Konstantina-Roxani
Chatzipanagiotou
ab,
Ludovic
Jourdin
bc,
Johannes H.
Bitter
*a and
David P. B. T. B.
Strik
*b
aBiobased Chemistry and Technology, Wageningen University & Research, Bornse Weilanden 9, 6708 WG, Wageningen, The Netherlands. E-mail: harry.bitter@wur.nl
bEnvironmental Technology, Wageningen University & Research, Bornse Weilanden 9, 6708 WG, Wageningen, The Netherlands. E-mail: david.strik@wur.nl
cDepartment of Biotechnology, Delft University of Technology, van der Maasweg 9, 2629 HZ, Delft, The Netherlands
First published on 15th February 2022
In microbial electrosynthesis (MES), microorganisms grow on a cathode electrode as a biofilm, or in the catholyte as planktonic biomass, and utilize CO2 for their growth and metabolism. Modification of the cathode with metals can improve MES performance, due to their catalytic activity for H2 production, which can be consumed by microorganisms, or via modifying the cathode properties. On the other hand, metals can have an inhibiting effect on MES. While these single roles of metals and their oxides have been identified, an investigation of the simultaneous effects on MES is still lacking. Here, we modify activated carbon (AC) electrodes with nickel (Ni) at high (5%) and low (0.01%) loadings, to investigate its combined effects on MES. Upon Ni impregnation, multiple factors explained the MES performance, including electrocatalytic H2 production, trace element availability, metal toxicity, Ni leaching and redeposition/bio-crystalization. Instead, the electrode surface properties (i.e., surface area and pore structure) were not affected by Ni addition. Compared to unmodified AC, low Ni loading did not improve abiotic H2 production, whereas at high Ni loading a 6-fold increase was observed. During biological experiments, low Ni loading resulted in over a 3-fold increase of acetate production and 35% higher planktonic growth, compared to unmodified AC. Instead, high Ni loading resulted in 25-fold increase of acetate production, 21% decrease of planktonic growth, and improved biofilm growth. Unmodified AC, and low and high Ni loading each resulted in unique microbial community composition. The effect of Ni on MES is therefore concentration-dependent, with apparently different mechanisms of interaction being prevalent at low or high Ni loadings.
Metals and their oxides have a plurality of (potential) roles which can affect microbial growth and metabolism, as reviewed in Table 1. In an attempt to improve the performance of MES, electrode modification with metals has been proposed. Metals can enhance electron transfer between the electrode and the biofilm, due to their low charge-transfer resistances and high conductivities. In addition, metal nanostructures have been proposed to enhance biofilm attachment to the electrode, due to their high active surface area and biocompatibility.5 For example, adding iron oxide on granular activated carbon cathodes has been shown to increase current density and acetate production, by increasing extracellular electron transfer and resulting in an enrichment of iron-reducing microorganisms.6 Adding gold, palladium or nickel nanoparticles on a carbonaceous cathode during MES increased the current density and acetate production versus a control without metals.5 Furthermore, a nickel nanowire-coated graphite electrode improved the current density, acetate production and biofilm formation, compared to a control electrode.7 This has been attributed to the increased electron-exchange capacity and conductivity of the nickel-modified electrode. Furthermore, the surface roughness and porosity of the electrode increased via nickel addition, which improved biofilm attachment.7
Role of metal | Explanation of interaction mechanism |
---|---|
Electrode modifier | Increased surface area and roughness for improved biofilm coverage and attachment5,7 |
Increased electron conductivity and decreased charge-transfer resistance for improved electron transfer to biofilm-forming microorganisms5–7,11 | |
Electrocatalyst | Electrocatalytic production by the metal catalyst of electron donors (e.g., H2) that can be oxidized by microorganisms in the biofilm or in the planktonic phase8,9 |
Trace element | Increased availability of a certain trace element (i.e., added metal) that can improve microbial growth (in case the concentration was limiting)12,13 or alter the enzymatic pathways14 and/or microbial community composition15,16 |
Toxic compound | Inhibition of microbial growth or altered microbial community composition via inhibition of metal-sensitive taxa due to high metal concentration17,18 |
Next to these indirect effects on the growth and biocatalytic activity of microorganisms (via the electrode properties), metals and their oxides can also have a more direct effect on microbial metabolism, via their electrocatalytic activity, such as the electrocatalytically-produced H2, which can be consumed by microorganisms. For example, Tian and co-workers showed that a H2-producing molybdenum carbide electrocatalyst on graphite felt electrodes, combined with mixed-culture MES, resulted in improved acetate production and biofilm formation, due to the electrocatalytic activity of the added metal.8 Kracke and co-workers combined H2-producing electrocatalysts (cobalt-phosphide, molybdenum-disulfide and nickel–molybdenum alloy electrodes) with acetate and methane-producing microorganisms, and report that the microorganisms in suspension were able to fully utilize the electrocatalytically-produced H2 as an electron donor for the production of acetate and methane.9 Metal electrocatalysts for H2 production have also been used to improve the methane production of hydrogenotrophic methanogens in coupled anaerobic digestion and microbial electrolysis reactors. For example, Wang and co-workers used stainless steel, copper and nickel mesh electrodes as biocathodes, and report higher methane production with nickel, presumably due to the higher electrocatalytic activity of this electrode for H2 production.10 Thus, metal electrocatalysts can have a direct effect on improving the production rate of biological reactions, by catalysing the production of substrates (e.g., H2), which can be thereafter used by microorganisms as a substrate for biological reactions (e.g., CO2 reduction during MES).
