Related Experiment Video
Updated: Jan 8, 2026

11:42
Lentivirus Production
Published on: October 2, 2009
67.2K
Refining Viral Production Estimation
Hisham M Shaikh1,2,3, Jonas Van den Bremt1, Lisa Schellenberg3,4
1Research Department, Flanders Marine Institute (VLIZ), Ostend, Belgium.
Environmental Microbiology Reports
|December 14, 2025
Summary
This study compares methods for measuring viral production in aquatic ecosystems. An enhanced VIPCAL method (VIPCAL-SE) improves accuracy by accounting for variability and secondary infections, aiding ecological understanding.
Area of Science:
- Aquatic microbial ecology
- Virology
- Environmental microbiology
Background:
- Viral activity significantly impacts aquatic ecosystems by influencing bacterial mortality and lysogeny.
- The viral production assay is crucial for assessing these viral impacts.
- Current methods, linear regression and VIPCAL, have limitations in accurately estimating viral production rates.
Purpose of the Study:
- To compare the accuracy of linear regression and VIPCAL methods for estimating viral production rates.
- To develop an improved method (VIPCAL-SE) for more precise viral production rate estimations.
- To enhance the standardization of viral production assays in aquatic viral ecology.
Main Methods:
- A literature survey identified common methods (linear regression and VIPCAL) used in 89 viral production studies.
- Comparative evaluation of linear regression and VIPCAL for estimating lytic and lysogenic viral production rates.
- Development of VIPCAL-SE by incorporating standard error of the means and bacterial net generation time.
Main Results:
- Significant differences were observed between linear regression and VIPCAL in estimating viral production rates.
- VIPCAL-SE demonstrated improved accuracy by accounting for biological variability and potential secondary infections.
- The VIPCAL-SE method is now integrated into the viralprod R package.
Conclusions:
- Existing methods for viral production rate estimation show significant discrepancies.
- VIPCAL-SE offers a more robust and accurate approach for quantifying viral production in aquatic environments.
- The viralprod R package with VIPCAL-SE facilitates standardized and reliable measurements in aquatic viral ecology.

