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  • Open Access

13 April 2026

17 Pages

Anthocyanin Boosts Electroactive Biofilms Formation and Regulates Intrinsic Catalytic Activity of Single Cells in Escherichia coli for Sustainable Bio-Electrocatalysis in Microbial Fuel Cells

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1
Institute of Carbon Neutrality, Zhejiang Wanli University, Ningbo 315100, China
2
Ningbo Key Laboratory of High Energy Density Battery, Yuyao Innovation Institute, Zhejiang Wanli University, Ningbo 315400, China
3
Power Battery and System Research Center, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
4
State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China

Abstract

Microbial fuel cells (MFCs) are a sustainable approach to wastewater treatment and energy recovery. However, their practical utility is often limited by sluggish cathode kinetics. For this technology, developing cost-effective biocatalysts that do not compromise effectiveness is a primary challenge. In this study, we utilized anthocyanin molecularly functionalized Escherichia coli (Cya-WT) to promote the formation of electroactive biofilms and regulate the intrinsic catalytic activity of single cells, thereby enhancing extracellular electron transfer. MFCs incorporating Cya-WT-loaded carbon cloth (CC) biocathodes were configured to simultaneously evaluate power generation and glucose degradation activity. The results indicated that Cya-WT exhibited significantly improved oxygen reduction reaction (ORR) activity, achieving a reduction peak current of 3.61 mA cm−2, compared to 2.02 mA cm−2 for wild-type E. coli (WT). The assembled MFC offers a peak power density of 268 ± 13.4 μW cm−2 and decomposes 17.1 ± 1.15 mM of glucose in 150 h, maintaining a consistent voltage output for 800 h. These results demonstrate that anthocyanin functionalization significantly enhances the electrocatalytic performance and metabolic capabilities of E. coli. This novel catalyst design method offers a new strategy for low-cost, renewable MFC cathode catalysts and shows good promise in MFC biopower generation through the assembly of carbon-based biocathodes.

1. Introduction

The continuous and large-scale discharge of wastewater from agricultural, urban, and industrial sources poses a significant threat to aquatic ecosystems and public health [1,2,3]. Since sewage is rich in carbohydrates, such as sugars, bio-electrochemical systems utilizing microorganisms that can metabolize these sugars offer an eco-friendly and sustainable strategy for breaking down organic pollutants [4,5,6]. In this context, novel and sustainable techniques for treating wastewater aim to transform contaminants into valuable resources [7,8].
Microbial fuel cells (MFCs), as bio-electrochemical systems, serve dual functions by simultaneously generating electricity and degrading pollutants, demonstrating strong potential for energy and environmental management [9,10,11,12]. These systems primarily utilize microorganisms as electrocatalysts to convert chemical energy from organic pollutants into electrical energy. These electrocatalysts facilitate complex redox reactions in microbial metabolism, enabling the production of renewable energy [13,14,15]. However, the slow kinetics of cathodic reactions pose a significant challenge to the advancement of MFC technology [16]. Recently, noble metal catalysts have shown notable catalytic efficiency for the oxygen reduction reaction (ORR) in the MFC cathode [17]. Nevertheless, they face limitations regarding sustainability and cost-effectiveness [18]. In contrast, microbial catalysts offer considerable advantages over platinum-based catalysts and enzymes, including lower costs, enhanced stability, and the dual capacity for power generation and pollutant degradation [19]. Furthermore, the self-replicating and self-healing capabilities of microbial cells also facilitate the long-term stability of MFC systems [20].
Escherichia coli contains abundant intermembrane cytochrome c (Cyt c) proteins. Their electron transfer capability and hemoglobin-like structure indicate a potential role in unconventional ORR catalysis. The precursor protein of Cyt c was overexpressed via genetic engineering, and then covalently assembled and functionalized with the iron–heme center to produce the Cyt c protein. Subsequently, poly-pyrrole nanomaterials were synthesized in situ on the surfaces of E. coli cells to enhance interfacial electron transfer between the bacteria and the electrode [21]. To overcome the low activity of E. coli’s native Cyt c protein, Niu et al. modulated the protein structure using iron–tannic acid nanocomplexes. The electrode functioned as an electron donor to facilitate the reduction reaction, thereby enhancing overall electrocatalytic efficiency [22]. The utilization of small molecules to modulate the catalytic activity of the E. coli cathode in MFCs has not been documented previously. Previous studies have shown that plant-derived polyphenol-rich products can serve as environmentally friendly electron mediators, aiding in bioenergy extraction. Specifically, aromatic compounds bearing electron-shuttling functional groups, such as ortho- or para-dihydroxyl substituents on a benzene ring, can display stable and reversible electron transfer properties [23,24,25].
Herein, we present a sustainable biocatalyst for MFCs utilizing modulated E. coli BL21 (DE3) cells to effectively improve the electrochemical performance. Anthocyanin-functionalized E. coli (Cya-WT) was employed to promote the formation of electroactive biofilms and regulate the intrinsic catalytic activity of single cells, thereby enhancing extracellular electron transfer. The bioelectricity of MFCs based on a carbon cloth (CC) cathode modified with Cya-WT was compared with a carbon-cloth cathode modified with wild-type E. coli (WT, as a control). This study not only suggests a novel approach for sustainable microbial catalyst design but also presents a viable technology for bioenergy.

2. Materials and Methods

2.1. Materials

Tryptone and yeast extract were purchased from OXOID, Thermo Fisher Scientific (Waltham, MA, USA). Acetone, ethanol absolute, sulfuric acid, and nitric acid were purchased from Sinopharm Chemical Reagent (Shanghai, China). NaCl, Na2HPO4, KH2PO4, NH4Cl, MgSO4, CaCl2, D-(+)-Glucose, and Nafion™ perfluorinated resin solution were purchased from Aladdin Scientific (Shanghai, China). Anthocyanin was purchased from Macklin Biochemical Technology Co., Ltd. (Shanghai, China). Glutaraldehyde, 2.5% (EM-grade); PBS, 1× (pH7.2–7.4, 0.01 M, cell Culture); and propidium iodide (PI) were purchased from Solarbio Science & Technology Co., Ltd. (Beijing, China). SYTO™ 9 Green Fluorescent Nucleic Acid Stains was purchased from Invitrogen™, Thermo Fisher Scientific.