While both the indirect (e.g., surface properties) and direct effects (e.g., H2 production) of nickel nanostructures on MES are well known and described separately, the combination of these effects on MES has been overlooked during previous studies. For example, during studies on the effect of metals on the surface and electron transfer properties of the electrode,5–7 the authors did not report abiotic testing of the synthesized cathodes, which would have revealed whether H2 production was enhanced due to metal addition, thus leading to improved acetate production by the microorganisms. Similarly, during studies on the catalytic activity of metals and its effect on MES,8 the authors correlated the improved acetate production solely to the H2 production, without reporting the effect of the metal on the surface properties of the electrode. Finally, aside from the direct and indirect effects discussed so far in relation to MES, another direct effect of metals on microbial growth and metabolism is the availability of the tested metals as trace elements, and the potentially inhibiting effect of high metal concentration on biological processes.19,20 However, these two mechanisms of interaction between metals/metal oxides and MES have also been previously overlooked.
Among the metals tested for electrode modification during MES, nickel is of particular interest, as it can have multiple roles in bio-electrochemical processes. Nickel is an essential trace element,21 while it can be toxic at high concentrations,19,20 and it has been previously shown to catalyse the production of H2 at high rates as a cathode electrode.22 Therefore, in order to elucidate the effect of nickel addition on MES, all the potential roles of nickel ought to be considered. Aside from the specific metal used, the amount of metal should also be taken into account, as this would likely affect the mechanism of interaction with microorganisms. Studies on the concentration-dependent effect of nickel on MES, which could reveal the prevalent mechanism of interaction between nickel and microorganisms, are lacking. Instead, the concentration-dependent effect of iron oxide on the extracellular electron transfer and enrichment of electroactive microorganisms has been previously shown during MES studies.6 However, different mechanisms of interaction depending on the iron loading were not reported, and a concentration-dependent effect was solely correlated to the dispersion of iron oxide nanoparticles.6
Here, we report on a comparative MES performance study using high (i.e., 5%), low (i.e., 0.01%) and no nickel loading on a carbonaceous cathode. The surface properties (i.e., surface area and porosity), electrocatalytic activity for H2 production and metal leaching of the three cathodes were measured, and correlated to various parameters of MES performance (product formation, microbial growth and microbial community composition). We show for the first time that the mechanism of interaction between nickel and MES depends on the amount of added metal. Doping AC granules with nickel at both high and low loadings resulted in an overall improvement of acetate production with MES, albeit via apparent different mechanisms. Upon nickel doping on the cathode, the main factors influencing the MES performance were H2 production, current density and nickel concentration. No clear correlation could be observed between MES performance and surface properties of the electrode (i.e., surface area and pore structure), indicating a negligible role in this study. Overall, this study reveals the importance of a multi-factorial approach to elucidate the different mechanisms of interaction between metals and MES, including both direct and indirect effects of metal doping on the cathode electrode.
To prepare the working cathode electrodes, AC granules were manually compressed in a perforated polypropylene tube (Sibel, 5 cm height, 1.35 cm inner diameter), with a titanium wire core serving as current collector (Ø = 1 mm). For all electrodes prepared, the average resistivity was <1 Ω between the current collector and different positions of the AC granules in the polypropylene tube. The amount of AC added per electrode was on average 0.990 ± 0.001 g for the control, 0.990 ± 0.020 g for the AC-Ni 0.01% and 1.110 ± 0.086 g for the AC-Ni 5%. Counter electrodes were prepared by wrapping 7 cm of platinum wire (Ø = 0.3 mm) around a titanium wire current collector. The reference electrode used for all electrochemical tests was Ag/AgCl (3 M KCl), and all potentials in this paper are reported against that electrode.
Microorganisms were harvested from a parent reactor with a graphite felt cathode electrode (4 mm thick, CTG carbon GmbH, Germany) which has been operated for three years to produce volatile fatty acids from CO2 in an electrochemical reactor as described in the paragraph above. Microorganisms growing in the parent reactor were provided from a previously described acetate-producing mixed culture biocathode.24 A liquid sample was taken from the parent reactor, centrifuged twice, re-suspended in fresh biological growth medium and used as inoculum. At the time of inoculation, the concentration of the major liquid products in the parent reactor was approximately 5 g L−1 acetate and 1 g L−1n-butyrate, whereas gas products were not monitored.
