drug Development Software @TR-Grid
AMBER v10
(Assisted Model Building with Energy Refinement)
http://ambermd.org
MD, QMMM, MM-PBSA, Thermodynamic Integration, Antechamber, Trajectory Analysis, NAB, AMBER Force Fields, LeaP, RESP, etc
DOCK v6.2 (UCSF)
http://dock.compbio.ucsf.edu/DOCK_6/index.htm
Ligand-Receptor Interactions, Conolly Surface, Grid-Based Ligand (library) docking, AMBER scoring.
MMTSB
(Multiscale Modeling Tools for Structural Biology)
http://blue11.bch.msu.edu/mmtsb/Main_Page
Protein/Nucleic Acid Modeling, Aminoacid/Nucleotide Base Mutations, Cluster Analysis
RED-III
(Resp Esp Charge Derive)
http://q4md-forcefieldtools.org/RED/
Requires GAMESS or Gaussian to compute RESP charges for ligands, residues, etc.
Drug Development Software @TR-Grid
$AMBERHOME/bin � 73 AMBER subprograms
links for
gamess, red3, chimera, sirius, xmgrace, mmtsb
AMBER10 Molecular Dynamics
EPtottottottot = Σ Krrrr (r – reqeqeqeq)2222 bondbondsbondsbondsbonds
+ + + + Σ KΘΘΘΘ (Θ – Θeqeqeqeq)2222 angleanglesanglesanglesangles
+ + + + Σ (Vnnnn/2) (1 + cos[nФ – γ]) dihedraldihedraldihedraldihedraldihedral
atomsatomsatomsatoms+ + + + Σ (Aijijijij / R12121212
ijijijij) - (Bijijijij / R6666ijijijij) van der Waals
i i i i ≠≠≠≠ jjjj
atomsatomsatomsatoms+ + + + Σ (qiiii qj j j j / εssss Rijijijij) electrostatic
i i i i ≠≠≠≠ jjjj
[ + [ + [ + [ + EEP extra points (optional) ]]]]atomsatomsatomsatoms
[ [ [ [ ---- ( 1/2) Σ μindindindindiiii . E(o)
iiii polarization (optional) ]]]]i i i i ≠≠≠≠ jjjj
Drug Development Software @TR-Grid
Absolute (single-state) energy terms in MM-PBSA
H = EPtot
EPtot = Hgas + Gsolv
Gsolv = Gel + Gnonel
Gel Poisson Boltzmann
� ε(r)� Ø
(r)= - 4 π . ρ
(r)
Øi = qi [ exp(-κ r) / εw r]
Generalized Born
Gel ≈ GGB = – (1 / 2) (1 – exp {– к .ƒGB} / εw ) Σ ( qiq
j / f GB)
i , j
Gnonel = γ . SASA + b
Stot = Srotational + Stranslational + Svibrational
G = H + T. Stot
Free energy of binding
Receptor + Ligand -> Complex
∆ Gbinding = Gcomplex – [ G receptor + G ligand ]
Drug Development Software @TR-Grid
AMBER10 MM-PB(GB)/SA thermodynamic computations
Drug Development Software @TR-Grid
AMBER MM/PMEMD/QMMM Benchmark Timings @ TR-Grid
PDB ID: 1Z8V for X-Ray Coordinates
MM/PMEMD/QMMM set-up :
Ligand : AM1/GAFF parameters
DNA : HF/6-31G*/ parmbsc0 FF parameters
Complex : Solvated with TIP3 waters in a total
bounding box of 66 Ǻ x 66 Ǻ x 66 Ǻ , neutralized
with counterions (0.28 M Na+)
A total of 13688 atoms
netropsin
MM/PMEMD
2 picoseconds runs
extrapolated to
ns/day & days/100 ns
MD
QMMM
2 picoseconds runs
extrapolated to
ns/day & days/100 ns MD
Ligand: QM/PM3
DNA : MM/Parmbsc0 FF
parameters
Cenk A. Andac, Anooshirvan Miandji, & Ningur Noyanalpan. (2008)
School of Pharmacy, Gazi University-Ankara
Manuscript in preparation
Drug Development Software @TR-Grid
0,00
0,20
0,40
0,60
0,80
1,00
1,20
1,40
1,60
1,80
nan
oseco
nd
s M
D /
day
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 25 30 32 35 40 48
# of CPUs @ Tr-GRID
sander MM Benchmark timings
AMBER MM/PMEMD/QMMM Benchmark Timings @ TR-Grid
2n (n = 3,4,5) # of CPUs for high performance by SANDER MD
