University of Pittsburgh Drug Discovery Institute
Fifth Annual Ri.MED Scientific Symposium
October 24, 2011
11/4/2011 1 Novel Chemistries and Systems Biology Power Discovery
- D. Lansing Taylor, Ph.D.
University of Pittsburgh Drug Discovery Institute The Role of - - PowerPoint PPT Presentation
University of Pittsburgh Drug Discovery Institute The Role of Systems Biology in Drug Discovery Fifth Annual Ri.MED Scientific Symposium October 24, 2011 D. Lansing Taylor, Ph.D. Director Professor of Computational and Systems Biology
October 24, 2011
11/4/2011 1 Novel Chemistries and Systems Biology Power Discovery
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 2
Target identification and validation Lead identification and optimization Lab and animal testing Clinical trials
Novel Chemistries and Systems Biology Power Discovery 3
Pre-discovery Discovery Preclinical studies Humans
Up to 15 years and $ 1 billion High attrition rates Very low success rates
Chemical libraries/Biologics
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 4
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 5
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 6
Therapeutic Area Johnson & Johnson Cancer Janssen Biotech (Centocor) Asthma Janssen Biotech (Centocor) Scleroderma Janssen Biotech (Centocor) COPD Novartis Alpha-1 antitrypsin deficiency Hawthorn Pharmaceuticals Cancer GE Healthcare Alzheimer's Disease Abbott Necrotizing enterocolitis Arno Therapeutics Cancer
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 7
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 8
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 9
University of Pittsburgh Biomedical Science Tower 3
4 Novel Chemistries and Systems Biology Power Discovery
1 1
Director Lans Taylor Associate Director Chemistry Peter Wipf Associate Director Med-Chemistry Barry Gold Associate Director Comp & Sys Biol Ivet Bahar Associate Director
Cancer Institute
Edward, Chu, MD
Novel Chemistries and Systems Biology Power Discovery
Novel Chemistries and Systems Biology Power Discovery 12
Technology Developments & Corporate Collaborations & Licensing Drug Discovery & Development Core Screening Support for Collaborative Development Pre-Clinical Studies
Formulations & Delivery Animal Tox & Pharmacokinetics Animal Efficacy
Educational Programs Focused Discovery and Development Portfolio In Vitro Safety & Metabolism Biologics Chemistry & Medicinal Chemistry Focused Discovery & Development Projects
Novel Chemistries and Systems Biology Power Discovery
Novel Chemistries and Systems Biology Power Discovery 14
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 15
Combinatorial Chemistry Center Chemical Diversity Center
Peter Wipf, Ph. D. Distinguished University Professor of Chemistry Phase 2 Clinical trials (Glioblasoma multiforme and Prostate) -PI3 Kinase Edward Chu, M.D. Professor of Medicine Chief, Division of Hematology/Oncology Deputy Director of UPCI
Chinese Herbal Medicines PHY906
in metastatic colorectal cancer
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 16
Ivet Bahar, Ph. D. Chair, Department of Computational and Systems Biology
Mapping of complete set of FDA approved drugs and their targets
Extracted from DrugBank (Sept 2010).
Predicting protein interaction dynamics using elastic network models1 (1) Bahar et al (2010) Annual Rev Biophys 39, 23-42.; (2) Liu, Eyal & Bahar (2008) Bioinformatics 24, 1243-50.
Novel Chemistries and Systems Biology Power Discovery 1 7
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 18
-------- 25 Å ------
Lei Yang, Ph.D. Cecilia Lo, Ph.D Neil Hukreide, Ph.D. Andreas Vogt, Ph.D. Gary Silverman, M.D., Ph.D. David Perlmutter, M.D. Bert Gough, Ph.D., Tim Lezon, Ph.D. Stephen Thorne, Ph.D. Novel Chemistries and Systems Biology Power Discovery
Addressing the Biological Complexities Center for Biologic Imaging
Novel Chemistries and Systems Biology Power Discovery 20
Bert Gough, Ph.D. Tim Lezon, Ph.D. Lans Taylor, Ph.D. & Jennifer Grandis, M.D., FACS Tobacco Grant Funding Cancer Cell Lines TME Patient Samples
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 21
in a cell population
Population noise Temporal noise
Adapted from Huang (2009) Development 136: 3853
cell parameter 1 Cell count Microheterogeneity Macroheterogeneity
21
Novel Chemistries and Systems Biology Power Discovery 22
Cell Data Database Store Database Sample Database
Protocol Development Sample Prep Data Process Data Mining/Visualization Computational & Systems Biology InCell 6000 Data Acquisition 6 -384 Well Plates
Server Room Wireless Classroom Laptops (23) Miscellaneous Laptops (20+)
Workstation VLAN
Internet
802.11g Wireless Access Points (4)
PITTnet Network Printers, Copiers, Scanners Desktops / Workstations (90+) Gig-E Gig-E VMware ESXi hosts (3) Promise Vtrak (11TB) 4Gbps FC optical Misc Servers Each Cluster has login node and dedicated Gig-E private network
Cluster 1 864 CPU cores 1388 GB ram 75 nodes on Infiniband Cluster 2 46 CPU cores 124 GB ram Cluster 3 124 CPU cores 132 GB ram Cluster 4 40 CPU cores 40 GB ram DMZ VLAN
