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Methodological and Statistical Considerations in Clinical Research
Dr. Tim Grant, CStat CSci
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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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Drug Development
1 In 10,000 Succeed (to market/practice)
Average Time: 10-18YearsAverage Cost: €500 Million to €2
billion (<20% of sales)100,000 Examined by FDA and similar bodies
(Preclinical Evaluation)
100 Testedin Humans
10 Marketed Drugs
2 Drugs Return a Profit
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Biomarkers Development
Source: MMI – The Irish Biomarker Network Inaugural Workshop
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Medical Devices Development
Clinical Development
Basic Research
PrototypeDiscovery and
design
Pre-clinical development Exploratory FDA Approval
and LaunchPivotal
Discovery
Diagnostic Development
Pre-Validation & Validation Registration
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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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Understanding Research Design
• The link between the research question and the statistical methodology
• Research Question Study Design Statistical analysis
• Need to Remove Bias
• Examples
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The flow
• Quantify the study• A selection of endpoints– Primary, secondary– Exploratory
• Datasets and variables• Study protocol
1. Research Question
2. Study Design
3. Statistical Analysis Plan
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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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Output: Large Research Organizations
International Guidelines on Methodologies
Minimum accepted standards to guarantee entry to next phase• EMEA & ICH Guidelines:
– ICH E9: Statistical Principles of Clinical Trialshttp://www.ema.europa.eu/docs/en_GB/document_library/Scientific_guideline/2009/09/WC500002928.pdf
• FDA, Clin-Stat Guidance 1988http://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.
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