2.2. Bacterial Culture

The preserved E. coli BL21 (DE3) strains were inoculated into 5 mL of Luria–Bertani (LB) liquid medium. The culture was then incubated in a shaker at 37 °C and 180 rpm for at least 12 h. Subsequently, the culture corresponding to an inoculation volume of 1% (v/v) was transferred into 100 mL of LB medium for further growth. When the final absorbance of the bacterial cultures at 600 nm (OD600) is about 1.5, the cells were harvested by centrifugation (4 °C, 6000 rpm, 5 min) for subsequent use.

2.3. Preparation of Anthocyanin Molecular-Functionalized E. coli

The harvested bacterial precipitate was washed twice with ultrapure water, followed by resuspending the bacterial cells in 10 mL of anthocyanin aqueous solution (2 mg mL−1). The mixed bacteria solution was strongly swirled at room temperature for 1 min. Proceed by placing the bacterial solution in a shaker at 37 °C and incubating it at 180 rpm for 2 h, the anthocyanin-functionalized E. coli (Cya-WT) were obtained by centrifugation (Figure 1).
Figure 1. Schematic diagram of Cya-WT synthesis.

2.4. Scanning Electron Microscope Test

Scanning electron microscopy (SEM, Hitachi, Tokyo, Japan, SU8100) was employed at an accelerating voltage of 3 kV, enabling clear observation of the bacterial sample phenotypes at high magnification. The preparation process for the imaging of bacterial samples in this study involved several steps: bacterial precipitates collected via centrifugation were washed twice with ultrapure water, and then resuspended in 2.5% glutaraldehyde. The samples were fixed at room temperature in the dark for 2 h before being transferred to 4 °C for overnight fixation. Subsequently, the immobilized bacterial samples were eluted using a gradient of 30% to 100% ethanol, dried, and then examined to obtain images.

2.5. Transmission Electron Microscope Test

Transmission electron microscopy (TEM, Hitachi, HT7800) was conducted at an accelerated voltage of 80 kV. The high-voltage electron beam penetrates the sample, producing images of varying brightness and darkness, which facilitates high-resolution observation of the sample’s fine morphological features. Given the limited penetrating power of the electron beam, ultrathin sectioning is required for relatively thick samples to accurately observe their internal structures. The sample preparation for TEM followed the same protocol as that for SEM tests.

2.6. Confocal Laser Scanning Microscope Test

The SYTO 9/PI double staining technique was primarily employed to assess bacterial viability. 1 mL of bacteria solution cultured to an advanced stage of logarithmic growth was centrifuged (6000 rpm, 5 min). The prepared dyeing solution (500 µL, the SYTO 9 dye, at a working concentration of 5 μM, while the PI dye, at a working concentration of 2 μg mL−1) was added to the bacterial suspension and incubated at room temperature for 15 min away from light. The stained cells were detected by a confocal laser scanning microscope (CLSM, Zeiss, Oberkochen, Germany, LSM 900).

2.7. Oxygen Adsorption Capacity Test

O2 was flowed into a sealed five-port electrolytic cell containing 150 mL of M9 medium (pH 7) composed of 1.02 g Na2HPO4, 0.45 g KH2PO4, 0.075 g NaCl, 0.15 g NH4Cl, 0.036 g MgSO4, and 0.0015 g CaCl2 until the oxygen concentration reached 19 mg L−1. Then, 1 mL of bacterial liquid was added to the electrolyte to monitor the change in oxygen concentration over time by optical dissolved oxygen sensors (Vernier, Beaverton, OR, USA, LabQuest3).

2.8. Pretreatment of Carbon Cloth

The cell pellet obtained by centrifugation of 50 mL bacterial solution was resuspended in 50 mL fresh LB medium. and then several pieces of CC purified with acetone, anhydrous ethanol, concentrated H2SO4, concentrated HNO3, and ultrapure water were immersed in the cell suspension. Afterwards, the mixture was placed in a shaker at 37 °C and 180 rpm for 27 h to an ultimate bacterial solution’s OD600 of about 2.2. So, the E. coli cells were firmly attached to the carbon cloth in the way of natural growth attached on the CC in the way of natural growth pattern.

2.9. Electrochemical Analysis

The electrochemical performance measurements were conducted on an electrochemical workstation (CH Instruments Inc., Austin, TX, USA, CHI760E). Nitrogen (N2) was flowed into a sealed five-port electrolytic cell containing 150 mL of M9 for 30 min to achieve saturation. The system was maintained at 37 °C using a water bath. Cyclic voltammetry (CV) was performed under N2-saturated conditions after the system stabilized. In this three-electrode configuration, a platinum sheet was taken as the counter electrode, and the reference electrode was a saturated silver chloride electrode. Meanwhile, a CC electrode loaded with bacteria was taken as the working electrode with a scanning rate of 50 mV s−1. Oxygen (O2) was introduced for 30 min to reach saturation to further perform the CV test under O2-saturated conditions at scanning rates of 10, 20, 30, 40, and 50 mV s−1. Linear scanning voltammetry (LSV) tests were performed at a scanning rate of 5 mV s−1 for electrochemical stability. Both CV and LSV tests were conducted over a voltage range of −0.6 to 0.3 V. Furthermore, electrochemical impedance spectroscopy (EIS) tests were performed under open-circuit conditions. The duration of the current-time (I-T) test is set at 300,000 s.

2.10. Microbial Fuel Cell Device Setup

The performance of the MFC was evaluated using a classic H-type dual-chamber reactor, which has an internal working volume of 50 mL and is separated by a proton exchange membrane (PEM). CC with an electroactive area of 4 cm2 served as the substrate for the cathode and anode catalysts. The electrolyte in the cathode chamber consisted of M9 medium supplemented with 4 g L−1 glucose. O2 was introduced for 30 min until saturation was achieved. The electrolyte in the anode chamber comprised M9 medium containing 1 M glucose, with a flow tube connected to pass N2 for 30 min until saturation. The cathode catalyst utilized an E. coli microbial electrocatalyst affixed to a CC electrode, while the anode catalyst was a commercial 40% Pt/C catalyst with a loading of 2 mg cm−2. The open-circuit voltage of the MFC was measured using an electrochemical workstation. The stable open-circuit voltage under varying load resistances was recorded by adjusting the external resistor from 10 to 1 MΩ. The polarization and power density curves of the MFC were plotted with current density on the x-axis and voltage and power density values on the y-axis. The stable output voltage of the MFC during prolonged operation was collected using a Keithley digital multimeter.

