Related Experiment Video
Updated: Dec 27, 2025

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
A retain and refine approach to cumulative risk assessment
Marc C Kennedy1, Andy D M Hart1, Johannes W Kruisselbrink2
1Fera Science Ltd, Sand Hutton, York, YO41 1LZ, United Kingdom.
Abstract:
Mixtures of substances to which humans are exposed may lead to cumulative exposure and health effects. To study their effects, it is first necessary to identify a cumulative assessment group (CAG) of substances for risk assessment or hazard testing. Excluding substances from consideration before there is sufficient evidence may underestimate the risk. Conversely, including everything and treating the inevitable uncertainties using conservative assumptions is inefficient and may overestimate the risk, with an unknown level of protection. An efficient, transparent strategy is described to retain a large group, quantifying the uncertainty of group membership and other uncertainties. Iterative refinement of the CAG then focuses on adding information for the substances with high probability of contributing significantly to the risk. Probabilities can be estimated using expert opinion or derived from data on substance properties. An example is presented with 100 pesticides, in which the retain step identified a single substance to target refinement. Using an updated hazard characterisation for this substance reduced the mean exposure estimate from 0.43 to 0.28 μg kg-bw-1 day-1 and reduced the 99.99th percentile exposure from 24.9 to 5.1 μg kg-bw-1 day-1. Other retained substances contributed little to the risk estimates, even after accounting for uncertainty.
Related Concept Videos
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
Relative Risk
Strategies for Assessing and Addressing Confounding
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Hazard Rate

