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Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Microphysiology,Systems,Database,(MPS6Db)
Non6Profit,and,Commercial,Versions
1
Mark,Schurdak,,PhD
Associate)Professor
Director)of)Operations
University)of)Pittsburgh)Drug)
Discovery)Institute
Bert,Gough,,PhD
Associate)Professor
Director)of)Informatics
University)of)Pittsburgh)Drug)
Discovery)Institute
D.,Lansing,Taylor,,PhD
Distinguished)Professor
Director
University)of)Pittsburgh)Drug)
Discovery)Institute
The,Microphysiology Systems,Database,(MPS6Db):
A"platform"for"aggregating,"analyzing,"sharing"and"
computationally"modeling"in"vitro"data
https://mps.csb.pitt.edu/
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Disclosure
2
Biosystics launched/in/Sept/2021/to/
sustain/the/public/MPS8Db/through/commercialization
I+am+an+officer+and+shareholder+of+BioSystics
Delivering+Actionable+Knowledge+That+Advances+Human+Health+and+Safety
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Agenda
3
• Introduction*to Microphysiology Systems*(MPS)*8 The*challenges
• Overview*of*the*MPS*Database*(MPS8Db)*– The*solution
• Live*tour*of*the*MPS8Db
• New*Portal*concepts
• Feedback*and*Discussion
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Level%of%Human%In#Vitro#Biomimetic%Structure/Function%
Static%
2D%Culture
Organoids%in%
Fluidic%MPS%
Static
Organoids
Integrated,%Fluidic%
Organ%MPS
Growing%and%Evolving%Live%Cell/Tissue%Experimental%Models%
That%Are%Applied%to%ADMEHTox and%Diseases%With%“Fit%for%Purpose”
Biomimetic,%
Fluidic%MPS
MPS%are%miniaturized%functional%models%of%organs%constructed%from%multiple%cell%types,%including%cell%lines,%primary%cells%or
pluripotent%stem%cells%from%human%or%animal%sources,%either%by%selfHassembly%or%supervised%organization%in%3D,%that%also%
includes%some%environmental%cues.
Static%
3D%Spheroids
Taylor'DL,'Gough'A,'Schurdak'ME,'Vernetti'et.al.''In:'Handbook'of'Experimental'Pharmacology.'2019.
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Disease&Models
ADME-TOX&Models
Selection&of&Cohorts&for&
Clinical&Trials….
The$Future$Is$Patient/Specific$Stem$Cells$to$Build$“You/on/a/Chip”
Creating&individualized&
human&organ&disease&and&
ADME-TOX&models
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 6
The$Status$of$the$Field$of$MPS$and$the$New$Challenge$
Status$of$the$MPS$Field
We$now$have$a$large$and$growing$selection$of$more$powerful$In#Vitro#models$for$ADME@TOX$
and$diseases$that$are$beginning$to$generate$increasing$amounts$of$data$from$exploring$model$
variables$(e.g.$cells,$media,$matrices,$etc)$to$testing$safety$and$efficacy$of$therapeutics
New$Challenge
Ability$to$acquire,$manage,$analyze$and$share$data$and$metadata,$determine$reproducibility$of$data,$
compare$results$between$different$models$and$treatments,$integrate$data$from$other$databases$
(e.g.$animal$pre@clinical$data$and$drugs),$and$computationally$model$data$to$create$new$knowledge
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Model&Types&Supported&
In&the&MPS3Db
• 2D#microplates
• static#spheroids
• static#organoids
• microfluidic#organoids
• static#biomimetic
• microfluidic#biomimetic
• coupled#organs
• human6on6a6chip#
• human#and#animal#cell6
based#models
7
ChEMBL,&
Unichem,&
DrugBank
OpenFDA,
NAMCS/NHAMCS
Preclinical&Data
PubChem
EMA,&CT.gov,
Health&Canada
LiverTox
Clinical&&Data
Proprietary&Databases&
and&Tools
The&Solution&Is&the&MPS3Db:&
An&Integrated&Database,&Analytics&and&Modeling&Platform
MPS&Data
Output
Safety&and&Efficacy
Computational Models&of