8 / 16 / 32 CPUs
8 CPUs are prefered for relatively-high speed MD runs
CPU ns MD / day days / 100 ns
1 0,49 204,55
2 0,80 124,65
3 1,00 99,58
4 1,27 79,01
5 1,29 77,80
6 1,45 68,91
7 1,42 70,52
8 1,56 64,02
9 1,54 64,99
10 1,52 65,71
11 1,56 64,13
12 1,60 62,35
13 1,55 64,35
14 1,64 60,80
15 1,64 61,11
16 1,72 58,28
17 1,58 63,19
18 1,60 62,35
19 1,60 62,36
20 1,63 61,17
25 1,60 62,47
30 1,54 64,75
32 1,73 57,81
35 1,55 64,39
40 1,52 65,94
48 1,55 64,68
Drug Development Software @TR-Grid
AMBER MM/PMEMD/QMMM Benchmark Timings @ TR-Grid
http://ambermd.org
highest speed for PMEMD : 386 CPUs
speed ratios
MD PMEMD QMMM MD / PMEMD / QMMM
2 0,80 1,25 0,20 1 / 1.56 / 0.25
4 1,27 2,31 0,26 1 / 1.81 / 0.20
8 1,56 3,66 0,29 1 / 2.35 / 0.19
16 1,72 5,13 0,27 1 / 2.98 / 0.16
32 1,73 7,37 0,20 1 / 4.26 / 0.12
48 1,55 8,34 0,19 1 / 5.38 / 0.12
CPUnanoseconds per day
Exemplary CADD/Chemistry Projects @ TR-Grid
(Hacettepe University-Ankara & Dicle University-Diyarbakir)
Cenk Andac, Muge Andac, Adil Denizli (2007). Predicting the Binding Properties of Cibacron Blue F3GA in Affinity Seperation Systems.
International Journal of Biological Macromolecules (Structure, Function and Interactions), 41, 430-438.
Seminar : Cenk Andac. The Third National Affinity Technics. May 2008, Marmaris, Turkiye.
A new manuscript is in preparation.
Development of affinity-columns for efficient removal of HSA out of plasma
Biochemistry Laboratory of Prof. Adil Denizli
at Hacettepe University.
On the right is a Linux workstation directly
connected to Tr-GRID, utilizing AMBER &
DOCK (UCSF)
A CB-F3GA immobilized cryogel column fixed
into a fast protein liquid chromatography (FPLC)
system
Exemplary CADD/Chemistry Projects @ TR-Grid
Development of affinity-columns for efficient removal of HSA out of plasma
A schematic structure of CB-F3GA immobilized
polyacrylamide cryogels synthesized in Prof. Denizli’s
laboratory at Hacettepe University. This current structure
is yet under development
SEM pictures of the CB-F3GA immobilized cryogels
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
• Main objective : Utilization of Cibacron Blue F3GA in the separation of Human
Serum Albumin (HSA) out of human plasma and development of an efficient
affinity chromatography system
• Experimental Approach : Structural analysis on a HSA+CB-F3GA complex
X-ray (Not available)
NMR (Not available)
• Computational Approach : docking and molecular dynamics (MD) studies
���� relevant structures (Protein+CB-F3GA)
���� HSA+CB-F3GA
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Bound structures of Cibacron Blue F3GA
Two X-ray structures at the Protein Data Bank
1) Glutathione S-Transferase (GST). An X-Ray structure is available (PDB ID 2OGS)
The GSTs are a family of dimeric enzymes which play a crucial rule in the detoxification of carcinogenic,
mutagenic, toxic and pharmacologically active compounds by conjugating them to the thiol group of the cellular
nucleophile glutathione (GSH, γ-Glu-Cys-Gly)
A.J. Oakley, M. Lo Bello, M. Nuccetelli, A.P. Mazzetti, M.W. Parker, J. Mol. Biol. 291 (1999) 913.