Novel Chemistries and Systems Biology Power Discovery 23
384 Well Plates Single Well 4x 10,000 cells Higher Magnification Multiple Biomarkers
Novel Chemistries and Systems Biology Power Discovery 24
Cell 1 Cell 2 Cell N Dose Assay Plates Hyperplexed Images
TOR1 cAMP PKA RPP1A UTH1 BMH1 HFD1 CMD1 cytoskeleton ARP2/3 ARC15 FPR1 rapamycin Calcineurin Mitochondria Nutrients Nucleus
Profiles of Subpopulations Pathway Identification
IL-6
MLKs TYK2 JAK2 MKK1/2 Rac GTP P P P P BCL2
Anti-Apoptosis Cell Growth, Survival, Differentiation and Oncogenesis
P P WAF1 Growth Arrest and Progression G1 to S Cell Cycle Progression Gene Expression P P P STAT3 STAT3 P ISRE P MKKs Raf1 ERK1/2 P Src Pim1 p38 JNK SOCS STAT3 STAT3 c-Myc CDC25A STAT3 STAT3 P P P P P STAT1 P P STAT1 STAT1 P P
Anti-tumor Inflammatory Response
I F N g R 1 I F N g R 2
JAK2 STAT1 P NF-κB
IKK IkBs NF-κB IkBs P
G P 1 3
25
Cell Features Cell Number Nuclear Size DNA Content/ Cell Cycle DNA Texture Mitochondrial Membrane Potential STAT3 Activation STAT1 Activation NFkB Activation ERK MT Stability Apoptosis Live Readout 1st panel 2nd panel
26 Novel Chemistries and Systems Biology Power Discovery
Novel Chemistries and Systems Biology Power Discovery 27
0.00E+00 5.00E+05 1.00E+06 1.50E+06 2.00E+06 2.50E+06 3.00E+06 50000 100000 150000 200000 250000 300000 total Nuclear Intensity pSTAT3 (TotalCircAvgInten)
Unstimulated Cells - 30 min
0.00E+00 5.00E+05 1.00E+06 1.50E+06 2.00E+06 2.50E+06 3.00E+06 50000 100000 150000 200000 250000 300000 total Nuclear Intensity pSTAT3 (TotalCircAvgInten)
Max Stim IL-6 - 30 min
0.00E+00 5.00E+05 1.00E+06 1.50E+06 2.00E+06 2.50E+06 3.00E+06 50000 100000 150000 200000 250000 300000 total Nuclear Intensity pSTAT1 (TotalCircAvgInten)
Unstimulated Cells - 60 min
0.00E+00 5.00E+05 1.00E+06 1.50E+06 2.00E+06 2.50E+06 3.00E+06 50000 100000 150000 200000 250000 300000 total Nuclear Intensity pSTAT1 (TotalCircAvgInten)
Max Stim IFN-g - 60 min
STAT3 Activation with IL-6 STAT1 Activation with IFNg DNA Content DNA Content DNA Content DNA Content
pSTAT3 Activity pSTAT3 Activity pSTAT1 Activity pSTAT1 Activity
pSTAT3 active In some cells pSTAT1 Active Apoptotic? pSTAT3 Active
pSTAT1 Active No Response
Novel Chemistries and Systems Biology Power Discovery 28 Density Energy
Probability density is used to determine an energy function Multivariate distribution for data defines a probability density Effective interactions between features define statistical network that accounts for system’s behavior
pH3. Microtubule Stability (MS) Nuclear Cond (NC) Nuclear Area DNA Content var(pH3) var(NC) var(MS)
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 29
Patient Sample Genomic Tests Proteomics Tests Hyperplexed Pathology Optimal Treatments & Clinical Trails Bioinformatics/ Systems Biology
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 30
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 31
David Koes Alexander Dömling Carlos Camacho
Large Pharma libraries for PPIs (<<1%)
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 33
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 34
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 35
Selection of Disease Relevant P-P Interactions from PDB Select Optimal P-P Pairs Based on Ligand Chemistry
Build Biosensor and Profile Early Safety Assessment
Design and synthesis of Compounds: MCR Validation: Crystallographic SPR/FP Cell based Pre-Clinical Efficacy & Safety Virtual screening: MCR Biased to Anchor
p53 p53 p53 HDM2
P P
HDM2
P
p53 p53
P
Xx
P
Nutlin-3
Novel Chemistries and Systems Biology Power Discovery
p53 hdm2 NLS NES/NLS TagRFP Nuclear – Cytoplasm Shuttling Component Nuclear Anchored Component
Selective Disruption
Novel Chemistries and Systems Biology Power Discovery 37
Giuliano, Premkumar and Taylor, 2006
Novel Chemistries and Systems Biology Power Discovery 38
Nutlin 3
M 1x10
1x10
Biosensor Activity 0.2 0.5 0.8 1.1 1.4 1.7
1.1 M
Nutlin-3 control
Plate 1 - Min/Max
50 100 150 200 250 300 350 400 24 48 72 96 120 144 168 192 216 240 264 288 312 336 360 384 Min1 Max1 Mean +3sdev
Mean +3sdev
Plate 2 - Min/Max
100 200 300 400 500 600
24 48 72 96 120 144 168 192 216 240 264 288 312 336 360 384 Min2 Max2 Mean +3sdev
Mean +3sdev
Z’=0.72 Z’=0.68 Validation plates showing consistency and reproducibility of the response
+ Nutlin 3
Novel Chemistries and Systems Biology Power Discovery 39
40 Novel Chemistries and Systems Biology Power Discovery
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 41
Characteristic Pitt Leads Nutlin Derivative Amgen J&J Mich.
Ki <100 nM
++ ++
Biosensor Potency ++ ++ NA NA NA NCI 60 Growth Inhibition +++ ++ NA NA NA Ease of Synthesis +++
+++ ++ +
Water Solubility +++
NA +
Several patent families 3 leads from over 700 synthesized compounds based on 10 different small MW scaffolds
Novel Chemistries and Systems Biology Power Discovery 4 2
….
Target Molecules Cells Tissues/Organs Human Animals Novel Therapeutic Molecules
11/4/2011 Novel Chemistries and Systems Biology Power Discovery 43