Abstract
Maintaining functional stability of microbial electrolysis cell (MEC) treating wastewater depends on maintaining functional redundancy of efficient electroactive bacteria (EAB) on the anode biofilm. Therefore, investigating whether efficient EAB competing for the same resources (electron donor and acceptor) co-exist at the anode biofilm is key for the successful application of MEC for wastewater treatment. Here, we compare the electrochemical and kinetic properties of two efficient acetoclastic EAB, Geobacter sulfurreducens (GS) and Desulfuromonas acetexigens (DA), grown as monoculture in MECs fed with acetate. Additionally, we monitor the evolution of DA and GS in co-culture MECs fed with acetate or domestic wastewater using fluorescent in situ hybridization. The apparent Monod kinetic parameters reveal that DA possesses higher jmax (10.7 ± 0.4 A/m2) and lower KS, app (2 ± 0.15 mM) compared to GS biofilms (jmax: 9.6 ± 0.2 A/m2 and KS, app: 2.9 ± 0.2 mM). Further, more donor electrons are diverted to the anode for respiration in DA compared to GS. In acetate-fed co-culture MECs, DA (98% abundance) outcompete GS for anode-dependent growth. In contrast, both EAB co-exist (DA: 55 ± 2%; GS: 24 ± 1.1%) in wastewater-fed co-culture MECs despite the advantage of DA over GS based on kinetic parameters alone. The co-existence of efficient acetoclastic EAB with high current density in MECs fed with wastewater is significant in the context of functional redundancy to maintain stable performance. Our findings also provide insight to future studies on bioaugmentation of wastewater-fed MECs with efficient EAB to enhance performance.
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Introduction
The current trend in biological wastewater treatment is moving toward recovery of resources (e.g., reclaimed water for reuse, energy, nutrients, materials, etc.)1,2. In this regard, anaerobic biotechnologies based on microbial electrochemical technologies (METs) have the potential for recovering energy and reclaimed water (for non-portable use) from domestic wastewater3,4. Recently, METs have been demonstrated to be efficient in treating domestic wastewater at a cubic-meter scale5. In METs, electroactive bacteria (EAB) are considered the key functional microbiome responsible for transforming organic (e.g., acetate) or inorganic (e.g., ammonium) pollutants in wastewater into energy through the electrogenesis process at the anode6,7,8. This is possible because EAB have extracellular electron transfer (EET) capability that allow them to couple the oxidation of substrates (electron donor) in their cytoplasm with the reduction of insoluble extracellular electron acceptors (e.g., electrode) for respiration9. Since EAB represent the core of METs, maintaining functional stability in terms of coulombic efficiency (CE), current density, and pollutant removal depends on maintaining diverse and efficient EAB on the anode biofilm10.
In engineered biological wastewater treatment systems, functional stability is often correlated with functional redundancy. Functional redundancy enables the maintenance of stable reactor performance as conditions change due to the presence of multiple species that can carry out the same biochemical function (e.g., phosphorous removal, ammonium oxidation, nitrite oxidation, etc.) such that the loss or change in the relative abundance of one species will be compensated by another species in the community11,12,13. In METs, identifying functionally redundant EAB is complicated as currently there is no marker gene to detect EAB like the genetic markers for well-studied microbes such as methanogens, ammonia-oxidizing bacteria, nitrite-oxidizing bacteria, and phosphorous accumulating organisms14,15. Also, there is no database available with known genes/proteins and pathways involved in EET, and therefore using “omics analyses” alone cannot determine if an organism is electroactive or not. Further, a literature survey of more than 100 EET-capable species indicated that there are many ecological niches for microorganisms able to perform EET14. Despite having EET capability, these known EET-capable species differ in their electron transfer capacity (direct vs. mediated electron transfer), habitat (oxygen, salinity, temperature, and pH), growth characteristics including the ability to form biofilm on the anode, and metabolic versatility (electron donors, electron acceptors, and carbon source). Therefore, relying solely on EET capability is not a criterion to ensure functional redundancy and hence functional stability of METs for domestic wastewater treatment. To maintain functional stability, EAB should be functionally redundant in terms of maintaining high current density and efficiency in converting substrates to current (i.e., high CE) at all times. This can be achieved by selecting functionally redundant EAB having a similar ecological niche (e.g., they are efficient in their EET, can generate high current density through direct electron transfer, can form a biofilm, and have similar metabolic characteristics).
Some EAB are known for being more flexible and versatile (i.e., occupy a wider ecological niche), while others are highly specialized and occupy a small ecological niche14. From the perspective of wastewater treatment with resource recovery, EAB that are highly specialized seem to be more efficient in terms of CE and current density. For instance, Geobacter sulfurreducens, a model EAB, is highly specialized and is currently considered the most important current-producing bacterium, and it is the most commonly identified anodic EAB derived from municipal wastewater in microbial fuels cells (MFCs) or microbial electrolysis cells (MECs), using acetate containing growth medium6,7,15,16. G. sulfurreducens interact with the anode by direct electron transfer using outer membrane cytochromes17 and nanowires18 to externalize the electrons from cell to the anode. They are metabolically less versatile and preferentially metabolize acetate (electron donor) with anode as electron acceptor and could form biofilm. Acetate is an important volatile fatty acid in domestic wastewater generated from the fermentation of organics, and serves as a primary substrate for EAB in METs7. Further, low acetate concentrations are shown to impose a selective pressure to enrich for Geobacter sp.6,19. The above features provide a selective advantage for the growth of G. sulfurreducens on the anode over more flexible and metabolically versatile EAB such as Shewanella oneidensis (another model EAB), and it also gives them a competitive advantage over non-EAB such as acetoclastic methanogens.
Despite the above advantages, G. sulfurreducens is not always present or abundant in METs fed with acetate20 or wastewater10. For instance, using acetate as electron donor and poised anode as electron acceptor, highly efficient EAB were selected from seven environmental samples to produce high current densities in MECs. Geobacter sp. was only dominant in two of the anodic biofilms20. In another study, electricity-generating biofilm was functionally stable for over 1 year in single-chamber, air-cathode MFCs fed with domestic wastewater, despite temporal fluctuations in a microbial community, with early stages dominated by Geobacter sp., but in later stages (mature biofilm), members closely related to Desulfuromonas acetexigens were predominant. Similarly, a shift in dominance from Geobacter sp. towards members closely related to D. acetexigens in the anodic biofilms was observed in single-chambered MECs (~14 days of growth using anaerobic sludge as inoculum) fed with acetate21. D. acetexigens was also detected along with G. sulfurreducens in the anodic biofilms enriched from mixed-culture inoculums, such as anaerobic sludge21, domestic sewage10,22, raw paper mill effluents23, and lagoon sediment24. Recently, a pure culture of D. acetexigens strain 2873 was shown to be capable of EET to the anode of MEC fed with acetate, producing high peak current densities of ~10 A/m2 21,25. Taken together, these results suggest that other efficient acetoclastic EAB such as D. acetexigens might become dominant at the anode when conditions are favorable, hence supporting functional stability through functional redundancy. However, it is still not clear what triggers the selection of G. sulfurreducens or D. acetexigens to become dominant at the anode of METs fed with acetate or domestic wastewater.
