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Lack Of Reproducibility In
          p           y
Biomedical Research –
How A Common Quality
               Q      y
Standard For Non-
             Non-
regulated Biomedical
  g
Research Could Change
The Trend

Ülo Palm, MD, PhD, MBA, CMQ/OE
Senior Member of the American Society for Quality
(ASQ)
Food, Drugs & Cosmetics Division (FD&C)
                                                         Marcus Evans
Senior Vice President Clinical Operations & Biometrics
                                p                        Evolution Summit,
Forest Research Institute                                April 30, 2012
Moore’s Law:
      Transistor Count Doubling Every
                 Two Years




Source: Wikipedia
Eroom’s Law:
 Number Of New Drug Approvals
Per Billion US Dollars Halved Every
             Nine Years




Source: Nature Reviews – Drug Discovery: Diagnosing the decline in pharmaceutical R&D efficiency Vol 11, March
2012, page 191 - 200
“War On Cancer” Going On For 40 Years
       War    Cancer

                                               •  About $200 billion spent on cancer research in the 
                                                  US since 1971*
                                                  US i     1971*
                                               • More than 1.5 million papers published*
                                               But despite some progress in prevention and 
                                                  treatment
                                               • Almost 1.5 million cancer cases and 560 000 cancer 
                                                  deaths in the United States in 2009**
                                               • Cancer now the second leading cause of death in 
                                                  the US**
                                               • Nearly 1 in 2 men and more than 1 in 3 women will 
                                                       y
                                                  be diagnosed with cancer during their lifetime** 
                                               • Avastin increases survival in mCRC patients by 4.7 
                                                  months*** at an annual treatment cost of  
                                                  $58.000****

Source: * Fortune Magazine March 22, 2004, ** JAMA, March 17, 2010 - Vol 303, *** Avastin label, **** Reuters, Thu Jun 30, 2011
Some Causes Of Declining
Productivity Of Biomedical Research

 • Biomedical R&D has become more 
   complex*
 • Regulatory hurdles have gone up*
   Regulatory hurdles have gone up
 • Industrialization of drug discovery 
   (focus on single targets) has put 
   (focus on single targets) has put
   R&D on an overall less effective 
   path
   path*
 • Pharmaceutical companies have 
   become too big to innovate
   b        t bi t i          t
  *Source: Nature Reviews – Drug Discovery: Diagnosing the decline in pharmaceutical R&D efficiency Vol 11, March
  2012, page 191 - 200
Could there be another, major,
 more fundamental root cause
of the declining productivity of
     biomedical research?
Lack Of Reproducibility In
  Biomedical Research
  Bi     di l R       h
       •   “New Tools and technologies, massive amounts of 
           data, long‐term studies, interdisciplinary 
           d     l            di i       di i li
           approaches, and the complexity of questions being 
           asked are complicating replication efforts…”
       •   “An empirical assessment of 18 published papers of 
           “A       ii l               f 18 bli h d           f
           microarray studies showed that independent 
           analysts could perfectly reproduce the results of 
           only two of the studies…
           only two of the studies ”


