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Interface between Regulation and Statistics in Drug Development
Fundamental Principles of Clinical Trials
INTRODUCTION
GENERAL STATISTICAL CONSIDERATIONS
EVOLVING ROLES OF THE STATISTICIAN IN DRUG DEVELOPMENT
POTENTIAL STATISTICAL ISSUES IN REGULATORY REVIEW
CONCLUDING REMARKS
BIBLIOGRAPHY
Selected Statistical Topics of Regulatory Importance
INTRODUCTION
MULTIPLICITY
Multiple Endpoints
Multiple Testing Over the Course of the Study
MISSING VALUES AND ESTIMANDS
General Considerations
Missingness Mechanisms
Approaches for Missing Data
Sensitivity Analyses
Estimands and Other Recent Regulatory Developments
Concluding Remarks
NON-INFERIORITY STUDY
INNOVATIVE TRIAL DESIGNS
Adaptive Designs
Adaptive Randomization
Sample Size Reestimation
Sequential Designs
Adaptive Designs for Dose and Treatment Selection
Adaptive Enrichment Designs
Master Protocols
BAYESIAN ANALYSIS IN A REGULATORY FRAMEWORK
Introduction
Potential Areas of Application
Regulatory Considerations
Challenges with Bayesian Statistics
Concluding Remarks
SURROGATE ENDPOINTS AND BIOMARKERS
Introduction
Statistical Considerations
Regulatory Considerations
Concluding Remarks
SUBGROUP ANALYSES
BENEFIT-RISK ASSESSMENT
Introduction
Methodological Considerations in Benefit-Risk Analysis
Regulatory Perspectives
Benefit-Risk in Health-Technology Assessment
Concluding Remarks
BIBLIOGRAPHY
Statistical Engagement in Regulatory Interactions
INTRODUCTION
INTERNAL BEHAVIORS
DATA MONITORING COMMITTEE
REGULATORY MEETINGS AND ADVISORY COMMITTEE MEETINGS
STATISTICAL ROLE IN PROMOTIONAL MATERIAL AND MEDICAL COMMUNICATION
CONCLUDING REMARKS
BIBLIOGRAPHY
Emerging Topics
THE USE OF RWE TO SUPPORT LICENSING AND LABEL ENHANCEMENT
Introduction
Methodological and Operational Considerations
Current Regulatory Landscape
Concluding Remarks
PATIENT-REPORTED OUTCOMES IN REGULATORY SETTINGS
Introduction
Development and Validation of PRO Instruments
Statistical Considerations
Regulatory Considerations
Concluding Remarks
ARTIFICIAL INTELLIGENCE AND MODERN ANALYTICS IN REGULATORY SETTINGS
Introduction
Al in Drug Development
Regulatory Experience with Machine Learning and Artificial Intelligence
Concluding Remarks
BIBLIOGRAPHY
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