From the perspective of ecological niche, D. acetexigens has a similar ecological niche as G. sulfurreducens in terms of electron transfer characteristics (i.e., direct vs. mediated) and metabolic characteristics (electron donor and acceptor). For example, they both preferentially metabolize acetate (electron donor) with anode as electron acceptor and could form biofilm. They also produce high current density through direct electron transfer. Nevertheless, they might differ in the genes/proteins and pathways involved in EET and in their growth and substrate-utilization kinetics. From the limited studies available in mixed-culture anodic biofilms21, it seems that D. acetexigens has some selective advantage over G. sulfurreducens. However, these studies are not conclusive because of the complexity of undefined mixed cultures. This complexity can be reduced using defined co-culture experiments in METs26,27. Previous co-culture experiments were conducted using mixed-substrates (acetate and lactate) as a source of carbon and energy and a co-culture made of a highly specialized and efficient EAB (G. sulfurreducens) and metabolically versatile and poorly efficient EAB (e.g., S. oneidensis, Clostridium acetobutylicum, or Enterococcus faecium)26,27. To the best of our knowledge, there are no co-culture studies that investigated the competition of highly specialized and efficient EAB for the same resources (electron donor and acceptor) in METs.
In domestic wastewater, daily fluctuations in wastewater composition, substrate complexity, and fermentation kinetics in the anode chamber is considered to be the rate-limiting step for electrogenesis28. Moreover, the process of fermentation of organics to acetate may vary temporally and spatially across the anode, which can lead to notable differences in acetate flux in the anodic chamber. Also, acetate can serve as a primary substrate for other competing processes (i.e., methanogenesis and sulfate reduction) in wastewater-fed reactors28, which might affect the enrichment of acetoclastic EAB as well as their activity at the anode (i.e., current density and CE). Therefore, for the successful application of METs for domestic wastewater treatment, it is important to first investigate whether highly specialized and efficient acetoclastic EAB competing for the same resources (electron donor and acceptor) co-exist in the anode biofilm. This motivated us to address the following questions in this study: will competition for a common electron donor (i.e., acetate) and electron acceptor (i.e., anode) in the anode biofilm lead to competitive exclusion or co-existence of efficient acetoclastic EAB? Is it possible to establish and maintain functional redundancy of efficient acetoclastic EAB in the anodic biofilm of MET treating domestic wastewater? To address these questions, we compared the electrochemical and kinetic properties of two efficient and highly specialized acetoclastic EAB, Desulfuromonas acetexigens and Geobacter sulfurreducens, grown as monoculture under identical operational conditions in single-chamber MECs. Then, we investigated the evolution of D. acetexigens and G. sulfurreducens in the anodic biofilm of MECs fed with acetate or domestic wastewater using fluorescence in situ hybridization (FISH).
Results
MEC performance with a monoculture of D. acetexigens or G. sulfurreducens
D. acetexigens (MECDA-NaAc) and G. sulfurreducens (MECGS-NaAc) biofilms were grown separately on graphite cloth under an anode set potential of −0.1 V vs. Ag/AgCl in single-chambered MECs (Supplementary Fig. 1). The cell density to startup the MECs was the same for both cultures, and acetate was used the sole carbon and energy source for reactor operation. The initial two batches were operated with 10 mM acetate (COD equivalent of 630 mg COD/L) to avoid any substrate limitation during initial anode colonization, and then the acetate concentration was reduced to 6 mM (COD equivalent of 380 mg COD/L) for the remainder of the batches to maintain a COD level typical of domestic wastewater. The anodic (i.e., chronoamperometry) response of the respective cultures (Fig. 1) revealed that the onset of a rapid increase in current started earlier in MECDA-NaAc (approximately at 10 h) than MECGS-NaAc (~at 20 h) following reactor inoculation (i.e., startup). In the 1st batch of operation, a peak current density of 11 ± 0.2 A/m2 was observed in MECDA-NaAc, which is ~1.4 times higher compared to MECGS-NaAc (8 ± 0.4 A/m2). Chronoamperometry for the initial two batches using 10 mM acetate was sustained for a longer time (~70–100 h depending on the batch cycle) for both cultures compared to batch 3 and onwards (MECDA-NaAc: 31 ± 5 h and MECGS-NaAc: 52 ± 7 h) when the MECs were fed with 6 mM acetate. A slight decrease in peak current density was observed by reducing the acetate concentration from 10 mM (MECDA-NaAc: 11 ± 0.1 A/m2 and MECGS-NaAc: 8 ± 0.5 A/m2) to 6 mM (MECDA-NaAc: 9.9 ± 0.3 A/m2 and MECGS-NaAc: 7.2 A/m2). High CE was observed for both MECDA-NaAc (98 ± 2%) and MECGS-NaAc (>110 ± 10%) for the last three reproducible cycles of the current generation.
The difference in the magnitude of the current generation and batch duration between MECDA-NaAc and MECGS- NaAc was further investigated by looking closer at the profile of acetate consumption during batch 6 of operation (Supplementary Fig. 2). In both reactors, the acetate removal rate followed first-order kinetics with respect to acetate concentration with removal rate constant higher for MECDA-NaAc (0.076 ± 0.002 h−1) than MECGS-NaAc (0.065 ± 0.001 h−1). Rapid acetate consumption was noticed in MECDA-NaAc (82 ± 2% removal) than in MECGS-NaAc (68 ± 3% acetate removal) during the first 5 hours of batch operation. In MECDA-NaAc, a sharp drop in peak current generation was noticed after 12 h of batch operation when the acetate concentration reached ~1 mM (87 ± 3% of acetate removal). Similar acetate removal was achieved in MECGS-NaAc after 25 h of batch operation, but peak current generation continued even after ~90% removal of acetate (after 30 h of operation), possibly due to H2, which was generated through HER at the cathode, being consumed by G. sulfurreducens as an electron donor for current generation29, which resulted in prolonged batch duration with >100% CE7,30. To test this, H2 availability was avoided in one of the batches by continuously purging N2 gas in the headspace (Supplementary Fig 3A). In the absence of N2 purging, the peak current density was maintained even after the acetate concentration reached <1 mM. Also, a significant reduction in batch duration (~35 h) was noticed with a CE of ~90% with N2 purging compared to a batch duration of >40 h and CE > 100% with no N2 purging. It should be noted that the cathodic CE (CCE) for H2 measured at the end of a batch cycle was <50% in MECGS-NaAc compared to a CCE of ~93 ± 2% in MECDA-NaAc, which further supports the ability of G. sulfurreducens to recycle H2 for the current generation. In single-chamber MECs, values of CEs >100% are typically reported in the literature due to H2 recycling31,32,33. Also, an increase in CE by 5–12% due to H2 recycling by G. sulfurreducens has been previously reported in MECs fed with acetate34.
The CV analysis of the ~200 h aged D. acetexigens and G. sulfurreducens biofilms developed in MECDA-NaAc and MECGS-NaAc showed a sigmoid shaped j–E curve that match the Nernst–Monod model (Fig. 2a), which is expected for electrocatalytic oxidation of acetate by the anode-bound EAB35. The EKA (the anode potential giving one-half jmax) for D. acetexigens biofilm anode was −0.37 V vs. Ag/AgCl, which was 10 mV more positive than G. sulfurreducens (EKA = –0.38 V vs. Ag/AgCl) biofilm (Fig. 2a and Supplementary Fig. S4). Non-turnover CV (i.e., in the absence of electron donor) analysis of biofilms (Fig. 2b) in phosphate buffer (50 mM, pH 7.0) showed a clear difference in the voltammogram response for both cultures. Three distinct cell membrane-bound redox couples from the D. acetexigens biofilms are responsible for the current generation. The estimated mid-point redox potentials of these redox moieties were −0.58, −0.37, and –0.2 V vs. Ag/AgCl. However, G. sulfurreducens expressed four distinct redox moieties in the biofilms with redox potentials centered at −0.52, −0.4, −0.36, and −0.13 V vs. Ag/AgCl.