2.11. Glucose Degradation Capacity Test

Under the operational conditions of the MFC, the glucose degradation capacity of various E. coli strains was assessed. A glucose content detection kit (Solarbio, Beijing, China, BC5880) was employed to measure the glucose concentration at the MFC cathode over time. An ultraviolet–visible spectrophotometer (Shimadzu, Kyoto, Japan, UV-2600i) was used to quantify the characteristic absorption peak at 505 nm. Referencing the standard curve derived from the absorption values of the standard sample under these conditions, the glucose concentration at the MFC anode at various time points was further calculated.

2.12. Determination of Adenosine Triphosphate Content

An ATP content determination kit (Mlbio, Vancouver, WA, USA, ml092826) was employed to quantify the ATP levels in different E. coli strains. Creatine kinase catalyzes the reaction between creatine and ATP, resulting in the formation of creatine phosphate. The concentration of creatine phosphate was quantified using the phosphomolybdic acid colorimetric method at 700 nm, thereby reflecting the ATP content.

2.13. Determination of Protein Content in Biological Membranes

The BCA protein concentration assay kit (Solarbio, PC0020) was employed to quantify the protein content in biofilms formed by various E. coli strains grown on CC. In alkaline conditions, the protein reduces Cu2+ to Cu+, resulting in the formation of a purple-blue complex with the BCA reagent. The absorbance at 562 nm is measured and compared to a standard curve. Using the standard curve derived from the absorption values of the standard substance under these conditions, we can calculate the concentration of the protein being analyzed. The CV curves of E. coli before and after the functionalization with anthocyanin molecules were normalized by utilizing the calculated content of biofilms proteins. The current density (mA cm−1) was divided by the protein mass (mg cm−1) to derive the electrogenic activity per unit biomass (mA mg−1, protein).

3. Results and Discussion

3.1. Analysis of Biological Characteristics

To investigate the impact of anthocyanin molecular functionalization on the phenotype of E. coli, the morphology of E. coli cells before and after the functionalization process was characterized. SEM images (Figure 2a,b) reveal that both pre- and post-functionalization E. coli cells exhibit plump oval characteristics, suggesting that the functionalization step does not significantly alter the phenotype of the cells.
Figure 2. SEM images of (a) wild-type E. coli (WT) and (b) Cya-WT.
TEM images (Figure 3a,b) indicate no apparent changes in the cell membrane or internal structure of E. coli following anthocyanin molecular functionalization. These findings demonstrate that the functionalization of anthocyanin molecules does not affect the external morphology or internal structure of E. coli cells, thereby supporting their biological activity.
Figure 3. TEM images of (a) WT and (b) Cya-WT.
CLSM images (Figure 4a,b) further reveal that both WT and Cya-WT display strong green fluorescence alongside weak red fluorescence. Following treatment with Imaris (Figure S1), the survival rates for WT and Cya-WT were recorded as 98.9% and 99.3%, respectively. These findings suggest that the functionalization of anthocyanin molecules has a negligible impact on the viability of E. coli cells.
Figure 4. CLSM images of (a) WT and (b) Cya-WT.
The growth and reproductive capabilities of various E. coli strains were assessed by measuring OD600 over time and plotting the growth curves, replicating 3 times (n = 3, Figure 5a). Both Cya-WT and WT exhibited good division, and reproduction was observed. Furthermore, a comparison of the OD600 values at the same time point revealed that the OD600 value for Cya-WT exceeded that of WT, indicating that Cya-WT had a higher cell concentration and enhanced proliferation capacity at that time.
Figure 5. (a) Growth curve and (b) oxygen balance histogram of WT and Cya-WT.
O2 acts as the substrate for microbial electrocatalytic ORR. The adsorption capacity of E. coli cells for O2 significantly influences their electrocatalytic ORR activity. Consequently, the O2 consumption capacity of E. coli before and after the functionalization with anthocyanin molecules was examined. As illustrated in Figure 5b (n = 3), Cya-WT (2.695 ± 0.1348 mg L−1) demonstrates a faster O2 consumption rate compared to WT (1.237 ± 0.06185 mg L−1), suggesting that Cya-WT possesses a greater O2 absorption capacity. This enhancement can increase the O2 concentration within the cells, thereby facilitating the rapid progression of the ORR process.

3.2. Electrochemical Performance of a Half-Cell

To demonstrate the functionality of E. coli cells before and after the functionalization with anthocyanin molecules, a series of electrochemical performance tests were conducted. Initially, CV tests were performed in a N2-saturated atmosphere To analyze the surface electrochemical characteristics of the microbial catalyst. As illustrated in Figure S2, both E. coli samples, prior to and following anthocyanin functionalization, exhibit distinct redox peak signals when compared to the CC electrode. This finding indicates that E. coli, as a microbial electrocatalyst, is capable of undergoing a direct electron transfer process with the electrode surface.
Furthermore, the electrocatalytic performance of various E. coli strains was assessed and optimized in O2-saturated solutions for ORR. The pronounced reduction peak signal depicted in Figure 6a demonstrates that O2 can be electrochemically reduced by E. coli both before and after functionalization with anthocyanin molecules. Notably, the reduction peak current for Cya-WT increased from 2.02 mA cm−2 for WT to 3.61 mA cm−2, reflecting an approximate enhancement of 78.7%. This finding indicates that anthocyanin molecules significantly enhance the electrocatalytic ORR activity of E. coli cells.
Figure 6. (a) CV patterns of the CC electrode, WT cell, and Cya-WT cell in O2-saturated solution. (b) CV pattern of Cya-WT cell at 10, 20, 30, 40, and 50 mV s−1 in O2-saturated solution. (c) LSV curves of the CC electrode and different E. coli cells. (d) EIS plots of different E. coli cells.
Secondly, CV tests on E. coli both before and after the functionalization with anthocyanin molecules at various scanning rates were performed (Figure 6b). Linear fitting of the scanning rate against the peak current was conducted. As depicted in Figure S3, the peak current exhibits a strong linear correlation with the scanning rates, as evidenced by a correlation coefficient of R2 = 0.9981, indicating the surface-controlled electrochemical characteristics of the ORR process.
As shown in Figure 6c, LSV measurements demonstrated a substantial enhancement in the electrocatalytic activity of Cya-WT, with a limiting current density of 1.22 mA cm−2, markedly exceeding that of WT, which exhibited a limiting current density of 0.787 mA cm−2.
EIS was performed to investigate the interfacial electron transfer properties between various E. coli cells and electrodes (Figure 6d). In comparison to WT, Cya-WT exhibits a reduced charge transfer resistance, suggesting that anthocyanin molecules facilitate electron transfer between cells and electrodes, thereby promoting the progression of electrocatalytic reactions.