                     •   “This is one of medicine's dirty 
                                                        y
                         secrets: Most results, including 
                         those that appear in top‐flight 
                         peer‐reviewed journals, can't be 
                         reproduced”
Lack Of Reproducibility:
       Industry Experience
Amgen*
• Published literature described that inhibition of 
    theserine/threonine kinase 33 (STK33) destroyed cancer cells
• Amgen launched massive research effort but could not 
    replicate the results
      p
Bayer*
• Bayer reported in September 2011 that it had halted nearly 
    two thirds of its early drug target projects because in house 
    two‐thirds of its early drug target projects because in‐house
    experiments failed to match claims made in the literature.
Pfizer***
• Pfizer announced January 2012 that it had to write off $750
    Pfizer announced January 2012 that it had to write off $750 
    million after results of a study with Dimebon for Alzheimer, 
    published originally in the journal Lancet*,  could not be 
    reproduced 
    reproduced
Source: *WSJ, December 2, 2011; ** Fierce Biotech, January 17, 2012
Lack Of Reproducibility:
Case St d 1 f
C    Study from A d
                 Academia  i
 • In 2002 paper published in Lancet by authors from 
   the FDA and NCI claimed that a mass spectrometry 
   method could provide highly sensitive and specific 
   diagnostic tests for ovarian cancer
      g
 • NCI announced a Clinical Proteomics initiative and 
   companies were formed to take assays based on this 
   method to the clinic
   method to the clinic
 • Independent analysis by MD Anderson researcher 
   demonstrated that the results were due to 
   experimental artifacts (running of all of the controls 
   before all of the cancers)
Source: K i h A . B
S       Keith     Baggerly and Kevin R . Coombes
                          l     dK i         C     b
Handbook of Statistics in Clinical Oncology, Third Edition
Antje Crowley and John Hoering
Chapman and Hall/CRC 2012 Pages 605–618
Lack Of Reproducibility:
Case St d 2 f
C    Study from A d
                 Academia  i
• In 2006 a paper published in Nature Medicine by Duke 
  University professor Anil Potti claimed that microarray‐
  based signatures of drug sensitivity derived from cell 
  lines could predict patient response to specific 
  chemotherapeutics
• Discover magazine designated this paper one of the top 
  100 breakthroughs of 2006
                    g
• Large clinical trials were started using this methodology
• In 2009, independent analysis demonstrated that the 
  data were wrong due to mislabeling and indexing errors
  d t                 d t      i l b li     di d i

Source: Keith A . Baggerly and Kevin R . Coombes     Baggerly KA, Coombes KR.
Handbook of Statistics in Clinical Oncology, Third   Deriving chemosensiti it
                                                     Deri ing chemosensitivity from cell
Edition                                              lines: Forensic bioinformatics and
Antje Crowley and John Hoering                       reproducible research in high-
Chapman and Hall/CRC 2012 Pages 605–618              throughput biology. Ann Appl Stat
                                                     2009; 3(4):1309–1334.
Non-reproducible Research Is
   Noise And Not Knowledge
• What if the recent revelations indicate that most of 
  published biomedical research is noise?
   – (“This is one of medicine's dirty secrets: Most 
     results, including those that appear in top‐flight 
     peer‐reviewed journals, can t be reproduced
     peer‐reviewed journals can't be reproduced” 
      WSJ, December 2, 2011   )
• What is the noise/knowledge ratio of the 22 million 
                   /          g
  records in Medline? 30%?, 50%?, ….??
• How can biomedical research worldwide be 
  productive while trying to reproduce “noise”? 
     d ti      hil t i t          d    “ i ”?
• What if the amount of “noise” in modern 
                            g     g               y
  biomedical research is beginning to suffocate any 
  productive research? 
What are the reasons for the
  lack f
  l k of reproducibility in
              d ibilit i
modern biomedical research?
Modern Science Is Based On
      Collective I t lli
      C ll ti Intelligence

• Collective intelligence requires: 
   – a shared body of knowledge, methods, and 
                    y           g
     techniques, a shared praxis* 
   – a shared and agreed upon quality standard 
     how to plan, conduct, and report scientific 
     work




*Source: Reinventing Discovery – The new era of networked science by Michael Nielsen, 2012
Modern Biomedical Research
    Does not Have A Well Defined
          Quality Standard
•    “Genes were mislabeled due to an off‐by‐one indexing 
     “G               i l b l dd t        ff b        i d i
     error”
•    “We concluded that the method didn’t actually work at 
     all; it only appeared to work due to poor bookkeeping
     all; it only appeared to work due to poor bookkeeping”
•    “A disconnect between the numbers and the sample 
     names rendered the predictions invalid”
•    “poor documentation allowed errors to go unnoticed 
      p                                        g
     until after things had proceeded to clinical trials “
•    “the most common mistakes people make are simple 
     ones” 
•    “If the analyses are opaque, then the simple errors may 
     go unnoticed, and simple mistakes are still important”


