Next Article in Journal
Numerical Simulation Study of Pressure-Driven Water Injection and Optimization Development Schemes for Low-Permeability Reservoirs in the G Block of Daqing Oilfield
Previous Article in Journal
Simulation and Experiment on Elimination for the Bottom-Sitting Adsorption Effect of a Submersible Based on a Submerged Jet
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Review

Influence of Light Irradiation on Nitrification in Microalgal–Bacterial Systems for Treating Wastewater

1
Fishery Machinery and Instrument Research Institute, Chinese Academy of Fishery Sciences, Shanghai 200092, China
2
Key Laboratory of Aquaculture Facilities Engineering, Ministry of Agriculture and Rural Affairs, Shanghai 200092, China
3
College of Fisheries and Life, Shanghai Ocean University, Shanghai 201306, China
*
Author to whom correspondence should be addressed.
Processes 2023, 11(12), 3453; https://doi.org/10.3390/pr11123453
Submission received: 8 November 2023 / Revised: 11 December 2023 / Accepted: 16 December 2023 / Published: 18 December 2023

Abstract

:
The use of bacterial and microalgal consortia to remove nitrogen from wastewater has garnered attention as a potential alternative to conventional systems. This approach not only reduces energy consumption but also aids in nutrient recovery. Light is essential for algae photosynthesis; however, nitrifying bacteria are also influenced by light radiation. This mini-review summarizes the current knowledge concerning photoinhibition, the light stimulation of ammonia-oxidizing bacteria (AOB), resistance to light radiation, the implementation of microalgal–bacterial systems, and the possible mechanisms involved. Nitrosomonadaceae AOB and Nitrospiraceae nitrite-oxidizing bacteria (NOB) often coexist in a microalgal–bacterial system. Studies have suggested that AOB can tolerate light radiation at 200 μmol m−2·s−1 in microalgal–bacterial systems, whereas NOB are almost completely suppressed, which can result in partial nitrification in the bioreactor. An appropriate light level can stimulate AOB growth in microalgal–bacterial granular reactors and may improve algae metabolic activity. Granular sludges or artificial “light-shielding hydrogel” could effectively protect nitrifying bacteria from light intensities up to 1600 μmol m−2·s−1 in wastewater treatment reactors. Microalgal–bacterial systems along with the associated “algal shading effect” have been widely used in pond aquaculture. This approach minimizes the need for costly mechanical aeration through photo-oxygenation and facilitates nutrient recovery by filter-feeding fish.

1. Introduction

The global discharge of nitrogen into wastewater is expected to increase from 6.4 Tg-N yr−1 in 2000 to 12.0–15.5 Tg-N yr−1 in 2050 [1], and nitrogen levels in water have become one of the most important pollution problems facing humanity today. Currently, biological nitrification and denitrification processes mainly remove nitrogen from wastewater. Biological nitrification is an aerobic process. However, aeration, which is required for this process, is an energy-intensive and costly process, potentially accounting for 45–75% of energy consumption in mechanized wastewater treatment plants [2]. The use of microalgal–bacterial systems to remove nitrogen from wastewater has gained attention over the past decade as an alternative to conventional nitrification, owing to their potential to reduce the energy consumption associated with mechanical oxygenation [3,4]. In addition to reducing the energy requirements associated with mechanical oxygenation, the system also offers several advantages, such as excellent settleability, high biomass production, and the ability to withstand toxicity and organic loading [5].
Biological nitrification is a crucial process in microalgal–bacterial systems. It oxidizes ammonia (NH3) to nitrate (NO3) via intermediate nitrite (NO2), which is mainly conducted by ammonia-oxidizing bacteria (AOB) and nitrite-oxidizing bacteria (NOB). Ammonia-oxidizing bacteria participate in the carbon (C) and nitrogen (N) cycles and are thus involved in environmental processes. AOB assimilate carbon dioxide (CO2) via the Calvin–Benson–Bassham (CBB) cycle. The enzyme that catalyzes CO2 fixation in AOB is encoded by the cbb genes [6]. The oxidation of NH3 to NO2 requires two steps [7]. First, NH3 is oxidized to hydroxylamine (NH2OH) by ammonia monooxygenase (AMO), and then NH2OH is further oxidized to NO2 by hydroxylamine reductase [7]. The key NOB enzyme, nitrite oxidoreductase (NXR), catalyzes the oxidation of nitrite to nitrate and can also facilitate the reduction of nitrate to nitrite. The nxrA and the nxrB genes are powerful functional and phylogenetic markers that can detect and identify uncultured NOB [8].
Light is an essential ecological factor for algae photosynthesis, yet the impact of light on nitrifying bacteria is also significant. Previous studies have shown that strong light radiation causes photo-oxidation damage to the AMO in Nitrosomonas europaea AOB, decreasing their ammonia oxidation activity [9]. In addition, light has also been shown to have a significantly negative effect on NOB in microalgal–bacterial systems [10]. In contrast, a recent study showed that appropriate light irradiation stimulated AOB growth [10]. Furthermore, previous research indicates that nitrification is closely related to light levels in algal–bacterial systems [10,11,12]. To save mechanical oxygenation and control the ammonia concentration of aquaculture water, the algal–bacterial symbiosis approach has been widely used in pond aquaculture [13,14,15]. With the development of anammox in recent years, the combined process of partial nitrification and anammox, utilizing light to suppress NOB, has garnered increasing interest [16,17]. Understanding the impact of light radiation on nitrification is crucial for the design and management of algal–bacterial systems. However, a comprehensive review of the effects of light irradiation on nitrification is still lacking.
Here, we summarize the current knowledge regarding the influence of light on AOB and NOB in microalgal–bacterial systems. Additionally, we explore its implementation and discuss the potential photobiological mechanisms involved. This study provides a theoretical foundation for the design, application, and management of microalgal–bacterial systems.