MEC performance with a co-culture of D. acetexigens and G. sulfurreducens
Three sets of duplicate single-chambered MEC reactors were started simultaneously to evaluate the effect of co-culture (i.e., D. acetexigens and G. sulfurreducens) on MEC performance. The same cell density (~3E+08 cells/mL) was used for each culture to startup the reactors, which were fed with either a synthetic growth medium containing acetate or domestic wastewater amended with glucose to maintain a COD level of ~600 for the first two batches or 400 mg/L for batch 3 onwards. As with the monoculture MEC experiments, the initial two batches for the acetate-fed co-culture MECs were operated with 10 mM acetate (COD equivalent of 600 mg COD/L) to avoid any substrate limitation during initial anode colonization, and then the acetate concentration was reduced to 6 mM (COD equivalent of 380 mg COD/L) for the remainder of the batches.
The profile of current generation in the reactors fed with synthetic medium did not vary much with (MECco-culture-NaAc-N2) or without N2 (MECco-culture-NaAc) purging in the headspace (Fig. 3a, b) with the onset and magnitudes of the current generation were more-or-less the same between the two sets of reactors. However, the time required for completion of a batch cycle was comparatively longer in MECco-culture-NaAc (>50 h; CE > 100%) than MECco-culture-NaAc-N2 (~35 h, CE 90%) due to H2 recycling by G. sullfurreducens. This was confirmed experimentally where the time to see a drop in peak current production followed by a batch-cycle initiation in MECco-culture-NaAc was longer (>40 h) in the absence of N2 compared to the presence of N2 (30 h) in the reactor headspace even after the acetate concentration reached to <1 mM (Supplementary Fig. 3B).
When domestic wastewater was used as the main source of carbon and energy, the current generation in MECco-culture-WW-N2 reactors was stabilized after four batches of reactor operation (Fig. 3c) with a CE of 39 ± 5% and COD removal of 88 ± 4%. However, the peak current generation (5 ± 0.9 A/m2) in MECco-culture-WW-N2 (Fig. 3c) fed with domestic wastewater (containing fermentable substrates) was half the magnitude of peak current generated in MECco-culture-NaAc-N2 (Fig. 3b) fed with acetate (a simple and non-fermentable substrate).
Evolution of D. acetexigens and G. sulfurreducens in anode biofilm of co-culture MECs
The evolution in the abundance of D. acetexigens and G. sulfurreducens over time in the anodic biofilms of co-culture MEC experiments using synthetic media (MECco-culture-NaAc-N2) or domestic wastewater (MECco-culture-WW-N2) was monitored by FISH-CLSM. To avoid the effect of H2 recycling from the cathode on the growth of G. sulfurreduces on the anode, FISH was mainly conducted for co-culture MEC reactors purged continuously with N2 in the headspace. The FISH results for the MEC reactors fed with acetate (MECco-culture-NaAc-N2) showed that the number of G. sulfurreduces cells (8.5E + 04 cells/cm2) on the anode after 24 h of potential induced growth was 3 folds higher than D. acetexigens (2.8E + 04 cells/cm2) (Fig. 4 and Supplementary Table 1). However, the situation was reversed between hours 72 and 480 where the number of D. acetexigens cells was significantly higher (increasing from 9 folds at 72 h to 51 folds at 480 h; P = 0.007) than G. sulfurreducens (Supplementary Table 1). The high relative abundance (~98%) of D. acetexigens suggests that current generation was mainly attributed to the electrogenic activity of D. acetexigens in the anodic biofilm.
As observed in the MEC reactors fed with acetate, the relative abundance of D. acetexigens was significantly higher (44 ± 3.6% at 120 h and 55 ± 2% at 360 h) than G. sulfurreduces (21.7 ± 0.7% at 120 h and 24 ± 1.1% at 360 h) in the MEC reactors fed with domestic wastewater (MECco-culture-WW-N2) (Supplementary Table 2). While the influent wastewater feed resulted in other microorganisms growing in the mixed-culture anodic biofilm (Fig. 5), the combined relative abundance of D. acetexigens and G. sulfurreducens increased from 66 ± 2.8% (120 h) to 79 ± 3.1% (360 h) (Supplementary Table 2). It should be noted that both D. acetexigens and G. sulfurreducens were not detected by FISH in the influent wastewater feed. The enrichment of other bacteria (20% of non-FISH probe targeted cells) on the anode suggest that a portion of the COD was diverted for supporting their growth, which explains the low CE (39%) using domestic wastewater compared to acetate containing growth medium36. The acetate concentration detected during a batch cycle of operation of MECco-culture-WW-N2 reactor was ≤0.5 mM (Supplementary Fig. 5). The pH of the electrolyte in the MECs ranged between 7.0 and 7.5 throughout the operation period. This pH is optimal for the growth of both D. acetexigens21 and G. sulfurreducens37.
Estimation of apparent kinetic parameters for D. acetexigens and G. sulfurreducens in a biofilm anode
The effect of limiting-substrate concentration (1–20 mM of acetate) on current density under a set anode potential of −0.1 V vs. Ag/AgCl was evaluated for 200 h-aged biofilms of D. acetexigens and G. sulfurreducens in duplicate MECDA-NaAc-N2 and MECGS-NaAc-N2 reactors. The peak current densities generated at different acetate concentrations were used to estimate the apparent kinetic parameters (jmax and KS, app) for D. acetexigens and G. sulfurreducens. Results suggested that both cultures exhibited a Monod-like saturation curve (Fig. 6) as reported earlier for other electrochemically active bacteria35,38, with higher jmax (10.7 ± 0.4 A/m2) and lower KS, app (2 ± 0.15 mM) estimated for D. acetexigens than G. sulfurreducens biofilms (jmax: 9.6 ± 0.2 A/m2 and KS, app: 2.9 ± 0.2 mM). The lower KS, app value for D. acetexigens compared to G. sulfurreducens suggest that D. acetexigens has a higher affinity for acetate than G. sulfurreducens.
To estimate µmax (d−1), Ynet (g VSS per g COD) and fs, a new set of duplicate two-chambered MEC reactors (T-MECGS-NaAc and T-MECDA-NaAc) were initiated using previously acclimatized D. acetexigens (MECDA-NaAc) and G. sulfurreducens (MECGS-NaAc) anode biofilms as the inoculum (1% v/v, ~2E+08 cells/ml). The reactors were operated under non-substrate (10 mM acetate) limiting conditions at an anode set potential of −0.1 V vs. Ag/AgCl. The initial concentration of acetate (10 mM) was much higher than the calculated KS, app for both cultures. The SEM images of anode colonized biofilms of representative T-MECDA-NaAc and T-MECGS-NaAc reactors clearly represent the morphological features of D. acetexigens (Fig. 7b) and G. sulfurreducens (Fig. 7c). The T-MECGS-NaAc reactor took longer time (40 h) to produce a peak current of 9.4 ± 0.1 A/m2 after inoculation compared to T-MECDA-NaAc reactor (10.6 ± 0.1 A/m2 after 25 h) (Fig. 7a). Higher biomass density and acetate consumption were measured for T-MECGS-NaAc (0.94 g protein/cm2 and 7.2 mM acetate) than T-MECDA-NaAc (0.66 g protein/cm2 and 6.4 mM acetate) to achieve peak current generation after inoculation. The µmax (Supplementary Fig. 6), Ynet, and fs were 9 ± 1.7 d−1 (doubling time of 1.9 ± 0.3 h), 0.065 ± 0.002 g VSS per g COD, and 0.091 ± 0.003 e- eq of biomass per e- eq of donor consumed for T-MECGS-NaAc, and 27.9 ± 4.8 d−1 (doubling time of 0.6 ± 0.1 h), 0.051 ± 0.001 g VSS per g COD and 0.072 ± 0.002 e- eq of biomass per e− eq of donor consumed for T-MECDA-NaAc.
