Fitted rate constant k
The fitted rate constant k of the OECT channel current IDS serves as a reliable metric for assessing the EET activity of the sample. While the constant gate bias voltages would affect the rate constants, we choose 0.2 V to ensure positive bias to encourage bacterial electron transfer while avoiding fast de-doping at higher gate voltages and providing and minimizing electrochemical stress on the bacteria cells23. The drain voltage -0.05 V is selected to ensure reliable, current measurement with minimal electrochemical stress on the bacteria cells. Under these conditions, the fitted rate constants highlight significant differences in EET activity between strains. For example, the fitted rate constants for the EET-deficient strains ΔmtrC and ΔMtr were significantly lower than those of the wild-type S. oneidensis MR-1 (Figure 4A,B). To restore EET flux, the ΔmtrC and ΔMtr mutants were complemented by incorporating mtrC and mtrCAB Buffer gates, which transcribe the corresponding EET genes in response to the inducers IPTG and OC6, respectively. The OECT channel current data shown in Figure 4C showed the distinctive profile between the induced and uninduced samples. Further analysis of the fitted rate constant k (Figure 4D) revealed that the induced strains achieved rates comparable to S. oneidensis MR-1, with a statistically significant difference compared to their uninduced counterparts. However, because data points are collected manually, the accuracy of the fitted rate depends on the frequency of measurements. Due to the rapid changes in IDS during the first 8 h of the experiment, we recommend more frequent measurements during this period (Figure 4C,D). As shown in Figure 4A,B, insufficient data points can result in poor fitting quality, which may hinder comparability between independent experiments. Nevertheless, within a single experiment, the fitted rate constants remain useful for comparing EET activity across different samples.
Scalability and consistency of hybrid transistor systems in biocomputing demonstrations
Comparing results from independent experiments is a critical feature of the hybrid transistor system, enabling scalability and high-throughput testing. In this biocomputing demonstration, we employed previously developed NAND and NOR transcriptional logic gates to regulate EET flux in response to combinations of inducer stimuli20. The two-input NAND and NOR gates control mtrC gene expression using customized sensing modules responsive to common small molecule inducers, IPTG and OC6 for the NAND gate, and OC6 and aTc for the NOR gate. These genetic gates serve as foundational components for constructing more complex genetic circuits, allowing precise control of gene expression in response to diverse stimuli. Due to the limitation on the number of OECTs that can be run per experiment, the data presented in Figure 5A,B were obtained from three and two independent experiments, respectively. As PEDOT OECTs are highly sensitive to both ionic and redox changes, maintaining tight control over the inoculum is essential to ensure the quality and comparability of results. To achieve this, precise control of cell density (OD600) in the inoculum and a two-step dilution process is employed. For aerobically grown cultures (OD600 ranging from 1 to 3.5), an initial dilution is performed to reduce the cell density (e.g., 0.1) to 10 times the final desired OD600 (e.g., 0.01). This is followed by a further 10-fold dilution upon inoculation, resulting in a total dilution of at least 100-fold. This step is critical to minimize the carry-over of dissolved oxygen from the inoculum into the OECT. For anaerobically grown cells, where determining precise cell density is more challenging, inoculum control is achieved by strictly regulating the growth time. A 100-fold dilution is used to prevent the carry-over of electron acceptors, such as fumarate, which may interfere with the OECT measurements.
The consistency and comparability of these results also attributable to the stringent control of experimental conditions, such as inoculum cell density and the number and timing of measurements, ensuring that the inducer concentrations were the primary factor influencing the rate constant k in these experiments.
Fast response from OECT channel current
Another advantage of the hybrid OECT system is the fast response of the OECT channel current to EET activity, originating from the high sensitivity of the PEDOT: PSS to both ionic and redox changes. As shown in Figure 6A,B, the channel currents of the ΔmtrC+mtrC strains were extracted from Figure 4C at the 10 min and 1.5 h timepoints, respectively. Statistically significant differences between the strains are detectable 1.5 h post-inoculation. The relatively small error bars are a result of normalizing the channel current IDS to its initial value prior to inoculation IDS0, which effectively reduces variability caused by differences in device fabrication. For broader adoption, standardization of experimental conditions such as inoculum density, incubation time, and environmental parameters (e.g., temperature and humidity) will be critical to ensure reproducibility and consistency across devices. Additionally, incorporating abiotic reducing agents into the OECT during experiments could be a reliable standardized benchmark for comparative analysis. Although we have not optimized or explicitly utilized the current change (IDS/IDS0) data for rapid testing, we believe the inherent high sensitivity of PEDOT: PSS combined with the internal referencing of the channel current make the hybrid OECT system well-suited for rapid and high-throughput testing applications.

