Automated data analysis in NMR fragment based lead discovery targeting LARG-RhoA
pathway
Ke RuanSchool of Life Science
University of Science and Technology of China
ENC/ACD, April, 2012
Fragment Based Screening
Key techniques for drug screening
1960s: Natural products
1970s: Computational chemistry, QSAR
1980s: Structure based drug discovery
1990s: Combinational chemistry, HTS
2000s: fragment based drug discovery
Typical binding pocket of Kinase
“hot spot” of protein-protein interaction
• High hit rate
• Weak but high quality interaction detected by
biophysical methods, e.g., NMR and SPR
• Applicable to novel PPI target
FBS vs. HTS
Small is better (sample bigger chemical space, higher hit rate, higher Ligand Efficiency, less false positive results, more intuitive to medicinal chemists)
Target
Synthetic library
Fragment growth link merge
Fragments:
Fragment based screening
High throughput screening~106 compounds
FBS
~1000 compounds
MW ~ 250DaPossible "drug-like" compounds: 109
MW ~ 500DaPossible "drug-like"compounds: 1020~10200
Fragment Based Lead Discovery
PPI targets
NMR fragment screening at700MHz spectrometer equippedwith 96 well autosampler
fragment library
Fragment screening and cross validation
Flurescencepolarization
N
NH
CH3
CH3
Br
CH3CH3
O
Hits design,synthesisand optimization
cancer cells
moleculetargetinteraction
Target validation
liver cancers, breast
cancers, etc.
Specific and potentcompound
0 50 100 150 200
0.00
0.05
0.10
0.15
0.20
Pol
ariz
atio
n(m
P)
Concentration (mM)
in vitro and in vivoassay
N
NH
CH3
CH3
Br
CH3CH3
O
Clinical candidates of fragment-derived compounds
Compound Company Status Target Therapy areas
ABT-263 Abbott Genentech
Phase II Bcl-xL Small-cell lung cancer, CML, Lymphoma, Hematological neoplasm Cancer
ABT-869 Abbott Phase II VEGF and PDGF receptor tyrosine kinase family members
Non-small-cell lungcancer, Myelodysplasticsyndrome, Acutemyelogenous leukemiaRenal cell carcinomaHepatocellularcarcinoma, Breast tumorCancer, Colorectal tumor
AT-7519 Astex Phase II CDK family members
Multiple myeloma cancer
AT-9283 Astex Phase II Aurora kinase family membersFlt3 tyrosine kinase, Jak2 tyrosine kinaseAbl tyrosine kinase
HematologicalneoplasmSolid tumor
Compound Company Status Target Therapy areas
DG-051 deCODE Phase II Leukotriene A4hydrolase
Myocardial infarction
PLX-204 Plexxikon Phase II PPAR alpha, delta, gamma
Inflammatory diseaseCardiovascular diseaseNon-insulin dependentdiabetes
LY-517717 Lilly Tularik Phase II Factor Xa Thrombosis
NVP-AUY-922 Vernalis Novartis
Phase II ATPase Hsp 90 Cancer Solid tumor
ABT-518 Abbott Phase I GelatinaseMetalloprotease-2Metalloprotease-9
Solid tumor
IC-776 Lilly ICOS Phase I CD11a, ICAM Inflammatory disease, Psoriasis, Autoimmune disease
AT-13387 Astex Phase I Hsp 90 Cancer
Compound Company Status Target Therapy areas
PLX-4032 Plexxikon Roche
Phase I Raf B protein kinase
Melanoma Cancer
PLX-5568 Plexxikon Roche
Phase I Raf protein kinase Pain, Polycystic kidney disease
SNS-314 Sunesis Phase I Aurora protein kinase
Cancer solid tumor
AT-13148 Astex, ICR CRT AstraZeneca
Phase I AKT protein kinase Cancer
SGX-393 Lilly (SGX) IND for Phase I
Abl tyrosine kinase Cancer
Expert Opin. Drug Discov. (2009) 4:1125
>10 fragment derived compounds in clinical phase II from pharmaceutical companies, e.g., Novartis, Lily, Abbott, Genentech, Astex, Vernalis, Plexxikon.>20 fragment derived compounds in clinical phase I in 2000s.
Fragment Library Buildup
RO3: 110 < MW <250 ~ 300; cLogP < 2 ~ 3 (or cLogD < 2 ~ 3); 2 < N+O < 6
logS > -4.5; TPSA < 110
Final: 1008 fragments condensed from Chembridge Library
commercial fragment library
RO3 Filter
Remove compounds w/o aromatic peaks
Remove compounds with a pairwiseTanimoto similarity score beyond threshold
Prepare new library in stock
Phase I
Fragment QC
Load FIDs/Parameters & FT
Acquire 1D solvent suppressed proton spectra
Build multiplets
Remove solvent peaks
Pseudo combined verification
Hmax=Hex+HAOI+prediction errorHmin=HAOI-prediction error
Find min of integration accuracy
measure concentration by intensity/proton
Upload to database for user scrutiny
Hmax=HtotalHmin=1
pass
ed
faile
d
Phase II
Processed data
Method [Protein] NMR measurement
Applicability
Transverse Relaxation
High 1H R2 Peak overlap
PRE Low 1H R2 spin label attached to protein or ligands, knowledge of protein structure
19F relaxation low 19F R2 Less background noise, high sensitivity (~1H), better dispersion (900 ppm), specific compounds.
