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Case ReportTechnical Application (Case Studies)

Variability Assessment Methods for Lyophilized Drug Product, A Case Study

Ajay Babu Pazhayattil, Marzena Ingram, Prasanna Sagar, Kishorkumar Kotini, Abhijit Bodhe, Mallinath Harwalkar, Satish Joshi, Subrata Chakraborty, Rajesh Sreedharan Nair and Ahmed Shaaban Elsaid
PDA Journal of Pharmaceutical Science and Technology November 2025, pdajpst.2025-000046.1; DOI: https://doi.org/10.5731/pdajpst.2025-000046.1
Ajay Babu Pazhayattil
cGMPWorld, Toronto, ON, Canada
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  • For correspondence: ajpazha{at}gmail.com
Marzena Ingram
Eliquent, Washington D.C., USA.
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  • For correspondence: mkowalski77{at}hotmail.com
Prasanna Sagar
ITAAN Pharma, Hyderabad, TG, India.
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  • For correspondence: prasanna.sagar{at}itaanpharma.com
Kishorkumar Kotini
AugustBio, Nashville, TN, USA.
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  • For correspondence: kishorkumar.kotini{at}gmail.com
Abhijit Bodhe
Intas, Ahmedabad, GJ, India.
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  • For correspondence: jitbodhe{at}gmail.com
Mallinath Harwalkar
Hetero, Hyderabad, TG, India.
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  • For correspondence: mallinath.harwalkar{at}gmail.com
Satish Joshi
SHJ Consulting, MH, India.
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  • For correspondence: joshi.satishh{at}gmail.com
Subrata Chakraborty
INOPHAR Consulting, INOVR, GA, India.
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  • For correspondence: subrata.chakraborty{at}inophar.in
Rajesh Sreedharan Nair
University of Nottingham, SGR, Malaysia.
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  • For correspondence: rajesh.nair{at}nottingham.edu.my
Ahmed Shaaban Elsaid
Senior Director Quality, Thermo Fisher, St. Louis, MO, USA.
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  • For correspondence: ahmedaselsaid{at}gmail.com
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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.

  • Lyophilization
  • Stage 3a
  • Variability
  • QbD
  • PPQ
  • CPV
  • Statistics
  • Scale-Up
  • CQAs
  • Received August 6, 2025.
  • Revision received October 16, 2025.
  • Accepted November 11, 2025.
  • Copyright © 2025, Parenteral Drug Association

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PDA Journal of Pharmaceutical Science and Technology: 79 (6)
PDA Journal of Pharmaceutical Science and Technology
Vol. 79, Issue 6
November/December 2025
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Variability Assessment Methods for Lyophilized Drug Product, A Case Study
Ajay Babu Pazhayattil, Marzena Ingram, Prasanna Sagar, Kishorkumar Kotini, Abhijit Bodhe, Mallinath Harwalkar, Satish Joshi, Subrata Chakraborty, Rajesh Sreedharan Nair, Ahmed Shaaban Elsaid
PDA Journal of Pharmaceutical Science and Technology Nov 2025, pdajpst.2025-000046.1; DOI: 10.5731/pdajpst.2025-000046.1

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Variability Assessment Methods for Lyophilized Drug Product, A Case Study
Ajay Babu Pazhayattil, Marzena Ingram, Prasanna Sagar, Kishorkumar Kotini, Abhijit Bodhe, Mallinath Harwalkar, Satish Joshi, Subrata Chakraborty, Rajesh Sreedharan Nair, Ahmed Shaaban Elsaid
PDA Journal of Pharmaceutical Science and Technology Nov 2025, pdajpst.2025-000046.1; DOI: 10.5731/pdajpst.2025-000046.1
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Keywords

  • Lyophilization
  • Stage 3a
  • Variability
  • QbD
  • PPQ
  • CPV
  • Statistics
  • Scale-Up
  • CQAs

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