3.3. Power Generation and Glucose Degradation

To assess the power generation capacity of MFCs constructed with CC biocathodes loaded with various strains of E. coli, CC as the substrate, different E. coli cells as cathodic biocatalysts, and 40% Pt/C catalysts as anode catalysts (2 mg cm−2 for the anode catalysts) were utilized [26]. A dual-chamber MFC device was assembled for this purpose (Figure 7). The operational principle of the MFC involves the Pt/C catalyst facilitating the oxidation of glucose at the anode, which generates electrons. These electrons are subsequently transferred to the cathode via an external circuit, where E. coli cells absorb the electrons and catalyze the reduction in O2 to produce water (H2O) [27]. Electrons are efficiently transferred to the Cyt c protein through the transport pathway of the outer membrane conductive protein. Concurrently, O2 molecules penetrate the cell through molecular channel proteins and are reduced to H2O under the catalytic influence of Cyt c protein [28]. A 1 M glucose solution was employed as a model pollutant.
Figure 7. Schematic diagram of the dual-chamber MFC device and its associated catalytic activity mechanism.
As illustrated in Figure S4, the output voltages of various MFCs consistently increase with operating time, ultimately stabilizing at nearly constant values after a certain duration, indicating the successful establishment of functional MFCs. Notably, the startup time for the MFCs utilizing CC biocathodes loaded with Cya-WT is approximately 5.9 h, which is significantly shorter than that for the MFCs employing CC biocathodes loaded with WT, estimated at around 7.0 h. Furthermore, the initial voltage of Cya-WT (~0.429 V) exceeds that of WT (~0.225 V), suggesting that Cya-WT possesses a greater biopower generation capacity.
When the output voltage of the MFCs stabilized, a resistance wire ranging from 10 to 1 MΩ between the anode and cathode was connected. By varying the external resistance, the stable voltage of the MFCs with different external resistors was recorded (n = 3). Subsequently, the current was calculated using Ohm’s law, and the polarization curve (Figure 8a) and power density (Figure 8b) of the MFCs were plotted. With this analysis, the power generation capacity of MFCs assembled with CC biocathodes loaded with different strains of E. coli can be quantitatively evaluated. According to the polarization curve presented in Figure 8a, the MFCs constructed with CC biocathodes containing various E. coli strains exhibit similar open-circuit voltages of 0.8 V. However, the maximum output current of the MFC assembled with CC biocathodes loaded with Cya-WT is 1.49 ± 0.179 mA cm−2, which is significantly higher than that of the WT, recorded at 0.375 ± 0.0939 mA cm−2. The slope of the polarization curve for Cya-WT is notably smaller than that of WT. The power density curve reveals that the MFC utilizing the CC biocathode of Cya-WT achieves a maximum power density of 268 ± 13.4 μW cm−2, surpassing the 90.3 ± 4.52 μW cm−2 achieved by the MFC with the CC biocathode of WT. This enhancement is attributed to the functionalization of anthocyanin molecules, which provides E. coli cells with highly efficient catalytic activity, along with the conductivity of the cell membrane conferred by Cyt c.
Figure 8. (a) Polarization curve diagram, (b) power density diagram, and (c) glucose degradation test of different E. coli in the cathode chamber under MFC operating conditions. (d) Long-term stability test plot of MFC assembled using CC biocathodes loaded with different E. coli strains.
To further assess the extracellular electron transfer efficiency of various E. coli strains, EIS tests on MFCs constructed with CC biocathodes containing different E. coli strains were performed. The EIS results (Figure S5) indicated that Cya-WT exhibited not only a reduced interfacial transfer resistance but also a lower solution resistance in comparison to the WT. The MFC cathode chamber culture medium, which utilized a CC biocathode loaded with Cya-WT, demonstrated enhanced electron transfer efficiency both among the bacteria and between the bacteria and the electrodes.
Given that the growth of E. coli cells necessitates a continuous supply of nutrients, glucose consumption in the cathode chamber during the discharge of MFCs assembled with CC biocathodes containing different E. coli strains was concurrently monitored, repeating 3 times. As shown in Figure 8c, Cya-WT demonstrates a higher glucose consumption rate compared to WT. Over the 150 h period, glucose consumption reached 17.1 ± 1.15 mM for Cya-WT, surpassing the 15.9 ± 1.21 mM observed for WT. This finding indicates that Cya-WT possesses a greater metabolic capacity.
To evaluate the long-term operational stability of various E. coli cell catalysts, the voltage output performance of MFCs constructed with CC biocathodes containing different E. coli strains during extended operation was assessed. As illustrated in Figure 8d, the MFCs utilizing CC biocathodes with three distinct E. coli strains exhibited stable voltage output for over 800 h under continuous nutrient supplementation conditions. Furthermore, the output voltage of Cya-WT was measured at 0.497 V, significantly surpassing the 0.239 V observed in the WT group. This finding suggests that the Cya-WT cell catalysts possess considerable potential as a sustainable bioenergy source, and their renewability supports the sustainable development of bio-electrocatalytic energy systems.

