SlideShare a Scribd company logo
1 of 23
Primary Human Cell Systems
Analysis of Drug Mechanisms

        Ellen L. Berg, PhD
           BioSeek, Inc.

     SBS 15th Annual Conference
            Lille, France
           28 April 2009

                                  BioSeek
Presentation Overview


    • BioMAP Human Cell Systems Platform
         Primary human cell-based disease models


    • Analysis of PPAR agonists
         Discriminate clinical-stage compounds

           • Class and compound-specific activities

         Explore alternative clinical indications

           • Prioritize compounds for indications and/or safety related activities



2                                                                               BioSeek
Goals for Human Cell Systems Biology Platform


   • Covers a lot of biology
         Targets, pathways, therapeutic areas, diseases

   • Covers the right biology
         Human disease biology

   • Is quantitative, reproducible, robust, high throughput
         Standardized, amenable to database generation

   • Is useful to broad range of stakeholders
         Project leaders, biologists, chemists, preclinical scientists, clinicians

   • Is predictive
         Biomarkers
         Clinical indications, efficacy, toxicity


                                                                                BioSeek
BioMAP® Technology Platform

        Assays                 Profile Database                Informatics




                         LPS



                    BF4T



                     SM3C




  Human primary cells          Biological responses to   Specialized informatics tools
  Disease-like culture         drugs and stored in the   are used to mine and analyze
  conditions                   database                  biological data



     Complementary to biochemical target and phenotypic screening
     Complementary to biochemical target and phenotypic screening


                                                                           BioSeek
BioMAP® Technology Platform

        Assays

                               •   Assay endpoints are cell-based clinical
                                   BioMAP Systems include human assays
                                   biomarkers and risk complex human
                                   engineered to modelfactors (proteins)
                         LPS
                                   disease biology
                                     Cytokines, chemokines
                                   • Human primary cells receptors
                                    Adhesion and growth
                    BF4T
                                   • Co-cultures, multiple (prostaglandins, etc.)
                                    Biological mediators stimulation factors, activated cells
                     SM3C          • Quantitative protein readouts plasminogen activators)
                                    Proteases, enzymes (MMPs, - biomarkers
                                   • Pharmacologically relevance - validated with known
                                    Others (hemostatic factors, matrix components)
  Human primary cells
  Disease-like culture              drugs
                                     Clinically relevant
  conditions

  >25 BioMAP Systems




                                                                                     BioSeek
BioMAP® Technology Platform

        Assays                   Profile Database

                                                               •   > 2000 agents
                                                                   • Approved drugs
                         LPS
                                                                   • Clinical stage &
                    BF4T                                              failed drugs
                                                                   • Experimental
                     SM3C

                                                                      compounds
  Human primary cells          Biological responses to drugs       • Biologics
  Disease-like culture         and stored in the database
  conditions                                                       • Toxicants




                                                                                 BioSeek
Assays are Robust and Highly Reproducible
High Correlation of Experimental Replicates



                                                                    Pearson Correlation Coefficient
                                               R1     R2     R3      R4     R5     R6     R7     R8     R9     R10    R11    R12
                                         R1     1
                                         R2    0.95    1
                                         R3    0.96   0.94    1
                                         R4    0.98   0.98   0.96     1
                                         R5    0.93   0.94   0.91    0.94    1
                                         R6    0.96   0.96   0.93    0.97   0.98    1
                                         R7    0.94   0.91   0.9     0.93   0.89   0.9     1
                                         R8    0.95   0.98   0.94    0.98   0.94   0.98   0.92    1
                                         R9    0.91   0.92   0.88    0.92   0.89   0.91   0.93   0.93    1
                                         R10   0.88   0.9    0.81    0.89   0.93   0.93   0.85   0.91   0.83    1
                                         R11   0.94   0.97   0.9     0.94   0.91   0.93   0.94   0.96   0.91   0.89    1
                                         R12   0.92   0.9    0.84    0.89   0.96   0.96   0.89   0.91   0.87   0.92   0.91    1




                            5 µM dose




              Consistent data experiment-to-experiment
              Consistent data experiment-to-experiment
                 Pearson correlation >0.8 (perfect match = 1)
                  Pearson correlation >0.8 (perfect match = 1)


                                                                                                               BioSeek
Classification of Drugs By Mechanism
Pairwise Correlation of BioMAP Reveals Functional Similarities
                              Protein                   Estrogen R
                             synthesis
                                                                                    Microtubule
                          PKC Activation                                           Destabilizers
                                                    Transcription

                                                                                  PI-3K
                               JNK
  NFκB
                                                                                 mTOR

                  Hsp90
                                    DNA
   Calcineurin                    synthesis                Retinoids


                                                                                       CDK


                 HMG-CoA
                 reductase
                                        Ca++                           Mitochondrial
                                     Mobilization                         ET chain

         p38 MAPK
                                                                               Microtubule
                                                                                Stabilizers
                                           MEK


                                                                                                   BioSeek
BioMAP Systems are Validated
 Corticosteroids (Prednisolone) Are Active in Inflammation Systems
                                                BioMAP Systems
Log expression ratio
(Drug/DMSO control)




                                                                                  99% significance
                                                                                  envelope




                                                     Control (no drug)       Dose
                                                                             Response




                             Cytotoxicity Readouts
                                          Readout Parameters (Biomarkers)




                       Profiles retain shape over multiple concentrations
                        Profiles retain shape over multiple concentrations


                                                                                  BioSeek
BioMAP Systems are Validated
  Activities of Corticosteroids Match Clinical Effects
Log expression ratio




                                                 SAA
(Drug/DMSO control)




                                                       PAI-1                      PAI-1


                                                                                 MMP-1
                                                                                                                                IL-8
                        MCP-1            IL-8
                                                                                                              PGE2      E-selectin
                                                       Collagen I & III
                                                                                                                 TNF-α




       MCP-1, IL-8, E-sel. decrease                      PGE2 decrease            Collagen I, III decrease           PAI-1, SAA increase
         Leukocyte recruitment                                                         Skin atrophy                   CV complications
                                                         Pain, swelling                                                 Sartori et al., 1999
                       Many, e.g. Jilma et al., 2000      Sebaldt et al., 1990           Autio et al., 1994
                                                                                                                         Fyfe et al., 1997


                                      Readouts in BioMAP show the same pattern as has been
                                      Readouts in BioMAP show the same pattern as has been
                                          reported for patients receiving steroid therapy
                                           reported for patients receiving steroid therapy
                                                                                                                                   BioSeek
Project Goal


