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Research ArticleResearch Paper

Development of Probabilistic Model to Predict Residual Seal Force of Crimped Vial Seals

DanaLouise Cabrita, George Currier, Anthony Petrella, Bereket Yohannes, Jazz Honegger, Ankur Kulshrestha, Srini Sridharan, Yusuf Oni and Elizabeth Moroney
PDA Journal of Pharmaceutical Science and Technology December 2025, pdajpst.2025-000041.1; DOI: https://doi.org/10.5731/pdajpst.2025-000041.1
DanaLouise Cabrita
1Drug Product Development, Bristol-Myers Squibb Company, 1 Squibb Drive, New Brunswick, NJ 08901
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  • For correspondence: dana.cabrita{at}bms.com dcabrita91{at}gmail.com Dana.Cabrita{at}bms.com Cabrita.Dana{at}gmail.com
George Currier
1Drug Product Development, Bristol-Myers Squibb Company, 1 Squibb Drive, New Brunswick, NJ 08901
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  • For correspondence: George.currier{at}bms.com
Anthony Petrella
2Computational Biomechanics Group, Colorado School of Mines, 1500 Illinois St, Golden, CO 80401
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  • For correspondence: apetrell{at}mines.edu
Bereket Yohannes
3bereketyohannes14{at}gmail.com (Previously affiliated with Drug Product Development, Bristol-Myers Squibb)
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  • For correspondence: bereketyohannes14{at}gmail.com
Jazz Honegger
4Gates Corporation, 1144 15th St, Denver, CO 80202 (Previously affiliated with Computational Biomechanics Group, Colorado School of Mines)
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  • For correspondence: jazz.honegger{at}gates.com
Ankur Kulshrestha
1Drug Product Development, Bristol-Myers Squibb Company, 1 Squibb Drive, New Brunswick, NJ 08901
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  • For correspondence: Ankur.Kulshrestha{at}bms.com
Srini Sridharan
1Drug Product Development, Bristol-Myers Squibb Company, 1 Squibb Drive, New Brunswick, NJ 08901
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  • For correspondence: Srini.Sridharan{at}bms.com
Yusuf Oni
1Drug Product Development, Bristol-Myers Squibb Company, 1 Squibb Drive, New Brunswick, NJ 08901
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  • For correspondence: Yusuf.oni{at}bms.com
Elizabeth Moroney
1Drug Product Development, Bristol-Myers Squibb Company, 1 Squibb Drive, New Brunswick, NJ 08901
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  • For correspondence: Elizabeth.Moroney{at}bms.com
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Abstract

One of the most important requirements for a sterile packaging system is container closure integrity (CCI). For vial-based systems comprised of a vial, a hyper-elastic stopper, and a rigid crimp seal, CCI testing is an integral part of the drug development process.  During the vial-capping process, the component dimensions and materials play a critical role in creating a robust and adequate seal that will satisfy CCI. Although these properties are manufactured within certain tolerances there exist lot to lot variabilities and aging effects. If not taken into consideration during initial design, these factors can potentially impact the Residual Seal Force (RSF)  for a container closure system (CCS). Residual Seal Force (RSF) of the vial, while not predictive or causal, is correlated with CCI. For example, is possible that containers with sufficient RSF can contain defects that compromise CCI, including but not limited to fibers, cracks, and folds.

A robust and efficient deterministic finite element model capable of predicting RSF for fixed displacement crimping systems was developed for this study. A probabilistic analysis was conducted, and stopper top dimensions (height and outer diameter (OD)) were found to be the most important drivers of seal force magnitude and variation. Seal force was positively correlated with both stopper height and OD. The effect of 2-year accelerated aging of the stopper, prior to assembly, was an increase to material stiffness and corresponding seal force. However, this increase in force was small (~3%). This corresponds well with practical findings where shelf aging is typically associated with increased material stiffness over time as well as an increase in RSF.

  • Residual seal force
  • Container closure system
  • Finite element model
  • Probabilistic model
  • Received July 16, 2025.
  • Revision received October 14, 2025.
  • Accepted October 14, 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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Development of Probabilistic Model to Predict Residual Seal Force of Crimped Vial Seals
DanaLouise Cabrita, George Currier, Anthony Petrella, Bereket Yohannes, Jazz Honegger, Ankur Kulshrestha, Srini Sridharan, Yusuf Oni, Elizabeth Moroney
PDA Journal of Pharmaceutical Science and Technology Dec 2025, pdajpst.2025-000041.1; DOI: 10.5731/pdajpst.2025-000041.1

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Development of Probabilistic Model to Predict Residual Seal Force of Crimped Vial Seals
DanaLouise Cabrita, George Currier, Anthony Petrella, Bereket Yohannes, Jazz Honegger, Ankur Kulshrestha, Srini Sridharan, Yusuf Oni, Elizabeth Moroney
PDA Journal of Pharmaceutical Science and Technology Dec 2025, pdajpst.2025-000041.1; DOI: 10.5731/pdajpst.2025-000041.1
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Keywords

  • Residual seal force
  • Container closure system
  • Finite element model
  • Probabilistic model

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