Discussion
In this study, we compared the electrochemical and kinetic properties of two efficient acetoclastic EAB, D. acetexigens and G. sulfurreducens, grown as monoculture under identical operational conditions in single-chamber MECs. Additionally, we monitored the evolution of D. acetexigens and G. sulfurreducens in co-culture MECs fed with synthetic media (containing acetate) or domestic wastewater supplemented with glucose.
The chronoamperometric response observed in the monoculture experiments for D. acetexigens in MECDA-NaAc was different from G. sulfurreducens (MECGS-NaAc) although both MECs were operated under the same conditions and started with the same inoculum cell density (Fig. 1). Noticeable differences were observed in the lag-period for current generation during reactor start-up. Also, the profile of current density, the magnitude of the current generation, and the time required to complete the individual batch of operation was different between the two EAB (Fig. 1). This difference in behavior between the two EAB could be due to differences in their (i) anode interaction mechanism (Fig. 2b), and (ii) apparent kinetic parameters in a biofilm anode (Fig. 6 and Supplementary Fig. 6), which are elaborated below.
The CV for turnover electron transfer (in the presence of acetate) of MECDA-NaAc biofilms retained the characteristic j–E response (Fig. 2a) similar to G. sulfurreducens biofilms developed in this study (i.e., MECGS-NaAc) and in previous studies with mono-cultures of EAB35,39,40 or mixed cultures20,33,41,42. The CV analysis in the presence of acetate (Fig. 2a) indicates that the dominant redox-active protein(s) with a mid-point potential of approximately −0.37 to 0.38 V vs. Ag/AgCl at pH ~7.0 are responsible for efficient microbial-electrocatalytic electron transfer (i.e., jmax) in the tested EAB. However, the expressed redox moieties from the non-turnover CV analysis of D. acetexigens biofilms appeared to differ from G. sulfurreducens biofilms (Fig. 2b). Differences in the number of expressed membrane-bound redox couples with distinct mid-point potentials between both current generating biofilms (Fig. 2b) indicate that the EET mechanism of D. acetexigens differs from G. sulfurreducens. Compared to D. acetexigens, the EET mechanism of G. sulfurreducens has been extensively studied15. Like G. sulfurreducens catalytic biofilms, D. acetexigens has the tendency to express biofilm-confined redox proteins (Fig. 2b) to generate current following the oxidation of the substrate (Fig. 2a). However, the non-turnover CV response of D. acetexigens biofilm-confined redox proteins (Fig. 2b) and their superior electrocatalytic activity (Figs. 1a and 6) implies that D. acetexigens may possess a unique EET pathway to interact with the anode. Future studies should employ various omic approaches to better understand the genes/proteins responsible for EET in D. acetexigens8,43,44.
In single-chamber MECS, H2 recycling affects energy consumption and energy recovery (i.e., H2) from the system3. G. sulfurreducens is known to utilize H2 as an electron donor for electricity generation29. As expected, H2 recycling in the MECGS-NaAc reactors prolonged the time needed for completing the batch cycle. In contrast, the batch cycle was shorter in MECDS-NaAc because of the lack of H2 recycling. The inability of D. acetexigens to use H2 as an electron donor for elemental sulfur (as an electron acceptor) reduction was also reported earlier45. This further supports their inability to use H2 as an electron donor. This unique property (i.e., lack of H2-recycling ability) of D. acetexigens will allow its application in single-chamber MECs with maximum recovery of energy in form of H2.
The good fittings of the experimental j–E curves measured in electron turnover conditions to the Nernst–Monod model (Fig. 2a) suggest that bacterial kinetics controlled the j–E response40. Further, the good fittings indicate that D. acetexigens and G. sulfurreducens biofilm anodes having high current density were highly conductive46. Plotting the two Nernst–Monod curves (Supplementary Fig. 4) using the Nernst–Monod kinetics (EKA and jmax) of both acetoclastic EAB suggests that the anode potential (electron acceptor) does not provide a selective advantage for one electroactive bacterium over the other. Moreover, the anode-imposed potential of −0.1 V vs. Ag/AgCl (Supplementary Fig. 4) was not limiting the respiration of both EAB. These results suggest that other factors, such as differences in EET mechanism, might have been responsible for the higher jmax (Figs. 1 and 6) of D. acetexigens over the benchmark electroactive bacterium G. sulfurreduces.
In co-cultured reactors fed with acetate, the relative abundance of G. sulfurreducens was higher compared to D. acetexigens in the early-stage biofilms (after 24 of startup; P < 0.01) (Supplementary Table 1). However, this dominance immediately shifted towards D. acetexigens after 72 h of reactor operation and was maintained for the remainder of the experiment. While G. sulfurreducens was consistently present at low abundance (~2%) with D. acetexigens, we can assume that current production from acetate-fed MECs was mainly attributed to D. acetexigens activity due to its high abundance (~98%) in the anodic biofilm (Supplementary Table 1). The selective advantage of D. acetexigens over G. sulfurreducens could be due to differences in their EET mechanism and kinetic parameters (jmax, KS, app, µmax, and Ynet). Assuming no other parameters other than the electron donor is rate-limiting for the entire process of metabolism and EET, the simulated current density of D. acetexigens and G. sulfurreducens as a function of acetate concentration using the Monod equation (Eq. 1) and calculated kinetic parameters (jmax, KS, app) demonstrated that D. acetexigens can yield higher current density compared to G. sulfurreducens at all soluble limiting-substrate concentrations (Supplementary Fig. 7). Further, lower Ynet and fs values for D. acetexigens compared to G. sulfurreducens suggest that comparatively more donor electrons were diverted to the anode for respiration, whereas more donor electrons were diverted to cell synthesis in G. sulfurreducens. The above kinetic advantages provided a selective advantage for D. acetexigens over G. sulfurreducens resulting in a higher relative abundance of D. acetexigens in the biofilm of co-cultured MEC reactors fed with acetate.
In the case of co-cultured MEC reactors fed with domestic wastewater supplemented with glucose (MECco-culture-WW-N2), the acetate concentration stabilized at 0.1–0.5 mM during the batch cycle of operation (Supplementary Fig. 5) suggesting that the rate of acetate generation by fermenters balanced the rate of its consumption by acetate-oxidizing bacteria, mainly D. acetexigens and G. sulfurreducens. This range of acetate concentration was significantly lower than the KS, app for acetate (2–2.9 mM) for both organisms. However, if we assume that the biomass specific loss rate is the same (0.1 d−1) for both EAB, then Smin = KS, app × (biomass specific loss rate/µmax – biomass specific loss rate), which is defined as the minimum substrate concentration that can support steady-state biomass13, for D. acetexigens is 0.01 mM and 0.03 mM for G. sulfurreducens. This suggests that these low acetate concentrations could sustain the growth of both EAB. Contrary to acetate-fed co-culture MECs (MECco-culture-NaAc-N2), where competitive exclusion prevailed with D. acetexigens (98% abundance) outcompeting G. sulfurreducens in a very short period (5 days) after reactor startup (Supplementary Table 1), both EAB co-existed at high relative abundance (D. acetexigens 55 ± 2%; G. sulfurreducens 24 ± 1.1%) in MECco-culture-WW-N2 reactors (Supplementary Table 2) despite the selective advantage of D. acetexigens over G. sulfurreducens based on kinetic parameters alone. Such co-existence without competitive exclusion requires niche differentiation. Presumably, G. sulfurreducens co-existed due to the fermentable nature of the substrate (domestic wastewater and glucose), which requires syntrophic cooperation between fermenters and EAB for its degradation6,16.