 • Characterize PPAR agonists by BioMAP profiling
       Compare and contrast PPARγ agonists (anti-inflammatory
        activities)

                 Rosiglitazone (Avandia)
    PPARγ Troglitazone (Resulin)             PPARα Fenofibrate (Tricor)
                 Pioglitazone (Actos)


       Identify shared and unique pathway effects
       Identify potential new indications




                                                                      BioSeek
BioMAP Profile of Rosiglitazone
                                             BioMAP Systems




Eot3                                         IP-10                  E-sel
                  IP-10                                                                                     MCP-1
                                             I-TAC                                   MCSF                       IL-8
                  I-TAC
                                                                                CD40    TNFα
                                                        VCAM

                                                                  Macrophage
                                                                   activation   Monocyte
                                                                                activation       T cell
                                                                                               activation



  •    Rosiglitazone has strong anti-inflammatory activities
           Inhibition of monocyte and T cell activation (T cell proliferation ) & recruitment
           Inhibition of inflammatory chemokines (Eotaxin3, IP-10, ITAC, IL-8)
           Consistent with inhibition of NFκB pathway by rosiglitazone
  •    Consistent with efficacy in vivo
           Mouse models of colitis (Shah, Y.M., et al., Am. J. Physiol. Gastrointest. Liver Physiol. 2007,
            292:G657; Saubermann, L.J., Inflamm. Bowel Dis., 2002, 8:330).
           Animal model of exposure-induced asthma (Lee, J. Immunol, 2006 117:5248).
           MCP-1 and TNFα are clinical biomarkers
                                                                                                               BioSeek
BioMAP Profile of Rosiglitazone
                                            BioMAP Systems



                                                            Col IV




Eot3                     MMP9                                          E-sel
                 IP-10             uPAR                    Col III                                             MCP-1
                           PAI-1                                                        MCSF                       IL-8
                 I-TAC                         Col III
                                                                                   CD40    TNFα
                                                         VCAM

                                                                     Macrophage
                                                                      activation   Monocyte
                                                                                   activation       T cell
                                                                                                  activation



  •    Rosiglitazone has strong effects on tissue remodeling parameters
           Inhibition of MMP9, PAI-1, uPAR, Collagen III; upregulation of Collagen IV; Strong inhibition
            of myofibroblast activation
           Consistent with modulation of TGFβ pathway by rosiglitazone
  •    Consistent with results from in vivo studies
           Rosigitazone is effective in models of neointimal hyperplasia (MMP9 is a biomarker in vivo)
           Rosiglitazone protects in scleroderma model (myofibroblast accumulation and Collagen III)



                                                                                                                  BioSeek
BioMAP Profile of Rosiglitazone
                                                BioMAP Systems

           PGD2                                                                           PGE2
PGJ2       PGF2a PGJ2             PGD2                                          PGJ2      PGD2
                 PGF1a            PGF2a                                                                 PGF2a
PGF1a                                                                           PG1a      PGF2a




 Bronchial epithelial cell-containing systems                                    Leukocyte-containing systems




    •    Rosiglitazone upregulates prostaglandins
               In both bronchial epithelial and leukocyte-containing systems
               Potent activity




                                                                                                                BioSeek
Upregulation of Prostaglandins by Rosiglitazone



  • Are prostaglandin effects PPARγ-dependent?
        Not reversed by PPARγ antagonists
        Reversed by COX1/2 inhibitors
        Non-TZD PPARγ agonists do not upregulate prostaglandins

  • Consistent with secondary activity / activities
        Rosiglitazone has been reported to inhibit 15-hydroxy-
         prostaglandin dehydrogenase and CYP450 2C8
        Q: What about other TZDs, PPAR ligands?




                                                                  BioSeek
Rosiglitazone Upregulation of PGE2 is not a Class Effect
Search of BioMAP Database for Compounds that Increase PGE2


                       PPARα
                                                  TXA2 inhibitor
  Compound
 Specific Effect

                         PPARγ
                                                          Retinoids
                      JNK Inhibitor
    RNA Synthesis
    Inhibitor                         AMPK                Mechanism
                                      activator
                                                          Class Effect
                        CYP450
                        Inhibitor

                                                   Microtubule
          mTOR                                     Destabilizers
          Inhibitor




                                                                      BioSeek
BioMAP Profile of Pioglitazone

                                                                                              PGD2         PGD2
          PGD2               PGD2                                        IL-8                 PGE2         PGF2a
PGJ2      PGF2a PGJ2         PGF2a                                              PGJ2          PGF2aPGJ2             MCP-1



  CD40                     MMP9               VCAM                                              CD38
                                                 ITAC                           PGF1a   MCSF PGF1a
                                                                                   CD40


                                                                                       Monocyte       T cell
                                                                                       activation   activation




   •     Pioglitazone shows few anti-inflammatory activities
             Modest inhibition of VCAM, ITAC
             Pioglitazone may be a weaker inhibitor of NFκB than rosiglitazone or have reduced
              cell uptake
   •     Pioglitazone has modest effects on tissue remodeling parameters
             Inhibition of MMP9
             Pioglitazone has no effect on myofibroblast activation (in contrast to rosiglitazone)
   •     Pioglitazone has differential effects on prostaglandins
             Prostaglandins are inhibited in leukocyte/endothelial cell systems; unaffected in
              bronchial epithelial cells

                                                                                                                 BioSeek
BioMAP Profile of Troglitazone

         PGD2                 PGD2
         PGF2a               PGF2a   TM                     Col IV
PGF1a            PGF1a     MMP1



                                     TF                              MCP-1                                               MCP-1
 Eot3                      MMP9                                                                                   uPAR
                                                                                                  TNFα
                   IP-10                                                 E-sel
                   I-TAC                        Col III


                                                                       Macrophage    Monocyte          T cell
                                                                        activation   activation      activation




    •   Troglitazone shows modest anti-inflammatory activities
            Activities are similar to those of rosiglitazone
            Inhibition of inflammatory chemokines (Eotaxin3, IP-10, ITAC, IL-8)
            Troglitazone is cytotoxic at higher concentrations
    •   Troglitazone also affects tissue remodeling parameters
            Inhibition of MMP9, PAI-1, Collagen III, some inhibition of myofibroblast activation
            Upregulation of thrombomodulin in CASM3C system
    •   Troglitazone affects prostaglandin pathways
            Upregulation of PGF1a, PGF2a, and PGD2 in bronchial epithelial cells
            No effect in leukocyte-containing systems (/LPS and /SAg)