3.4. Catalytic Activity Mechanism

In nature, most microorganisms create a relatively closed electrochemical environment within their cells due to the insulating properties of their cell wall outer membranes [29]. Electrons generated from substrate oxidation inside the cells are progressively transferred along the electron transport chain (or respiratory chain) to terminal electron acceptors, such as O2 or various intermediate metabolites (Figure 7). This process is coupled with protons for transmembrane transport across the cell membrane, resulting in the formation of a transmembrane proton potential that drives the synthesis of ATP. This mechanism fulfills the energy requirements necessary for cellular growth and metabolic processes [30,31]. Research by Xu et al. indicated that anthocyanins, acting as redox mediators, possessed electron-shuttling properties that could possibly facilitate electron transfer on cell membranes, thereby influencing the electron transport chain [32].
ATP is abundantly found in E. coli cells and functions as their energy currency. It plays a critical role in various metabolic reactions within the organism as a primary energy source [33]. In this study, an ATP content assay kit was employed to quantify the ATP levels in E. coli before and after the functionalization with anthocyanin molecules, replicating 3 times as shown in Figure 9a. Understanding the energy metabolism state of E. coli cells is essential for analyzing the mechanisms underlying catalytic activity. The data presented in Figure 9a indicate that the ATP content in Cya-WT is 1.050 ± 0.0527 μmol mL−1, which exceeds that of WT at 0.543 ± 0.0271 μmol mL−1. This result is reproducible across multiple measurements, suggesting that anthocyanin functionalization enhances the metabolic activity of E. coli cells.
Figure 9. (a) Graphs of ATP content determination in different E. coli strains. (b) Growth curve of different E. coli strains under MFC operating conditions.
The growth and reproductive capacity of E. coli in the cathode chamber, both before and after the functionalization of anthocyanin molecules under the operational conditions of MFCs constructed with CC biocathodes containing various E. coli strains, were assessed. OD600 at different time points and plotted the growth curves, which were measured (as illustrated in Figure 9b, n = 3). The results revealed that the proliferation rate of Cya-WT exceeded that of WT. This enhancement was attributed to the functionalization of anthocyanin molecules, which improved the electrode respiration of E. coli cells, increased metabolic flux, promoted ATP synthesis, and consequently accelerated cell proliferation.
The growth of E. coli cells on CC before and after functionalization was examined using SEM to investigate the impact of anthocyanin molecule functionalization on the growth and reproductive capacity of E. coli. The SEM images (Figure 10a,b) reveal that E. coli cells, both prior to and following anthocyanin functionalization, growing in situ on the CC, exhibited a robust oval morphology that enhances their biological activity. Additionally, the adhesion of Cya-WT to the CC electrode surpassed that of WT. This observation suggests that anthocyanin functionalization accelerates cell growth, thereby facilitating the colonization of E. coli cells on the CC electrode.
Figure 10. SEM images of biofilms formed by the growth of (a) WT and (b) Cya-WT on CC.
Biofilms are intricate structures composed of microorganisms and the EPSs they secrete. Proteins serve as essential components of both microbial cells and EPSs. A BCA protein concentration assay kit was employed to quantify the protein content of communities of bacterial cells formed by the growth of various E. coli strains on CC. The concentration of the protein was calculated based on the standard curve derived from the absorbance values of the standard substance under these conditions (Figure 11a, n = 3). The protein content of the bacterial communities formed by Cya-WT cells on CC is 145.6 ± 7.28 μg cm−2, which exceeds that of WT cells (89.23 ± 4.46 μg cm−2). This finding suggests that Cya-WT has a greater biomass on CC.
Figure 11. (a) Protein content determination diagram for biofilms formed by different E. coli strains on carbon fiber cloth. (b) CV curve of biomass normalization. (c) I-T test diagram of different E. coli strains.
The CV curves of E. coli before and after functionalization with anthocyanin molecules were normalized, utilizing the calculated content of biological membrane proteins. The current density (mA cm−1) was divided by the protein mass (mg cm−1) to derive the electrogenic activity per unit biomass (mA mg−1, protein). This approach allows for a comparison of the electrocatalytic efficiency of each cell under varying conditions. As shown in Figure 11b, the reduction peak current of Cya-WT increased from 22.7 mA mg−2 for WT to 24.8 mA mg−2, representing an approximate increase of 9.25%. This finding suggests that Cya-WT exhibits higher intrinsic electrocatalytic activity compared to WT cells. Furthermore, it indicates that the electrocatalytic efficiency of MFC catalysts is influenced not only by the colonization density of microbial cells on the electrode but also by the intrinsic electrochemical activity of individual microbial cells. In the three-electrode system assembled with CC biocathodes loaded with different E. coli strains, the I-T curves of WT and Cya-WT at a constant potential are presented in Figure 11c. Over a continuous output period of 300,000 s, the current density of Cya-WT significantly increased (~0.6 mA cm−2) compared to WT (~0.3 mA cm−2), indicating that anthocyanin molecules can be effectively utilized by E. coli to enhance its extracellular electron transfer process.
This study focuses on the production of biosafe E. coli through anthocyanin molecular functionalization using chemical engineering techniques. The research investigates the electrochemical performance and catalytic activity mechanisms of this engineered organism, which serves as a carbon-based biocathode catalyst for MFCs. This whole-cell biohybrid system promotes biofilms formation through naturally occurring bioactive substances, and regulates the metabolic activity of individual cells. It effectively increases current output at the single-cell level, enabling efficient electrocatalysis by E. coli. It shows good promise in MFC biopower generation through the assembly of carbon-based biocathodes, achieving an upper-middle level within the industry and providing a simple and practical method (Table 1 and Table 2).
Table 1. Comparison of reported power densities for several reported biofuel cells.
Table 2. Comparison of reported glucose consumption levels for several reported MFCs.
In this study, a preliminary connection between metabolic activity and electrocatalytic performance was established. However, it remains to be investigated whether anthocyanins influence the gene expression involved in cytochrome c synthesis, as well as the interaction between anthocyanin molecules and the active site of the cytochrome c protein. Future studies could utilize techniques such as real-time quantitative polymerase chain reaction (qPCR) to detect the expression levels of key genes associated with electron transport (e.g., Cyt c) and biofilms formation, and to determine whether the system significantly upregulates these genes [44]. Circular dichroism spectroscopy (CDS) could be employed to observe conformational changes in the secondary structure of Cyt c [45]. Additionally, X-ray photoelectron spectroscopy (XPS) and nuclear magnetic resonance spectroscopy (NMRS) can be utilized to examine changes in the coordination structure of the heme active center in Cyt c [46]. Density functional theory (DFT) calculations may serve as a valuable complement to these experimental approaches [47]. Furthermore, the mechanism underlying the enhanced electrocatalytic ORR activity in E. coli functionalized with anthocyanin molecules warrants elaboration. Structural biology techniques, such as cryo-electron microscopy (Cryo-EM), can provide insights into the structural and conformational changes in proteins [48].
MFCs can perform dual functions: biopower generation and pollutant degradation, by harnessing the respiration of microbial cells. However, the research presented in this paper remains at the foundational stage, focusing on laboratory studies involving single cells and glucose as model pollutants. To align this research more closely with practical application scenarios, we plan to design a battery device system as an MFC stack for testing in future work, utilizing actual domestic sewage for microbial culture. This approach will advance our project toward the application research stage [49].

4. Conclusions

In this study, a novel microbial catalyst, Cya-WT, which serves dual purposes in power generation and pollutant degradation, was proposed. This microbial catalyst performed well in the electrocatalytic process of the ORR and maintained stable voltage output performance for over 800 h. The catalyst is environmentally friendly and renewable, eliminating the need for toxic chemicals and enzymes that are commonly used in industrial processes. Notably, the designed MFC with a CC biocathode loaded with Cya-WT exhibits good bioenergy potential, characterized by its rapid glucose consumption. Anthocyanin molecules promote the formation of electroactive biofilms and regulate the intrinsic catalytic activity of single cells, enabling sustainable bio-electrocatalysis in MFCs. This novel catalyst design method offers a new strategy for low-cost, renewable MFC cathode catalysts.