2) CCytosolicytosolic QuinoneQuinone ReductaseReductase (QR)(QR). An X. An X--Ray structure is available (PDB ID 1QRD) Ray structure is available (PDB ID 1QRD) ����
Quinone reductase [NAD(P)H:(quinone acceptor) oxidoreductase is an enzyme that catalyzes
NAD(P)H/FAD(H2)-dependent two-electron reductions of quinones and protects cells against the toxic and
neoplastic (tumor forming) effects of free radicals and reactive oxygen species arising from one-electron
reductions.
R. Li, M.A. Bianchet, P. Talalay, L.M. Amzel, Proc. Natl. Acad. Sci. U.S.A. 92 (1995) 8846.
Solution structure of QR+CB-F3GA+FAD+DQ by Molecular Dynamics
C.A. Andac, M. Andac, A. Denizli. International Journal of Biological Macromolecules (2007), 41, 430-438.
Three binding modes of CBThree binding modes of CB--F3GAF3GA
1) 1) Class I binding mode (CB-F3GA + GST) (PDB ID 2OGS)
2) Class II binding mode (CB-F3GA+QR+FAD+Duroquinone(DQ) (PDB ID 1QRD)
3) Class III binding mode
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Binding modes of CB-F3GA
Class I binding mode (CB-F3GA + GST)
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Binding modes of CB-F3GA
Class II binding mode (CB-F3GA+QR+FAD+Duroquinone(DQ)
Cenk Andac, Muge Andac, Adil Denizli (2007). Predicting the Binding Properties of Cibacron Blue F3GA in
Affinity Seperation Systems. International Journal of Biological Macromolecules (Structure, Function and
Interactions), 41, 430-438.
X-Ray structure of Glutathione S-Transferase (GST) dimer (PDB ID 2OGS)
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Binding modes of CB-F3GA
Delphi electrostatic surface map for the final coordinates of 1100 ps molecular dynamics simulation of cytosolic QR in
complex with FAD (green stick view), DQ (orange stick view) and CB-F3GA (atom-color stick view).
Figure was adapted from “Cenk Andac, Muge Andac, Adil Denizli (2007). Predicting the Binding Properties of
Cibacron Blue F3GA in Affinity Seperation Systems. International Journal of Biological Macromolecules (Structure,
Function and Interactions), 41, 430-438.”
•Class III binding mode
..exists in solution structures. All aromatic rings of CB-F3GA are involved in binding
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
X-Ray structure of Human Serum Albumin (PDB ID 2BXQ) in complex with myristates, phenylbutazone, indomethacine
J.Ghuman,P.A.Zunszain, I. Petitas,A.A. Bhattacharya, M.Otagiri, S. Curry. JMB 2005, 353, 38.
HSA Binding sitesHSA Binding sites
very-low affinity binding sites
Has been shown to bind BSA at multiple hydrophobic fatty-acid anion binding sites on the surfaceLeatherbarrow RJ, Dean PD (1980). Biochem J. 189(1), 27.
Two well-known high-affinity drug binding sites :SITE-I (warfarin/azapropazone) SITE-II (Benzodiazepins)
Hydrophobic binding site Less-hydrophobic binding sites-------------------------------------------------------------------------------------------------------------------------------
• s-warfarin heme
• r-warfarin ketoprofen
• bilirubin verapamil
• phenylbutazone ibuprofen
• azapropazone indomethacine
• salicylate
• diazepam
• indoxylsulfate
_ W.E. Muller, K.J.Fehske, S.A.C.Schlafer, in : M.M. Reidenberg, S. Erill (Eds.), Drug-
Protein Binding. Praeger, New York, 1986, Chapter 2.
_ G.Sudlow, D.J. Birkett, and D.N. Wade, Mol. Pharmacol. 11:824-32 (1975)
drawbacks for site-I
• presence of a fatty acid in site-I diminishes binding affinty of site-I ligands such as warfarin.
• Less accessibility
• J.M. Ferrer, M.J. Leiton, & A.M.L. Zaton (1998). J. Protein Chem., 17,2,115-119.
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
Fatty acid binding sites
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
indomethacin phenylbutazone
CB-F3GA
DOCK experiments – surface structure and spheres
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
DOCK experiments – docked CB-F3GA
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
Surface view of HSA in complex with CB-F3GA after 60 ps of MD using AMBER1999 Force Field.