                                                                                                                  BioSeek
BioMAP Profile of Fenofibrate - PPARα

                                       TM
        PGD2                   PGD2                           MMP1
PGJ2    PGF2a   PGJ2                                                   IL-8                        PGJ2                     TM
                               PGF2a



Eot3                   IL-8   MMP9          VCAM                              PGF1a       IL1α                                        MCP-1
                                              ITAC                                        MCSF
                                                                                            PGD2          PGD2                 uPAR
                                                 Col III
                                                                                       CD69
                                                                                            PGE2
                                                                                                  PGF1a
                                                                                                          PGF2a                  IL-8
                                                           VCAM                                         Mig
                                                                                            PGF2a                               HLA-DR


                                                                                      Monocyte              T cell
                                                                                      activation          activation




   •   Fenofibrate shows modest anti-inflammatory activities
           Some inhibition of monocyte and T cell activation
           Inhibition of inflammatory chemokines (Eot3, IL-8, ITAC)
   •   Modest effects on tissue remodeling parameters
           Inhibition of MMP9, Collagen III; upregulation of MMP1
   •   Differential modulation of prostaglandins                                                                     QuickTime™ and a
                                                                                                                       decompressor
           Inhibition of prostaglandins in leukocyte-containing systems (/LPS and /SAg)                     are needed to see this picture.

           No effect on prostaglandins in epithelial cell-containing systems




                                                                                                                           BioSeek
Summary of PPAR Agonists

• BioMAP profiling can discriminate PPAR agonists
       Compound-and class-specific effects

• PPAR agonists exhibit anti-inflammatory activities consistent with
   inhibition of NFkappaB pathway
       Rosiglitazone, Fenofibrate > Troglitazone > Pioglitazone

• Some PPAR agonists inhibit myofibroblast activation (TGFβ signaling)
       Rosiglitazone, Troglitazone, but not Pioglitazone

• PPAR agonists have diverse effects on prostaglandins
       Rosiglitazone upregulates prostaglandins in both leukocyte-containing systems and
        bronchial epithelial cells
       Troglitazone upregulates prostaglandins in bronchial epithelial cells
       Pioglitazone and Fenofibrate inhibit prostaglandins in leukocyte-containing systems


                                                                                    BioSeek
Summary

• Differential activities can suggest prioritization for therapeutic utility
       Anti-inflammatory activities ( inhibition of T cell, monocyte activation)
          • Autoimmune disease, vascular inflammation, atherosclerosis

       Inhibition of myofibroblast activation / TGFβ signaling
          • Fibrotic diseases (IPF, scleroderma)

       Upregulation of prostaglandins
          • Bronchodilation, potential utility in respiratory disease

• Differential effects may also be associated with potential for side effects
       Differential clinical effects of pioglitazone and rosiglitazone with respect to
        cardiovascular outcomes (Winkelmeyer, W., 2008, Comparison of cardiovascular
        outcomes in elderly patients with diabetes who initiated rosiglitazone vs
        pioglitazone therapy. Arch Intern Med 168:2368)



                                                                                          BioSeek
Acknowledgements



 • BioSeek                 • Stanford
       Eric Kunkel              Eugene Butcher
       Jennifer Melrose         Rob Tibshirani
       Dat Nguyen               Trevor Hastie
       Elen Rosler
       Stephanie Tong
       Jian Yang
       Antal Berenyi
       David Patterson
       Jonathan Bingham




                                                   BioSeek
BioSeek

More Related Content

What's hot

Health Canada Genetic Tox Lecture Part 1
Health Canada Genetic Tox Lecture Part 1Health Canada Genetic Tox Lecture Part 1
Health Canada Genetic Tox Lecture Part 1cwoodland
 
Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...SookYee1234
 
Protein Purification Slides
Protein Purification SlidesProtein Purification Slides
Protein Purification SlidesQuanina Quan
 
Berg ellen cal epa 29 oct2014
Berg ellen cal epa 29 oct2014Berg ellen cal epa 29 oct2014
Berg ellen cal epa 29 oct2014Ellen Berg
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...bioejjournal
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...bioejjournal
 
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...bioejjournal
 
Michael Buschmann_Nanomedecine
Michael Buschmann_NanomedecineMichael Buschmann_Nanomedecine
Michael Buschmann_NanomedecineNe3LS_Network
 
Recombinant Proteins
Recombinant ProteinsRecombinant Proteins
Recombinant ProteinsAmith Reddy
 
Cloning and Expression of recombinant Protein
Cloning and Expression of recombinant ProteinCloning and Expression of recombinant Protein
Cloning and Expression of recombinant ProteinGaurav Dwivedi
 
Soluble protein expression optimization
Soluble protein expression optimizationSoluble protein expression optimization
Soluble protein expression optimizationBiologicsCorp
 
Cell free protein expression system
Cell free protein expression systemCell free protein expression system
Cell free protein expression systemTasmina Susmi
 
Measuring apoptosis in real time with a new luminescent method
Measuring apoptosis in real time with a new luminescent methodMeasuring apoptosis in real time with a new luminescent method
Measuring apoptosis in real time with a new luminescent methodMourad FERHAT, PhD
 
OriGene Technologies Capabilities Overview Feb 2011
OriGene Technologies Capabilities Overview Feb 2011OriGene Technologies Capabilities Overview Feb 2011
OriGene Technologies Capabilities Overview Feb 2011mwatson26
 
Poster Filippa Pettersson ICDT 2010
Poster Filippa Pettersson ICDT 2010Poster Filippa Pettersson ICDT 2010
Poster Filippa Pettersson ICDT 2010FilippaP
 
Innate immunity 2013
Innate immunity 2013Innate immunity 2013
Innate immunity 2013Elsa von Licy
 
Identify Compounds that Rescue Disease Relevant Mutant Membrane Proteins
Identify Compounds that Rescue Disease Relevant Mutant Membrane ProteinsIdentify Compounds that Rescue Disease Relevant Mutant Membrane Proteins
Identify Compounds that Rescue Disease Relevant Mutant Membrane ProteinsDiscoverX Corporation
 

What's hot (20)

Health Canada Genetic Tox Lecture Part 1
Health Canada Genetic Tox Lecture Part 1Health Canada Genetic Tox Lecture Part 1
Health Canada Genetic Tox Lecture Part 1
 
Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...
 
Protein Purification Slides
Protein Purification SlidesProtein Purification Slides
Protein Purification Slides
 
Berg ellen cal epa 29 oct2014
Berg ellen cal epa 29 oct2014Berg ellen cal epa 29 oct2014
Berg ellen cal epa 29 oct2014
 
Recombinant protein
Recombinant protein Recombinant protein
Recombinant protein
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...
 
Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...Cloning and extracellular expression of recombinant tissue plasminogen activa...
Cloning and extracellular expression of recombinant tissue plasminogen activa...
 
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
Cloning and Extracellular Expression of Recombinant Tissue Plasminogen Activa...
 
Michael Buschmann_Nanomedecine
Michael Buschmann_NanomedecineMichael Buschmann_Nanomedecine
Michael Buschmann_Nanomedecine
 
Recombinant Proteins
Recombinant ProteinsRecombinant Proteins
Recombinant Proteins
 
Cloning and Expression of recombinant Protein
Cloning and Expression of recombinant ProteinCloning and Expression of recombinant Protein
Cloning and Expression of recombinant Protein
 
Soluble protein expression optimization
Soluble protein expression optimizationSoluble protein expression optimization
Soluble protein expression optimization
 
Cell free protein expression system
Cell free protein expression systemCell free protein expression system
Cell free protein expression system
 
Prodigiosin induce apoptosis
Prodigiosin induce apoptosisProdigiosin induce apoptosis
Prodigiosin induce apoptosis
 
Measuring apoptosis in real time with a new luminescent method
Measuring apoptosis in real time with a new luminescent methodMeasuring apoptosis in real time with a new luminescent method
Measuring apoptosis in real time with a new luminescent method
 
Proteinomics
ProteinomicsProteinomics
Proteinomics
 
OriGene Technologies Capabilities Overview Feb 2011
OriGene Technologies Capabilities Overview Feb 2011OriGene Technologies Capabilities Overview Feb 2011
OriGene Technologies Capabilities Overview Feb 2011
 
Poster Filippa Pettersson ICDT 2010
Poster Filippa Pettersson ICDT 2010Poster Filippa Pettersson ICDT 2010
Poster Filippa Pettersson ICDT 2010
 
Innate immunity 2013
Innate immunity 2013Innate immunity 2013
Innate immunity 2013
 
Identify Compounds that Rescue Disease Relevant Mutant Membrane Proteins
Identify Compounds that Rescue Disease Relevant Mutant Membrane ProteinsIdentify Compounds that Rescue Disease Relevant Mutant Membrane Proteins
Identify Compounds that Rescue Disease Relevant Mutant Membrane Proteins
 

Viewers also liked

Paper, pen and digital
Paper, pen and digitalPaper, pen and digital
Paper, pen and digitalyoshiharu sato
 
Comparisons of input modalities and methods
Comparisons of input modalities and methodsComparisons of input modalities and methods
Comparisons of input modalities and methodsyoshiharu sato
 
Interactions of human, machines, and atoms
Interactions of human, machines, and atomsInteractions of human, machines, and atoms
Interactions of human, machines, and atomsyoshiharu sato
 
Human receptors, effectors and human machine interactions
Human receptors, effectors and human machine interactions Human receptors, effectors and human machine interactions
Human receptors, effectors and human machine interactions yoshiharu sato
 
Historical perspective of communication --- Imbalance in producing and consum...
Historical perspective of communication --- Imbalance in producing and consum...Historical perspective of communication --- Imbalance in producing and consum...
Historical perspective of communication --- Imbalance in producing and consum...yoshiharu sato
 
Reproduct cell in human
Reproduct cell in humanReproduct cell in human
Reproduct cell in humanNafly Hussain
 
Human cell & it's function
Human cell & it's functionHuman cell & it's function
Human cell & it's functionNursing Path
 

Viewers also liked (9)

Paper, pen and digital
Paper, pen and digitalPaper, pen and digital
Paper, pen and digital
 
Comparisons of input modalities and methods
Comparisons of input modalities and methodsComparisons of input modalities and methods
Comparisons of input modalities and methods
 
Interactions of human, machines, and atoms
Interactions of human, machines, and atomsInteractions of human, machines, and atoms
Interactions of human, machines, and atoms
 
Human receptors, effectors and human machine interactions
Human receptors, effectors and human machine interactions Human receptors, effectors and human machine interactions
Human receptors, effectors and human machine interactions
 
Historical perspective of communication --- Imbalance in producing and consum...
Historical perspective of communication --- Imbalance in producing and consum...Historical perspective of communication --- Imbalance in producing and consum...
Historical perspective of communication --- Imbalance in producing and consum...
 
Reproduct cell in human
Reproduct cell in humanReproduct cell in human
Reproduct cell in human
 
Human cell & it's function
Human cell & it's functionHuman cell & it's function
Human cell & it's function
 
Human Cell Line Authentication. Why is it so important?
Human Cell Line Authentication. Why is it so important?Human Cell Line Authentication. Why is it so important?
Human Cell Line Authentication. Why is it so important?
 
Atoms
AtomsAtoms
Atoms
 

Similar to Primary Human Cell Systems Analysis of Drug Mechanisms

QC Method Validation for Biologicals vs Cell Therapy products (ATMP)
QC Method Validation for Biologicals vs Cell Therapy products (ATMP)QC Method Validation for Biologicals vs Cell Therapy products (ATMP)
QC Method Validation for Biologicals vs Cell Therapy products (ATMP)Ralph Jans
 
SOT short course on computational toxicology
SOT short course on computational toxicology SOT short course on computational toxicology
SOT short course on computational toxicology Sean Ekins
 
Predictive Models for Mechanism of Action Classification from Phenotypic Assa...
Predictive Models for Mechanism of Action Classification from Phenotypic Assa...Predictive Models for Mechanism of Action Classification from Phenotypic Assa...
Predictive Models for Mechanism of Action Classification from Phenotypic Assa...Ellen Berg
 
Data drivenapproach to medicinalchemistry
Data drivenapproach to medicinalchemistryData drivenapproach to medicinalchemistry
Data drivenapproach to medicinalchemistryAnn-Marie Roche
 
Session 3 part 2
Session 3 part 2Session 3 part 2
Session 3 part 2plmiami
 
2017 molecular profiling_wim_vancriekinge
2017 molecular profiling_wim_vancriekinge2017 molecular profiling_wim_vancriekinge
2017 molecular profiling_wim_vancriekingeProf. Wim Van Criekinge
 
29 advion is now quintiles rodney keller - advion-quintiles
29 advion is now quintiles rodney keller - advion-quintiles29 advion is now quintiles rodney keller - advion-quintiles
29 advion is now quintiles rodney keller - advion-quintilesCPSA-2012_5-Minutes-Fame
 