Supplementary Materials

The following supporting information can be downloaded at https://www.mdpi.com/article/10.3390/microorganisms14040872/s1. Figure S1. The survival rate graph was obtained based on Imaris processing of WT and Cya-WT; Figure S2. CV patterns of the CC electrode, WT cell, and Cya-WT cell in N2-saturated solution; Figure S3. Linear relationship plot between cathode peak current and scanning rate; Figure S4. Startup voltage diagram of the MFC assembled using the CC biocathodes loaded with different E. coli loads; Figure S5. EIS diagram of the MFC assembled using the CC biocathodes loaded with different E. coli loads.

Author Contributions

Conceptualization, methodology, validation, formal analysis, writing—original draft preparation, K.Z.; investigation, resources, writing—review and editing, L.C. and W.R.; visualization, supervision, project administration, funding acquisition, X.W., L.Y. and Z.C. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Zhejiang Provincial Xinmiao Talents Program (2024R42B016), the talent research start-up project of Zhejiang Wanli University (SC1032345280200), and the Science and Technology Innovation & Achievement Transformation Project of Zhejiang Wanli Education Group (JT2680100004).

Institutional Review Board Statement

Not applicable.

Data Availability Statement

The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.

Conflicts of Interest

The authors declare no conflicts of interest.

Abbreviations

The following abbreviations are used in this manuscript:
MFCsMicrobial fuel cells
ORROxygen reduction reaction
E. coliEscherichia coli
Cyt cCytochrome c
CCCarbon cloth
Cya-WTAnthocyanin molecular-functionalized Escherichia coli
PIPropidium iodide
CVCyclic voltammetry
LSVLinear scanning voltammetry
EISElectrochemical impedance spectroscopy
WTWild-type Escherichia coli
OD600Absorbance of the bacterial cultures at 600 nm
N2Nitrogen
O2Oxygen
I-TCurrent-time
PEMProton exchange membrane
SEMScanning electron microscopy
TEMTransmission electron microscopy
CLSMConfocal laser scanning microscopy
ATPAdenosine triphosphate
EPSExtracellular polymers
H2OWater
Bacillus nattoB. natto
Rhodoferax ferrireducensR. ferrireducens
Shewanella oneidensisS. oneidensis
qPCRReal-time quantitative polymerase chain reaction
CDSCircular dichroism spectroscopy
XPSX-ray photoelectron spectroscopy
NMRSNuclear magnetic resonance spectroscopy
DFTDensity functional theory
Cyro-EMCryo-electron microscopy