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
MM-PBSA Thermodynamic computations
• Thermodynamic computations were conducted at 300 K by the mm-pbsa (18) module of AMBER v9 for the complex (HSA+CB-F3GA) exhibiting the following 1:1 binding interaction. Coordinates of the receptor (HSA) and the ligand (CB-F3GA) were extracted from the complex coordinates.
Receptor + Ligand � Complex
• The Absolute free energy (G) for the complex, the receptor, and the ligand was computed in a classical manner as in EQ.1,
G = H – T. S EQ.1
• in which T is the temperature of the system at 300 K. The binding free energy (∆G) of the complex system was computed as in EQ.2
∆G = Gcomp – [ Grec + Glig ] EQ.2
• 10 snapshots were extracted for the coordinates of the solute species (complex, receptor and ligand) at 2 ps time intervals between 50 ps and 60 ps of the trajectory. H and S terms were computed for each snapshots and averaged out of the 10 snapshots to constitute mean absolute H and mean absolute S terms.
Docking , Molecular Dynamics & AMBER scoring
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
�The electrostatic interaction energy in gas phase (∆Eel) between HSA and CB-F3GA is favorable.�The electrostatic contribution to the solvation energy (∆Gel) is disfavorable � The electrostatic contribution to the enthalpy of binding (∆Eel + ∆Gel) is disfavorable (~20 kcal/mol), suggesting that the binding of CB-F3GA displaces all water molecules at the binding interface and energy is consumed to align the ligand and the receptor during the binding process.�Van der Waals interaction energy (∆Evdw) predominantly favors the binding process both in gas and solution phases, yielding a total van der Waals energy (Hwdw) of -84.46 kcal/mol overall, which compensates for the disfavorable effect of electrostatic repulsions, turning the case into a favorable binding state. Internal energy change for the binding process in gas phase (∆Eint) amounts to zero, suggesting that the binding process does not lead to any major conformational violation in the complex.�A total of the entropy terms (translational+rotational+vibrational) makes a disfavorable contribution (+27.24 kcal/mol) to the binding free energy.
Rudimentary MM-PBSA binding energies. All energy values are given in kcal/mol.
| Gas Phase | SGas Phase | Solvation | Total olvation | Total
∆Eel ∆Evdw ∆Eint ∆Hgas ∆Eel ∆Evdw ∆Eint ∆Hgas ∆Gel ∆Gnonel ∆Hgas+∆Gsolv∆Gel ∆Gnonel ∆Hgas+∆Gsolv
H bindingH binding mean σ mean σ mean σ mean σ mean σ mean σ mean σ
EnergiesEnergies -127.40 11.95 -74.62 4.24 0.00 0.0 -202.02 12.48 147.63 8.76 -9.84 0.16 -64.23 7.40
T.∆Strans T.∆Srot T.∆Svib T.∆Stot
S BindingS Binding mean σ mean σ mean σ mean σ
EnergiesEnergies -13.72 0.00 -12.02 0.01 -1.50 11.32 -27.24 11.32
G bindingG binding [∆Hgas + ∆Gsolv] – [T.∆Stot ] = -36.99
energyenergy
Depth of bound CB-F3GA in site II
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
Spacer lengths
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Docking , Molecular Dynamics & AMBER scoring
• It is concluded that van der Waals/hydrophobic interactions are the favorable forces
that constitute the enthalpy of binding.
• The binding process of Cibacron Blue F3GA is driven by a favorable enthalpy of
binding.
• The binding process of CB-F3GA onto Serum Albumin adopts a class III binding
mode.
• For a more efficient binding process of immobilized CB-F3GA, an alkanediol spacer
with more than 6 carbons is suggested.
Concluding remarks
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Future studies in the laboratories of Denizli et al. at Hacettepe University
Exemplary CADD/Chemistry Projects @ TR-GridDevelopment of affinity-columns for efficient removal of HSA out of plasma
Propionic acid derivatives as anti-inflamatuary drugs
• Ibuprofen (PDB ID 2BXG), ketoprofen, Naproxen
• Reported to have binding sites on sites I and II
• Easy to couple them to a spacer with an hydroxyl group.
R-CH(CH3)-COOH + SOCl2 � R-CH(CH3)-COCl
R-CH(CH3)-COCl + HO-spacer-polymer -> R-CH(CH3)-CO-O-spacer-polymer
Docking studies with naproxen
• Naproxen scores 100-1000 times greater affinity for site I of HSA.
