Abstract
Lyophilization is a critical process, removing water and or solvent through sublimation to ensure the stability and longevity of injectable drug products. The complexity of the lyophilization process, involving multiple stages such as freezing, primary drying, and secondary drying, necessitates a robust approach to ensure product quality and consistency. Along with applying Quality by Design (QbD) principles in lyo process development, robust statistical and risk-based methodologies are essential for assessing process variability. This paper presents a risk-based and statistically sound sampling methodology for assessing variability in lyophilized drug products during Continued Process Verification (Stage 3a) of Process Validation. Sampling plans are strategically designed, ensuring representative data collection from lyophilizer shelves. By integrating variance analysis, capability indices, and probability, the methodology provides a comprehensive understanding of both intra-batch and inter-batch variability. The assessment enables estimation of future batch performance concerning critical quality attributes, including water content, assay, pH, and impurities. Identifying and controlling both intra-batch (within-shelf and between-shelf) and inter-batch variability ensures robustness. The study highlights the importance of statistically rigorous sampling plans, justification of the plans and data analysis to ensure process control. A case study is presented, demonstrating the application of the approach in a lyophilization process. The methodology supports regulatory compliance and enhances process understanding, enabling tighter process control and continuous improvement. The risk-based Stage 3a framework provides a structured method for post-commercialization variability assessment, bridging process design and continued verification.
- Received August 6, 2025.
- Revision received October 16, 2025.
- Accepted November 11, 2025.
- Copyright © 2025, Parenteral Drug Association
PDA members receive access to all articles published in the current year and previous volume year. Institutional subscribers received access to all content. Log in below to receive access to this article if you are either of these.
If you are neither or you are a PDA member trying to access an article outside of your membership license, then you must purchase access to this article (below). If you do not have a username or password for JPST, you will be required to create an account prior to purchasing.
Full issue PDFs are for PDA members only.
Note to pda.org users
The PDA and PDA bookstore websites (www.pda.org and www.pda.org/bookstore) are separate websites from the PDA JPST website. When you first join PDA, your initial UserID and Password are sent to HighWirePress to create your PDA JPST account. Subsequent UserrID and Password changes required at the PDA websites will not pass on to PDA JPST and vice versa. If you forget your PDA JPST UserID and/or Password, you can request help to retrieve UserID and reset Password below.