References

  1. Schulte-Uebbing, L.F.; Beusen, A.H.W.; Bouwman, A.F.; de Vries, W. From planetary to regional boundaries for agricultural nitrogen pollution. Nature 2022, 610, 507–512. [Google Scholar] [CrossRef] [Scilit]
  2. Schwabe, K.; Nemati, M.; Amin, R.; Tran, Q.; Jassby, D. Unintended consequences of water conservation on the use of treated municipal wastewater. Nat. Sustain. 2020, 3, 628–635. [Google Scholar] [CrossRef] [Scilit]
  3. Lu, L.; Guest, J.S.; Peters, C.A.; Zhu, X.; Rau, G.H.; Ren, Z.J. Wastewater treatment for carbon capture and utilization. Nat. Sustain. 2018, 1, 750–758. [Google Scholar] [CrossRef] [Scilit]
  4. Wei, W.; Sun, P.; Li, Z.; Song, K.; Su, W.; Wang, B.; Liu, Y.; Zhao, J. A surface-display biohybrid approach to light-driven hydrogen production in air. Sci. Adv. 2018, 4, eaap9253. [Google Scholar] [CrossRef] [Scilit]
  5. Guo, J.; Suástegui, M.; Sakimoto, K.K.; Moody, V.M.; Xiao, G.; Nocera, D.G.; Joshi, N.S. Light-driven fine chemical production in yeast biohybrids. Science 2018, 362, 813–816. [Google Scholar] [CrossRef] [Scilit]
  6. Chen, Y.-d.; Wang, R.; Duan, X.; Wang, S.; Ren, N.-q.; Ho, S.-H. Production, properties, and catalytic applications of sludge derived biochar for environmental remediation. Water Res. 2020, 187, 116390. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  7. Feng, C.; Bonetti, L.; Lu, H.; Zhou, Z.; Lotti, T.; Jia, M.; Rizzardi, G.; De Nardo, L.; Malpei, F. Extracellular polymeric substances as paper coating biomaterials derived from anaerobic granular sludge. Environ. Sci. Ecotechnol. 2024, 21, 100397. [Google Scholar] [CrossRef] [Scilit]
  8. Cha, Q.-Q.; Liu, S.-S.; Dang, Y.-R.; Ren, X.-B.; Xu, F.; Li, P.-Y.; Chen, X.-L.; Wang, P.; Zhang, X.-Y.; Zhang, Y.-Z.; et al. Ecological function and interaction of different bacterial groups during alginate processing in coastal seawater community. Environ. Int. 2023, 182, 108325. [Google Scholar] [CrossRef] [Scilit]
  9. Liu, H.; Yao, Y.; Yuan, X.; Hui, J.; An, W.; Xu, S.; Zhang, Y. Advances and challenges in synergistic fenton-microbial fuel cell systems for emerging contaminants removal: Mechanisms, configurations, and applications. Bioresour. Technol. 2026, 440, 133499. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  10. Keasling, J.; Garcia Martin, H.; Lee, T.S.; Mukhopadhyay, A.; Singer, S.W.; Sundstrom, E. Microbial production of advanced biofuels. Nat. Rev. Microbiol. 2021, 19, 701–715. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  11. Liu, S.; Wang, A.; Liu, Y.; Zhou, W.; Wen, H.; Zhang, H.; Sun, K.; Li, S.; Zhou, J.; Wang, Y. Catalytically active carbon for oxygen reduction reaction in energy conversion: Recent advances and future perspectives. Adv. Sci. 2024, 11, 2308040. [Google Scholar] [CrossRef] [Scilit]
  12. Li, F.; Zhang, B.; Long, X.; Yu, H.; Shi, S.; You, Z.; Liu, Q.; Li, C.; Tang, R.; Wu, S.; et al. Dynamic synthesis and transport of phenazine-1-carboxylic acid to boost extracellular electron transfer rate. Nat. Commun. 2025, 16, 2882. [Google Scholar] [CrossRef] [Scilit]
  13. Cao, B.; Zhao, Z.; Peng, L.; Shiu, H.Y.; Ding, M.; Song, F.; Guan, X.; Lee, C.K.; Huang, J.; Zhu, D.; et al. Silver nanoparticles boost charge-extraction efficiency in Shewanella microbial fuel cells. Science 2021, 373, 1336–1340. [Google Scholar] [CrossRef] [Scilit]
  14. Chen, H.; Simoska, O.; Lim, K.; Grattieri, M.; Yuan, M.; Dong, F.; Lee, Y.S.; Beaver, K.; Weliwatte, S.; Gaffney, E.M. Fundamentals, applications, and future directions of bioelectrocatalysis. Chem. Rev. 2020, 120, 12903–12993. [Google Scholar] [CrossRef] [Scilit]
  15. Fan, X.; Zhou, Y.; Jin, X.; Song, R.B.; Li, Z.; Zhang, Q. Carbon material-based anodes in the microbial fuel cells. Carbon Energy 2021, 3, 449–472. [Google Scholar] [CrossRef] [Scilit]
  16. Jiang, B.; Jiang, N.; Cui, Y.; Wang, H.; Zhang, G.; Li, J.; Zhang, Y. Rapid Synthesis and Microenvironment Optimization of Hierarchical Porous Fe-N-C Catalysts for Enhanced ORR in Microbial Fuel Cells. Adv. Sci. 2024, 11, 2402610. [Google Scholar] [CrossRef] [Scilit]
  17. Yang, C.-L.; Wang, L.-N.; Yin, P.; Liu, J.; Chen, M.-X.; Yan, Q.-Q.; Wang, Z.-S.; Xu, S.-L.; Chu, S.-Q.; Cui, C.; et al. Sulfur-anchoring synthesis of platinum intermetallic nanoparticle catalysts for fuel cells. Science 2021, 374, 459–464. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  18. Xu, Z.; Tan, X.; Chen, C.; Wang, X.; Sui, R.; Zhuang, Z.; Zhang, C.; Chen, C. Recent advances in microenvironment regulation for electrocatalysis. Natl. Sci. Rev. 2024, 11, nwae315. [Google Scholar] [CrossRef] [Scilit]
  19. Santoro, C.; Bollella, P.; Erable, B.; Atanassov, P.; Pant, D. Oxygen reduction reaction electrocatalysis in neutral media for bioelectrochemical systems. Nat. Catal. 2022, 5, 473–484. [Google Scholar] [CrossRef] [Scilit]
  20. Zhou, X.; Wu, D.; Zhang, Y.; Feng, T.; Zhang, W.; Zhang, Z. Inorganic-bacterial biohybrids for efficient solar-driven nitrogen fixation. Nat. Commun. 2025, 16, 5690. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  21. Su, L.; Fukushima, T.; Prior, A.; Baruch, M.; Zajdel, T.J.; Ajo-Franklin, C.M. Modifying Cytochrome c Maturation Can Increase the Bioelectronic Performance of Engineered Escherichia coli. ACS Synth. Biol. 2020, 9, 115–124. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  22. Niu, Y.; Guo, G.; Xue, D.; Yang, X.; Dai, X.; Bai, Z.; Yang, L. Modifying cellular properties via rational chemical design for unnatural oxygen reduction electrocatalysis of a cell. J. Mater. Chem. A 2024, 12, 9841–9849. [Google Scholar] [CrossRef] [Scilit]
  23. Xu, B.; Chen, B.-Y.; Hsueh, C.-C.; Qin, L.-J.; Chang, C.-T. Deciphering characteristics of bicyclic aromatics-mediators for reductive decolorization and bioelectricity generation. Bioresour. Technol. 2014, 163, 280–286. [Google Scholar] [CrossRef] [Scilit]
  24. Chen, B.-Y.; Xu, B.; Yueh, P.-L.; Han, K.; Qin, L.-J.; Hsueh, C.-C. Deciphering electron-shuttling characteristics of thionine-based textile dyes in microbial fuel cells. J. Taiwan Inst. Chem. Eng. 2015, 51, 63–70. [Google Scholar] [CrossRef] [Scilit]
  25. Chen, B.-Y.; Liao, J.-H.; Hsu, A.-W.; Tsai, P.-W.; Hsueh, C.-C. Exploring optimal supplement strategy of medicinal herbs and tea extracts for bioelectricity generation in microbial fuel cells. Bioresour. Technol. 2018, 256, 95–101. [Google Scholar] [CrossRef] [Scilit]