STD ~1 µM/tube 1H intensity Most widely applied, large MW target, KD of 100nM to mM
WaterLOGSY > STD 1H sign(invert H2O)
Hydrophilic protein, control waterLOGSY for free ligand, KD>0.1µM
Transferred NOE
high NOESY,sign change
KD of 100nM to mM, less sensitive than STD and WaterLOGSY
Ligand-Based NMR Screening Methods
Saturation Transfer Difference (STD)
WaterLOGSY
Work flow of NMR fragment based screening
Phase III
screening compounds:solubility>0.1mM; consistent structure
Replace the compound having overlappingscore above threshold with a later compoundtill all compounds in the same corktail haveoverlapping score below threshold. Repeatfor the rest corktails
Acquire proton/STD/WaterLOGSY for every corktailwithout (negative control) and with target proteins
Process spectra and database those spectra withreference spectra, one record per corktail
User scrutiny and conversion to excel report
Optimized FBS corktail
Random selected
Optimized by automation script
Hits to leads
Evolving Fragments
NH
NOH
OH O
O
NO
O
NHOH
OHN
OOH
OH CO2Me
OOH
OH
O
O
O
HH
O
ClOH
OH Me
Known Ligands
Detailed DesignNVP-AUY922Phase I/II
Merging
Virtual Screen
Linking
NH
OS
O O
NH
S
N
ON
N
Cl
SO
O
F
F
F
ABT-263
Phase II
OHO
F
OH
BA
Growing
NH
NNH
N
AT9283
Phase IINH
NNH
NNHO
NH
NNH
NNH
NH
ON
O
Fragment 1 µµµµM 0.07 µµµµM 0.003 µµµµM
Structure details especially orientations of fragments are critical for FBDD
Target Validation via Traffic Light System
Frearson et al. Trends in Parasitology 2007
Target Validation
No or weak evidence that the target is essential for growth, survival or invasion & metastasis
Either genetic or chemical evidence
Genetic and chemical evidence
Assay Feasibility
No in vitro assay developed and/or significant problems
In vitro assay exists with plate format feasible, but not achieved
Assay ready in plate format and protein supply assured
Druggability
Novel target class and no known inhibitors or substrate analogues exist
Know Target class / inhibitors of the class
known target class and inhibitors with drug-like properties / a clinical precedent within the gene family
Toxicity Issues
Host homologue present and little or no structural, chemical or other evidence that selective inhibition is possible
Host homologue present, but some structural, chemical or other evidence
Tumour specific or host homologue known to be non-essential
SBDD suitability
No structure of target or closely related homologue
Structure without ligand available/poor resolution (>2.3 Å)/ homology model
Ligand bound structure of target available at high resolution (< 2.3 Å)
● ●●
LARG Pathway
LARG Structure
Conformation changed upon peptide binding for LARG PDZ domain
Soaking may not become feasible.
Liu et al, Protein Sci 2008
LARG DH-PH/RhoA X-ray structure
Kristelly et al. JBC 2004
New NMR techniques in fragment assembling
Specific Aim 1. Hit identification by NMR fragment based screening
Specific Aim 2. Fragment assembling assisted by novel NMR techniques, e.g., RDC & PCS
Specific Aim 3. New ligand synthesis and bioassay. Small-molecule probe to the molecular basis of tumor growth and metastasis
Residual Dipolar Couplings
Residual Dipolar Couplings (RDC) are measured as contributions to lines splittings in anisotropic solution relative to isotropic solution.
RDCs of LARG PDZ domain
-15 -10 -5 0 5 10 15
-12
-8
-4
0
4
8
12
16
Dexp(C12E5)
a
b
c
d
Dca
lc(C
12E
5)
-8 -6 -4 -2 0 2 4 6 8
-6
-4
-2
0
2
4
6
Dca
lc(p
ositi
ve S
AG
)
Dexp(positive SAG)
a. Eletropotential surface of PDZ domain (PDB: 2OMJ). b. Electro-potential surface after refined by two RDC datasets.c. The predicted RDCs derived from structure before (black) and after (red) using data in C12E5 alignment media. d. Predicted RDCs before(black) and after refinement are compared with experiment RDCs in positive strain induced acrylamide gel not used in refinement.
Pseudocontact Shift
Pintacuda etal. Acc Chem Res 2007Su etal, JACS, 2008/2009
Ln tags:
CYVDTNNDGAYEGDEL
NO
OHO
OH
SH
NO
O-O
O-
N
O O-
O
O-
N
O
O-
O O-
Ln
Preliminary PCS data
Y(DPA)33- is used as the PCS reference
Pseudocontact chemical shift under the titration of Tb(DPA)3
3- to PDZ domain
Weak binder to the hot spot
15N
ppm
10 9 8 7130
120
110
T23
F20
A79
1H ppm
b
O
O
OH
[compound]/[PDZ]01020 G21
analogy to DPA specifically binds to PDZ/Plexin-B1 hot spot, residuesin binding sites have been highly in red squares.
Acknowledgments
John LikosClaude Jones Shengtian YangGary LuekerKarey VanSantWei Wang
David SnydermanSergey GolotvinRyan Sasaki
Yunyu Shi
Jihui Wu
Jia Gao
Rongsheng Ma
$$$ support from 973 program, NSFC & Fundamental Research Funds for the Central Universities