Systems modeling of a phenazine-producing Escherichia coli bio-battery anolyte

Bioelectrochemical systems that combine living microbes with electrochemical devices are emerging as platforms for sustainable energy and chemical production. Phenazine-based organic redox flow batteries (RFBs) already achieve high-capacity, long-lived negolytes, but their performance is limited by electrolyte degradation. Recent work has demonstrated that genetically engineered, phenazine-producing Escherichia coli can regenerate degraded anolyte species in an operating RFB, suggesting a new class of "bio-batteries." However, there is little quantitative understanding of how microbial physiology, phenazine toxicity, and electrochemical operating conditions jointly constrain performance. Here we develop a zero-dimensional mechanistic model that couples an engineered E. coli chassis to a phenazine-based flow battery half-cell. The microbial module includes Monod-type substrate uptake, growth-associated phenazine biosynthesis, first-order phenazine degradation, and a Hill-type toxicity term informed by pyocyanin's micromolar-scale inhibitory effects. The electrochemical module computes Nernstian anode potentials from reduced/oxidized phenazine, adds a lumped area-specific resistance, and explicitly simulates charge discharge cycles with voltage cut-off criteria. We then sweep phenazine production strength, initial biomass loading, toxicity, and mediator stability to map the design space. The model predicts a strong trade-off between instantaneous current density and long-term capacity: high phenazine production and biomass can briefly reach 1.5 × 10-3 mA·cm ⁻ ² current densities but rapidly trigger toxicity-driven collapse, whereas more conservative designs deliver low current over an extended time period. When embedded in a simple RFB cycling protocol, moderate-production designs converge to a quasi-steady discharge capacity that is far below that of state-of-the-art phenazine RFBs, but exhibit partial self-regeneration of mediator capacity across cycles. Our results quantify the fundamental constraints of phenazine-based microbial anolytes and highlight engineering priorities, such as enhanced host tolerance and low-toxicity mediators, required for bio-batteries to become competitive or to occupy niche low-power, self-regenerating roles.

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Journal
PLoS ONE
Published
2026-04-27
DOI
https://doi.org/10.1371/journal.pone.0347163
Primary Topic
Advanced battery technologies research
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article
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article

Systems modeling of a phenazine-producing Escherichia coli bio-battery anolyte

S. M. King, Michael R. King
PLoS ONE
Advanced battery technologies research
article

Systems modeling of a phenazine-producing Escherichia coli bio-battery anolyte

S. M. King, Michael R. King
article en

Abstract

Bioelectrochemical systems that combine living microbes with electrochemical devices are emerging as platforms for sustainable energy and chemical production. Phenazine-based organic redox flow batteries (RFBs) already achieve high-capacity, long-lived negolytes, but their performance is limited by electrolyte degradation. Recent work has demonstrated that genetically engineered, phenazine-producing Escherichia coli can regenerate degraded anolyte species in an operating RFB, suggesting a new class of "bio-batteries." However, there is little quantitative understanding of how microbial physiology, phenazine toxicity, and electrochemical operating conditions jointly constrain performance. Here we develop a zero-dimensional mechanistic model that couples an engineered E. coli chassis to a phenazine-based flow battery half-cell. The microbial module includes Monod-type substrate uptake, growth-associated phenazine biosynthesis, first-order phenazine degradation, and a Hill-type toxicity term informed by pyocyanin's micromolar-scale inhibitory effects. The electrochemical module computes Nernstian anode potentials from reduced/oxidized phenazine, adds a lumped area-specific resistance, and explicitly simulates charge discharge cycles with voltage cut-off criteria. We then sweep phenazine production strength, initial biomass loading, toxicity, and mediator stability to map the design space. The model predicts a strong trade-off between instantaneous current density and long-term capacity: high phenazine production and biomass can briefly reach 1.5 × 10-3 mA·cm ⁻ ² current densities but rapidly trigger toxicity-driven collapse, whereas more conservative designs deliver low current over an extended time period. When embedded in a simple RFB cycling protocol, moderate-production designs converge to a quasi-steady discharge capacity that is far below that of state-of-the-art phenazine RFBs, but exhibit partial self-regeneration of mediator capacity across cycles. Our results quantify the fundamental constraints of phenazine-based microbial anolytes and highlight engineering priorities, such as enhanced host tolerance and low-toxicity mediators, required for bio-batteries to become competitive or to occupy niche low-power, self-regenerating roles.

PLoS ONEVol. 21(4)
Rice University (US)
Responsible consumption and production
Openalex Percentile: Top 8%
Advanced battery technologies research
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