  26. Niu, Y.; Xue, D.; Dai, X.; Guo, G.; Yang, X.; Yang, L.; Bai, Z. Sustainable power generation from sewage with engineered microorganisms as electrocatalysts. Nat. Sustain. 2024, 7, 1182–1189. [Google Scholar] [CrossRef] [Scilit]
  27. Madondo, N.I.; Rathilal, S.; Bakare, B.F.; Tetteh, E.K. Effect of electrode spacing on the performance of a membrane-less microbial fuel cell with magnetite as an additive. Molecules 2023, 28, 2853. [Google Scholar] [CrossRef] [Scilit]
  28. Guo, M.; Lu, X.; Qiao, S. Nitrate removal by anammox bacteria utilizing photoexcited electrons via inward extracellular electron transfer channel. Water Res. 2024, 250, 121059. [Google Scholar] [CrossRef] [Scilit]
  29. Wang, Q.; Kim, H.; Halvorsen, T.M.; Chen, S.; Hayes, C.S.; Buie, C.R. Leveraging microfluidic dielectrophoresis to distinguish compositional variations of lipopolysaccharide in E. coli. Front. Bioeng. Biotechnol. 2023, 11, 991784. [Google Scholar] [CrossRef] [Scilit]
  30. Díaz Calvo, T.; Tejera, N.; McNamara, I.; Langridge, G.C.; Wain, J.; Poolman, M.; Singh, D. Genome-scale metabolic modelling approach to understand the metabolism of the opportunistic human pathogen Staphylococcus epidermidis RP62A. Metabolites 2022, 12, 136. [Google Scholar] [CrossRef] [Scilit]
  31. Antunes, J.M.; Silva, M.A.; Salgueiro, C.A.; Morgado, L. Electron flow from the inner membrane towards the cell exterior in Geobacter sulfurreducens: Biochemical characterization of cytochrome CbcL. Front. Microbiol. 2022, 13, 898015. [Google Scholar] [CrossRef] [Scilit]
  32. Xu, B.; Lan, J.C.; Sun, Q.; Hsueh, C.; Chen, B.-Y. Deciphering optimal biostimulation strategy of supplementing anthocyanin-abundant plant extracts for bioelectricity extraction in microbial fuel cells. Biotechnol. Biofuels 2019, 12, 46. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  33. Sun, J.; Jin, S.; Wang, Z. MitoQ alleviates mitochondria damage in sepsis-acute lung injury in a citrate synthase dependent manner. Inflamm. Res. 2025, 74, 92. [Google Scholar] [CrossRef] [Scilit]
  34. Chen, H.; Bai, Z.; Dai, X.; Zeng, X.; Cano, Z.P.; Xie, X.; Zhao, M.; Li, M.; Wang, H.; Chen, Z.; et al. In situ engineering of intracellular hemoglobin for implantable high-performance biofuel cells. Angew. Chem. 2019, 58, 6663–6668. [Google Scholar] [CrossRef] [Scilit]
  35. Fan, S.; Liang, B.; Xiao, X.; Bai, L.; Tang, X.; Lojou, E.; Cosnier, S.; Liu, A. Controllable display of sequential enzymes on yeast surface with enhanced biocatalytic activity toward efficient enzymatic biofuel cells. J. Am. Chem. Soc. 2020, 142, 3222–3230. [Google Scholar] [CrossRef] [Scilit]
  36. Lin, C.-W.; Lai, C.-Y.; Liu, S.-H.; Chen, Y.-R.; Alfanti, L.K. Enhancing bioelectricity generation and removal of copper in microbial fuel cells with a laccase-catalyzed biocathode. J. Clean. Prod. 2021, 298, 126726. [Google Scholar] [CrossRef] [Scilit]
  37. Li, H.; Zhang, X.; Qin, Y.; Liu, Y.; Wang, J.; Peng, L.; Li, C. Crafting controllable Fe-based hierarchically organic-frameworks from bacterial cellulose nanofibers for efficient electrocatalysts in microbial fuel cells. J. Power Sources 2021, 512, 230522. [Google Scholar] [CrossRef] [Scilit]
  38. Han, H.H.; Jung, S.-M.; Kim, S.-K.; Lee, G.-H.; Kim, S.-J.; Kim, Y.-T.; Hahn, S.K. Bimetallic electrocatalyst of hyaluronate-Au@ Pt for durable oxygen reduction in biofuel cells. ACS Appl. Energy Mater. 2022, 5, 12475–12484. [Google Scholar] [CrossRef] [Scilit]
  39. Zhao, T.; Fang, J.; Niu, Y.; Zhu, K.; Wang, L.; Pan, J.; Liu, C.; Shi, W.; Li, Y.; Wang, X. Trifunctional endogenous mediator orchestrates efficient biocathodes via synergistic electron transfer and enzyme catalytic site modulation. Nano Res. 2026, 19, 94907955. [Google Scholar] [CrossRef] [Scilit]
  40. Chaudhuri, S.K.; Lovley, D.R. Electricity generation by direct oxidation of glucose in mediatorless microbial fuel cells. Nat. Biotechnol. 2003, 21, 1229–1232. [Google Scholar] [CrossRef] [Scilit]
  41. Choi, D.; Lee, S.B.; Kim, S.; Min, B.; Choi, I.-G.; Chang, I.S. Metabolically engineered glucose-utilizing Shewanella strains under anaerobic conditions. Bioresour. Technol. 2014, 154, 59–66. [Google Scholar] [CrossRef] [Scilit]
  42. Lin, T.; Bai, X.; Hu, Y.; Li, B.; Yuan, Y.J.; Song, H.; Yang, Y.; Wang, J. Synthetic Saccharomyces cerevisiae-Shewanella oneidensis consortium enables glucose-fed high-performance microbial fuel cell. AIChE J. 2017, 63, 1830–1838. [Google Scholar] [CrossRef] [Scilit]
  43. Bai, X.; Lin, T.; Liang, N.; Li, B.-Z.; Song, H.; Yuan, Y.-J. Engineering synthetic microbial consortium for efficient conversion of lactate from glucose and xylose to generate electricity. Biochem. Eng. J. 2021, 172, 108052. [Google Scholar] [CrossRef] [Scilit]
  44. Sivakumar, K.; Scarascia, G.; Zaouri, N.; Wang, T.; Kaksonen, A.H.; Hong, P.-Y. Salinity-Mediated Increment in Sulfate Reduction, Biofilm Formation, and Quorum Sensing: A Potential Connection Between Quorum Sensing and Sulfate Reduction? Front. Microbiol. 2019, 10, 188. [Google Scholar] [CrossRef] [Scilit]
  45. Lee, S.Y.; Choi, J.W.; Lee, T.G.; Heo, M.B.; Son, J.G. Influence of albumin concentration on surface characteristics and cellular responses in the pre-incubation of multi-walled carbon nanotubes. Nanoscale Adv. 2024, 6, 5585–5597. [Google Scholar] [CrossRef] [Scilit] [PubMed]
  46. Ma, F.; Gao, T.; Sun, X.; Han, C.; Wang, Y.; Jiang, A.; Zhou, Y.; Liang, G.; Wang, H.; Wang, L. Keto-enol tautomerism as dynamic electron/hole traps promote charge carrier separation for hydrogen peroxide photosynthesis. Nat. Commun. 2025, 16, 7432. [Google Scholar] [CrossRef] [Scilit]
  47. Mathialagan, S.K.; Parreiras, S.O.; Tenorio, M.; Černa, L.; Moreno, D.; Muñiz-Cano, B.; Navío, C.; Valvidares, M.; Valbuena, M.A.; Urgel, J.I. On-Surface Synthesis of Organolanthanide Sandwich Complexes. Adv. Sci. 2024, 11, 2308125. [Google Scholar] [CrossRef] [Scilit]
  48. Wu, W.; Cui, Y.; Wu, Y.; Ni, Y.; Zhao, C.; Sun, W.; Yi, Q. Epigenetic roles of chromatin remodeling complexes in bone biology and the pathogenesis of bone-related disease. Int. J. Mol. Med. 2025, 56, 115. [Google Scholar] [CrossRef] [Scilit]
  49. Pandit, C.; Thapa, B.S.; Srivastava, B.; Mathuriya, A.S.; Toor, U.-A.; Pant, M.; Pandit, S.; Jadhav, D.-A. Integrating human waste with microbial fuel cells to elevate the production of bioelectricity. BioTech 2022, 11, 36. [Google Scholar] [CrossRef] [Scilit]
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