All electrochemical tests were performed at 25 °C. The catholyte was flushed with CO2 prior to each experiment for one hour, and the pH was approximately 6.7 after flushing. A multi-layer foil gas bag (Cali-5-Bond™) was connected to the headspace of each reactor and was used to collect gaseous products. Liquid and gas samples were analysed every 2–3 days (i.e., 3 times per week). After sampling, the catholyte was replenished with an equal volume (10–15 ml) of fresh medium and flushed with CO2 for 30 minutes. An IVIUM n-stat potentiostat (IVIUM, Netherlands) was used for all electrochemical experiments.
Gas chromatography (Agilent Technologies) with flame ionization detector (GC-FID) was used to analyse liquid products from chronoamperometry experiments (C2–C8 carboxylic acids, C1–C6 alcohols), as previously described.25 Gas chromatography was also used to analyse the gas composition (O2, N2, CO2, H2, CH4, CO), as previously described.26 The concentration of formate was measured with high performance liquid chromatography (HPLC), with refractive index and UV detection (column specification: Aminex HPX-87H, 300 × 7.8 mm, BioRad 1225-0140). Prior to GC and HPLC analysis, samples were filtered with a 0.45 μm cellulose acetate syringe filter.
Part of the sample was transferred into a 2.5% glutaraldehyde solution to fixate biological structures prior to characterization with scanning electron microscopy (SEM). SEM was performed using a FEI Magellan 400 FESEM with energy dispersive X-ray spectroscopy (EDX) (Oxford Instruments). EDX was performed using an Everhart–Thornley detector, at 2.00 kV voltage and 13 pA current. SEM-EDX analysis was performed on both unused and biofilm-covered AC granules. In addition, transmission electron microscopy (JEM-1400Plus) analysis was performed on unused AC-Ni 5% granules, to visualize nickel structures.
The metal loading of AC samples was measured via inductively coupled plasma optical emission spectroscopy (ICP-OES; Perkin Elmer ICP-OES AVIO 500). For ICP-OES measurements, microwave-assisted extraction in aqueous HNO3 and HCl solution was used to dissolve all metals from the carbonaceous support. Textural properties of samples were assessed using nitrogen physisorption (Micromeritics Tristar II PLUS) at liquid nitrogen temperature. Prior to physisorption measurements, the samples were degassed at 120 °C for 12 h (Micrometrics VacPrep 061). For the calculations of the isotherm data plots, the BET (Brunauer–Emmett–Teller) method was used and the pressure region for fitting the linearized data was determined by the Rouquerol method.
To assess the microbial community composition, at the end of MES experiments, liquid samples (40 ml) were removed from each reactor and centrifuged. The pellet formed after centrifugation was transferred in an Eppendorf tube, immersed in liquid N2, and stored at −80 °C. DNA extraction, amplification, and taxonomic analysis was performed on these samples using next generation sequencing (NGS) as previously described.27 In order to estimate the deviation among duplicate reactors, for all three electrode types, DNA sample was acquired from each of the duplicate reactors and analysed separately. During the inoculum preparation for MES experiments, a pellet sample from the parent reactor was also acquired and subjected to the same procedure, in order to assess the microbial community composition of the parent reactor. NGS sequences were deposited in the European Nucleotide Archive.‡ Other raw experimental data related to electrode characterization and reactor operation are available in the 4TU.ResearchData repository.§
The total amount of nickel on each electrode was calculated based on the metal loading measured with ICP-OES (in %, Table 2), multiplied by the average amount of AC of each electrode (in gram, given in Electrode preparation section). Leaching of nickel in the electrolyte during experiments was calculated based on the amount of dissolved nickel (likely as nickel oxide) in the catholyte, measured with ICP-OES (in μg L−1), excluding the amount of nickel present in fresh electrolyte, and expressed as percentage of the total amount of nickel on each electrode.
Sample | BET surface area (m2 g−1) | External surface area (m2 g−1) | Micro-pore area (m2 g−1) | Ni (wt%) | Fe (wt%) |
---|---|---|---|---|---|
Control | 663 ± 30 | 209 ± 12 | 454 ± 22 | 0.0 | 1.3 × 10−1 |
AC-Ni 0.01% | 676 ± 15 | 190 ± 2 | 485 ± 17 | 1.7 × 10−2 | 8.2 × 10−2 |
AC-Ni 5% | 665 ± 7 | 168 ± 26 | 498 ± 33 | 6.3 | 7.7 × 10−2 |
For electrochemical experiments, electron recovery (%) was calculated between consecutive sampling points (i.e., with a time interval of 48 or 72 hours). The produced amount of gas and liquid products (in mol) was calculated based on the concentration difference between sampling points, as measured with HPLC and GC. The number of electrons (in mol) recovered in the product was estimated based on reaction stoichiometry (i.e., 2 mols of electrons per mol formate and hydrogen, 8 mols of electrons per mol acetate and methane), and converted to electric charge, by multiplying with the Faraday constant (96485 Coulombs per mol electrons). Electron recovery was calculated as the percentage of electric charge recovered into the product, compared to the total electric charge between two sampling points, as recorded by the potentiostat.