Source: Keith A . Baggerly and Kevin R . Coombes, Handbook of Statistics in Clinical
Oncology, Third Edition, Antje Crowley and John Hoering
Chapman and Hall/CRC 2012 Pages 605–618
In 2000, The WHO Identified The Development Of A
   Common Quality Standard For Biomedical Research As A
            Q     y
   Pressing Global Need

                                                •    “The world’s population is facing serious 
                                                     health challenges….. there is increased 
                                                     demand for new drugs and new principles for 
                                                     treatment …..it is essential that basic scientific 
                                                     (biomedical) research as a whole, ……. be 
                                                     (b      d l)         h        h l        b
                                                     conducted in a proper fashion using processes 
                                                     that minimize waste of resources and reduce 
                                                     the need for costly confirmation and 
                                                     the need for costly confirmation and
                                                     repetition of work already performed”

                                                •    “It is hoped that wide application of the 
                                                     “I i h     d h      id       li i     f h
                                                     quality practices proposed in this handbook 
                                                     will lead to cost‐effective, accelerated 
                                                     discovery research and will ultimately benefit 
                                                     discovery research and will ultimately benefit
                                                     human  health”
Source: Handbook: Quality Practices in Basic Biomedical Research (QPBR), WHO, 2006
The WHO Rationale For A
 Quality St d d I Biomedical
 Q lit Standard In Bi    di l
 Research
• To minimize waste of resources and 
  reduce the need for costly confirmation 
  and repetition of work already 
     d     titi     f    k l d
  performed 
• To generate reliable data to ensure a
  To generate reliable data to ensure a 
  solid basis for deciding whether to invest 
  in further development of a strategy or 
  in further development of a strategy or
  product
• Quality means better science
  Q      y
The Flow Of Research Activities
       From Planning To Publishing




Source: Handbook: Quality Practices in Basic Biomedical Research (QPBR), WHO, 2006
In 2009, a committee of the FD&C
Division of the American Society for
Quality (ASQ) was charged with
developing a Quality Standard for
Biomedical Research and Drug
Development in the US

“Best quality practices for biomedical research and 
   drug development”
   1. ASQ Technical Report
   2. ASQ Standard
   3. ISO Standard
   3 ISO St d d
“Best Quality Practices For Biomedical Research
And Drug Development
         Development”
- Technical Report Content -

• Management system
         g       y             •   Document storageg
• Organization                 •   Technical Requirements
• Project Management           •   Test Equipment
• Quality Management           •   Test methods / Method 
  System                           Validation
• Documentation                •   Sampling and Chain of Custody
                                   Sampling and Chain of Custody
• Document control /           •   Materials
              pp
  Document approval and        •   Legal and Ethical 
                                   Legal and Ethical
  issue:                           Considerations
• Document changes             •   Vendor Selection and 
                                   Qualification
The New Quality Standard for Biomedical
Research and Drug Development Will Be Based
 esea c a d ug e e op e t             e ased
On Current State-Of-The-Art Quality Practices
           State-Of-The-
• World Health Organization Handbook: Quality Practices
  World Health Organization  Handbook: Quality Practices 
  for Biomedical Research
• ISO 17025
• BARQA Guidelines for Quality in Non‐Regulated Scientific 
  Research
• ICH Q2 Validation of Analytical Procedures: Text and 
  Methodology
• 21 CFR Part 58
• ICH Q9 Quality Risk Management
• ISO 900
  ISO 900x
Co
Committee Members
     ttee e be s

• George Bernstein, MAI 
       g            ,          • Juli Motika, Regeneron
                                            , g
  Consulting                   • Ülo Palm, Forest Research 
• Rick Calabrese, Sartorius‐     Institute
  Stedim
  St di                        • Michele Pruett, Innovative 
• Keith Conerly, Sodexho         Consultants GXP
• Li‐Chung Huang Eli Lilly
  Li Chung Huang, Eli Lilly    • Sandra R Storli Abbott Labs
                                 Sandra R. Storli, Abbott Labs
• Alice Krumenaker,            • John Surack, Clemson 
  CorePharma, LLC                University
• Richard Lombardi, Forest     • A. Mark Trotter, Trotter Biotech 
  Research Institute             Solutions
• J
  June Morita, Consultant
        M it C        lt t
Summary