ADME/Tox &&Disease&&
Reproducibility
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Accelerate(the(development(and(implementation(of(MPS(models
1. Explore*existing*experimental*models*(MPS),*metadata*and*data*on*growing*list*of*organs
2. Guide*the*design,*development*and/or*implementation*of*an*experimental*model*
3. Share*experimental*data*and*metadata*within*defined*groups
Manage(data(and(metadata(for(MPS(studies
1. Manage*large*experimental*data*sets*from*many*chips*or*plates*in*an*experimental*study
2. One*stop*location*for*all*data,*information*and*knowledge*on*experimental*models
3. Manage*drug*testing*results*for*efficacy*and*ADMEHTOX
Analyze(data,(evaluate(reproducibility,(and(establish(preclinical(and(clinical(concordance
1. Analyze*experimental*parameters*tested*and*link*to*specific*experiment/study
2. Harness*data*and*external*database*information*for*computational*modeling*of*disease*progression*and*ADMEHTOX
3. Determine*reproducibility*of*experimental*models*within*and*between*between*experiments/studies*
4. Compare*data*from*animal*ADMEHTOX*and*Disease*models*with*animal*and*human*MPS*models
Why(Does(the(Field(Need(the(MPS@Db?(
8
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Accelerate(the(development(and(implementation(of(MPS(models
1. Explore*existing*experimental*models*(MPS),*metadata*and*data*on*growing*list*of*organs
2. Guide*the*design,*development*and/or*implementation*of*an*experimental*model*
3. Share*experimental*data*and*metadata*within*defined*groups
Manage(data(and(metadata(for(MPS(studies
1. Manage*large*experimental*data*sets*from*many*chips*or*plates*in*an*experimental*study
2. One*stop*location*for*all*data,*information*and*knowledge*on*experimental*models
3. Manage*drug*testing*results*for*efficacy*and*ADMEHTOX
Analyze(data,(evaluate(reproducibility,(and(establish(preclinical(and(clinical(concordance
1. Analyze*experimental*parameters*tested*and*link*to*specific*experiment/study
2. Harness*data*and*external*database*information*for*computational*modeling*of*disease*progression*and*ADMEHTOX
3. Determine*reproducibility*of*experimental*models*within*and*between*between*experiments/studies*
4. Compare*data*from*animal*ADMEHTOX*and*Disease*models*with*animal*and*human*MPS*models
Why(Does(the(Field(Need(the(MPS@Db?(
9
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 10
The$MPS(Db$Is$a$Single$Entry$System$Guiding$Users$Along$a$Simple,$Streamlined$
Workflow$to$Design,$Create,$Implement,$Analyze,$and$Document$MPS$Studies
Study$Design
and$Creation
Drug%Trials
Adverse%Events,%…
Simple%menus%facilitate%
metadata%entry%for%study%
details
Study$Implementation$
and$Data$Import
Setting%up%chips%or%
plates
Data%import,%
calibration%and%review%
tools
Data$Normalization$
And$Analysis
Graphing%and%Analysis
Intra@ &%Inter@
Reproducibility%Analysis
Statistics$and$Data$Modeling
One%and%Two%sample%Power%
Analysis
PBPK%Computational%
Modeling
Sharing$Data
Non@Profit%sharing%
options.
For@profit%sharing%
options.
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 11
We#Formed#BioSystics#to#Develop#and#Market#a#
Commercial#Version#of#The#MPS>Db
For$companies$developing$and/or$using$MPS$experimental$models:
• Pharmaceutical.companies
• Biotech.companies
• Contract.Research.Organizations
For$proprietary$company$projects:
• Installation.behind.the.company$firewall
• Integration.with.company$databases
• Development.of.custom$features
Selected$data$can$easily$be$copied$to$the$public$MPS?Db$for$sharing$with$
collaborators$or$the$general$public.
