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Updated: May 30, 2026

11:42
Lentivirus Production
Published on: October 2, 2009
Estimating viral titres in solutions with low viral loads
Summary
The Spearman-Kärber (SK) method can overestimate virus titres at low concentrations. Maximum likelihood (ML) estimation is preferred for accurate viral titre determination in manufacturing process validation when virus levels are low.
Area of Science:
- Biotechnology
- Virology
- Process Engineering
Background:
- Assessing virus reduction in manufacturing is crucial for product safety.
- Cell-based infectivity assays are standard for determining viral titres.
- Common methods include Spearman-Kärber (SK) and Maximum Likelihood (ML) estimation.
Purpose of the Study:
- To compare the accuracy of SK and ML methods for viral titre estimation.
- To identify conditions under which each method may be biased.
- To provide recommendations for optimal viral titre estimation in process validation.
Main Methods:
- Bench-scale models simulating manufacturing steps were used.
- Process intermediates were spiked with virus.
- Viral titres of input and output samples were determined using cell-based infectivity assays.
- Comparison of Spearman-Kärber (SK) and Maximum Likelihood (ML) estimation methods.
Main Results:
- Both SK and ML methods showed similar performance across most virus concentrations.
- The SK method demonstrated an upward bias in estimating viral titres at low, measurable virus concentrations.
- ML estimation provided more accurate results at low viral titres.
Conclusions:
- ML estimation is recommended over SK for viral titre determination at low virus concentrations.
- Both ML and SK can be used at higher virus concentrations.
- Accurate viral titre estimation is essential for validating virus reduction in manufacturing processes.
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