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Reality: Overlapping Pathways
The value of appropriate representations/ maps
WHY	
  NOT	
  USE	
  	
  
      “DATA	
  INTENSIVE”	
  SCIENCE	
  
TO	
  BUILD	
  BETTER	
  DISEASE	
  MAPS?	
  
what will it take to understand disease?




	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  DNA	
  	
  RNA	
  PROTEIN	
  (dark	
  maHer)	
  	
  

MOVING	
  BEYOND	
  ALTERED	
  COMPONENT	
  LISTS	
  
2002 Can one build a “causal” model?
(Eric Schadt)
We still consider much clinical research as if we we
 hunter gathers! not sharing
                 -      .
Clinical/genomic data
 are accessible but minimally usable




Little incentive to annotate and curate
       data for other scientists to use
Mathematical
models of disease
 are not built to be
   reproduced or
versioned by others
Assumption that genetic alterations
in human conditions should be owned
Lack of standard forms for future rights and consentss
sharing as an adoption of common standards..
      Clinical Genomics Privacy IP
Publication Bias- Where can we find the (negative) clinical data?
Sage Mission
      Sage Bionetworks is a non-profit organization with a vision to
   create a commons where integrative bionetworks are evolved by
       contributor scientists with a shared vision to accelerate the
                       elimination of human disease

Building Disease Maps                              Data Repository




Commons Pilots                                    Discovery Platform
 Sagebase.org
Sage Bionetworks Collaborators

  Pharma Partners
     Merck, Pfizer, Takeda, Astra Zeneca,
      Amgen, Johnson &Johnson
  Foundations
     Kauffman CHDI, Gates Foundation

  Government
     NIH, LSDF

  Academic
     Levy (Framingham)
     Rosengren (Lund)
     Krauss (CHORI)

  Federation
     Ideker, Califarno, Butte, Schadt       19
sage bionetworks synapse project
        Watch What I Do, Not What I Say           Reduce, Reuse, Recycle




                                                My Other Computer is Amazon
     Most of the People You Need to Work with
                Don’t Work with You
M   e
    ogn g             ow gd oi Nn




oi g e       e own wg

i   A




                                                              M
                                           S




                                                          FOR
                                       MAP
          i	
   ow




                                                         PLAT
        ow i nn i o    g



                                    EW  N
                                               RULES GOVERN
CTCAP	
  

Clinical Trial Comparator Arm Partnership “CTCAP”
Strategic Opportunities For Regulatory Science
            Leadership and Action



                       FDA
                 September 27, 2011
Shared clinical/genomic data sharing and analysis will
   maximize clinical impact and enable discovery

•  Graphic	
  of	
  curated	
  to	
  qced	
  to	
  models	
  
Arch2POCM	
  

Restructuring	
  the	
  PrecompePPve	
  
    Space	
  for	
  Drug	
  Discovery	
  

   How	
  to	
  potenPally	
  De-­‐Risk	
  	
  	
  
   High-­‐Risk	
  TherapeuPc	
  Areas	
  
The	
  FederaPon	
  
sage federation:
model of biological age




                            Faster Aging
        U M i l r i nnowS




                                                      Slower Aging
        e




                                                Clinical Association
                                                -  Gender
                                                -  BMI
        g




                                                -  Disease
                             Age Differential   Genotype Association
                                                Gene Pathway Expression
        i




                                  i owoe
                                       o   e    U i nS
                                                B
Sage	
  Congress	
  Project	
  
     April	
  20	
  2012	
  

            RA	
  
        Parkinson’s	
  
         Asthma	
  
(Responders	
  CompePPons)	
  
Actionable Cancer Network Models
And Open Medical Information Systems

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Stephen Friend Berlin9 2011-11-10

  • 1. gd oi Nw nn o e ae w
  • 3. The value of appropriate representations/ maps
  • 4.
  • 5.
  • 6. WHY  NOT  USE     “DATA  INTENSIVE”  SCIENCE   TO  BUILD  BETTER  DISEASE  MAPS?  
  • 7. what will it take to understand disease?                    DNA    RNA  PROTEIN  (dark  maHer)     MOVING  BEYOND  ALTERED  COMPONENT  LISTS  
  • 8. 2002 Can one build a “causal” model?
  • 10.
  • 11. We still consider much clinical research as if we we hunter gathers! not sharing - .
  • 12. Clinical/genomic data are accessible but minimally usable Little incentive to annotate and curate data for other scientists to use
  • 13. Mathematical models of disease are not built to be reproduced or versioned by others
  • 14. Assumption that genetic alterations in human conditions should be owned
  • 15. Lack of standard forms for future rights and consentss
  • 16. sharing as an adoption of common standards.. Clinical Genomics Privacy IP
  • 17. Publication Bias- Where can we find the (negative) clinical data?
  • 18. Sage Mission Sage Bionetworks is a non-profit organization with a vision to create a commons where integrative bionetworks are evolved by contributor scientists with a shared vision to accelerate the elimination of human disease Building Disease Maps Data Repository Commons Pilots Discovery Platform Sagebase.org
  • 19. Sage Bionetworks Collaborators   Pharma Partners   Merck, Pfizer, Takeda, Astra Zeneca, Amgen, Johnson &Johnson   Foundations   Kauffman CHDI, Gates Foundation   Government   NIH, LSDF   Academic   Levy (Framingham)   Rosengren (Lund)   Krauss (CHORI)   Federation   Ideker, Califarno, Butte, Schadt 19
  • 20.
  • 21. sage bionetworks synapse project Watch What I Do, Not What I Say Reduce, Reuse, Recycle My Other Computer is Amazon Most of the People You Need to Work with Don’t Work with You
  • 22. M e ogn g ow gd oi Nn oi g e e own wg i A M S FOR MAP i   ow PLAT ow i nn i o g EW N RULES GOVERN
  • 23. CTCAP   Clinical Trial Comparator Arm Partnership “CTCAP” Strategic Opportunities For Regulatory Science Leadership and Action FDA September 27, 2011
  • 24. Shared clinical/genomic data sharing and analysis will maximize clinical impact and enable discovery •  Graphic  of  curated  to  qced  to  models  
  • 25. Arch2POCM   Restructuring  the  PrecompePPve   Space  for  Drug  Discovery   How  to  potenPally  De-­‐Risk       High-­‐Risk  TherapeuPc  Areas  
  • 26.
  • 28.
  • 29. sage federation: model of biological age Faster Aging U M i l r i nnowS Slower Aging e Clinical Association -  Gender -  BMI g -  Disease Age Differential Genotype Association Gene Pathway Expression i i owoe o e U i nS B
  • 30. Sage  Congress  Project   April  20  2012   RA   Parkinson’s   Asthma   (Responders  CompePPons)  
  • 31. Actionable Cancer Network Models And Open Medical Information Systems