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Pitching the Future: The Pistoia
  Alliance Project Portfolio

  Biomarker Exchange Standards

Sándor Szalma & Bryn Williams-Jones April 2012



http://pistoiaalliance.org
Rapidly Evolving Pharmaceutical Ecosystem

                                                     Proprietary
                                                       content
                    Public                            provider
                   content
                   provider




  Big Life        CRO                                          Patient
 Science                                                       organization
 Company                                Pharma
              Regulatory
              authorities
                                                                   Academic
                                                                   group

                     Service provider

                                                 Software vendor



                                                                              2
What Is It Not?




                  3
“Research Externalization” - Biomarker




                        Pharma
                                          Design      in vitro       Analyze           Select       in vivo     Report




                                   Fully Internal Model




                                 Pharma
            CRO 1
                                                   Design                                Select
Pharma 1
                            Acade
                             mic
           Academic 1                                       in vitro assay

Pharma 2
                                                                                                  in vivo
                           CRO
                           Bio



                                                                                                   assay
            CRO 2
Pharma 3
                           Data
                           CRO




                                                                             Analyze                          Report
           Academic 2


                                            Selectively Integrated Model



                                                                                                                         4
Some Quotes and Distilled Messages
• ‘Capturing data isn’t a problem, getting rich
  annotation and curation is’
• ‘this is different to capturing numbers to populate a
  prescriptive spec for a clinical data system’
• ‘data generators really need to keep in mind the
  statistical limitations of assay types and formats; and
  how their data will be used’
• ‘Big Pharma stand to gain more from consistent
  standards than the complexity of competing and
  complex custom requirements’
• ‘Critical problem is mismatch of mechanistic biology to
  clinical observation’

                                                            5
Complexity
• A significant proportion of the business of CROs is around
  biomarkers
   – Define a definition for biomarker that holds water
   – Customers don‟t always know whether they can
     technically/logistically/practically measure what they think is a
     biomarker
• Multiplexing
   – Biomarker panels/fingerprints
       • Very large data integration and consistency issues
       • Statistical modelling problems in populations
       • Ensuring rich clinical data is captured to allow nuanced questioning
   – Different units for different assays, different limits for
     different technologies
       • Immunoassays in general need very careful handling, and controlled
         interpretation
       • Clinical chemistry is usually „easier‟
   – Each additional marker in a panel brings complications                     6
The hidden cost of „biomarker‟ research
• Pharma companies commission lots of studies
   – Big pharma usually specify own data standards
   – CROs or service labs generate data
   – Many iterations required to format, exchange and integrate data into
     clinical data/biomarker repositories
   – Smaller labs struggle to provide data to bespoke templates


• Customer and provider are impacted by lack of data standards
   –   Significant operational challenges for both in ‘getting the right data the right way’


• ROI – estimate 10% of CRO costs are in data format „massage‟
   – Big pharma custom templates are wasteful
   – Formatting errors introduce cycles of troubleshooting
   – ‘CROs and Customers end up doing lots of unnecessary work’


                                                                                               7
Connectivity – Outside World
• CDISC and other are working in the clinical biomarker
  standards domain – much more on outcomes
• FDA/PhUSE in tox
• Various disease area (eg Alzheimers) or Tox (eg renal)
  consortia are developing prognostic/diagnostic markers
• IMI disease and biomarker programmes
• Many companies are watching other initiatives, but
  none seem to be in this early data space

• RECOMMENDATION
   – Focus on data interchange standards is welcome and doesn‟t
     directly overlap with other activities
   – ‘something that goes beyond lots of handling in Excel’
                                                                  8
Connectivity – Inside Pistoia

• Vocabularies, dictionaries and ontologies
  – Bringing the clinical and preclinical world
    together to tackle translational vocabs would
    have a big impact on the development and
    implementation of biomarker standards




                                                    9
Bottom Line

• Pistoia Biomarker Standard should:
  – Focus on molecular data interchange as an ontological and
    data standard
     • AVOID qualification/validation/disease linkage
  – Develop rules around assay data integration and define
    how different endpoints are handled
  – Develop rules for exclusion of data points
     • some put more emphasis on this than inclusion
     • Handle limitations of diverse technologies and assay types
  – Allow integration of rich data into Oracle Clinical and
    other clinical/biomarker databases
  – Explicitly reduce data handling cycles between provider
    and customer
                                                                    10
Where Do We Start?