2. Influence of Light Irradiation on AOB

2.1. Photoinhibition of AOB

The photoinhibition of AOB was discovered under laboratory cultivation conditions in 1962 [18]. Subsequently, the photoinhibition of nitrification has been found in many natural aquatic environments, such as oceans [19,20,21] and rivers [22,23]. Furthermore, in the past decade, it has been shown that the photoinhibition of AOB also widely occurs in microalgal–bacterial systems for treating artificial wastewater (Table 1). For example, batch experiments by Wang et al. [10] clearly showed that the light suppression of AOB was positively correlated with the light exposure period (200 μmol m−2·s−1 for 10−16 h, 600 μmol m−2·s−1 for 4−5 h, and 2000 μmol m−2·s−1 for 2−4 h). Akizuki et al. [24] demonstrated that nitrification activity decreased significantly and linearly with increasing light level in dispersed sludge reactors and that the effect of light on dispersed nitrifying particles is expressed by the formula y = −0.246 exp(283÷(x+230)) (r = 0.770, p < 0.01), where x represents the light level, and y represents the nitrification activity. Vergara et al. [25] assessed the effect of a wide range of light intensities (0–1250 μmol m−2 s−1) on dispersed nitrifying sludge, finding that nitrification activity at 250 μmol m−2 s−1 matched that under dark conditions, but when the light level was above 500 μmol m−2 s−1, it significantly decreased. An integrated model framework assessed by Peng et al. [12] showed that light radiation at 105 μmol m−2·s−1 suppressed NOB activity, but not AOB. However, 63 and 74 μmol m−2·s−1 light levels did not impact AOB or NOB. The light shading effects produced by microalgal–bacterial granular material may explain why AOB exhibits a slightly higher light stress tolerance in a microalgal–bacterial system than under pure culture conditions. As shown in Table 1, the shading effect of algae may allow the dispersed AOB to tolerate light radiation at around 200 μmol m−2·s−1 in algal–bacterial systems, whereas AOB activity constantly decreases, even at white light irradiances below 60 μmol m−2·s−1 under pure culture conditions [26].
As shown in Figure 1, previous research indicated that the photoinhibition of AOB by visible light was mainly caused by irreversible damage to copper-containing AMO [27,28]. Subsequently, Lu et al. deduced that the conformational change in AMO was likely involved in converting NH3 to NH2OH. During this conformational change, if the photosensitive sites of AMO are exposed to visible light, AMO becomes inactivated. Additionally, the synthesis of new AMO is necessary for recovery post-photoinactivation [29]. The extent of photoinhibition increases as the wavelength decreases in the 300–623 nm range, while recovery from photoinactivity accelerates with increasing wavelength [29]. Recent studies have shown that amoA gene expression is downregulated when AOB are exposed to white light radiation in a microalgal–bacterial system, shedding light on the mechanism of AOB photoinhibition at the genetic level [10]. In addition, light shock could lead to cellular metabolic disorders and membrane oxidation (Figure 1). After light shock, the activities of two antioxidant enzymes, superoxide dismutase (SOD) and catalase (CAT), increase, while the levels of reactive oxygen species (ROS) decrease. Near-UV radiation (300–400 nm) can damage nucleic acids, cell membranes, and more, affecting not just AMO [29,30]. It is possible that lactate dehydrogenase (LDH) is released following light shock due to the cell membrane damage caused by near-UV radiation [31]. AOB may secrete excessive extracellular polymeric substances (EPSs) under light stress to improve their resistance to external light stress. This secretion enhances adhesion and mutual interactions, facilitating the formation of a three-dimensional structure that helps avoid light radiation [22].
Besides directly damaging AOB cells, light can also indirectly inhibit AOB through microalgae [32,33,34]. This is because microalgae are more competitive for nitrogen than AOB in microalgal–bacterial systems with low ammonia concentrations [32,33,34,35]. In microalgal–bacterial systems for treating wastewater with a high ammonia content, the competitive advantage of microalgae in carbon sources offers the most plausible explanation for their inhibitory effect on AOB or NOB. It was reported that Nitrosomonas europaea grew poorly in Na2CO3-deficient media, where C was available only from the atmosphere, and when the cultures exhibited a long lag phase (~5 days, compared to 1 day in a carbonate-containing medium) [6]. Microalgae utilize CO2 for photosynthesis, thereby lowering the concentration of carbonate ions and increasing the oxygen concentration in water. Evidence has suggested that the transcription of cbb genes is upregulated when the carbon source is limited, while the amo, hao, and other energy-harvesting-related genes are downregulated. Consequently, the ammonia oxidation ability of AOB becomes weak, leading to light suppression [6].