• However, accessibility to site I by CB-F3GA immobilized polymers is of great concern.
Alternative drug : Ibuprofen
• Known to bind site II with greater affinity .
Ion-imprinted affinity separation systems for efficient removal of toxic ions out of human
plasma(Hacettepe University & Dicle University)
Serpil Ozkara, Rıdvan Say, Cenk Andac, Adil Denizli (2008). An ion-imprinted monolith for in-vitro removal of iron out of human plasma with
beta thalassemia. Accepted (In Press). Industrial & Engineering Chemistry Research (of the American Chemical Society).
Ahmet Demircelik, Muge Andac, Cenk Andac, Rıdvan Say, Adil Denizli (2008). Molecular recognition-based detoxification of aluminium in
human plasma. Accepted (In Press). Journal of Biomaterials Science: Polymer Edition
Nilgun Candan, Nalan Tuzmen, Muge Andac, Cenk Andac, Rıdvan Say, Adil Denizli. Cadmium removal out of human plasma using ion-
imprinted beads in a magnetic column. Accepted (available online June 8th, 2008). Materials Science & Engineering-C.
Exemplary CADD/Chemistry Projects @ TR-Grid
The gas-phase structures of (A) [Al3+·(N-
acetylglutamate2-)·(OH-)2·(H2O)2]-1 and (B)
[Al3+·(N-acetylglutamate2-)·(OH-)1·(H2O)3] complex systems, both of which were geometry
optimized using the density functional theory at
the B3LYP/6-31+G(d,p) basis set. H-bonds are
shown with dotted lines.
GAMESS results
Exemplary CADD/Chemistry Projects @ TR-Grid
Ion-imprinted affinity separation systems for efficient removal of toxic ions out of human plasmaAhmet Demircelik, Muge Andac, Cenk Andac, Rıdvan Say, Adil Denizli (2008). Molecular recognition-based detoxification of aluminium in
human plasma. Accepted (In Press). Journal of Biomaterials Science: Polymer Edition
SEM photographs of (A) PHEMAGA and (B) PHEMAGA-Al3+ beads: Surface
morphology (the upper sides) and bulk structure (the lower sides).
FT-IR
Spectrum of
PHMAGA-Al3+
Beads
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RNA Projects
Project-1
Solution structure of the anticodon stem-loop region of a t-RNA with a modified 3-methyl
uridine (3MU) residue at position 33
Cenk Andac, Stephen Scaringe, Ulfert HornemannShool of Pharmacy, University of Wisconsin-Madison, WI USA
Department of Chemistry, Dicle University, Diyarbakir 21280 Turkiye
Dharmacon, Inc., Lafayette, CO, 80026 USA
Methods : RNA synthesis, NMR, AMBER, MMTSB
Manuscript in Preparation
Project-2
Catalytic Small RNAs for protein synthesis
Cenk Andac, Ulfert HornemannShool of Pharmacy, University of Wisconsin-Madison, WI USA
Department of Chemistry, Dicle University, Diyarbakir 21280 Turkiye
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Solution structure of the anticodon stem-loop region of a t-RNA with a
modified 3-methyl uridine (3MU) residue at position 32
T-RNAphe (PDB ID: 1EVV)
Synthesis :
2’-(t-butyldimetylsilyl)-
3’-(O-cyanoethyl-N-diisopropylphospho-
amidityl)-5’-(4,4’-dimethoxytrityl)-
3-N-methyluridine
3MU(33)
Jenk Batch Stephen Batch
University of Wisconsin Dharmacon Inc.