The non-parametric Spearman's rho correlation coefficient (2-tailed) was calculated using SPSS Statistics software (IBM SPSS Statistics 25), to estimate the correlation between the main microbial genera identified with NGS and several parameters measured during MES experiments (i.e., electrocatalytic activity, dissolved nickel oxide concentration, onset of product formation, product concentration and electron recovery, microbial growth). For this analysis, only data corresponding to experimental reactors were used, whereas NGS data from the inoculum samples were not included. One-star significance corresponds to correlations at the 0.05 level, and two-star significance corresponds to correlations at the 0.01 level.
Previous studies on MES have reported an evolution of the current density towards more negative values over time.24 Nevertheless, such an effect was not observed in the MES experiments reported here (Fig. 1c). The initial sharp change in current density during the first minutes of the experiment for all electrodes can be attributed to capacitance, as well as reduction of components on the electrode and in the electrolyte at the start of the experiment.23,28
While the initial cathodic current density was lower with AC-Ni 5%, compared to the other two electrodes (Fig. 1a and b), this electrode reached a higher current during the rest of the experiment, for both abiotic and MES experiments (Fig. 1a and c, respectively), thus indicating an effect of high Ni loading on the electrocatalytic activity of AC, likely via improved H2 production, as has been previously discussed for carbon electrodes modified with Pt or Ni.10 Instead, AC-Ni 0.01% and control electrodes reached a similar current density throughout abiotic electrochemical experiments (Fig. 1a), thus indicating that low Ni loading did not improve the catalytic activity of AC. During MES experiments (Fig. 1c), the current density was not significantly different between control and AC-Ni 0.01% electrodes during the first 20 days. Instead, some deviation could be observed from day 20 onwards (i.e., after a power failure of 24 hours, described in Fig. 1), with an average current density of −0.26 ± 0.04 mA cm−3 for control and −0.39 ± 0.02 mA cm−3 for AC-Ni 0.01% electrodes.
Aside from acetate, formate was also detected in the electrolyte during MES experiments, and the concentration over time is shown in Fig. 2. Formate, an intermediate product during acetate biosynthesis,29 was initially formed and thereafter depleted from the electrolyte in all MES experiments. The difference in formate concentration does not appear to be significant among reactors. However, it can be observed that the peak in formate concentration was recorded earlier in reactors with AC-Ni 5% electrodes, followed by AC-Ni 0.01%, and thereafter control electrodes.
H2 was the only product detected during abiotic experiments, and the calculated electron recovery is shown in Fig. 3a. The average electron recovery to H2 was slightly higher with AC-Ni 0.01% compared to control electrodes, but the two values were not significantly different, based on duplicate experiments (Fig. 3a). Therefore, adding a small amount of Ni did not improve the electrocatalytic H2 production, as was also evident by the current density (Fig. 1a). Low loading likely resulted in formation of too small and/or scarce Ni nanostructures on AC for measurable H2 production. Instead, AC-Ni 5% had a significantly higher electron recovery into H2 at every time point, compared to the other two electrodes, reaching a maximum electron recovery of up to 90% on day 4, and an over 6-fold increase compared to control electrodes on day 7 (Fig. 3a). For all three electrodes, the electron recovery was less than 100%, which may indicate that some H2 was leaking out of the reactor or adsorbed on the AC electrode over time.30
Gas products were also measured during MES experiments, namely H2 and CH4. The calculated electron recovery into H2 is shown in Fig. 3a. As was also observed during abiotic experiments, H2 production was higher in reactors with AC-Ni 5%, whereas the difference observed between the other two AC electrodes was not significant (Fig. 3a). The highest average electron recovery was recorded on day 7 and corresponded to 76% for MES reactors with AC-Ni 5%. H2 production could be observed until day 11 in reactors with AC-Ni 5%, with an electron recovery of over 60%, whereas it drastically dropped to 10% by day 14. Only trace amounts of H2 could be measured from day 16 onwards. Similarly, H2 production decreased in MES reactors with control and AC-Ni 0.01% electrodes after day 9, and only trace amounts of H2 could be detected after day 18.