Table 1. Effect of light level on nitrification activities reported by different studies.
Table 1. Effect of light level on nitrification activities reported by different studies.
Nitrifying MicroorganismLight LevelLight SourceIrradiance TimeFindingReferences
AOB and NOB63, 74 μmol m−2·s−1White fluorescent tubesContinuous illumination for 40 daysAOB and NOB were not inhibited by 63 or 74 μmol m−2·s−1 light level[12]
AOB and NOB105 μmol m−2·s−1White fluorescent tubesContinuous illumination for 30 daysNOB, but not AOB, were inhibited
Nitrosomonadaceae AOB and Nitrospiraceae NOB≥180 μmol m−2·s−1Cool white LED tubesWith a dark/light cycle of 12 h/12 hNOB were significantly inhibited in the batch reactors[36]
Nitrosomonadaceae AOB and Nitrospiraceae NOBAt 225 μmol m−2·s−1Cool white LED tubesWith a dark/light cycle of 12 h/12 hNO2-N accumulated in batch reactors
Nitrosomonadaceae AOB and Nitrospiraceae NOBThe average visible and UV light intensities were 42 and 3 mW cm−2SunlightExposed to sunlight for 61 daysNitrifying bacteria were substantially inhibited in algal–bacterial symbiosis [32]
Nitrosomonadaceae AOB and Nitrospiraceae NOB200 μmol m−2·s−1The light panel was 80% similar to solar light10−16 hThe suppression of light on AOB and NOB positively correlated with the light exposure period[10]
Nitrosomonadaceae AOB and Nitrospiraceae NOB600 μmol m−2·s−1The light panel was 80% similar to solar light4−5 hThe suppression of light on AOB and NOB positively correlated with the light exposure period
Nitrosomonadaceae AOB and Nitrospiraceae NOB2000 μmol m−2·s−1The light panel was 80% similar to solar light2−4 hThe suppression of light on AOB and NOB positively correlated with the light exposure period
Nitrifying granular sludge450 μmol m−2·s−1LED light
devices
12 hThe activity significantly decreased by 50% compared to the dark condition[24]
Nitrifying granular sludge1600 μmol m−2·s−1LED light
devices
12 hThe activity significantly decreased by 70% compared to the dark condition, while in the granular sludge reactors, the activity barely changed
Nitrosomonadaceae AOB and Nitrospiraceae NOBThe average light level
was 1531 μmol m−2·s−1
Sunlight63 days Sunlight, algae growth, and free nitrous acid decreased the activity of
AOB by 25.7% and completely inhibited NOB activity
[37]
Nitrosomonas-related AOB and Nitrospira-related NOB200 μmol m−2·s−1Cool white light-emitting diodes In continuous
dark/light (12 h/12 h) cycles
AOB abundance increased from 0.2% to 2.1%, whereas NOB abundance reduced gradually from 0.07% to below 0.01%[38]
Nitrifying
bacterial
Below 250 μmol m−2·s−1LED
lamps
Continuous illumination for 15 daysNo significant effect on nitrification activity[25]
Nitrifying
bacterial
At 500 μmol m−2·s−1LED
lamps
Continuous illumination for 15 daysIt decreased NH4+-N removal by 20% and NO3-N production by 26%
Nitrifying
bacterial
At 1250 μmol m−2·s−1LED
lamps
Continuous illumination for 15 daysIt decreased NH4+-N removal by 60% and NO3-N production by 71%
Nitrosomonas AOB and Nitrospira NOBFrom 100 to 50 μmol m−2·s−1 Continuous illumination for 105 daysA syntrophic algal/partial nitrification/anammox granular
sludge process was developed
[39]
Figure 1. Possible mechanisms of photoinhibition of ammonia-oxidizing bacteria (AOB) include the location of photosensitive sites on ammonia monooxygenase (AMO) that are susceptible to visible light [29]. When exposed to intense light, AMO becomes irreversibly deactivated [40]. Light radiation can lead to cellular metabolic disorders and membrane oxidation. In this context, the activities of superoxide dismutase (SOD) and catalase (CAT) increase, while the levels of reactive oxygen species (ROS) decrease. Additionally, the release rate of lactate dehydrogenase (LDH) and the production of extracellular polymeric substances (EPSs) increase [31]. The expression of the amoA gene is downregulated [10], leading to a weakened ammonia oxidation ability in AOB. The green arrow in the blue box means the activities of two antioxidant enzymes, superoxide dismutase (SOD) and catalase (CAT) increase, after light shock.
Figure 1. Possible mechanisms of photoinhibition of ammonia-oxidizing bacteria (AOB) include the location of photosensitive sites on ammonia monooxygenase (AMO) that are susceptible to visible light [29]. When exposed to intense light, AMO becomes irreversibly deactivated [40]. Light radiation can lead to cellular metabolic disorders and membrane oxidation. In this context, the activities of superoxide dismutase (SOD) and catalase (CAT) increase, while the levels of reactive oxygen species (ROS) decrease. Additionally, the release rate of lactate dehydrogenase (LDH) and the production of extracellular polymeric substances (EPSs) increase [31]. The expression of the amoA gene is downregulated [10], leading to a weakened ammonia oxidation ability in AOB. The green arrow in the blue box means the activities of two antioxidant enzymes, superoxide dismutase (SOD) and catalase (CAT) increase, after light shock.
Processes 11 03453 g001