Figure 1: Schematic illustration of extracellular electron transfer (EET) and the de-doping mechanism of organic electrochemical transistor (OECT) mediated by cellular EET. (A) The MtrCAB pathway facilitates electron transfer to extracellular electron acceptors. (B) Channel de-doping mechanisms through direct EET. Metabolic electrons can be transferred either directly to the PEDOT: PSS channel or indirectly to the gate, followed by transfer to the source electrode and the channel through external circuits. Cations in the electrolyte are associated with the negatively charged poly(styrenesulfonate) (PSS-) to neutralize the positively charged poly(3,4-ethylenedioxythiophene) (PEDOT+). Created with BioRender.com. This figure has been modified from23. Please click here to view a larger version of this figure.

Figure 2: Photo and microscopy images of the organic electrochemical transistor (OECT). (A) The eight OECTs on a microscope slide with PDMS sheets to form the OECT chambers, and (B) the top view of a single OECT. (C) Cartoon illustration of the major OECT channel fabrication and assembly steps. Created with BioRender.com. This figure has been modified from23. Please click here to view a larger version of this figure.

Figure 3: Organic electrochemical transistor (OECT) output changes induced by S. oneidensis MR-1. (A) The IDS/IDS0 curves of S. oneidensis MR-1 inoculated OECTs with varying final cell optical density (OD600) values. (B) Corresponding fitted rate constants. Data show the mean ± SD of 3 biological replicates, unpaired two-tailed Student's t-tests were performed without adjustments for multiple comparisons, n.s. represents p > 0.05. This figure has been modified from23. Please click here to view a larger version of this figure.

Figure 4: Organic electrochemical transistor (OECT) responds to different S. oneidensis mutant strains. (A) The IDS/IDS0 curves of ΔmtrC, ΔMtr, and MR-1 strains with final cell OD600 of 0.1. (B) Corresponding fitted rate constants. (C) The IDS/IDS0 curves of ΔmtrC and ΔMtr strains complemented with mtrC and mtrCAB Buffer gates. (D) Corresponding fitted rate constants. Data show the mean ± SD of 3 biological replicates, unpaired two-tailed Student's t-tests were performed without adjustments for multiple comparisons, n.s. represents p > 0.05. Panels A, B, and D have been modified from23. Please click here to view a larger version of this figure.

Figure 5: Organic electrochemical transistor (OECT) responds to strains carrying Boolean logic gates. Fitted rate constants as a function of combinatorial inducer concentrations for ΔmtrC mutants carrying (A) NAND and (B) NOR Boolean logic gates. Data show the mean ± SD of 3 biological replicates. Created with BioRender.com. This figure has been modified from23. Please click here to view a larger version of this figure.

Figure 6: Channel current measurements from organic electrochemical transistor (OECT) inoculated with different S. oneidensis strains. Channel current IDS/IDS0 from ΔmtrC knockout strains with induced and uninduced mtrC Buffer gates extracted at (A) 10 min and (B) 1.5 h timepoints. Data show the mean ± SD of 3 biological replicates, unpaired two-tailed Student's t-tests were performed without adjustments for multiple comparisons, n.s. represents p > 0.05. Please click here to view a larger version of this figure.

Figure 7: Gate current measurements from organic electrochemical transistor (OECT) inoculated with different S. oneidensis strains. (A) Gate current IGS from ΔmtrC knockout strains with induced and uninduced mtrC Buffer gates, measured 24 h post-inoculation. The shaded region indicates the range of standard deviation. Extracted IGS at VGS of (B) 0.3 V and (C) 0.4 V. (D) Gate current IGS from ΔMtr knockout strains with induced and uninduced mtrCAB Buffer gates, measured 24 h post-inoculation. The shaded region indicates the range of standard deviation. Extracted IGS at VGS of (E) 0.3 V and (F) 0.4 V. Data show the mean ± SD of 3 biological replicates, unpaired two-tailed Student's t-tests were performed without adjustments for multiple comparisons, n.s. represents p > 0.05. Panel D has been modified from23. Please click here to view a larger version of this figure.
| Ingredient | Quantity per 1 L |
| K2HPO4 | 225 mg |
| KH2PO4 | 225 mg |
| NaCl | 460 mg |
| (NH4)2SO4 | 225 mg |
| MgSO4.7H2O | 117 mg |
| HEPES | 100 mL of 1 M HEPES |
| Casamino acids | 5 mL of 10% casamino acids in ddH2O, if needed |
| Wolfe's Mineral Mix | 5 mL of Wolfe's Mineral Mix, if needed |
| ddH2O | Adjust volume to 1 L and pH to 7.2 |
Table 1: Shewanella Basal Medium (SBM) formulation.