The electron recovery into CH4 over time during MES experiments is also shown in Fig. 3a. CH4 production was recorded in all reactors during later stages of reactor operation, which coincided with a lower apparent H2 production. Production was detected earlier in reactors with AC-Ni 5% cathodes (day 14), followed by AC-Ni 0.01% (day 18) and thereafter control electrodes (day 23). The highest average electron recovery of over 25% was recorded with AC-Ni 5% cathodes on day 43, 29 days after the onset of production, whereas reactors with AC-Ni 0.01% and control electrodes reached a maximum of approximately 14% at the onset of production, on days 18 and 23, respectively. No CH4 production could be detected with control and AC-Ni 0.01% electrodes after day 43, whereas production was recorded until the end of the experiment in reactors with AC-Ni 5% cathodes.
For both acetate and formate production during MES, the electron recovery was also calculated at every sampling point, and the results are shown in Fig. 3b. At almost every time point, particularly between days 14–37, the electron recovery to acetate was significantly higher in reactors with AC-Ni 5%, followed by AC-Ni 0.01% and finally control electrodes. The maximum recovery was calculated with AC-Ni 5% (74% on day 16), followed by AC-Ni 0.01% (64.5% on day 11) and control electrodes (28.5% on day 14). Instead, the highest electron recovery to formate was calculated with AC-Ni 0.01%, reaching a maximum of 20% on day 14, followed by control (12% on day 16), and last by AC-Ni 5% electrodes (2% on day 11). As an intermediate product, lower concentration and electron recovery to formate is not necessarily indicative of lower production, but could be due to the intermittent sampling and fast formate uptake by the microorganisms during MES experiments.
For all MES reactors, the optical density increased continuously throughout the experiment. The optical density was similar among all reactors until day 25. From day 28 onwards, some deviation could be observed among experiments, with the highest optical density recorded for reactors with AC-Ni 0.01%, followed by control and finally by AC-Ni 5% electrodes. The final optical density was 35% higher with AC-Ni 0.01% electrodes, compared to control electrodes, whereas with AC-Ni 5% the final optical density was 21% lower than in reactors with control electrodes. It should be noted that optical density measurements at a single wavelength could only give a rough indication of microbial growth in mixed cultures.31 Nevertheless, in lieu of microscopic observations in the electrolyte, the recorded differences in optical density do imply that the concentration of planktonic microorganisms was higher during experiments in reactors with AC-Ni 0.01%, followed by control and AC-Ni 5% electrodes.
Based on the standard deviation calculated for duplicate measurements, the three AC samples do not show significant differences in terms of surface properties. Aside from physisorption, AC granules were also analysed using ICP to determine the actual metal loading. Table 2 includes an overview of the metal concentration for all electrodes used (columns 5–6). As can be observed, for both Ni-impregnated electrodes, the concentration of Ni was slightly higher than the target metal loading, and corresponded to 1.7 × 10−2 % for AC-Ni 0.01% and over 6% for AC-Ni 5% (Table 2, row 3–4, column 5). This could be due to partial burning of the AC during calcination, resulting in less amount of AC and therefore higher percentage of Ni on the granules. Aside from nickel, iron was detected on all AC samples after metal extraction (Table 2, row 2–4, column 6), indicating the presence of metal impurities on the AC granules, in spite of the treatment in nitric acid that was performed before impregnation.
High concentration of dissolved Ni atoms in the electrolyte at the start of the experiment indicates that leaching occurred for both Ni oxide-impregnated electrodes. Compared to the total amount of Ni on each electrode (Table 2) and in the microbial growth medium (in Experimental section), it can be calculated that leaching corresponded to approximately 10% for AC-Ni 0.01% and 5% for AC-Ni 5% electrodes. For control electrodes, the deviation between the expected (5.7 μg L−1) and the measured concentration (12–15 μg L−1) of Ni cannot be attributed to leaching, and is therefore likely due to inaccuracies in the measurement, as the level of quantification for ICP performed in our laboratories is set at 10 μg L−1.
For both abiotic (Fig. 5a) and MES experiments (Fig. 5c) with AC-Ni 5%, the concentration of Ni atoms in the electrolyte decreased over time until day 7 to approximately 1 mg L−1, and thereafter remained somewhat more stable until the end of the experiment. Decreasing concentration over time indicates that dissolved Ni oxide was reduced and re-deposited on the electrode, due to the cathode potential applied, or utilized by microorganisms, in the case of MES experiments. Unlike reactors with AC-Ni 5%, which reached the highest dissolved Ni atom concentration on day zero, reactors with AC-Ni 0.01% reached the highest concentration at the second measurement time point on day 2, which corresponded to 135 μg L−1 for abiotic (Fig. 5b) and 163 μg L−1 for MES experiments (Fig. 5e). Thereafter, the concentration decreased over time until the end of the experiment. Clearly, both leaching and re-deposition seem to have occurred at different rates in reactors with AC-Ni 0.01%, compared to AC-Ni 5%, and this was likely related to the total concentration of the metal, as all other factors among the different experiments were the same (e.g., cathode potential, sampling frequency).