The difference in the combined relative abundance of the two EAB at the anode when using acetate (100%) vs. wastewater (80–85%) was due to the nature of the substrate (fermentable vs. non-fermentable substrate). In wastewater-fed MECs, fermentable substrates are first fermented to acetate by fermenters (Supplementary Fig. 5) and the generated acetate is then utilized for current generation by the bio-augmented acetoclastic EAB. Also, the rate of fermentation, the spatial variability of acetate production on the anode by fermenters, and the presence of other heterotrophs competing for substrate and space in mixed-culture biofilms may have led to this difference in the relative abundance of bio-augmented EAB between the acetate-fed MECs and wastewater-fed MECs. Nevertheless, both EAB maintained high relative abundance (80–85%) on the anode of wastewater fed MECs after bioaugmentation due to several factors including their high affinity (low KS, app) to acetate (electron donor), low Smin for acetate, imposed growth at an anode potential of −0.1 V, and the fact that they both form biofilm and transfer electrons directly to the anode.
The co-existence of efficient acetoclastic EAB in MECs fed with real wastewater is significant in the context of functional redundancy for maintaining stable performance in response to environmental perturbations11. Although members of Geobacter sp. seem to be the dominant anodic community in lab-scale and pilot-scale MECs treating domestic wastewater47,48,49,50, the findings from this study suggest that D. acetexigens co-exists with G. sulfurreducens in MECs fed with domestic wastewater, and bioaugmentation of MECs with D. acetexigens and G. sulfurreducens might be a good strategy to enhance functional redundancy in the anodic biofilm and hence functional stability of MECs. Different EAB have different ecophysiological properties, and therefore, identifying factors (biotic and abiotic) that create ecological niches favoring the co-existence of superior acetoclastic EAB such as D. acetexigens and G. sulfurreducens in mixed-culture anodic biofilms warrants further investigation.
Methods
Pure culture growth
G. sulfurreducens (DSM 12127) and D. acetexigens (DSM 1397) were procured from the German Collection of Microorganisms and Cell Cultures (DSMZ, Germany) as lyophilized cultures and were activated separately in their respective culture medium as recommended by DSMZ. After activation, G. sulfurreducens and D. acetexigens were cultured separately at 30 °C in 50 mL airtight, rubber septa-sealed, anaerobic syringe bottles containing 45 mL of growth medium (details shown below) and subsequently sub-cultured four times (each batch was incubated for 3 days) in the same medium prior to their use in the MEC experiments. The growth medium contained (per liter): 0.1 g of KCl, 0.2 g of NH4Cl, 0.6 g of Na2HPO4, 0.49 g of CH3COONa (sole carbon and energy source), 10 mL of vitamin mix (DSM 141), and 10 mL of trace mineral mix (DSM 141). Followed by boiling, the medium was flushed with N2-CO2 (80:20) for 1 h to remove dissolved oxygen. Then the medium was adjusted to pH 7 by adding powdered NaHCO3, and then was transferred to serum vials for autoclaving (121 °C, 20 min, 15 psi). CaCl2 (final concentration of 0.1 g/L) and MgSO4 (final concentration of 0.4 g/L) solutions were autoclaved separately to avoid salt precipitation interference in the growth medium during heating, and were added to the sterilized growth medium prior to culture inoculation in MEC. Filter sterilized sodium fumarate solution (final concentration of 8 g/L, which was pre-dissolved in sterile degassed water) was added into the autoclaved medium as the terminal electron acceptor to initiate growth after inoculation. The final batch of inoculum sub-culturing was cultivated in 250 mL of serum vial containing 200 mL of growth medium to harvest sufficient biomass to conduct the MEC experiments. All transfers were carried out under an anaerobic environment.
MEC construction and operation
Both cultures grown separately in 250 mL serum vials were centrifuged (7000 rpm for 8 min) and the resultant pellet from each culture was washed separately with saline phosphate buffer and centrifuged again. The washed cell pellets of each culture were suspended separately in sterile growth medium (free of fumarate). The cell concentration of individual cultures was normalized to ~3E + 08 live cells/mL, before inoculating single-chamber MECs, by adding a certain volume of the growth medium followed by measuring the cell density with flow cytometry.
The single-chamber MECs were constructed using screw-capped 300 mL borosilicate glass bottles and were operated with a working volume of 280 mL. Single-chamber MEC design was used in the current study because it is more practical for scale-up as it reduces capital and energy cost43. Also, single-chamber MECs minimize the pH imbalance that is typically observed between the anode (more acidic) and the cathode (more basic) in double-chamber MECs. The single-chamber MECs were modified with appropriate ports for placing electrodes, gas collection bag, and sampling liquid samples. The anode was carbon cloth (6 cm × 6 cm) with platinum gauze (5 cm × 5 cm) as cathode and Ag/AgCl as reference electrode (3.5 M KCl, BioAnalytical Systems, USA). The anode and cathode were positioned vertically, ~3 cm apart. The single-chamber MECs were operated under anodic potential induced growth of −0.1 V vs. Ag/AgCl using a multi-channel potentiostat (VMP3, Biologic, France). This potential was chosen for the following reasons: (i) in our previous study21, we showed that D. acetexigens generates high current density at −0.1 V vs. Ag/AgCl; and (ii) this anode potential falls between the optimum potential range (i.e., 0 to −0.2 V vs. Ag/AgCl) reported for G. sulfurreducens biofilm growth51.
Four sets of MEC experiments were conducted in parallel, with three sets operated using the above synthetic growth medium (free of fumarate) with sodium acetate (NaAc) as the sole carbon and energy source and one set was operated with unfiltered/unsterilized domestic wastewater as feed substrate. One set of triplicate MECs were started by inoculating a monoculture (2% culture) of G. sulfurreducens (MECGS-NaAc) or D. acetexigens (MECDA-NaAc) in separate MEC reactors. The second set of duplicate MECs were started by adding both cultures together (MECco-culture-NaAc; 1% v/v of each culture). The MEC reactors were operated in a batch-cycle mode, and the feed substrate was changed when the current generation drops to half of its peak current value or when the measured residual acetate concentration becomes low (~1 mM). At the end of each batch of operation, the MEC reactors (monoculture or co-culture) were completely drained and then filled with fresh growth medium containing acetate, with no additional inoculum. The third set of duplicate reactors (MECco-culture-NaAc-N2) was operated like the MECco-culture-NaAc but N2 gas was continuously purged in the reactor headspace. Concurrently, the fourth set of duplicate MEC co-culture reactors were operated using unfiltered and unsterilized domestic wastewater (MECco-culture-WW-N2) as feed substrate (no acetate added) under N2 gas continuously purged in the reactor headspace. Both cultures (1% v/v of each culture) were added to the MECco-culture-WW-N2 reactors. Domestic wastewater was collected from a local wastewater treatment plant (KAUST campus, Saudi Arabia), but due to the low organic strength (~150 mg/L of COD) of the wastewater, glucose (a fermentable substrate) was added to the wastewater to maintain a uniform COD concentration of 400 mg/L in the feed to match the COD level used in the acetate-fed MECs. Since competition for acetate is impacted by syntrophic interaction between EAB and fermenters when using fermentable substrates (e.g., real wastewater, glucose), we used glucose to mimic a fermentable substrate instead of acetate (non-fermentable substrate), otherwise adding acetate to adjust the COD will bias the results of competition using real wastewater. The first two batches of MECco-culture-WW-N2 reactors were operated with 600 mg/L of COD to support microbial growth during the initial phase of anode colonization. All inoculations and media transfers were carried out in a sterile anaerobic glove box (Coy Laboratory, USA), and all incubations were performed at 30 °C in a controlled temperature room.