Session 2 part 1
Session 2 part 1Session 2 part 1
Session 2 part 1plmiami
 
Advancement in Monoclonal Antibodies in 2024
Advancement in Monoclonal Antibodies in 2024Advancement in Monoclonal Antibodies in 2024
Advancement in Monoclonal Antibodies in 2024GenixPharma1
 
Berg ellen slas 2015 11_february2015
Berg ellen slas 2015 11_february2015Berg ellen slas 2015 11_february2015
Berg ellen slas 2015 11_february2015Ellen Berg
 
Impurities in Drug Synthesis
Impurities in Drug SynthesisImpurities in Drug Synthesis
Impurities in Drug SynthesisDrSSreenivasa
 
GeneArt® services - Gene synthesis through protein production
GeneArt® services - Gene synthesis through protein productionGeneArt® services - Gene synthesis through protein production
GeneArt® services - Gene synthesis through protein productionThermo Fisher Scientific
 
Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]
Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]
Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]Warren Hamilton
 
2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter
2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter
2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitterProf. Wim Van Criekinge
 
Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...
Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...
Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...PhinC Development
 

Similar to Primary Human Cell Systems Analysis of Drug Mechanisms (20)

QC Method Validation for Biologicals vs Cell Therapy products (ATMP)
QC Method Validation for Biologicals vs Cell Therapy products (ATMP)QC Method Validation for Biologicals vs Cell Therapy products (ATMP)
QC Method Validation for Biologicals vs Cell Therapy products (ATMP)
 
SOT short course on computational toxicology
SOT short course on computational toxicology SOT short course on computational toxicology
SOT short course on computational toxicology
 
Predictive Models for Mechanism of Action Classification from Phenotypic Assa...
Predictive Models for Mechanism of Action Classification from Phenotypic Assa...Predictive Models for Mechanism of Action Classification from Phenotypic Assa...
Predictive Models for Mechanism of Action Classification from Phenotypic Assa...
 
Data drivenapproach to medicinalchemistry
Data drivenapproach to medicinalchemistryData drivenapproach to medicinalchemistry
Data drivenapproach to medicinalchemistry
 
Session 3 part 2
Session 3 part 2Session 3 part 2
Session 3 part 2
 
2017 molecular profiling_wim_vancriekinge
2017 molecular profiling_wim_vancriekinge2017 molecular profiling_wim_vancriekinge
2017 molecular profiling_wim_vancriekinge
 
29 advion is now quintiles rodney keller - advion-quintiles
29 advion is now quintiles rodney keller - advion-quintiles29 advion is now quintiles rodney keller - advion-quintiles
29 advion is now quintiles rodney keller - advion-quintiles
 
Cignal webina
Cignal webinaCignal webina
Cignal webina
 
Session 2 part 1
Session 2 part 1Session 2 part 1
Session 2 part 1
 
Yuva CRO services
Yuva CRO servicesYuva CRO services
Yuva CRO services
 
Advancement in Monoclonal Antibodies in 2024
Advancement in Monoclonal Antibodies in 2024Advancement in Monoclonal Antibodies in 2024
Advancement in Monoclonal Antibodies in 2024
 
Berg ellen slas 2015 11_february2015
Berg ellen slas 2015 11_february2015Berg ellen slas 2015 11_february2015
Berg ellen slas 2015 11_february2015
 
Managing cell based potency assays
Managing cell based potency assaysManaging cell based potency assays
Managing cell based potency assays
 
Molecular profiling 2012
Molecular profiling 2012Molecular profiling 2012
Molecular profiling 2012
 
biomarkers by Dr Rajesh.pptx
biomarkers by Dr Rajesh.pptxbiomarkers by Dr Rajesh.pptx
biomarkers by Dr Rajesh.pptx
 
Impurities in Drug Synthesis
Impurities in Drug SynthesisImpurities in Drug Synthesis
Impurities in Drug Synthesis
 
GeneArt® services - Gene synthesis through protein production
GeneArt® services - Gene synthesis through protein productionGeneArt® services - Gene synthesis through protein production
GeneArt® services - Gene synthesis through protein production
 
Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]
Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]
Dancey Clinical Trials Vancouver Dancey 20110302 Final.Ppt [Compatibility Mode]
 
2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter
2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter
2011 10 26_quantitative_cell_biology_molecular_profiling_v_twitter
 
Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...
Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...
Physiological Based Biopharmaceutics Modelling in industrial practice. Curren...
 

More from BioMAP® Systems

BioSeek Presentation at the 2012 Inflammation Res Assoc. Conference
BioSeek Presentation at the 2012 Inflammation Res Assoc. ConferenceBioSeek Presentation at the 2012 Inflammation Res Assoc. Conference
BioSeek Presentation at the 2012 Inflammation Res Assoc. ConferenceBioMAP® Systems
 
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...BioMAP® Systems
 
BioSeek EPA ToxCast Program
BioSeek EPA ToxCast ProgramBioSeek EPA ToxCast Program
BioSeek EPA ToxCast ProgramBioMAP® Systems
 
Methods and Approaches for Defining Mechanism Signatures from Human Primary C...
Methods and Approaches for Defining Mechanism Signatures from Human Primary C...Methods and Approaches for Defining Mechanism Signatures from Human Primary C...
Methods and Approaches for Defining Mechanism Signatures from Human Primary C...BioMAP® Systems
 
Primary Human Cell Systems Analysis of Drug Mechanisms
Primary Human Cell Systems Analysis of Drug MechanismsPrimary Human Cell Systems Analysis of Drug Mechanisms
Primary Human Cell Systems Analysis of Drug MechanismsBioMAP® Systems
 
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...BioMAP® Systems
 

More from BioMAP® Systems (6)

BioSeek Presentation at the 2012 Inflammation Res Assoc. Conference
BioSeek Presentation at the 2012 Inflammation Res Assoc. ConferenceBioSeek Presentation at the 2012 Inflammation Res Assoc. Conference
BioSeek Presentation at the 2012 Inflammation Res Assoc. Conference
 
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
 
BioSeek EPA ToxCast Program
BioSeek EPA ToxCast ProgramBioSeek EPA ToxCast Program
BioSeek EPA ToxCast Program
 
Methods and Approaches for Defining Mechanism Signatures from Human Primary C...
Methods and Approaches for Defining Mechanism Signatures from Human Primary C...Methods and Approaches for Defining Mechanism Signatures from Human Primary C...
Methods and Approaches for Defining Mechanism Signatures from Human Primary C...
 