• Emerging consensus so far…
  – Just do it…
  – Pick two assays
    • RBM-panel & Luminex assay
    • Immunoassay
  – Develop use cases




                                  11
Contributing Members / Organizations
• Janssen R&D
   –   Sándor Szalma, Hans Winkler
• Connected Discovery Ltd
   – Bryn Williams-Jones
• BMS
   – Al Wang
• ICON
   –   Andy Brown
• Daiichi Sankyo
   – Jim McGurk
• Molecular Connections
   –   Usha

                                        12

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Biomarker Exchange Standards

  • 1. Pitching the Future: The Pistoia Alliance Project Portfolio Biomarker Exchange Standards Sándor Szalma & Bryn Williams-Jones April 2012 http://pistoiaalliance.org
  • 2. Rapidly Evolving Pharmaceutical Ecosystem Proprietary content Public provider content provider Big Life CRO Patient Science organization Company Pharma Regulatory authorities Academic group Service provider Software vendor 2
  • 3. What Is It Not? 3
  • 4. “Research Externalization” - Biomarker Pharma Design in vitro Analyze Select in vivo Report Fully Internal Model Pharma CRO 1 Design Select Pharma 1 Acade mic Academic 1 in vitro assay Pharma 2 in vivo CRO Bio assay CRO 2 Pharma 3 Data CRO Analyze Report Academic 2 Selectively Integrated Model 4
  • 5. Some Quotes and Distilled Messages • ‘Capturing data isn’t a problem, getting rich annotation and curation is’ • ‘this is different to capturing numbers to populate a prescriptive spec for a clinical data system’ • ‘data generators really need to keep in mind the statistical limitations of assay types and formats; and how their data will be used’ • ‘Big Pharma stand to gain more from consistent standards than the complexity of competing and complex custom requirements’ • ‘Critical problem is mismatch of mechanistic biology to clinical observation’ 5
  • 6. Complexity • A significant proportion of the business of CROs is around biomarkers – Define a definition for biomarker that holds water – Customers don‟t always know whether they can technically/logistically/practically measure what they think is a biomarker • Multiplexing – Biomarker panels/fingerprints • Very large data integration and consistency issues • Statistical modelling problems in populations • Ensuring rich clinical data is captured to allow nuanced questioning – Different units for different assays, different limits for different technologies • Immunoassays in general need very careful handling, and controlled interpretation • Clinical chemistry is usually „easier‟ – Each additional marker in a panel brings complications 6
  • 7. The hidden cost of „biomarker‟ research • Pharma companies commission lots of studies – Big pharma usually specify own data standards – CROs or service labs generate data – Many iterations required to format, exchange and integrate data into clinical data/biomarker repositories – Smaller labs struggle to provide data to bespoke templates • Customer and provider are impacted by lack of data standards – Significant operational challenges for both in ‘getting the right data the right way’ • ROI – estimate 10% of CRO costs are in data format „massage‟ – Big pharma custom templates are wasteful – Formatting errors introduce cycles of troubleshooting – ‘CROs and Customers end up doing lots of unnecessary work’ 7
  • 8. Connectivity – Outside World • CDISC and other are working in the clinical biomarker standards domain – much more on outcomes • FDA/PhUSE in tox • Various disease area (eg Alzheimers) or Tox (eg renal) consortia are developing prognostic/diagnostic markers • IMI disease and biomarker programmes • Many companies are watching other initiatives, but none seem to be in this early data space • RECOMMENDATION – Focus on data interchange standards is welcome and doesn‟t directly overlap with other activities – ‘something that goes beyond lots of handling in Excel’ 8
  • 9. Connectivity – Inside Pistoia • Vocabularies, dictionaries and ontologies – Bringing the clinical and preclinical world together to tackle translational vocabs would have a big impact on the development and implementation of biomarker standards 9
  • 10. Bottom Line • Pistoia Biomarker Standard should: – Focus on molecular data interchange as an ontological and data standard • AVOID qualification/validation/disease linkage – Develop rules around assay data integration and define how different endpoints are handled – Develop rules for exclusion of data points • some put more emphasis on this than inclusion • Handle limitations of diverse technologies and assay types – Allow integration of rich data into Oracle Clinical and other clinical/biomarker databases – Explicitly reduce data handling cycles between provider and customer 10
  • 11. Where Do We Start? • Emerging consensus so far… – Just do it… – Pick two assays • RBM-panel & Luminex assay • Immunoassay – Develop use cases 11
  • 12. Contributing Members / Organizations • Janssen R&D – Sándor Szalma, Hans Winkler • Connected Discovery Ltd – Bryn Williams-Jones • BMS – Al Wang • ICON – Andy Brown • Daiichi Sankyo – Jim McGurk • Molecular Connections – Usha 12

Notes de l'éditeur

  1. Only had a pdf version so need a better paste!
  2. Still need to talk to Hans, Ying is working offline to collate Roche Feedback, Sorana from AZ