Related Experiment Video
Updated: Feb 5, 2026

Author Spotlight: Development of Simplified CRISPR-Based Tests for Rapid Detection of Infectious Diseases
Published on: August 16, 2024
Evidence-based extension of reagent shelf-life beyond expiry using patient-based moving averages, westgard sigma
Mohamed Mokhtar Khelil1, Tony Badrick2
1Pasteur Institute of Algeria, M'sila Branch, Algeria.
Background:
Reagent stability is a significant determinant of analytical reliability in clinical laboratories. Post-expiry reagent use is often discouraged due to the potential risk of systematic bias; however, empirical data supporting or refuting such restrictions are limited.
Methods:
This study evaluated the post-expiry performance of free T3 (FT3) and free T4 (FT4) immunoassays on the Abbott Architect i1000SR analyzer using an integrated framework combining three complementary approaches: (i) a simulation-optimized moving average (MA) model based on real patient data (ii) Westgard Sigma rules quality control, and (iii) Clinical and Laboratory Standards Institute EP25-A drift analysis. The MA was optimised via Monte Carlo simulations using a step-shift bias model, which defined the optimal window size (N) for 90% detection power and 0% false rejection rate. Stability was then assessed across three reagent lots per analyte, spanning both pre- and post-expiration phases.
Results:
Westgard rules provided the earliest analytical alerts, while EP25 confirmed sustained drift relative to allowable total error. The MA detected progressive instability, showing strong concordance with EP25 after lag correction (N × cadence). FT4 indicated extended stability of up to 19 months post-expiry, while FT3 showed limited stability (<4 months). These differences reflected distinct assay robustness and kinetics.
Conclusions:
The combination of Westgard sigma rules, EP25, and simulation-optimized MA provides a reproducible, data-driven framework for post-expiry reagent stability assessment. Optimizing MA with real patient data enhances detection performance, bridging theoretical quality-control design and routine laboratory application. This integrated approach enables laboratories to make scientifically justified, cost-effective decisions regarding reagent reuse beyond manufacturer expiry dates.
More Related Videos
Related Concept Videos
The Evidence for Evolution
DNA Base Pairing
Half-life of a Reaction
Lewis Acids and Bases
A coordinate covalent bond (or dative bond) occurs when one of the atoms in the bond provides both bonding electrons. For example, a coordinate covalent bond occurs when a water molecule combines with a hydrogen ion to form a hydronium ion. A coordinate covalent bond also results when...
Exceptions to the Octet Rule
Average Acceleration