Primary Human Cell Systems Analysis of Drug Mechanisms
Primary Human Cell Systems Analysis of Drug MechanismsPrimary Human Cell Systems Analysis of Drug Mechanisms
Primary Human Cell Systems Analysis of Drug Mechanisms
 
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
Defining Chemical Target and Pathway Toxicity Mechanisms with Primary Human C...
 

Recently uploaded

How Europe Underdeveloped Africa_walter.pdf
How Europe Underdeveloped Africa_walter.pdfHow Europe Underdeveloped Africa_walter.pdf
How Europe Underdeveloped Africa_walter.pdfLorenzo Lemes
 
Manipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpkManipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpkbhavenpr
 
N Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election Campaign
N Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election CampaignN Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election Campaign
N Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election Campaignanjanibaddipudi1
 
Quiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the roundsQuiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the roundsnaxymaxyy
 
Vashi Escorts, {Pooja 09892124323}, Vashi Call Girls
Vashi Escorts, {Pooja 09892124323}, Vashi Call GirlsVashi Escorts, {Pooja 09892124323}, Vashi Call Girls
Vashi Escorts, {Pooja 09892124323}, Vashi Call GirlsPooja Nehwal
 
Brief biography of Julius Robert Oppenheimer
Brief biography of Julius Robert OppenheimerBrief biography of Julius Robert Oppenheimer
Brief biography of Julius Robert OppenheimerOmarCabrera39
 
AP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep Victory
AP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep VictoryAP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep Victory
AP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep Victoryanjanibaddipudi1
 
Chandrayaan 3 Successful Moon Landing Mission.pdf
Chandrayaan 3 Successful Moon Landing Mission.pdfChandrayaan 3 Successful Moon Landing Mission.pdf
Chandrayaan 3 Successful Moon Landing Mission.pdfauroraaudrey4826
 
Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...
Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...
Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...Axel Bruns
 
Different Frontiers of Social Media War in Indonesia Elections 2024
Different Frontiers of Social Media War in Indonesia Elections 2024Different Frontiers of Social Media War in Indonesia Elections 2024
Different Frontiers of Social Media War in Indonesia Elections 2024Ismail Fahmi
 
VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012ankitnayak356677
 
complaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfkcomplaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfkbhavenpr
 
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...Ismail Fahmi
 
Opportunities, challenges, and power of media and information
Opportunities, challenges, and power of media and informationOpportunities, challenges, and power of media and information
Opportunities, challenges, and power of media and informationReyMonsales
 
Referendum Party 2024 Election Manifesto
Referendum Party 2024 Election ManifestoReferendum Party 2024 Election Manifesto
Referendum Party 2024 Election ManifestoSABC News
 
Top 10 Wealthiest People In The World.pdf
Top 10 Wealthiest People In The World.pdfTop 10 Wealthiest People In The World.pdf
Top 10 Wealthiest People In The World.pdfauroraaudrey4826
 

Recently uploaded (16)

How Europe Underdeveloped Africa_walter.pdf
How Europe Underdeveloped Africa_walter.pdfHow Europe Underdeveloped Africa_walter.pdf
How Europe Underdeveloped Africa_walter.pdf
 
Manipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpkManipur-Book-Final-2-compressed.pdfsal'rpk
Manipur-Book-Final-2-compressed.pdfsal'rpk
 
N Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election Campaign
N Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election CampaignN Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election Campaign
N Chandrababu Naidu Launches 'Praja Galam' As Part of TDP’s Election Campaign
 
Quiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the roundsQuiz for Heritage Indian including all the rounds
Quiz for Heritage Indian including all the rounds
 
Vashi Escorts, {Pooja 09892124323}, Vashi Call Girls
Vashi Escorts, {Pooja 09892124323}, Vashi Call GirlsVashi Escorts, {Pooja 09892124323}, Vashi Call Girls
Vashi Escorts, {Pooja 09892124323}, Vashi Call Girls
 
Brief biography of Julius Robert Oppenheimer
Brief biography of Julius Robert OppenheimerBrief biography of Julius Robert Oppenheimer
Brief biography of Julius Robert Oppenheimer
 
AP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep Victory
AP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep VictoryAP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep Victory
AP Election Survey 2024: TDP-Janasena-BJP Alliance Set To Sweep Victory
 
Chandrayaan 3 Successful Moon Landing Mission.pdf
Chandrayaan 3 Successful Moon Landing Mission.pdfChandrayaan 3 Successful Moon Landing Mission.pdf
Chandrayaan 3 Successful Moon Landing Mission.pdf
 
Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...
Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...
Dynamics of Destructive Polarisation in Mainstream and Social Media: The Case...
 
Different Frontiers of Social Media War in Indonesia Elections 2024
Different Frontiers of Social Media War in Indonesia Elections 2024Different Frontiers of Social Media War in Indonesia Elections 2024
Different Frontiers of Social Media War in Indonesia Elections 2024
 
VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012VIP Girls Available Call or WhatsApp 9711199012
VIP Girls Available Call or WhatsApp 9711199012
 
complaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfkcomplaint-ECI-PM-media-1-Chandru.pdfra;;prfk
complaint-ECI-PM-media-1-Chandru.pdfra;;prfk
 
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...
 
Opportunities, challenges, and power of media and information
Opportunities, challenges, and power of media and informationOpportunities, challenges, and power of media and information
Opportunities, challenges, and power of media and information
 
Referendum Party 2024 Election Manifesto
Referendum Party 2024 Election ManifestoReferendum Party 2024 Election Manifesto
Referendum Party 2024 Election Manifesto
 
Top 10 Wealthiest People In The World.pdf
Top 10 Wealthiest People In The World.pdfTop 10 Wealthiest People In The World.pdf
Top 10 Wealthiest People In The World.pdf
 

