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Methodological and Statistical
Considerations in Clinical Research
Dr. Gloria Crispino, CStat CMath
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authorization from the author
The translational Continuum
Source: Canadian Institute of Public Health
The inability to overcome the death valleys is due to multiple factors,
including the lack of methodological support.
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authorization from the author
Drug Development
1 In 10,000 Succeed (to market/practice)
Average Time: 10-18Years
Average Cost: €500 Million to €2 billion
(<20% of sales)
100,000 Examined by FDA and
similar bodies
(Preclinical Evaluation)
100 Tested
in Humans
10 Marketed
Drugs
2 Drugs Return a ProfitCopy Rights; Do not reproduce without
authorization from the author
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authorization from the author
Biomarkers Development
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authorization from the author
Medical Devices Development
Clinical Development
Basic
Research
Prototype
Discovery and
design
Pre-clinical
development
Exploratory FDA Approval
and Launch
Pivotal
Discovery
Diagnostic
Development
Pre-Validation & Validation Registration
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authorization from the author
www.clinicaltrial.gov
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authorization from the author
Ireland and Europe
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authorization from the author
Type of studies
• Retrospective
– Historical Data
– Audits
– Pilots
• Prospective
– RCT
– Cohort studies
– Case-Control Studies
• Context of Clinical
Trials:
– Pharma
– Med Devices
– Diagnostics
– Food
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authorization from the author
Understanding Research Design
• The link between the research question and
the statistical methodology
• Research Question  Study Design 
Statistical analysis
• Examples
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authorization from the author
The flow
• Quantify the study
• A selection of endpoints
– Primary, secondary
– Exploratory
• Datasets and variables
• Study protocol
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authorization from the author
1. Research Question
2. Study Design
3. Statistical Analysis
Plan
Evaluation of Statistics in Clinical Trials
• Statistical Analysis Plan
– Primary, secondary and exploratory endpoints/variables
• Clinical and commercial claims
• ITT and Per- protocol populations
• Regulatory requirements
• Data Management Plan
• Case Report Form (CRF)
• Descriptive summary Statistics, Inferential Statistics,
Statistical Modelling
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authorization from the author
Output: Regulatory
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authorization from the author
Output: Large Research Organizations
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authorization from the author
Output: pharma industry
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authorization from the author
Hierarchy of Evidence
• Evidence Hierarchy and evidence-based
medicine
• From Randomised Clinical Trials (RCT) to
expert opinion.
• Systematic reviews and Meta-Analysis
• Cohort Studies
• Case-Control studies
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authorization from the author
International Guidelines on
Methodologies
Minimum accepted standards to guarantee entry to next phase
• EMEA & ICH Guidelines:
– ICH E9: Statistical Principles of Clinical Trials
http://www.ema.europa.eu/docs/en_GB/document_library/Scientific_guideline/2009/09/WC500002928.pdf
• FDA, Clin-Stat Guidance 1988
http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/ucm071665.pdf
• Good book:
Curtis E.A. and Drennan J: Quantitative Health Research – Issues
and Methods. McGraw Hill Education, Open University Press.
Copy Rights; Do not reproduce without authorization from the author

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Clinical Research for non-Clinical Researchers; Dec 9th 2016; Dr Gloria Crispino

  • 1. Methodological and Statistical Considerations in Clinical Research Dr. Gloria Crispino, CStat CMath Copy Rights; Do not reproduce without authorization from the author
  • 2. The translational Continuum Source: Canadian Institute of Public Health The inability to overcome the death valleys is due to multiple factors, including the lack of methodological support. Copy Rights; Do not reproduce without authorization from the author
  • 3. Drug Development 1 In 10,000 Succeed (to market/practice) Average Time: 10-18Years Average Cost: €500 Million to €2 billion (<20% of sales) 100,000 Examined by FDA and similar bodies (Preclinical Evaluation) 100 Tested in Humans 10 Marketed Drugs 2 Drugs Return a ProfitCopy Rights; Do not reproduce without authorization from the author
  • 4. Copy Rights; Do not reproduce without authorization from the author
  • 5. Biomarkers Development Copy Rights; Do not reproduce without authorization from the author
  • 6. Medical Devices Development Clinical Development Basic Research Prototype Discovery and design Pre-clinical development Exploratory FDA Approval and Launch Pivotal Discovery Diagnostic Development Pre-Validation & Validation Registration Copy Rights; Do not reproduce without authorization from the author
  • 7. www.clinicaltrial.gov Copy Rights; Do not reproduce without authorization from the author
  • 8. Ireland and Europe Copy Rights; Do not reproduce without authorization from the author
  • 9. Type of studies • Retrospective – Historical Data – Audits – Pilots • Prospective – RCT – Cohort studies – Case-Control Studies • Context of Clinical Trials: – Pharma – Med Devices – Diagnostics – Food Copy Rights; Do not reproduce without authorization from the author
  • 10. Understanding Research Design • The link between the research question and the statistical methodology • Research Question  Study Design  Statistical analysis • Examples Copy Rights; Do not reproduce without authorization from the author
  • 11. The flow • Quantify the study • A selection of endpoints – Primary, secondary – Exploratory • Datasets and variables • Study protocol Copy Rights; Do not reproduce without authorization from the author 1. Research Question 2. Study Design 3. Statistical Analysis Plan
  • 12. Evaluation of Statistics in Clinical Trials • Statistical Analysis Plan – Primary, secondary and exploratory endpoints/variables • Clinical and commercial claims • ITT and Per- protocol populations • Regulatory requirements • Data Management Plan • Case Report Form (CRF) • Descriptive summary Statistics, Inferential Statistics, Statistical Modelling Copy Rights; Do not reproduce without authorization from the author
  • 13. Output: Regulatory Copy Rights; Do not reproduce without authorization from the author
  • 14. Output: Large Research Organizations Copy Rights; Do not reproduce without authorization from the author
  • 15. Output: pharma industry Copy Rights; Do not reproduce without authorization from the author
  • 16. Hierarchy of Evidence • Evidence Hierarchy and evidence-based medicine • From Randomised Clinical Trials (RCT) to expert opinion. • Systematic reviews and Meta-Analysis • Cohort Studies • Case-Control studies Copy Rights; Do not reproduce without authorization from the author
  • 17. International Guidelines on Methodologies Minimum accepted standards to guarantee entry to next phase • EMEA & ICH Guidelines: – ICH E9: Statistical Principles of Clinical Trials http://www.ema.europa.eu/docs/en_GB/document_library/Scientific_guideline/2009/09/WC500002928.pdf • FDA, Clin-Stat Guidance 1988 http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/ucm071665.pdf • Good book: Curtis E.A. and Drennan J: Quantitative Health Research – Issues and Methods. McGraw Hill Education, Open University Press. Copy Rights; Do not reproduce without authorization from the author