 • Declining productivity of Drug Development
   Declining productivity of Drug Development
 • Poor reproducibility of Biomedical Research
 • Lack of a common language, a common quality
   Lack of a common language, a common quality 
   standard in Biomedical Research
 • Impacting medical progress and human health
 • WHO developed Handbook on Quality Practices 
   in Basic Biomedical Research
 • ASQ‐FD&C Division developing a new Quality 
           &           d l                   l
   Standard for Biomedical Research & Drug 
   Development in the US
   Development in the US

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Lack of reproducibility in biomedical research - How a common quality standard could change the trend

  • 1. Lack Of Reproducibility In p y Biomedical Research – How A Common Quality Q y Standard For Non- Non- regulated Biomedical g Research Could Change The Trend Ülo Palm, MD, PhD, MBA, CMQ/OE Senior Member of the American Society for Quality (ASQ) Food, Drugs & Cosmetics Division (FD&C) Marcus Evans Senior Vice President Clinical Operations & Biometrics p Evolution Summit, Forest Research Institute April 30, 2012
  • 2. Moore’s Law: Transistor Count Doubling Every Two Years Source: Wikipedia
  • 3. Eroom’s Law: Number Of New Drug Approvals Per Billion US Dollars Halved Every Nine Years Source: Nature Reviews – Drug Discovery: Diagnosing the decline in pharmaceutical R&D efficiency Vol 11, March 2012, page 191 - 200
  • 4. “War On Cancer” Going On For 40 Years War Cancer • About $200 billion spent on cancer research in the  US since 1971* US i 1971* • More than 1.5 million papers published* But despite some progress in prevention and  treatment • Almost 1.5 million cancer cases and 560 000 cancer  deaths in the United States in 2009** • Cancer now the second leading cause of death in  the US** • Nearly 1 in 2 men and more than 1 in 3 women will  y be diagnosed with cancer during their lifetime**  • Avastin increases survival in mCRC patients by 4.7  months*** at an annual treatment cost of   $58.000**** Source: * Fortune Magazine March 22, 2004, ** JAMA, March 17, 2010 - Vol 303, *** Avastin label, **** Reuters, Thu Jun 30, 2011
  • 5. Some Causes Of Declining Productivity Of Biomedical Research • Biomedical R&D has become more  complex* • Regulatory hurdles have gone up* Regulatory hurdles have gone up • Industrialization of drug discovery  (focus on single targets) has put  (focus on single targets) has put R&D on an overall less effective  path path* • Pharmaceutical companies have  become too big to innovate b t bi t i t *Source: Nature Reviews – Drug Discovery: Diagnosing the decline in pharmaceutical R&D efficiency Vol 11, March 2012, page 191 - 200
  • 6. Could there be another, major, more fundamental root cause of the declining productivity of biomedical research?
  • 7. Lack Of Reproducibility In Biomedical Research Bi di l R h • “New Tools and technologies, massive amounts of  data, long‐term studies, interdisciplinary  d l di i di i li approaches, and the complexity of questions being  asked are complicating replication efforts…” • “An empirical assessment of 18 published papers of  “A ii l f 18 bli h d f microarray studies showed that independent  analysts could perfectly reproduce the results of  only two of the studies… only two of the studies ” • “This is one of medicine's dirty  y secrets: Most results, including  those that appear in top‐flight  peer‐reviewed journals, can't be  reproduced”
  • 8. Lack Of Reproducibility: Industry Experience Amgen* • Published literature described that inhibition of  theserine/threonine kinase 33 (STK33) destroyed cancer cells • Amgen launched massive research effort but could not  replicate the results p Bayer* • Bayer reported in September 2011 that it had halted nearly  two thirds of its early drug target projects because in house  two‐thirds of its early drug target projects because in‐house experiments failed to match claims made in the literature. Pfizer*** • Pfizer announced January 2012 that it had to write off $750 Pfizer announced January 2012 that it had to write off $750  million after results of a study with Dimebon for Alzheimer,  published originally in the journal Lancet*,  could not be  reproduced  reproduced Source: *WSJ, December 2, 2011; ** Fierce Biotech, January 17, 2012