! BioSystics$commercial$revenues$will$sustain$and$support$the$public$MPS?Db
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 12
https://mps.csb.pitt.edu/
Objectives*of*the*Demonstration
• Introduce3the3website3Home3page,3navigation3and3workflow
• Viewing3models3
• Components3used3in3setting3up3studies
• How3to3review3studies3and3their3content
• Overview3of3Data3Analysis3tools
• Reproducibility,3power3analysis,3cytokines,3gene3expression
• Introduction3to3computational3modeling3features
• PK3Analysis
• Quick3tour3of3the3COVIDH193portal
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Stem%Cell%Portal%– Key%Feature%Is%a%List%of%Available%Stem%Cells,%Normal%
and%With%Disease%Specific%Mutations,%Including%Engineered%Cells
13
Stem%Cell%Information%Portal%
Stem Cell Centers
Biology Stem Cells Disease Models
• A"resource"for"finding"available"stem"cells,"for"use"in"the"development"of"MPS"Disease"models
• Includes%characteristics,%protocols,%mutation%status,%engineered%features%and%current%applications%of%specific%stem%cell%lots
• Follows"design"of"other"portals"for"ease"of"use
• Includes"profiles"of"Stem"Cell"Centers"that"can"be"filled"and"edited"by"the"Stem"Cell"Center"PI"or"their"designate
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
MPS$Preclinical$Trial$Portal$– Key$Features$Are$a$List$of$Preclinical$Trials
and$Available$Disease$Specific$Cohorts$of$Patient$Derived$Cells$
14
MPS$Preclinical$Trial$Information$Portal$
MPS Preclinical Centers
Biology Preclinical Trials
• A"resource"for"designing"and"implementing"MPS6based"preclinical"trials"for"drug"repurposing"and"discovery
• Compilation$of$MPS$preclinical$trials$(similar"to"clinicaltrials.gov,"but"more"like"AACT"(the"Clinical"Trials"Transformation"Initiative)
• Key$components$include$disease$specific$cohorts$of$patient$derived$primary$and$stem$cells$
• Follows"design"of"other"portals"for"ease"of"use
• Includes"profiles"of"centers"that"are"currently"implementing,"or"have"completed"a"preclinical"trials,"that"can"be"edited"by"the"center"
administrator
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Login,'Explore,'And'Provide'Feedback'On'The'MPS<Db
Login/Register
• https://mps.csb.pitt.edu
Please'provide'feedback,0
• Feedback0function0
• email0to0
• MPSHELP@pitt.edu
• gough@pitt.edu
15
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Schedule(an(Individual(Interactive(Online(Training:
16
•Feedback(function(
•email(to(
MPSHELP@pitt.edu
gough@pitt.edu
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Applications+Development+and+
Support+Team
Lawrence(Vernetti– Toxicologist,+Database+Applications
Joe(Maggiore(– Clinical+and+Commercialization
Aamil Shah(– Commercialization
Kathrin(Gassei(< Commercialization
Harold(Takyi(– Information+Systems+Manager+
Amanda(Maleski(– Administration+Manager
17
Core+Development+Team
Mark(Schurdak(–Multi<PI
Bert(Gough(– Multi<PI
Lans(Taylor@Multi<PI
Celeste(Reese(–Project+Manager
Larry(Peng(Zhang(– Software+Development+Manager
Luke(Bergenthal(– Database+Developer
Quinn(Wolter– Database+Developer
Sandra(Karcher(– Data+Analyst/Modeler
Mike(Castiglione(– Data+Analyst
Dillon(Gavlock(– Data+Analyst
Tongying Shun(– Lead+Statistician,+DBA
The(MPS@Db(Team
17
Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine
Opportunities+for+Collaboration
• Adding&data&from&experimental&models&in&development&or&use&
at&the&NIDDK
• Adding&or&accessing&data&from&animal&models&and&clinical&trials
• What&would&you&like&to&see&in&the&MPSADb?