2.2. Effect of Light on AOB Biodiversity

Previous studies have shown that photoinhibition is associated with specific AOB strains under pure culture conditions. For example, Merbt et al. reported that Nitrosomonas europaea ATCC19718 was more sensitive than Nitrosospira multiformis ATCC25196, with decreases in specific growth rates of 91% and 41%, respectively, at a light level of 60 μmol m−2·s−1 [26]. It has also been suggested that light plays a selective role in AOB biodiversity in a microalgal–bacterial system. For example, after prolonged exposure to light in light-treated reactors, the population of the genus Nitrosomonadaceae Ellin6067 doubled, the number of AOBs in the other four genera reduced, and Nitrosomonas (a typical AOB) disappeared [10]. The percentage of Nitrosomonadaceae gradually increased from 2% to 4% under intense light illumination in photo-sequencing batch reactors, and no other AOB were detected [36]. Similarly, a study by Kim and Park [17] showed that the proportion of the family Nitrosomonadaceae increased from 0.126% to 0.379% after blue light illumination. Recently, it was reported that Nitrosomonas spp., when coupled with anammox bacteria, could adapt to long-term light irradiation in photogranules, successfully establishing a synthetic algal/partial discrimination/anammox gross sludge process [39]. As described in numerous studies, Nitrosomonadaceae AOB exhibit a flexible response to light irradiation, making it advantageous over other AOB types in the microalgal–bacterial system.

