Two modes in one tool. Long-term (ICH Q1E): ANCOVA poolability per Appendix A, mean regression, 95% confidence bounds and ICH-compliant shelf-life extrapolation. Accelerated (Arrhenius): fit a moisture-modified Arrhenius model to stress data (e.g. 40°C/75%RH) and project shelf-life at your storage conditions.
Shelf life is not simply the last time point that still passed. Under ICH Q1E it is the time at which the 95% confidence bound of the stability trend — not the average line — first reaches the acceptance criterion, so that batches at the edge of the distribution still comply.
An attribute (e.g. assay) is regressed against time. The shelf life is where the one-sided 95% confidence limit of the regression crosses the specification limit:
Shelf life = time where the 95% lower (or upper) confidence bound meets the acceptance criterionFor a decreasing attribute the lower bound versus the lower specification limit is used; for an increasing one (e.g. a degradant), the upper bound versus the upper limit.
Combining batches gives a tighter estimate, but only if they behave similarly. Q1E tests this with covariance analysis at a 0.25 significance level: if the batch-by-time (slope) and intercept terms are not significant (p > 0.25), the data may be pooled; otherwise the worst-case individual batch governs.
Assay declines roughly linearly with a lower specification limit of 95.0%:
Reference: ICH Q1E, Evaluation of Stability Data.
The tool's second mode predicts shelf-life early, from short accelerated stress studies, instead of waiting for full real-time data. Degradation speeds up with temperature (Arrhenius) and, for many solid-state reactions, with humidity — fitting that dependence lets you extrapolate the rate down to a storage condition.
ln k = ln A − Ea/(R·T) + B·RHThe assay-loss rate k is measured at several temperature / humidity conditions; a regression gives the activation energy (Ea) and the humidity coefficient (B). The rate is then projected to a storage condition (e.g. 25 °C / 60% RH), and the time to reach the specification limit is the predicted shelf-life. This is the basis of accelerated predictive stability (ASAP).
Assay loss is measured at 40, 50 and 60 °C:
Reference: ICH Q1A(R2); Waterman, moisture-modified Arrhenius / accelerated predictive stability. Supportive of, not a replacement for, real-time confirmation.
The mean line describes the typical batch; the confidence bound protects against batch-to-batch and measurement variability, so that even a batch at the edge of the expected distribution still meets specification through the labelled shelf life.
It is the significance level for testing whether batches share a common slope/intercept. A conservative (high) 0.25 threshold makes it harder to wrongly pool genuinely different batches, protecting the estimate.
Only cautiously. Q1E permits limited extrapolation when the change is small, well-characterised and statistically supported; large extrapolations require real-time confirmation.
It gives a scientifically grounded estimate for risk assessment and study design, and works well when a single Arrhenius-type mechanism dominates. It does not replace ICH Q1A real-time and long-term confirmation, which remain the basis of the registered shelf-life.
When degradation is moisture-sensitive (common for hydrolysis in solid dosage forms). If your stress conditions share one humidity, the tool fits a temperature-only Arrhenius model; vary the RH across conditions to resolve the humidity coefficient B.