Related Experiment Video
Updated: Feb 11, 2026

A Clinical Trial Assessing the Safety, Efficacy, and Delivery of Olive-Oil-Based Three-Chamber Bags for Parenteral Nutrition
Published on: September 20, 2019
Sources of Safety Data and Statistical Strategies for Design and Analysis: Clinical Trials
Richard C Zink1,2, Olga Marchenko3, Matilde Sanchez-Kam4
1JMP Life Sciences, SAS Institute, 701 SAS Campus Drive, Cary, NC, 27513, USA. richard.zink@jmp.com.
Background:
There has been an increased emphasis on the proactive and comprehensive evaluation of safety endpoints to ensure patient well-being throughout the medical product life cycle. In fact, depending on the severity of the underlying disease, it is important to plan for a comprehensive safety evaluation at the start of any development program. Statisticians should be intimately involved in this process and contribute their expertise to study design, safety data collection, analysis, reporting (including data visualization), and interpretation.
Methods:
In this manuscript, we review the challenges associated with the analysis of safety endpoints and describe the safety data that are available to influence the design and analysis of premarket clinical trials.
Results:
We share our recommendations for the statistical and graphical methodologies necessary to appropriately analyze, report, and interpret safety outcomes, and we discuss the advantages and disadvantages of safety data obtained from clinical trials compared to other sources.
Conclusions:
Clinical trials are an important source of safety data that contribute to the totality of safety information available to generate evidence for regulators, sponsors, payers, physicians, and patients. This work is a result of the efforts of the American Statistical Association Biopharmaceutical Section Safety Working Group.
Related Concept Videos
Statistical Software for Data Analysis and Clinical Trials
Clinical Trials
There are four phases in a clinical trial. A phase one...
Clinical Trials: Overview
Study Design in Statistics
Does aspirin reduce the risk of heart attacks? Is one brand of fertilizer more effective at growing roses than another? Is fatigue as dangerous to a driver as the influence of alcohol? Questions like these are answered using randomized experiments with proper...
Bioequivalence Data: Statistical Interpretation
Statistical Methods for Analyzing Epidemiological Data