Primary Human Cell Systems Analysis of Drug Mechanisms

  • 1. Primary Human Cell Systems Analysis of Drug Mechanisms Ellen L. Berg, PhD BioSeek, Inc. SBS 15th Annual Conference Lille, France 28 April 2009 BioSeek
  • 2. Presentation Overview • BioMAP Human Cell Systems Platform  Primary human cell-based disease models • Analysis of PPAR agonists  Discriminate clinical-stage compounds • Class and compound-specific activities  Explore alternative clinical indications • Prioritize compounds for indications and/or safety related activities 2 BioSeek
  • 3. Goals for Human Cell Systems Biology Platform • Covers a lot of biology  Targets, pathways, therapeutic areas, diseases • Covers the right biology  Human disease biology • Is quantitative, reproducible, robust, high throughput  Standardized, amenable to database generation • Is useful to broad range of stakeholders  Project leaders, biologists, chemists, preclinical scientists, clinicians • Is predictive  Biomarkers  Clinical indications, efficacy, toxicity BioSeek
  • 4. BioMAP® Technology Platform Assays Profile Database Informatics LPS BF4T SM3C Human primary cells Biological responses to Specialized informatics tools Disease-like culture drugs and stored in the are used to mine and analyze conditions database biological data Complementary to biochemical target and phenotypic screening Complementary to biochemical target and phenotypic screening BioSeek
  • 5. BioMAP® Technology Platform Assays • Assay endpoints are cell-based clinical BioMAP Systems include human assays biomarkers and risk complex human engineered to modelfactors (proteins) LPS disease biology  Cytokines, chemokines • Human primary cells receptors  Adhesion and growth BF4T • Co-cultures, multiple (prostaglandins, etc.)  Biological mediators stimulation factors, activated cells SM3C • Quantitative protein readouts plasminogen activators)  Proteases, enzymes (MMPs, - biomarkers • Pharmacologically relevance - validated with known  Others (hemostatic factors, matrix components) Human primary cells Disease-like culture  drugs Clinically relevant conditions >25 BioMAP Systems BioSeek
  • 6. BioMAP® Technology Platform Assays Profile Database • > 2000 agents • Approved drugs LPS • Clinical stage & BF4T failed drugs • Experimental SM3C compounds Human primary cells Biological responses to drugs • Biologics Disease-like culture and stored in the database conditions • Toxicants BioSeek
  • 7. Assays are Robust and Highly Reproducible High Correlation of Experimental Replicates Pearson Correlation Coefficient R1 R2 R3 R4 R5 R6 R7 R8 R9 R10 R11 R12 R1 1 R2 0.95 1 R3 0.96 0.94 1 R4 0.98 0.98 0.96 1 R5 0.93 0.94 0.91 0.94 1 R6 0.96 0.96 0.93 0.97 0.98 1 R7 0.94 0.91 0.9 0.93 0.89 0.9 1 R8 0.95 0.98 0.94 0.98 0.94 0.98 0.92 1 R9 0.91 0.92 0.88 0.92 0.89 0.91 0.93 0.93 1 R10 0.88 0.9 0.81 0.89 0.93 0.93 0.85 0.91 0.83 1 R11 0.94 0.97 0.9 0.94 0.91 0.93 0.94 0.96 0.91 0.89 1 R12 0.92 0.9 0.84 0.89 0.96 0.96 0.89 0.91 0.87 0.92 0.91 1 5 µM dose Consistent data experiment-to-experiment Consistent data experiment-to-experiment Pearson correlation >0.8 (perfect match = 1) Pearson correlation >0.8 (perfect match = 1) BioSeek
  • 8. Classification of Drugs By Mechanism Pairwise Correlation of BioMAP Reveals Functional Similarities Protein Estrogen R synthesis Microtubule PKC Activation Destabilizers Transcription PI-3K JNK NFκB mTOR Hsp90 DNA Calcineurin synthesis Retinoids CDK HMG-CoA reductase Ca++ Mitochondrial Mobilization ET chain p38 MAPK Microtubule Stabilizers MEK BioSeek
  • 9. BioMAP Systems are Validated Corticosteroids (Prednisolone) Are Active in Inflammation Systems BioMAP Systems Log expression ratio (Drug/DMSO control) 99% significance envelope Control (no drug) Dose Response Cytotoxicity Readouts Readout Parameters (Biomarkers) Profiles retain shape over multiple concentrations Profiles retain shape over multiple concentrations BioSeek
  • 10. BioMAP Systems are Validated Activities of Corticosteroids Match Clinical Effects Log expression ratio SAA (Drug/DMSO control) PAI-1 PAI-1 MMP-1 IL-8 MCP-1 IL-8 PGE2 E-selectin Collagen I & III TNF-α MCP-1, IL-8, E-sel. decrease PGE2 decrease Collagen I, III decrease PAI-1, SAA increase Leukocyte recruitment Skin atrophy CV complications Pain, swelling Sartori et al., 1999 Many, e.g. Jilma et al., 2000 Sebaldt et al., 1990 Autio et al., 1994 Fyfe et al., 1997 Readouts in BioMAP show the same pattern as has been Readouts in BioMAP show the same pattern as has been reported for patients receiving steroid therapy reported for patients receiving steroid therapy BioSeek
  • 11. Project Goal • Characterize PPAR agonists by BioMAP profiling  Compare and contrast PPARγ agonists (anti-inflammatory activities) Rosiglitazone (Avandia) PPARγ Troglitazone (Resulin) PPARα Fenofibrate (Tricor) Pioglitazone (Actos)  Identify shared and unique pathway effects  Identify potential new indications BioSeek
  • 12. BioMAP Profile of Rosiglitazone BioMAP Systems Eot3 IP-10 E-sel IP-10 MCP-1 I-TAC MCSF IL-8 I-TAC CD40 TNFα VCAM Macrophage activation Monocyte activation T cell activation • Rosiglitazone has strong anti-inflammatory activities  Inhibition of monocyte and T cell activation (T cell proliferation ) & recruitment  Inhibition of inflammatory chemokines (Eotaxin3, IP-10, ITAC, IL-8)  Consistent with inhibition of NFκB pathway by rosiglitazone • Consistent with efficacy in vivo  Mouse models of colitis (Shah, Y.M., et al., Am. J. Physiol. Gastrointest. Liver Physiol. 2007, 292:G657; Saubermann, L.J., Inflamm. Bowel Dis., 2002, 8:330).  Animal model of exposure-induced asthma (Lee, J. Immunol, 2006 117:5248).  MCP-1 and TNFα are clinical biomarkers BioSeek