Desalting
HPLC
Desalting
NMRJenk RNA
wt_Jenk
1H-NMR spectrum showing two main N-methyl peaks
of 3MU(33) of the 17-mer RNA
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Solution structure of the anticodon stem-loop region of a t-RNA with a
modified 3-methyl uridine (3MU) residue at position 32
Varian NMR data processing
AMBER
51.34%43.21%
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Solution structure of the anticodon stem-loop region of a t-RNA with a
modified 3-methyl uridine (3MU) residue at position 32
AMBER Molecular Dynamics and MMTSB Cluster Analysis
110 ns of MD 2 main clusters were found
Cluster-1 (green)
Cluster-2 (red)
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Two cluster structures of the anticodon stem-loop region of a t-RNA with a
modified 3-methyl uridine (3MU) residue at position 32
Best structure for cluster-1
at 66.959 ns of MD
(lower potential energy)
Best structure for cluster-2
at 84.774 ns of MD
(higher potential energy)
slow exchange
43.21%
51.34%
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MOLECULAR DYNAMICS AND THERMODYNAMICMOLECULAR DYNAMICS AND THERMODYNAMIC PROPERTIES OF HUMAN SIRT2 IN COMPLEX WITH NADPROPERTIES OF HUMAN SIRT2 IN COMPLEX WITH NAD++
Urszula Uciechowska1,Cenk A. Andac3, Ningur Noyanalpan3, Manfred Jung2 and Wolfgang Sippl1
Department of Pharmaceutical Chemistry, Martin-Luther-University Halle-Wittenberg 2Institute for Pharmaceutical Science, Albert-Ludwigs-University Freiburg
3School of Pharmacy, Gazi University-Ankara Turkey
Introduction
NAD+ - dependent histone deacetylases (sirtuins) are enzymes which cleave off the acetyl group from the N-acetylated lysine side-residues of histones and non-histone proteins. Sir2 proteins possess conserved sequences from bacteria to humans and they are able to deacetylate numerous proteins in addition to histones, e.g. α-tubulin, myoD, p53,FOXO [1-3]. The X-ray structures of human and yeast sirtuins as well as the yeast sirtuin in complex with NAD+ have been determined recently. However, the structure of bound NAD+ to human Sirt2 has not yet been determined .
Docking Studies
Figure 1. Obtained NAD conformations
for Sirt2. Docking studies were carried
out using DOCK v6.1 (UCSF) [9]
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MOLECULAR DYNAMICS AND THERMODYNAMICMOLECULAR DYNAMICS AND THERMODYNAMIC PROPERTIES OF HUMAN SIRT2 IN COMPLEX WITH NADPROPERTIES OF HUMAN SIRT2 IN COMPLEX WITH NAD++
Root mean-square deviation (RMSD) plots
representing unbound h-Sirt2 (green), bound
h-Sirt2 (red) and bound NAD+ (black) through 9 ns of MD. RMSD plots for bound
and unbound h-Sir2 were referenced to the
X-ray structure coordinates while RMSD for
bound NAD+ was referenced to the docked
coordinates of NAD+.
MM-PBSA thermodynamics results
∆Eele ∆EvdW ∆Gele ∆Gnonel ∆Htot ∆Stot ∆Gcal
Sirt2 NAD -8.60 -47.91 24.89 -6.59 -38.21 -24.98 -13.23
mutation ∆Gmut-bind ∆∆Gbind
1 Gln211Ala -12.52 0.71
2 Arg41Ala -4.08 9.15
3 Asn230Ala -5.13 8.1
4 Ser207Ala -6.64 6.59
5 Glu232Ala -10.39 2.84
6 Lys231Ala -8.91 4.32
7 Gln111Ala -12.90 0.33
8 Val210Ala -6.97 6.26
9 Gln209Ala -6.01 7.22
10 Glu267Ala -12.32 0.91
11 Thr33Ala -11.1 2.13
12 Thr206Ala -6.86 6.37
13 Cys268Ala -9.84 3.39
Alanine Scanning (mutation) Results
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MOLECULAR DYNAMICS AND THERMODYNAMICMOLECULAR DYNAMICS AND THERMODYNAMIC PROPERTIES OF HUMAN SIRT2 IN COMPLEX WITH NADPROPERTIES OF HUMAN SIRT2 IN COMPLEX WITH NAD++
ASM binding free energy changes (in kcal/mol) applied on selected residues in h-Sirt2 in complex with NAD+. Residues Arg41, Asn230, Ser207, Val210, Gln209 and Thr206 make the greatest energy contribution to the binding of NAD+.
NAD+ in the binding pocket of h-Sirt2. B.
Residues which make the greatest contributions
to NAD+ binding are shown in green.
∆Gcalc=-13.23 kcal/mol
NAD+ bound to Sirt2 mutated to ARPP. The nicotinamidyl group of NAD+
makes favourable enthalpic contribution to the binding by interaction with Gln209 (green). ARPP is thought to be the waste product of NAD+ that leaves the receptor easily for the next NAD+ to come in and function in the catalytic
site.
∆Gcalc= -5.44 kcal/mol
Thank you for your attention