The biofilm from the co-culture MEC experiments (MECco-culture-NaAc-N2 and MECco-culture-WW-N2) was collected at different time intervals of reactor operation for cell count measurement using FISH.
Apparent kinetic parameters estimation for G. sulfurreducens and D. acetexigens anodic biofilm
Two sets of duplicate MEC reactors (MECGS-NaAc-N2 and MECDA-NaAc-N2) were started by inoculating a monoculture (1% v/v; cell density of ~3.0E+08 cells/mL) of G. sulfurreducens or D. acetexigens. N2 gas was continuously purged in the headspace of the reactors through a 0.2 µm pore size sterilized filters to maintain uniformity in operation among the two sets of reactors. After observing reproducible current production followed by 200 h of biofilm growth under a set anode potential of −0.1 V vs. Ag/AgCl, the concentration of electron donor (acetate) was varied (1–20 mM) to estimate the apparent kinetic parameters (jmax and KS, app) according to Torres et al.38,40,52 using Monod equation (Eq. 1):
Where, j is current density (A/m2), jmax is the maximum current density (A/m2) at the corresponding concentration of acetate (mM), KS, app is the apparent half-saturation substrate concentration (mM) in a biofilm and S is the substrate (acetate) concentration (mM).
The jmax and KS, app values for each monoculture were estimated using the relative least-square method38.
The maximum specific growth rate (µmax; d−1) and net biomass yield (Ynet; g VSS per g COD) for D. acetexigens and G. sulfurreducens were estimated in separate two-chambered MEC experiments as described previously46,53. The µmax was estimated by plotting the natural logarithm of j vs. time, according to Eq. 2, and then performing a linear regression for the initial growth phase:
Where j and j0 represent the current densities produced at time t and t = 0, respectively.
The Ynet was estimated according to Eq. 353:
Where Cprotein (g/L) is the concentration of protein measured at the end of the batch experiment, ΔSacetate (mol/L) is the difference between influent and effluent acetate concentration, 64 is the COD equivalent of 1 mole of acetate. Total protein was measured using the DC-protein assay kit (BIO-RAD Laboratories, Inc., USA) following the manufacturer’s instructions after being re-suspended in deionized (DI) water, with a series of graded Bovine Serum Albumin (BSA, Sigma Aldrich, USA) solutions as standards54.
The fraction of donor electrons used for cell synthesis (fs) was calculated according to Eq. 453:
where 8, 64, 113, and 20 are the number of electron equivalents in a mole of acetate, COD conversion factor for a mole of acetate, a molecular weight of bacterial cells according to the empirical formula of C5H7O2N, and the number of electron equivalents in a mole of biomass (with NH4+ as nitrogen source), respectively. The fraction of donor electrons used for energy generation (fe) via respiration was calculated as fe = 1 − fs46.
Electrochemical analysis
Cyclic voltammetry (CV) analysis at 1 mV/s was conducted for biofilm-covered anodes as working electrode when the electroactive bacterium (G. sulfurreducens or D. acetexigens) were oxidizing an electron donor (acetate), with platinum gauze cathode (2 × 2 cm) as counter electrode and Ag/AgCl as a reference electrode. Duplicate CV scans were performed for each electroactive bacterium and experimental CV was fit to Nernst–Monod equation with n = 146. One MEC reactor from each of the triplicate MECGS-NaAc and MECDA-NaAc reactors was scarified for conducting the non-turnover CV analysis. Biofilm-covered anodes from both MECs (i.e., MECGS-NaAc and MECDA-NaAc) were washed gently three times with saline sterile degassed phosphate buffer (pH 7.2) to remove any residual acetate in the biofilms. Then the reactors with acetate-free growth medium were incubated for 1 h under anaerobic conditions to further remove any residual acetate concentration in the biofilm matrix. Then the biofilms were polarized under a set potential of −0.1 V (vs. Ag/AgCl) for few minutes till the anodic current approached zero and then proceed for non-turnover CV analysis in the same cell at a scan rate of 1 mV/s. The CE was calculated as described earlier55.
Acetate and H2 measurement
Acetate consumption rate was calculated using high-performance liquid chromatography (HPLC, Thermo-scientific) as previously described3. Hydrogen generated from the hydrogen evolution reaction (HER) at the cathode surface was measured as previously described3 using a gas chromatograph (GS, SRI Instruments).
Flow cytometry
The bacterial cell count in the inoculum was measured by flow cytometry (BD Accuri C6 flow cytometer, BD Biosciences, Franklin Lakes, NJ) as previously described36. Samples (200 μL) were transferred to a sterile Eppendorf tube and incubated at 35 °C for 10 min prior to staining with SYBR Green I (2 μL of 100× stock solution in 200 μL sample), vortexed, and then incubated again at 35 °C for 10 min. Samples (200 μL) were then transferred to a 96-well plate for cell counting. Concurrently, another 200 µL of the samples were stained with propidium iodide (2 μL of 100× stock solution) in combination with SYBR Green I (2 μL of 100× stock solution) to find live and dead (membrane-compromised) cells according to the same protocol used for total bacterial cell count. A flow cytometer equipped with a 50 mW laser having a fixed emission wavelength of 488 nm was used to measure the cell count. Fluorescence intensity was collected at FL1 = 533 ± 30 nm, FL3 > 670 nm, sideward and forward scattered light intensities were obtained as well. Electronic gating was used to select SYBR green I as well as propidium iodide and SYBR Green I staining labeled signals for quantifying total bacterial as well as live and dead cells. All data were processed with the BD Accuri CFlow® software. Unless specified otherwise, the bacterial counts represent the live cell number.
Scanning electron microscopy (SEM) and FISH
For SEM analysis, anode biofilms of MECDA-NaAc-N2 and MECGS-NaAc-N2 were fixed in 2% glutaraldehyde containing PBS (50 mM, pH 7.4) for 2 days at 4 °C. Then the biofilms were further processed for SEM imaging as reported earlier4.