  • 13. BioMAP Profile of Rosiglitazone BioMAP Systems Col IV Eot3 MMP9 E-sel IP-10 uPAR Col III MCP-1 PAI-1 MCSF IL-8 I-TAC Col III CD40 TNFα VCAM Macrophage activation Monocyte activation T cell activation • Rosiglitazone has strong effects on tissue remodeling parameters  Inhibition of MMP9, PAI-1, uPAR, Collagen III; upregulation of Collagen IV; Strong inhibition of myofibroblast activation  Consistent with modulation of TGFβ pathway by rosiglitazone • Consistent with results from in vivo studies  Rosigitazone is effective in models of neointimal hyperplasia (MMP9 is a biomarker in vivo)  Rosiglitazone protects in scleroderma model (myofibroblast accumulation and Collagen III) BioSeek
  • 14. BioMAP Profile of Rosiglitazone BioMAP Systems PGD2 PGE2 PGJ2 PGF2a PGJ2 PGD2 PGJ2 PGD2 PGF1a PGF2a PGF2a PGF1a PG1a PGF2a Bronchial epithelial cell-containing systems Leukocyte-containing systems • Rosiglitazone upregulates prostaglandins  In both bronchial epithelial and leukocyte-containing systems  Potent activity BioSeek
  • 15. Upregulation of Prostaglandins by Rosiglitazone • Are prostaglandin effects PPARγ-dependent?  Not reversed by PPARγ antagonists  Reversed by COX1/2 inhibitors  Non-TZD PPARγ agonists do not upregulate prostaglandins • Consistent with secondary activity / activities  Rosiglitazone has been reported to inhibit 15-hydroxy- prostaglandin dehydrogenase and CYP450 2C8  Q: What about other TZDs, PPAR ligands? BioSeek
  • 16. Rosiglitazone Upregulation of PGE2 is not a Class Effect Search of BioMAP Database for Compounds that Increase PGE2 PPARα TXA2 inhibitor Compound Specific Effect PPARγ Retinoids JNK Inhibitor RNA Synthesis Inhibitor AMPK Mechanism activator Class Effect CYP450 Inhibitor Microtubule mTOR Destabilizers Inhibitor BioSeek
  • 17. BioMAP Profile of Pioglitazone PGD2 PGD2 PGD2 PGD2 IL-8 PGE2 PGF2a PGJ2 PGF2a PGJ2 PGF2a PGJ2 PGF2aPGJ2 MCP-1 CD40 MMP9 VCAM CD38 ITAC PGF1a MCSF PGF1a CD40 Monocyte T cell activation activation • Pioglitazone shows few anti-inflammatory activities  Modest inhibition of VCAM, ITAC  Pioglitazone may be a weaker inhibitor of NFκB than rosiglitazone or have reduced cell uptake • Pioglitazone has modest effects on tissue remodeling parameters  Inhibition of MMP9  Pioglitazone has no effect on myofibroblast activation (in contrast to rosiglitazone) • Pioglitazone has differential effects on prostaglandins  Prostaglandins are inhibited in leukocyte/endothelial cell systems; unaffected in bronchial epithelial cells BioSeek
  • 18. BioMAP Profile of Troglitazone PGD2 PGD2 PGF2a PGF2a TM Col IV PGF1a PGF1a MMP1 TF MCP-1 MCP-1 Eot3 MMP9 uPAR TNFα IP-10 E-sel I-TAC Col III Macrophage Monocyte T cell activation activation activation • Troglitazone shows modest anti-inflammatory activities  Activities are similar to those of rosiglitazone  Inhibition of inflammatory chemokines (Eotaxin3, IP-10, ITAC, IL-8)  Troglitazone is cytotoxic at higher concentrations • Troglitazone also affects tissue remodeling parameters  Inhibition of MMP9, PAI-1, Collagen III, some inhibition of myofibroblast activation  Upregulation of thrombomodulin in CASM3C system • Troglitazone affects prostaglandin pathways  Upregulation of PGF1a, PGF2a, and PGD2 in bronchial epithelial cells  No effect in leukocyte-containing systems (/LPS and /SAg) BioSeek
  • 19. BioMAP Profile of Fenofibrate - PPARα TM PGD2 PGD2 MMP1 PGJ2 PGF2a PGJ2 IL-8 PGJ2 TM PGF2a Eot3 IL-8 MMP9 VCAM PGF1a IL1α MCP-1 ITAC MCSF PGD2 PGD2 uPAR Col III CD69 PGE2 PGF1a PGF2a IL-8 VCAM Mig PGF2a HLA-DR Monocyte T cell activation activation • Fenofibrate shows modest anti-inflammatory activities  Some inhibition of monocyte and T cell activation  Inhibition of inflammatory chemokines (Eot3, IL-8, ITAC) • Modest effects on tissue remodeling parameters  Inhibition of MMP9, Collagen III; upregulation of MMP1 • Differential modulation of prostaglandins QuickTime™ and a decompressor  Inhibition of prostaglandins in leukocyte-containing systems (/LPS and /SAg) are needed to see this picture.  No effect on prostaglandins in epithelial cell-containing systems BioSeek
  • 20. Summary of PPAR Agonists • BioMAP profiling can discriminate PPAR agonists  Compound-and class-specific effects • PPAR agonists exhibit anti-inflammatory activities consistent with inhibition of NFkappaB pathway  Rosiglitazone, Fenofibrate > Troglitazone > Pioglitazone • Some PPAR agonists inhibit myofibroblast activation (TGFβ signaling)  Rosiglitazone, Troglitazone, but not Pioglitazone • PPAR agonists have diverse effects on prostaglandins  Rosiglitazone upregulates prostaglandins in both leukocyte-containing systems and bronchial epithelial cells  Troglitazone upregulates prostaglandins in bronchial epithelial cells  Pioglitazone and Fenofibrate inhibit prostaglandins in leukocyte-containing systems BioSeek
  • 21. Summary • Differential activities can suggest prioritization for therapeutic utility  Anti-inflammatory activities ( inhibition of T cell, monocyte activation) • Autoimmune disease, vascular inflammation, atherosclerosis  Inhibition of myofibroblast activation / TGFβ signaling • Fibrotic diseases (IPF, scleroderma)  Upregulation of prostaglandins • Bronchodilation, potential utility in respiratory disease • Differential effects may also be associated with potential for side effects  Differential clinical effects of pioglitazone and rosiglitazone with respect to cardiovascular outcomes (Winkelmeyer, W., 2008, Comparison of cardiovascular outcomes in elderly patients with diabetes who initiated rosiglitazone vs pioglitazone therapy. Arch Intern Med 168:2368) BioSeek
  • 22. Acknowledgements • BioSeek • Stanford  Eric Kunkel  Eugene Butcher  Jennifer Melrose  Rob Tibshirani  Dat Nguyen  Trevor Hastie  Elen Rosler  Stephanie Tong  Jian Yang  Antal Berenyi  David Patterson  Jonathan Bingham BioSeek

Editor's Notes

  1. 2 1
  2. BioMAP systems are complex primary human cell based disease models that can be used directly for phenotypic screening. The most attractive feature of this platform, however, is it’s ability of the platform to provide target and pathway mechanisms of action. This enables reverse pharmacology of bioactive agents and drugs as well as in depth characterization of leads for identifying on versus off-target biology, which in turn impact safety and also clinical indication selection.