18

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Harnessing QSP to Deliver Personalized Medicine

  • 1. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Microphysiology,Systems,Database,(MPS6Db) Non6Profit,and,Commercial,Versions 1 Mark,Schurdak,,PhD Associate)Professor Director)of)Operations University)of)Pittsburgh)Drug) Discovery)Institute Bert,Gough,,PhD Associate)Professor Director)of)Informatics University)of)Pittsburgh)Drug) Discovery)Institute D.,Lansing,Taylor,,PhD Distinguished)Professor Director University)of)Pittsburgh)Drug) Discovery)Institute The,Microphysiology Systems,Database,(MPS6Db): A"platform"for"aggregating,"analyzing,"sharing"and" computationally"modeling"in"vitro"data https://mps.csb.pitt.edu/
  • 2. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Disclosure 2 Biosystics launched/in/Sept/2021/to/ sustain/the/public/MPS8Db/through/commercialization I+am+an+officer+and+shareholder+of+BioSystics Delivering+Actionable+Knowledge+That+Advances+Human+Health+and+Safety
  • 3. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Agenda 3 • Introduction*to Microphysiology Systems*(MPS)*8 The*challenges • Overview*of*the*MPS*Database*(MPS8Db)*– The*solution • Live*tour*of*the*MPS8Db • New*Portal*concepts • Feedback*and*Discussion
  • 4. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Level%of%Human%In#Vitro#Biomimetic%Structure/Function% Static% 2D%Culture Organoids%in% Fluidic%MPS% Static Organoids Integrated,%Fluidic% Organ%MPS Growing%and%Evolving%Live%Cell/Tissue%Experimental%Models% That%Are%Applied%to%ADMEHTox and%Diseases%With%“Fit%for%Purpose” Biomimetic,% Fluidic%MPS MPS%are%miniaturized%functional%models%of%organs%constructed%from%multiple%cell%types,%including%cell%lines,%primary%cells%or pluripotent%stem%cells%from%human%or%animal%sources,%either%by%selfHassembly%or%supervised%organization%in%3D,%that%also% includes%some%environmental%cues. Static% 3D%Spheroids Taylor'DL,'Gough'A,'Schurdak'ME,'Vernetti'et.al.''In:'Handbook'of'Experimental'Pharmacology.'2019.
  • 5. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Disease&Models ADME-TOX&Models Selection&of&Cohorts&for& Clinical&Trials…. The$Future$Is$Patient/Specific$Stem$Cells$to$Build$“You/on/a/Chip” Creating&individualized& human&organ&disease&and& ADME-TOX&models
  • 6. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 6 The$Status$of$the$Field$of$MPS$and$the$New$Challenge$ Status$of$the$MPS$Field We$now$have$a$large$and$growing$selection$of$more$powerful$In#Vitro#models$for$ADME@TOX$ and$diseases$that$are$beginning$to$generate$increasing$amounts$of$data$from$exploring$model$ variables$(e.g.$cells,$media,$matrices,$etc)$to$testing$safety$and$efficacy$of$therapeutics New$Challenge Ability$to$acquire,$manage,$analyze$and$share$data$and$metadata,$determine$reproducibility$of$data,$ compare$results$between$different$models$and$treatments,$integrate$data$from$other$databases$ (e.g.$animal$pre@clinical$data$and$drugs),$and$computationally$model$data$to$create$new$knowledge