Unlike the experiments with Ni-impregnated electrodes, which show variations in the concentration of dissolved Ni over time due to leaching and re-deposition, the concentration in reactors with control electrodes remained stable over time, at less than 20 μg L−1 for both abiotic (Fig. 5b) and MES experiments (Fig. 5e). This is likely due to EDTA added in the electrolyte, a chelating agent that stabilizes dissolved metal species,32 and prevents the depletion of the metal due to electrodeposition.33 It should be noted that the EDTA concentration in the electrolyte was selected based on the native concentration of metals (i.e., concentration given in the Experimental section), and was not adapted to stabilize the additional amount of Ni during experiments with AC-Ni electrodes. Thus, for Ni-impregnated electrodes, due to the opposing forces of EDTA and the negative cathode potential applied, the dissolved metal concentration remained relatively high throughout the experiment, i.e., over 900 μg L−1 with AC-Ni 5%, and 100 μg L−1 with AC-Ni 0.01% electrodes during MES experiments (Fig. 5c–e). With both Ni-impregnated electrodes, the concentration of dissolved Ni in the electrolyte during MES experiments continued to decrease over time at a slower rate after day 7, possibly due to microbial utilization. With AC-Ni 5%, due to the much higher total concentration, this trend is not as obvious in Fig. 5c. For a clearer visualization, this time period in reactors with AC-Ni 5% electrodes during MES is shown in Fig. 5d. After correcting for dilution due to sampling and adding fresh electrolyte, the actual decrease in concentration between days 7–30 corresponded to 29 μg L−1 with AC-Ni 0.01%, whereas the concentration increased in the electrolytes with AC-Ni 5% electrodes by 150 μg L−1, likely due to leaching from the electrode during OCP around day 20.
Fig. 6 shows unused AC granules at various magnifications without metal (a), with 0.01% Ni (b, d and e) and 5% Ni (c and f). No differences could be observed in the microscopic structure of the different electrode types. The surface of the granules was heterogeneous, including rather amorphous areas (d and f), as well as areas with characteristic tubular structure (d) and channels (e), likely as residues of natural structures in the plant precursor of the AC.34 Ni could be detected on both AC-Ni electrodes with EDX, but no Ni structures could be distinguished at a magnification of up to 35000 with SEM. For better visualization of Ni nanostructures, samples were also analysed with transmission electron microscopy, and characteristic images are shown in Fig. S1 (in ESI†).
Fig. 7 shows characteristic SEM images after MES operation of all three electrodes. As can be observed, a uniform layer of biofilm was formed on all electrodes, consisting of rod-shaped microorganisms that form an extensive network on the electrode. Filamentous structures can also be observed among the cells.
The amount of biofilm could not be compared among samples based on electron microscopy observation, as all samples exhibited full coverage with high biofilm density, consisting of multiple layers. Instead, visual observation of the three biofilm-covered AC samples was performed, and a characteristic image is shown in Fig. 7d. White coloured precipitates can be observed on all samples, highlighted with red arrows for control and AC-Ni 0.01% samples in the figure. Similar structures always appear on electrodes after MES testing, whereas they are not formed during abiotic experiments, and are therefore attributed to biofilm formation. As can be observed, white structures were only visible on some parts of the control and low Ni loading electrodes. Instead, AC-Ni 5% granules were completely covered by these structures, resulting in an apparent grey colour of these granules, compared to the black colour of the other two samples. This observation suggest that more or thicker biofilm was formed on the AC-Ni 5% electrode. Furthermore, this observation confirms that microorganisms could access the external surface area of all the granules on the electrode, despite the confinement in the polypropylene tube.
Dendrite crystals could also be observed with SEM on the two AC-Ni electrodes, as can be seen for example for AC-Ni 0.01% in Fig. 7b (highlighted with red circle). To further investigate these structures, SEM-EDX was performed, and a characteristic image is shown in Fig. 8 (crystal highlighted with red circle), accompanied by maps for individual elements detected on the sample. The composition of the crystals was mainly Na and O, indicating sodium hydroxide crystals. On control electrodes, amorphous rather than crystalline deposits could be observed that had the same composition (not shown in Fig. 7a). Amorphous or crystalline solid artefact formation has been previously reported during SEM sample preparation.35,36 Alternatively, crystallization may have occurred during cathodic operation (at −1.06 V vs. Ag/AgCl and pH of approximately 6.7).