  • 9. Lack Of Reproducibility: Case St d 1 f C Study from A d Academia i • In 2002 paper published in Lancet by authors from  the FDA and NCI claimed that a mass spectrometry  method could provide highly sensitive and specific  diagnostic tests for ovarian cancer g • NCI announced a Clinical Proteomics initiative and  companies were formed to take assays based on this  method to the clinic method to the clinic • Independent analysis by MD Anderson researcher  demonstrated that the results were due to  experimental artifacts (running of all of the controls  before all of the cancers) Source: K i h A . B S Keith Baggerly and Kevin R . Coombes l dK i C b Handbook of Statistics in Clinical Oncology, Third Edition Antje Crowley and John Hoering Chapman and Hall/CRC 2012 Pages 605–618
  • 10. Lack Of Reproducibility: Case St d 2 f C Study from A d Academia i • In 2006 a paper published in Nature Medicine by Duke  University professor Anil Potti claimed that microarray‐ based signatures of drug sensitivity derived from cell  lines could predict patient response to specific  chemotherapeutics • Discover magazine designated this paper one of the top  100 breakthroughs of 2006 g • Large clinical trials were started using this methodology • In 2009, independent analysis demonstrated that the  data were wrong due to mislabeling and indexing errors d t d t i l b li di d i Source: Keith A . Baggerly and Kevin R . Coombes Baggerly KA, Coombes KR. Handbook of Statistics in Clinical Oncology, Third Deriving chemosensiti it Deri ing chemosensitivity from cell Edition lines: Forensic bioinformatics and Antje Crowley and John Hoering reproducible research in high- Chapman and Hall/CRC 2012 Pages 605–618 throughput biology. Ann Appl Stat 2009; 3(4):1309–1334.
  • 11. Non-reproducible Research Is Noise And Not Knowledge • What if the recent revelations indicate that most of  published biomedical research is noise? – (“This is one of medicine's dirty secrets: Most  results, including those that appear in top‐flight  peer‐reviewed journals, can t be reproduced peer‐reviewed journals can't be reproduced”  WSJ, December 2, 2011 ) • What is the noise/knowledge ratio of the 22 million  / g records in Medline? 30%?, 50%?, ….?? • How can biomedical research worldwide be  productive while trying to reproduce “noise”?  d ti hil t i t d “ i ”? • What if the amount of “noise” in modern  g g y biomedical research is beginning to suffocate any  productive research? 
  • 12. What are the reasons for the lack f l k of reproducibility in d ibilit i modern biomedical research?
  • 13. Modern Science Is Based On Collective I t lli C ll ti Intelligence • Collective intelligence requires:  – a shared body of knowledge, methods, and  y g techniques, a shared praxis*  – a shared and agreed upon quality standard  how to plan, conduct, and report scientific  work *Source: Reinventing Discovery – The new era of networked science by Michael Nielsen, 2012
  • 14. Modern Biomedical Research Does not Have A Well Defined Quality Standard • “Genes were mislabeled due to an off‐by‐one indexing  “G i l b l dd t ff b i d i error” • “We concluded that the method didn’t actually work at  all; it only appeared to work due to poor bookkeeping all; it only appeared to work due to poor bookkeeping” • “A disconnect between the numbers and the sample  names rendered the predictions invalid” • “poor documentation allowed errors to go unnoticed  p g until after things had proceeded to clinical trials “ • “the most common mistakes people make are simple  ones”  • “If the analyses are opaque, then the simple errors may  go unnoticed, and simple mistakes are still important” Source: Keith A . Baggerly and Kevin R . Coombes, Handbook of Statistics in Clinical Oncology, Third Edition, Antje Crowley and John Hoering Chapman and Hall/CRC 2012 Pages 605–618