  • 7. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Model&Types&Supported& In&the&MPS3Db • 2D#microplates • static#spheroids • static#organoids • microfluidic#organoids • static#biomimetic • microfluidic#biomimetic • coupled#organs • human6on6a6chip# • human#and#animal#cell6 based#models 7 ChEMBL,& Unichem,& DrugBank OpenFDA, NAMCS/NHAMCS Preclinical&Data PubChem EMA,&CT.gov, Health&Canada LiverTox Clinical&&Data Proprietary&Databases& and&Tools The&Solution&Is&the&MPS3Db:& An&Integrated&Database,&Analytics&and&Modeling&Platform MPS&Data Output Safety&and&Efficacy Computational Models&of ADME/Tox &&Disease&& Reproducibility
  • 8. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Accelerate(the(development(and(implementation(of(MPS(models 1. Explore*existing*experimental*models*(MPS),*metadata*and*data*on*growing*list*of*organs 2. Guide*the*design,*development*and/or*implementation*of*an*experimental*model* 3. Share*experimental*data*and*metadata*within*defined*groups Manage(data(and(metadata(for(MPS(studies 1. Manage*large*experimental*data*sets*from*many*chips*or*plates*in*an*experimental*study 2. One*stop*location*for*all*data,*information*and*knowledge*on*experimental*models 3. Manage*drug*testing*results*for*efficacy*and*ADMEHTOX Analyze(data,(evaluate(reproducibility,(and(establish(preclinical(and(clinical(concordance 1. Analyze*experimental*parameters*tested*and*link*to*specific*experiment/study 2. Harness*data*and*external*database*information*for*computational*modeling*of*disease*progression*and*ADMEHTOX 3. Determine*reproducibility*of*experimental*models*within*and*between*between*experiments/studies* 4. Compare*data*from*animal*ADMEHTOX*and*Disease*models*with*animal*and*human*MPS*models Why(Does(the(Field(Need(the(MPS@Db?( 8
  • 9. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Accelerate(the(development(and(implementation(of(MPS(models 1. Explore*existing*experimental*models*(MPS),*metadata*and*data*on*growing*list*of*organs 2. Guide*the*design,*development*and/or*implementation*of*an*experimental*model* 3. Share*experimental*data*and*metadata*within*defined*groups Manage(data(and(metadata(for(MPS(studies 1. Manage*large*experimental*data*sets*from*many*chips*or*plates*in*an*experimental*study 2. One*stop*location*for*all*data,*information*and*knowledge*on*experimental*models 3. Manage*drug*testing*results*for*efficacy*and*ADMEHTOX Analyze(data,(evaluate(reproducibility,(and(establish(preclinical(and(clinical(concordance 1. Analyze*experimental*parameters*tested*and*link*to*specific*experiment/study 2. Harness*data*and*external*database*information*for*computational*modeling*of*disease*progression*and*ADMEHTOX 3. Determine*reproducibility*of*experimental*models*within*and*between*between*experiments/studies* 4. Compare*data*from*animal*ADMEHTOX*and*Disease*models*with*animal*and*human*MPS*models Why(Does(the(Field(Need(the(MPS@Db?( 9
  • 10. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 10 The$MPS(Db$Is$a$Single$Entry$System$Guiding$Users$Along$a$Simple,$Streamlined$ Workflow$to$Design,$Create,$Implement,$Analyze,$and$Document$MPS$Studies Study$Design and$Creation Drug%Trials Adverse%Events,%… Simple%menus%facilitate% metadata%entry%for%study% details Study$Implementation$ and$Data$Import Setting%up%chips%or% plates Data%import,% calibration%and%review% tools Data$Normalization$ And$Analysis Graphing%and%Analysis Intra@ &%Inter@ Reproducibility%Analysis Statistics$and$Data$Modeling One%and%Two%sample%Power% Analysis PBPK%Computational% Modeling Sharing$Data Non@Profit%sharing% options. For@profit%sharing% options.