For FISH analysis, biofilms (MEC reactors) from the co-culture experiments were collected at different time intervals for cell count measurements. Biofilms were randomly collected at regular intervals during reactor operation from the top, middle, and bottom of the anode using a sterilized scissor, and then each piece was transferred to separate 15 mL vials containing 5 mL of sterile extraction solution (phosphate buffer, pH 7.0, 10 mM). Following biofilm extraction through vigorous vortexing, the different anode pieces (2 × 2 cm) were washed (vigorously by vortexing for 10 s) separately in new vials having 5 mL of extraction buffer. Then this solution was pooled to the initial extracted biofilm vial, and centrifuged (8000 rpm for 6 min) to collect the extracted biofilm pellet. The resulting pellet was re-suspended in 5 mL of 8% (w/v) paraformaldehyde to fix the cells and incubated for 3 h at 4 °C8. Following incubation, the samples (biofilms and suspended cells) were gently washed twice with phosphate buffer saline (PBS 10 mM, pH 7.2) and then preserved in ethanol-PBS solution (1:1) in the freezer (−20 °C) until further processing with FISH
A previously designed FISH probe (5′-CTC ACG CAC TTC GGG ACC AA-3′) labeled with FITC was used to detect G. sulfurreducens cells56. The PROBE_DESIGN tool of the ARB software was used to design the FISH probe (5′-CGT CAG GCC CAG GCG ATA-3′) for detecting D. acetexigens cells and it was labeled with CY3. The hybridization efficiency of both FISH probes was tested and found to be optimal at 20% (w/v) formamide at 46 °C. The specificity of the FISH probes was tested in silico57 and experimentally using synthetic growth medium as well as domestic wastewater spiked with a known cell density of each culture. Also, non-spiked wastewater samples were used as a negative control. It should be noted that the G. sulfurreducens FISH probe did not target D. acetexigens cells and vice versa. Re-suspended samples (5 μL) were loaded into gelatin-coated wells and then the slides were dehydrated by sequential immersion for 3 min in 50%, 80%, and 100% ethanol and air-dried. For hybridization, 10 μL of hybridization buffer (720 μL of 5 M NaCl, 80 μl of 1 M Tris/HCL, 10% SDS, 20% (w/v) formamide, and filled to 4 mL with MilliQ water) containing 1 µL of each probe was added to the wells containing cells. The slides were incubated for 3 h at 46 °C. After hybridization, the cells were washed in a washing buffer (500 μL of 0.5 M EDTA, 1000 μL of 1 M Tris/HCL, 10% SDS, 2150 µL of 5 M NaCl, and filled to 4 mL with MilliQ water) and incubated for 15 min at 48 °C. Then the cells were air-dried at room temperature under dark for 2–4 h and then counterstained with 4,6-diamidino-2-phenylindole (DAPI) (final concentration of 10 mg/L) mounted in Citifluor (antifading agent). Image acquisition was done using confocal laser scanning microscopy (CLSM; Leica, TCS SPE). Duplicate analysis was conducted for each sample, and for each sample, two wells were prepared for imaging. At least 10 random locations were imaged from each well. The images were processed using the Image J and Leica software58.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
Data availability
All data generated or analyzed during this study are included in this article and its Supplementary Information file.
References
Katuri, K. P. et al. Dual-function electrocatalytic and macroporous hollow-fiber cathode for converting waste streams to valuable resources using microbial electrochemical systems. Adv. Mater. 30, e1707072 (2018).
Kehrein, P. et al. A critical review of resource recovery from municipal wastewater treatment plants – market supply potentials, technologies and bottlenecks. Environ. Sci. 6, 877–910 (2020).
Katuri, K. P. et al. A novel anaerobic electrochemical membrane bioreactor (AnEMBR) with conductive hollow-fiber membrane for treatment of low-organic strength solutions. Environ. Sci. Technol. 48, 12833–12841 (2014).
Katuri, K. P. et al. A microfiltration polymer-based hollow-fiber cathode as a promising advanced material for simultaneous recovery of energy and water. Adv. Mater. 28, 9504–9511 (2016).
Liang, P. et al. One-year operation of 1000-L modularized microbial fuel cell for municipal wastewater treatment. Water Res. 141, 1–8 (2018).
Hari, A. R., Katuri, K. P., Gorron, E., Logan, B. E. & Saikaly, P. E. Multiple paths of electron flow to current in microbial electrolysis cells fed with low and high concentrations of propionate. Appl. Microbiol. Biotechnol. 100, 5999–6011 (2016).
Hari, A. R., Venkidusamy, K., Katuri, K. P., Bagchi, S. & Saikaly, P. E. Temporal microbial community dynamics in microbial electrolysis cells—influence of acetate and propionate concentration. Front. Microbiol. 8, 1371 (2017).
Shaw, D. R. et al. Extracellular electron transfer-dependent anaerobic oxidation of ammonium by anammox bacteria. Nat. Commun. 11, 2058 (2020).
Kalathil, S. et al. Bioinspired synthesis of reduced graphene oxide-wrapped geobacter sulfurreducens as a hybrid electrocatalyst for efficient oxygen evolution reaction. Chem. Mater. 31, 3686–3693 (2019).
Ishii, S. I. et al. Functionally stable and phylogenetically diverse microbial enrichments from microbial fuel cells during wastewater treatment. PLoS ONE 7, e30495 (2012).
Saikaly, P. E. & Oerther, D. B. Diversity of dominant bacterial taxa in activated sludge promotes functional resistance following toxic shock loading. Microbiol. Ecol. 61, 557–567 (2011).
Louca, S. et al. Function and functional redundancy in microbial systems. Nat. Ecol. Evol. 2, 936–943 (2018).
Rittmann, B. E. & McCarty, P. L. Environmental Biotechnology: Principles and Applications (2020).
Koch, C. & Harnisch, F. Is there a specific ecological niche for electroactive microorganisms? ChemElectroChem 3, 1282–1295 (2016).
Logan, B. E., Rossi, R., Ragab, A. A. & Saikaly, P. E. Electroactive microorganisms in bioelectrochemical systems. Nat. Rev. Microbiol. 17, 307–319 (2019).
Hari, A. R., Katuri, K. P., Logan, B. E. & Saikaly, P. E. Set anode potentials affect the electron fluxes and microbial community structure in propionate-fed microbial electrolysis cells. Sci. Rep. 6, 38690 (2016).
Lovley, D. R. Electromicrobiology. Annu. Rev. Microbiol. 66, 391–409 (2012).
Lovley, D. R. & Walker, D. J. F. Geobacter protein nanowires. Front. Microbiol. 10, https://doi.org/10.3389/fmicb.2019.02078 (2019).
Li, T. et al. Acetate limitation selects Geobacter from mixed inoculum and reduces polysaccharide in electroactive biofilm. Water Res. 177, 115776 (2020).
Miceli, J. F. 3rd, Parameswaran, P., Kang, D. W., Krajmalnik-Brown, R. & Torres, C. I. Enrichment and analysis of anode-respiring bacteria from diverse anaerobic inocula. Environ. Sci. Technol. 46, 10349–10355 (2012).
Katuri, K. P. et al. Electroactive biofilms on surface functionalized anodes: The anode respiring behavior of a novel electroactive bacterium, Desulfuromonas acetexigens. Water Res. 185, 116284 (2020).
Ketep, S. F., Bergel, A., Bertrand, M., Achouak, W. & Fourest, E. Lowering the applied potential during successive scratching/re-inoculation improves the performance of microbial anodes for microbial fuel cells. Bioresour. Technol. 127, 448–455 (2013).
Ketep, S. F., Bergel, A., Bertrand, M., Achouak, W. & Fourest, E. Sampling location of the inoculum is crucial in designing anodes for microbial fuel cells. Biochem. Eng. J. 73, 12–16 (2013).
Ishii, S. et al. Microbial population and functional dynamics associated with surface potential and carbon metabolism. ISME J. 8, 963–978 (2014).
Katuri, K. P., Albertsen, M. & Saikaly, P. E. Draft genome sequence of Desulfuromonas acetexigens strain 2873, a novel anode-respiring bacterium. Genome Announc. 5, e01522–01516 (2017).
Engel, C. et al. Long-term behavior of defined mixed cultures of Geobacter sulfurreducens and Shewanella oneidensis in bioelectrochemical systems. Front. Bioeng. Biotechnol. 7, https://doi.org/10.3389/fbioe.2019.00060 (2019).
Read, S. T., Dutta, P., Bond, P. L., Keller, J. & Rabaey, K. Initial development and structure of biofilms on microbial fuel cell anodes. BMC Microbiol. 10, 98 (2010).
Zhao, F., Heidrich, E. S., Curtis, T. P. & Dolfing, J. Understanding the complexity of wastewater: the combined impacts of carbohydrates and sulphate on the performance of bioelectrochemical systems. Water Res. 176, 115737 (2020).
Speers, A. M. & Reguera, G. Electron donors supporting growth and electroactivity of Geobacter sulfurreducens anode biofilms. Appl. Environ. Microbiol. 78, 437–444 (2012).