  • 15. In 2000, The WHO Identified The Development Of A Common Quality Standard For Biomedical Research As A Q y Pressing Global Need • “The world’s population is facing serious  health challenges….. there is increased  demand for new drugs and new principles for  treatment …..it is essential that basic scientific  (biomedical) research as a whole, ……. be  (b d l) h h l b conducted in a proper fashion using processes  that minimize waste of resources and reduce  the need for costly confirmation and  the need for costly confirmation and repetition of work already performed” • “It is hoped that wide application of the  “I i h d h id li i f h quality practices proposed in this handbook  will lead to cost‐effective, accelerated  discovery research and will ultimately benefit  discovery research and will ultimately benefit human  health” Source: Handbook: Quality Practices in Basic Biomedical Research (QPBR), WHO, 2006
  • 16. The WHO Rationale For A Quality St d d I Biomedical Q lit Standard In Bi di l Research • To minimize waste of resources and  reduce the need for costly confirmation  and repetition of work already  d titi f k l d performed  • To generate reliable data to ensure a To generate reliable data to ensure a  solid basis for deciding whether to invest  in further development of a strategy or  in further development of a strategy or product • Quality means better science Q y
  • 17. The Flow Of Research Activities From Planning To Publishing Source: Handbook: Quality Practices in Basic Biomedical Research (QPBR), WHO, 2006
  • 18. In 2009, a committee of the FD&C Division of the American Society for Quality (ASQ) was charged with developing a Quality Standard for Biomedical Research and Drug Development in the US “Best quality practices for biomedical research and  drug development” 1. ASQ Technical Report 2. ASQ Standard 3. ISO Standard 3 ISO St d d
  • 19. “Best Quality Practices For Biomedical Research And Drug Development Development” - Technical Report Content - • Management system g y • Document storageg • Organization • Technical Requirements • Project Management • Test Equipment • Quality Management  • Test methods / Method  System Validation • Documentation • Sampling and Chain of Custody Sampling and Chain of Custody • Document control /  • Materials pp Document approval and  • Legal and Ethical  Legal and Ethical issue: Considerations • Document changes • Vendor Selection and  Qualification
  • 20. The New Quality Standard for Biomedical Research and Drug Development Will Be Based esea c a d ug e e op e t e ased On Current State-Of-The-Art Quality Practices State-Of-The- • World Health Organization Handbook: Quality Practices World Health Organization  Handbook: Quality Practices  for Biomedical Research • ISO 17025 • BARQA Guidelines for Quality in Non‐Regulated Scientific  Research • ICH Q2 Validation of Analytical Procedures: Text and  Methodology • 21 CFR Part 58 • ICH Q9 Quality Risk Management • ISO 900 ISO 900x
  • 21. Co Committee Members ttee e be s • George Bernstein, MAI  g , • Juli Motika, Regeneron , g Consulting • Ülo Palm, Forest Research  • Rick Calabrese, Sartorius‐ Institute Stedim St di • Michele Pruett, Innovative  • Keith Conerly, Sodexho Consultants GXP • Li‐Chung Huang Eli Lilly Li Chung Huang, Eli Lilly • Sandra R Storli Abbott Labs Sandra R. Storli, Abbott Labs • Alice Krumenaker,  • John Surack, Clemson  CorePharma, LLC University • Richard Lombardi, Forest  • A. Mark Trotter, Trotter Biotech  Research Institute Solutions • J June Morita, Consultant M it C lt t
  • 22. Summary • Declining productivity of Drug Development Declining productivity of Drug Development • Poor reproducibility of Biomedical Research • Lack of a common language, a common quality Lack of a common language, a common quality  standard in Biomedical Research • Impacting medical progress and human health • WHO developed Handbook on Quality Practices  in Basic Biomedical Research • ASQ‐FD&C Division developing a new Quality  & d l l Standard for Biomedical Research & Drug  Development in the US Development in the US