  • 11. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 11 We#Formed#BioSystics#to#Develop#and#Market#a# Commercial#Version#of#The#MPS>Db For$companies$developing$and/or$using$MPS$experimental$models: • Pharmaceutical.companies • Biotech.companies • Contract.Research.Organizations For$proprietary$company$projects: • Installation.behind.the.company$firewall • Integration.with.company$databases • Development.of.custom$features Selected$data$can$easily$be$copied$to$the$public$MPS?Db$for$sharing$with$ collaborators$or$the$general$public. ! BioSystics$commercial$revenues$will$sustain$and$support$the$public$MPS?Db
  • 12. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine 12 https://mps.csb.pitt.edu/ Objectives*of*the*Demonstration • Introduce3the3website3Home3page,3navigation3and3workflow • Viewing3models3 • Components3used3in3setting3up3studies • How3to3review3studies3and3their3content • Overview3of3Data3Analysis3tools • Reproducibility,3power3analysis,3cytokines,3gene3expression • Introduction3to3computational3modeling3features • PK3Analysis • Quick3tour3of3the3COVIDH193portal
  • 13. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Stem%Cell%Portal%– Key%Feature%Is%a%List%of%Available%Stem%Cells,%Normal% and%With%Disease%Specific%Mutations,%Including%Engineered%Cells 13 Stem%Cell%Information%Portal% Stem Cell Centers Biology Stem Cells Disease Models • A"resource"for"finding"available"stem"cells,"for"use"in"the"development"of"MPS"Disease"models • Includes%characteristics,%protocols,%mutation%status,%engineered%features%and%current%applications%of%specific%stem%cell%lots • Follows"design"of"other"portals"for"ease"of"use • Includes"profiles"of"Stem"Cell"Centers"that"can"be"filled"and"edited"by"the"Stem"Cell"Center"PI"or"their"designate
  • 14. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine MPS$Preclinical$Trial$Portal$– Key$Features$Are$a$List$of$Preclinical$Trials and$Available$Disease$Specific$Cohorts$of$Patient$Derived$Cells$ 14 MPS$Preclinical$Trial$Information$Portal$ MPS Preclinical Centers Biology Preclinical Trials • A"resource"for"designing"and"implementing"MPS6based"preclinical"trials"for"drug"repurposing"and"discovery • Compilation$of$MPS$preclinical$trials$(similar"to"clinicaltrials.gov,"but"more"like"AACT"(the"Clinical"Trials"Transformation"Initiative) • Key$components$include$disease$specific$cohorts$of$patient$derived$primary$and$stem$cells$ • Follows"design"of"other"portals"for"ease"of"use • Includes"profiles"of"centers"that"are"currently"implementing,"or"have"completed"a"preclinical"trials,"that"can"be"edited"by"the"center" administrator
  • 15. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Login,'Explore,'And'Provide'Feedback'On'The'MPS<Db Login/Register • https://mps.csb.pitt.edu Please'provide'feedback,0 • Feedback0function0 • email0to0 • MPSHELP@pitt.edu • gough@pitt.edu 15
  • 16. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Schedule(an(Individual(Interactive(Online(Training: 16 •Feedback(function( •email(to( MPSHELP@pitt.edu gough@pitt.edu
  • 17. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Applications+Development+and+ Support+Team Lawrence(Vernetti– Toxicologist,+Database+Applications Joe(Maggiore(– Clinical+and+Commercialization Aamil Shah(– Commercialization Kathrin(Gassei(< Commercialization Harold(Takyi(– Information+Systems+Manager+ Amanda(Maleski(– Administration+Manager 17 Core+Development+Team Mark(Schurdak(–Multi<PI Bert(Gough(– Multi<PI Lans(Taylor@Multi<PI Celeste(Reese(–Project+Manager Larry(Peng(Zhang(– Software+Development+Manager Luke(Bergenthal(– Database+Developer Quinn(Wolter– Database+Developer Sandra(Karcher(– Data+Analyst/Modeler Mike(Castiglione(– Data+Analyst Dillon(Gavlock(– Data+Analyst Tongying Shun(– Lead+Statistician,+DBA The(MPS@Db(Team 17
  • 18. Harnessing Quantitative Systems Pharmacology to Deliver Personalized Medicine Opportunities+for+Collaboration • Adding&data&from&experimental&models&in&development&or&use& at&the&NIDDK • Adding&or&accessing&data&from&animal&models&and&clinical&trials • What&would&you&like&to&see&in&the&MPSADb? 18