2.3. Light Stimulation of AOB Growth

Recent studies have shown that an optimum light level could stimulate the growth of AOB in microalgal–bacterial granular reactors. Wang et al. [10] first reported the stimulatory effects of energy densities of 0.03−0.08 kJ mg−1 VSSs (volatile suspended solids), corresponding to 80–160 W and 400–1000 μmol m−2·s−1 for 2.0–5.0 h at concentrations of 2750–4250 mg L−1, on AOB in sequencing batch reactors when treating real or synthetic municipal wastewater. Subsequently, Yang et al. [31] confirmed that light could increase AOB activity by 120% at a specific light energy density (Es) ranging from 0.0203 to 0.1571 kJ·mg−1 VSS. These stimulatory effects were supported by increased electron transport system activity, key enzyme activity (AMO), gene expression (amoA), and energy generation (ATP consumption) during light treatment. To date, few reports exist on the stimulation of AOB growth by light irradiation in pure cultures. It is possible that light itself does not stimulate AOB growth. It is likely that the appropriate light needed to promote AOB growth is closely related to algae metabolic activity. The nitrification process, as shown in stoichiometric Equation (1) [41], produces 4 mol of H+ for 2 mol of ammonia consumed, which can result in a decrease in solution pH. The photosynthesis process in algae can be represented by stoichiometric Equation (2) [42], where, for every 106 mol of CO2 assimilated, 18 mol of H+ is consumed, generating 138 mol of O2. Photosynthesis not only consumes the H+ generated during nitrification but also provides substrate O2 for nitrification. Furthermore, nitrification bacteria and algae generally coexist in the system as bioflocs [43], meaning that nitrification and photosynthesis simultaneously occur in a very small space, and the metabolites produced by the two reaction processes can be rapidly transported away. Therefore, appropriate light can stimulate the growth of AOB in microalgal–bacterial granular reactors more effectively than dark conditions.
2NH4+ + 3O2 → 2NO2 + 4H+ + 2H2O
106CO2 + 16NO3 + HPO42− + 18H+ + 122H2O = (CH2O)106(NH3)16H3PO4 + 138O2

3. Photoinhibition of NOBs

Similar to AOB, NOB are also sensitive to light radiation in microalgal–bacterial systems. Moreover, NOB are less resistant to strong radiation than AOB. Generally, dispersed NOB can tolerate light radiation of less than 200 μmol m−2·s−1 in algal–bacterial systems (Figure 2). As previously mentioned, an integrated model framework developed by Peng et al. [12] showed that light radiation at 105 μmol m−2·s−1 inhibited NOB activity but not AOB. Peng et al. [36] found that NOB was significantly inhibited in photo-sequencing batch reactors when the light level was up to 225 μmol m−2·s−1, and previous studies have shown obvious NO2-N accumulation in photo-sequencing batch reactors. Si et al. [38] found that the abundance of Nitrospira-related NOB gradually disappeared after 150 days of operation at a light level of 200 μmol m−2·s−1, whereas Nitrosomonas-related AOB increased from 0.2% to 2.1%, resulting in partial nitrification in the bioreactor.
At present, at least seven NOB genera have been identified: Nitrobacter, Nitrotoga, Nitrococcus, Nitrospira, Nitrospina, Nitrolancea, and Candidatus nitromaritima [8,44]. The current understanding of NOB photosensitivity is relatively limited, especially regarding microalgal–bacterial systems [29]. As shown in Table 1, to date, mainly Nitrospira-related NOB and Nitrosomonas-related AOB have been found in microalgal–bacterial systems, and Nitrospira-related NOB seem to be more photosensitive to light than Nitrosomonas-related AOB. Previous studies have attributed the greater sensitivity of NOB to the relatively low cytochrome c contents in Nitrobacter NOB [45]. Barak et al. [46] suggested the possibility of light impeding electron transfer from cytochrome c to nitrite reductase. Likewise, Wang et al. [10] confirmed that the downregulated expression of nxrB was the main reason for Nitrospira NOB suppression. Similar to AOB, when NOB are exposed to light radiation, they also exhibit metabolic disorders and cell membrane damage (Figure 3). When exposed to light stress, the activities of SOD antioxidant enzymes increased, ROS decreased, while the LDH release rate and EPS significantly increased [31].

