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Updated: Aug 13, 2026

Bacteriophage Effectiveness for Biocontrol of Foodborne Pathogens Evaluated via High-Throughput Settings
Published on: August 19, 2021
Use of the Weibull model for lactococcal bacteriophage inactivation by high hydrostatic pressure
M Dilek Avsaroglu1, Sencer Buzrul, Hami Alpas
1Food Engineering Department, Middle East Technical University, 06531 Ankara, Turkey.
Abstract:
Four lactococcal bacteriophages (phiLl6-2, phiLl35-6, phiLd66-36 and phiLd67-42) in M17 broth were pressurized at 300 and 350 MPa at room temperature and their survival curves were determined at various time intervals. Tailing (monotonic upward concavity) was observed in all survival curves. The resulting non-linear semi-logarithmic survival curves were described by the Weibull model and goodness of fit of this model was investigated. Regression coefficients (R2), root mean square error (RMSE), residual and correlation plots strongly suggested that Weibull model produced a better fit to the data than the traditional linear model. Hazard plots suggested that the Weibull model was fully appropriate for the data being analyzed. These results have confirmed that the Weibull model, which is mostly utilized to describe the inactivation of bacterial cells or spores by heat and pressure, could be successfully used in describing the lactococcal bacteriophage inactivation by high hydrostatic pressure.
Insights
High hydrostatic pressure inactivates lactococcal bacteriophages, with survival curves best described by the Weibull model, not traditional linear models.
Area of Science:
- Food microbiology
- Microbial inactivation
- High hydrostatic pressure technology
Background:
- Lactococcal bacteriophages pose a significant threat to dairy fermentations.
- Understanding bacteriophage inactivation is crucial for maintaining starter culture stability.
- High hydrostatic pressure (HHP) is an emerging technology for microbial control.
Purpose of the Study:
- To investigate the inactivation kinetics of four lactococcal bacteriophages (phiLl6-2, phiLl35-6, phiLd66-36, and phiLd67-42) under high hydrostatic pressure (HHP).
- To evaluate the suitability of the Weibull model in describing non-linear survival curves of bacteriophages exposed to HHP.
- To compare the fitting performance of the Weibull model against traditional linear models for HHP inactivation data.
Main Methods:
- Pressurization of four lactococcal bacteriophages in M17 broth at 300 and 350 MPa at room temperature.
- Determination of bacteriophage survival curves at various time intervals.
- Mathematical modeling of survival data using the Weibull model and traditional linear models.
- Statistical analysis of model goodness-of-fit using R2, RMSE, and residual/correlation plots.
Main Results:
- All tested bacteriophages exhibited tailing in their survival curves under HHP treatment.
- The Weibull model provided a significantly better fit to the non-linear survival data compared to traditional linear models.
- Goodness-of-fit indicators (R2, RMSE, plots) strongly supported the superiority of the Weibull model.
- Hazard plots confirmed the appropriateness of the Weibull model for analyzing HHP inactivation data.
Conclusions:
- The Weibull model is highly effective for describing the inactivation of lactococcal bacteriophages by high hydrostatic pressure.
- This study validates the application of the Weibull model beyond bacterial cells and spores to bacteriophage inactivation.
- Findings contribute to the understanding and optimization of HHP as a preservation strategy in the dairy industry.
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Lysogenic Cycle of Bacteriophages

