A membrane-impermeant nucleic acid dye converts bacteriophage plaque assays into a machine-readable format for automated counting
- 1Sandia National Labs
Abstract
Plaque assays remain the gold standard for bacteriophage quantification, but routine plaque counting is labor-intensive, time-consuming, and poorly suited to large experiments or automated workflows. Conventional plaque images also often provide insufficient contrast for simple software-based counting, especially when plaques are small, faint, or heterogeneous. Here we show that a membrane-impermeant nucleic acid dye (SYTOX) can convert standard bacteriophage plaque assays into a high-contrast, machine-readable format compatible with simple automated counting. In a soft-agar overlay workflow, fluorescent labeling enabled plaque detection and automated enumeration using an open-source ImageJ pipeline based on Find Maxima. In a representative benchmark using a large language model (LLM), conventional transmitted-light images were not counted accurately, whereas fluorescent SYTOX images brought both Fiji- and LLM-based counts within Poisson counting uncertainty of the manual count. Because the method improves the image contrast of the assay itself, it may also provide improved input for future machine-learning or other advanced automated counting workflows. The method was evaluated across diverse phage-host systems spanning dsDNA, ssRNA, filamentous, and enveloped phages, including T7, MS2, M13, and phi6. In lytic systems, fluorescent signal emerged prior to or alongside conventional plaque visibility and yielded automated counts that agreed closely with manual counting. M13 exhibited delayed fluorescence consistent with its chronic, nonlytic lifestyle, yet remained machine-countable at the conventional next-day endpoint. A Gram-positive Leo2-Bacillus safensis system revealed an important compatibility limit: dye incorporation at plating inhibited plaque formation. Follow-up experiments indicated that SYTOX did not measurably reduce free Leo2 recovery or alter host-dependent depletion of free phage in liquid culture, arguing against simple direct phage damage or a large liquid-phase adsorption defect under the tested conditions. While we were unable to identify the exact cause of the plaquing defect, a post-labeling workflow restored detectability and automated counting. Together, these results show that membrane-impermeant dye labeling can make plaque assays more computationally tractable while preserving the accessibility of standard phage methods. This approach provides a practical path toward higher-throughput, statistically rigorous phage biology in both low-resource and automation-oriented laboratories.
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BibTeX
@misc{wiwi2026membraneimpermeant,
title = {{A membrane-impermeant nucleic acid dye converts bacteriophage plaque assays into a machine-readable format for automated counting}},
author = {A. Wiwi and J. Arnold and D. Branch and J. CAHILL},
howpublished = {bioRxiv},
year = {2026},
month = aug,
doi = {10.64898/2026.08.07.741843},
url = {https://www.biorxiv.org/content/10.64898/2026.08.07.741843v2},
note = {CC BY},
}
RIS
TY - UNPB
TI - A membrane-impermeant nucleic acid dye converts bacteriophage plaque assays into a machine-readable format for automated counting
AU - A. Wiwi
AU - J. Arnold
AU - D. Branch
AU - J. CAHILL
PY - 2026
DA - 2026/08/07
PB - bioRxiv
DO - 10.64898/2026.08.07.741843
UR - https://www.biorxiv.org/content/10.64898/2026.08.07.741843v2
AB - Plaque assays remain the gold standard for bacteriophage quantification, but routine plaque counting is labor-intensive, time-consuming, and poorly suited to large experiments or automated workflows. Conventional plaque images also often provide insufficient contrast for simple software-based counting, especially when plaques are small, faint, or heterogeneous. Here we show that a membrane-impermeant nucleic acid dye (SYTOX) can convert standard bacteriophage plaque assays into a high-contrast, machine-readable format compatible with simple automated counting. In a soft-agar overlay workflow, fluorescent labeling enabled plaque detection and automated enumeration using an open-source ImageJ pipeline based on Find Maxima. In a representative benchmark using a large language model (LLM), conventional transmitted-light images were not counted accurately, whereas fluorescent SYTOX images brought both Fiji- and LLM-based counts within Poisson counting uncertainty of the manual count. Because the method improves the image contrast of the assay itself, it may also provide improved input for future machine-learning or other advanced automated counting workflows. The method was evaluated across diverse phage-host systems spanning dsDNA, ssRNA, filamentous, and enveloped phages, including T7, MS2, M13, and phi6. In lytic systems, fluorescent signal emerged prior to or alongside conventional plaque visibility and yielded automated counts that agreed closely with manual counting. M13 exhibited delayed fluorescence consistent with its chronic, nonlytic lifestyle, yet remained machine-countable at the conventional next-day endpoint. A Gram-positive Leo2-Bacillus safensis system revealed an important compatibility limit: dye incorporation at plating inhibited plaque formation. Follow-up experiments indicated that SYTOX did not measurably reduce free Leo2 recovery or alter host-dependent depletion of free phage in liquid culture, arguing against simple direct phage damage or a large liquid-phase adsorption defect under the tested conditions. While we were unable to identify the exact cause of the plaquing defect, a post-labeling workflow restored detectability and automated counting. Together, these results show that membrane-impermeant dye labeling can make plaque assays more computationally tractable while preserving the accessibility of standard phage methods. This approach provides a practical path toward higher-throughput, statistically rigorous phage biology in both low-resource and automation-oriented laboratories.
ER -