EDX on the AC-Ni 5% electrode after MES operation revealed large particles that consist of Ni on top of the biofilm surface (indicated with red arrow in Fig. 8). Based on ICP measurements in the electrolyte (Fig. 5), re-deposition of the leached Ni occurred primarily during the first four days of both abiotic and MES experiments, whereas biofilm growth likely occurred throughout the experiment.37 Thus, if these large Ni particles were formed due to electrodeposition, they would be on the activated carbon and the initial layer of biofilm resulting from the inoculum, with more biofilm growing on top of them over time until the end of the experiment. The fact that the Ni particles are on the outermost surface of the biofilm implies that these are bio-crystallised structures, using H2 or electrons from the electrode as an electron donor for the reduction of dissolved Ni. Alternatively, they may be formed during the SEM sample preparation. While Ni is an essential element for microbial growth in trace amounts, it has been shown to inhibit microbial activity with increasing amounts, with concentrations as low as 1 mg L−1 being inhibiting in certain studies.38 Throughout MES experiments with AC-Ni 5% electrodes, the Ni atom concentration in the electrolyte was higher or equal to 1 mg L−1 (Fig. 5b). Bio-crystalized Ni structures on the electrode could therefore be a response of microorganisms to inhibiting concentrations of the dissolved metal, as a mechanism to decrease the potential toxic effects of high Ni concentration in the electrolyte.
Among the three experimental reactors and the parent reactor, significant differences can be observed in terms of microbial community composition at all taxonomic levels. Some OTUs have a much higher abundance in the inoculum, compared to experimental reactors, such as the family Ruminococcaceae (primarily genus Oscillibacter), Porphyromonadaceae and Lentimicrobiaceae. This is likely due to the metabolic and symbiotic role of these taxa. Ruminococcaceae are known to metabolize a variety of complex polysaccharides,40–43 and may be therefore more abundant in the parent reactor, due to the availability of more complex substrates. Similarly, members of the family of Porphyromonadaceae, characterized by a proteolytic metabolism,44 likely grow symbiotically with other microbes in the parent reactor, and consume organic matter released in the electrolyte from the decay of other bacteria. Unclassified Lentimicrobiaceae species have been recently identified as potential acetate-oxidizing bacteria in thermophilic methanogenic chemostats,45 and their higher abundance in the parent reactor may be related to the higher acetate concentration. On the contrary, the family of Comamonadaceae (primarily genus Hydrogenophaga) exhibited higher abundance of over 8% in experimental reactors, compared to the parent reactor (<2%). Several metabolic pathways have been described for strains in this genus, including CO2 fixation using H2.46 Therefore, higher abundance in experimental reactors may be due to H2 accumulation, whereas in the parent reactor gas products were allowed to escape via a water-lock.
Among the taxonomic units that exhibited high abundance in experimental reactors, different trends were observed, depending on the Ni loading. For example, Helicobacteraceae (primarily genus Wolinella) exhibited a higher abundance of up to 64% in reactors with control and AC-Ni 0.01% electrodes, compared to AC-Ni 5% (22%) and parent (28.5%) reactors. A similar trend can be observed for the family Desulfovibrionaceae (primarily the genus Bilophila), with up to 14% abundance in reactors with control and AC-Ni 0.01% electrodes, compared to AC-Ni 5% (9%) and parent (3%) reactors. On the contrary, Peptococcaceae exhibited the highest abundance in reactors with AC-Ni 5% electrodes (over 36%) whereas less than 2% was found in the other two reactors. While all three families include H2-consuming strains,47–49 the different trends in microbial composition may be related to other factors, such as Ni concentration and competition with other taxa, as will be further explained in the Discussion section. It should be noted that the reactors were operated in batch mode, and microbial community composition was not analysed over time, but only at the end of the experiment. Therefore, some OTUs detected may not have been metabolically active or dominant throughout the experiment, but due to lack of complete renewal of the electrolyte, they did not get washed out, and can still be detected during community composition analysis.
In order to determine the factors that affect the MES performance and microbial community composition, the Spearman's correlation coefficient was calculated for the main genera identified in experimental reactors and several parameters measured during MES experiments (Table 3). As can be observed, there are numerous significant correlations among experimental parameters and the relative abundance of certain OTUs, such as between abiotic H2 production and the family of Peptococcaceae, which exhibits a positive correlation with two-star significance. Some negative correlations can also be observed, such as between Azonexus and dissolved Ni concentration. Certain correlations can also be observed between experimental parameters, such as between the onset of acetate production and the abiotic H2 production, which implies that acetate production begins earlier in reactors with higher abiotic H2 production. Finally, correlations can also be observed among the different OTUs, which can be positive (such as between Wolinella and Azonexus), thus indicating a symbiotic effect, or negative (such as between Azonexus and Desulfovibrio), which implies competition between these two OTUs.