Lee, H. S., Parameswaran, P., Kato-Marcus, A., Torres, C. I. & Rittmann, B. E. Evaluation of energy-conversion efficiencies in microbial fuel cells (MFCs) utilizing fermentable and non-fermentable substrates. Water Res. 42, 1501–1510 (2008).
Lee, H.-S., Torres, C. I., Parameswaran, P. & Rittmann, B. E. Fate of H2 in an upflow single-chamber microbial electrolysis cell using a metal-catalyst-free cathode. Environ. Sci. Technol. 43, 7971–7976 (2009).
Siegert, M., Li, X.-F., Yates, M. D. & Logan, B. E. The presence of hydrogenotrophic methanogens in the inoculum improves methane gas production in microbial electrolysis cells. Front. Microbiol. 5, https://doi.org/10.3389/fmicb.2014.00778 (2015).
Zhu, X. et al. Microbial community composition is unaffected by anode potential. Environ. Sci. Technol. 48, 1352–1358 (2014).
Call, D. F., Wagner, R. C. & Logan, B. E. Hydrogen production by Geobacter species and a mixed consortium in a microbial electrolysis cell. Appl. Environ. Microbiol. 75, 7579–7587 (2009).
Katuri, K. P., Rengaraj, S., Kavanagh, P., O’Flaherty, V. & Leech, D. Charge transport through Geobacter sulfurreducens biofilms grown on graphite rods. Langmuir 28, 7904–7913 (2012).
Malaeb, L. et al. A hybrid microbial fuel cell membrane bioreactor with a conductive ultrafiltration membrane biocathode for wastewater treatment. Environ. Sci. Technol. 47, 11821–11828 (2013).
Patil, S. A. et al. Electroactive mixed culture derived biofilms in microbial bioelectrochemical systems: the role of pH on biofilm formation, performance and composition. Bioresour. Technol. 102, 9683–9690 (2011).
Torres, C. I., Marcus, A. K. & Rittmann, B. E. Kinetics of consumption of fermentation products by anode-respiring bacteria. Appl. Microbiol. Biotechnol. 77, 689–697 (2007).
Katuri, K. P., Kavanagh, P., Rengaraj, S. & Leech, D. Geobacter sulfurreducens biofilms developed under different growth conditions on glassy carbon electrodes: insights using cyclic voltammetry. Chem. Commun. 46, 4758–4760 (2010).
Torres, C. I., Marcus, A. K., Parameswaran, P. & Rittmann, B. E. Kinetic experiments for evaluating the Nernst–monod model for anode-respiring bacteria (ARB) in a biofilm anode. Environ. Sci. Technol. 42, 6593–6597 (2008).
Liu, Y., Harnisch, F., Fricke, K., Sietmann, R. & Schröder, U. Improvement of the anodic bioelectrocatalytic activity of mixed culture biofilms by a simple consecutive electrochemical selection procedure. Biosens. Bioelectron. 24, 1006–1011 (2008).
Kumar, A. et al. Catalytic response of microbial biofilms grown under fixed anode potentials depends on electrochemical cell configuration. Chem. Eng. J. 230, 532–536 (2013).
Katuri, K. P., Ali, M. & Saikaly, P. E. The role of microbial electrolysis cell in urban wastewater treatment: integration options, challenges, and prospects. Curr. Opin. Biotechnol. 57, 101–110 (2019).
Kouzuma, A., Ishii, S. I. & Watanabe, K. Metagenomic insights into the ecology and physiology of microbes in bioelectrochemical systems. Bioresour. Technol. 255, 302–307 (2018).
Finster, K., Bak, F. & Pfennig, N. Desulfuromonas acetexigens sp. nov., a dissimilatory sulfur-reducing eubacterium from anoxic freshwater sediments. Arch. Microbiol. 161, 328–332 (1994).
Parameswaran, P. et al. Kinetic, electrochemical, and microscopic characterization of the thermophilic, anode-respiring bacterium Thermincola ferriacetica. Environ. Sci. Technol. 47, 4934–4940 (2013).
Heidrich, E. S., Edwards, S. R., Dolfing, J., Cotterill, S. E. & Curtis, T. P. Performance of a pilot scale microbial electrolysis cell fed on domestic wastewater at ambient temperatures for a 12month period. Bioresour. Technol. 173, 87–95 (2014).
Escapa, A., San-Martín, M. I., Mateos, R. & Morán, A. Scaling-up of membraneless microbial electrolysis cells (MECs) for domestic wastewater treatment: bottlenecks and limitations. Bioresour. Technol. 180, 72–78 (2015).
Ishii, S. I. et al. Identifying the microbial communities and operational conditions for optimized wastewater treatment in microbial fuel cells. Water Res. 47, 7120–7130 (2013).
Koch, C., Huber, K. J., Bunk, B., Overmann, J. & Harnisch, F. Trophic networks improve the performance of microbial anodes treating wastewater. npj Biofilms Microbiomes 5, 27 (2019).
Marsili, E., Sun, J. & Bond, D. R. Voltammetry and growth physiology of Geobacter sulfurreducens biofilms as a function of growth stage and imposed electrode potential. Electroanalysis 22, 865–874 (2010).
Torres, C. I. et al. A kinetic perspective on extracellular electron transfer by anode-respiring bacteria. FEMS Microbiol. Rev. 34, 3–17 (2010).
Mahmoud, M., Parameswaran, P., Torres, C. I. & Rittmann, B. E. Electrochemical techniques reveal that total ammonium stress increases electron flow to anode respiration in mixed-species bacterial anode biofilms. Biotechnol. Bioeng. 114, 1151–1159 (2017).
Ragab, A. a., Katuri, K. P., Ali, M. & Saikaly, P. E. Evidence of spatial homogeneity in an electromethanogenic cathodic microbial community. Front. Microbiol. 10, https://doi.org/10.3389/fmicb.2019.01747 (2019).
Werner, C. M. et al. Graphene-coated hollow fiber membrane as the cathode in anaerobic electrochemical membrane bioreactors—effect of configuration and applied voltage on performance and membrane fouling. Environ. Sci. Technol. 50, 4439–4447 (2016).
Demanèche, S. et al. Antibiotic-resistant soil bacteria in transgenic plant fields. Proc. Natl Acad. Sci. USA 105, 3957–3962 (2008).
Ludwig, W. et al. ARB: a software environment for sequence data. Nucleic Acids Res. 32, 1363–1371 (2004).
Schneider, C. A., Rasband, W. S. & Eliceiri, K. W. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods 9, 671–675 (2012).
Acknowledgements
This work was funded by Center Competitive Funding Program (FCC/1/1971-33-01) to Pascal E. Saikaly, from King Abdullah University of Science and Technology (KAUST).
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K.P.K., V.S., and P.E.S. conceived the study and designed the experiments. V.S. and M.A. developed the FISH-CLSM protocol. V.S. and K.P.K. performed the experiments and analyzed the data. V.S. and K.P.K. drafted the manuscript. P.E.S. critically revised the manuscript. K.P.K. and V.S. equally contributed to the work and are considered co-first author. All authors contributed to the interpretation of the data, and read and approved the final version of the manuscript.
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Sapireddy, V., Katuri, K.P., Muhammad, A. et al. Competition of two highly specialized and efficient acetoclastic electroactive bacteria for acetate in biofilm anode of microbial electrolysis cell. npj Biofilms Microbiomes 7, 47 (2021). https://doi.org/10.1038/s41522-021-00218-3
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DOI: https://doi.org/10.1038/s41522-021-00218-3
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