The potentially inhibiting effects of high dissolved Ni concentration are also evident based on the microbial community composition. For example, the order of Selenomonadales (unclassified Peptococcaceae bacterium) had highest abundance in reactors with AC-Ni 5% electrodes (36%), followed by inoculum (4.1%), AC-Ni 0.01% (1.8%) and control samples (0.4%), which could be due to their tolerance to high dissolved Ni concentration, compared to other groups, as sulfate-reducing bacteria including Peptococcaceae are often found in metal-rich sites.52–54 This hypothesis is further substantiated by the statistical analysis performed, which shows a strong positive correlation between the abundance of Peptococcaceae and the dissolved Ni concentration (Table 3).
Another strong positive correlation with dissolved Ni concentration was calculated for Desulfovibrio (Table 3), which exhibited highest abundance in the reactors with AC-Ni 5% electrodes (7.1%), followed by the inoculum (3.4%), AC-Ni 0.01% (1.5%) and control samples (1.1%). It has been previously shown that the abundance of Desulfovibrio in mixed cultures increases with increasing copper amounts on steel supports.55 Increased abundance with increasing copper amounts may be linked to the corrosion acceleration mechanisms employed by Desulfovibrio and other sulfate-reducing bacteria, including direct biocatalytic cathodic electron transfer.55 Thus, a similar mechanism to copper tolerance can be hypothesized for Ni, which could explain the higher abundance of Desulfovibrio with AC-Ni 5% electrodes.
Consumption of H2 near the surface of the electrode by biofilm-forming microorganisms in the present study complicates the interpretation of the interaction between planktonic growth/community composition and electrocatalytic activity of the modified electrodes for H2 production. Therefore, while AC is clearly a suitable electrode material for MES, future studies on electrocatalytic cooperation based on H2 intermediate would likely benefit from the use of a less biocompatible electrode with strong H2 evolution activity, such as a pure metallic nickel foil or mesh. Alternatively, the effect of H2 as an electron donor could also be investigated under different cathode potentials, in order to tune the H2 production, or via feeding electrochemical reactors with specific H2/CO2 ratios.
For both planktonic and biofilm-forming microorganisms, altered trace metal concentration could result in different gene expression and enzymatic activities within the mixed culture.38,67 While these effects were not investigated in the present study, it is plausible that the improved production rate and yield of acetate as a response to Ni addition was due to the effect of the added metal on gene regulation and altered activity of enzymes.
Overall, the present results indicate that nickel addition at low concentrations improves microbial planktonic growth, whereas at high concentrations, nickel results in a switch from planktonic to biofilm growth, as a result of nickel toxicity. In order to further elucidate the concentration-dependent effects of nickel, future studies should focus on a wider range of nickel loadings, including both intermediate loadings (between 0.1% and 5%), as well as loadings greater than 5%. Such investigations may help reveal an optimal nickel loading to steer biocatalysts towards planktonic or biofilm growth.
High nickel loading resulted in the highest biofilm formation, acetate production and electron recovery to acetate. This was likely due to the improved H2 production, as well as the improved charge transfer within the biofilm. Fast consumption of H2 near the cathode surface likely resulted in the low abundance of planktonic microorganisms, due to substrate depletion. A shift from planktonic to biofilm growth may also be due to high nickel concentration in the electrolyte, as a response of microorganisms to stressful conditions (i.e., potential toxic effects of nickel). Large nickel deposits on the biofilm indicate that microorganisms used the available metal to create conductive bio-structures, as has been previously shown for palladium, and these may have resulted in improved electron transfer within the biofilm, and thus biofilm formation.
Low nickel loading resulted in improved acetate production and electron recovery, compared to control experiments, as well as the highest abundance of planktonic microorganisms. This was likely due to the higher availability of nickel as a trace element.
Contrary to previous reports, which only show an effect of metal addition on acetate production rate, both the rate and electron recovery to acetate were improved by nickel doping on AC in this study. Furthermore, an acceleration of formate production was observed with increasing nickel loading. These effects are likely related to the altered microbial community composition as a result of nickel addition. Altered gene expression and improved charge transfer may further explain these findings, although these factors were not investigated in the present study.
A combination of the aforementioned mechanisms (i.e., catalytic activity, charge transfer, toxicity, trace element availability) of nickel interaction with MES microorganisms is evidently responsible for the observed improvement in MES performance. Therefore, the individual and combined effects of nickel on MES ought to be better understood. Multi-factorial investigations such as the present study could offer a valuable starting point for understanding the improvement of MES via electrode modification, both in terms of fundamental research and application.
Footnotes |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/d1cy02151f |
‡ 16S rRNA gene raw sequences are deposited in the ENA database (https://www.ebi.ac.uk/ena, accessed on 1 March 2022) under the accession number PRJEB51246. |
§ The datasets generated during the current study are available in the 4TU.ResearchData repository (DOI: 10.4121/19248359, accessed on 9 March 2022). |
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