4. Resistance to Light Radiation

From an economic perspective, sunlight is undoubtedly the best choice for microalgal–nitrifying bacterial systems. However, sunlight intensity often exceeds 2000 μmol m−2·s−1 [24,47], which can severely inhibit AOB and NOB activities [48]. To harness strong light, such as sunlight, new techniques have been developed to mitigate the photoinhibition of nitrifying bacteria under strong light exposure. For example, Akizuki et al. [24] suggested that a nitrifying granular sludge produced stable ammonium oxidation under intensive light, and they confirmed that the activity in granular sludge (average granule diameter of around 300 μm) was not significantly inhibited by sunlight exposure. In contrast, compared to dark conditions, within a dispersed sludge reactor, the nitrification activity significantly decreased by 50% and 70% at light intensities of 450 and 1600 μmol m−2·s−1, respectively [48]. A possible reason for the light stress tolerance observed in granular sludge could be that the thick aggregate layer prevents light penetration into the granule interior. It was reported that the transmission of incident light clearly decreased with increasing thickness of the layer [49]. For example, around 50% of the incident light was obscured at 250 μm from the surface [49]. Based on this “shading effect”, Nishi et al. [11] developed a “light-shielding hydrogel” in which nitrifying bacteria were trapped in carbon black alginate hydrogel beads and confirmed that they could protect the nitrifying bacteria from intense light up to 1600 μmol m−2·s−1 in microalgal–nitrifying bacterial consortia. To some extent, these results show that the “shading effect” can effectively protect nitrifying bacteria from strong light suppression.

5. Influence of Light-Induced Nitrification Changes on Microalgae

In a mature microalgal–bacterial system, ammonia removal occurs through two mechanisms: nitrification by microorganisms and assimilation by microalgae. Nitrifying bacteria and microalgae work synergistically; once nitrification is suppressed by light, algae growth can also be severely affected. At high light intensities (such as 1250 μmol m−2·s−1), AOB and NOB were both inhibited to a certain extent, and ammonia removal depended primarily on assimilation by microalgae [25]. Under this condition, high concentrations of microalgae could cause a CO2/O2 imbalance and a pH increase. CO2 is the substrate for algae photosynthesis, so a shortage of CO2 can reduce or halt algal photosynthesis. Due to the lack of nitrification ability, the pH of the microalgal–bacterial system may reach > 12, which is detrimental to algae growth [50]. Furthermore, a high pH would increase the free ammonia (NH3) concentration [51], which can significantly inhibit microalgae growth [52]. For example, NH3 concentrations of 34 and 51 mg/L at pH 9.5 (20–25 °C) could reduce the algal photosynthesis of Scenedesmus obliquus by 50% and 90%, respectively [52]. Furthermore, as photosynthesis increases and nitrification weakens, the microalgal–bacterial system’s dissolved oxygen may become supersaturated. Under this condition, more oxygen radicals would develop during the respiratory gas exchange, damaging the microalgae membrane [53,54].

6. Implementation

As shown in Table 1, Nitrosomonadaceae AOB and Nitrospiraceae NOB often coexist in a microalgal–bacterial system, and the activities of Nitrospira-related NOB are more photosensitive than those of Nitrosomonas-related AOB [10,17,38]. This characteristic has been successfully used to establish partial nitrification systems [10,38,39]. Using light to inhibit the growth of NOB could avoid secondary pollution and further reduce operational costs [10,38] compared to other control methods, such as low dissolved oxygen, high temperature, a short sludge retention time, suitable free ammonia, and free nitrous acid [55]. Partial nitrification could substantially increase nitrite accumulation and could potentially be combined with heterotrophic denitrification or anammox to make wastewater treatment more efficient. It has been estimated that a partial nitrification–denitrification microalgal system could save 18.3% oxygen and 26.6% carbon when combined with a conventional nitrification–denitrification microalgal system [10]. Perhaps this is because the chromaticity and turbidity of wastewater could significantly affect photoinhibition efficiency [31,56]; this method has only been tested at the laboratory scale and has not been used in practice [57].
Although rare, reports do exist on the use of microalgal–bacterial systems in pond aquaculture practices. Nevertheless, they are widely and successfully used in pond aquaculture to minimize costly mechanical aeration via photo-oxygenation and nutrient recovery by filter-feeding fish, especially in China, where there are 3,030,151 ha aquaculture ponds. Annual production is 23.5 million tons of freshwater fish and 2.8 million tons of seawater fish [58]. Compared to a sewage treatment system, aquaculture ponds are a relatively complex microalgal–bacterial ecosystem (Figure 4). They require nitrifying bacteria to remove the ammonia and nitrite generated during the aquaculture process and algae to provide food for filter fish, such as silver carp. Algae photosynthesis provides oxygen for respiration by nitrifying bacteria and aquaculture animals. On sunny days, the dissolved oxygen concentration in aquaculture water can reach a supersaturated state without mechanical aeration [59]. This may be due to the shading effect caused by the highly concentrated algae in the pond water. Although aquaculture ponds are directly exposed to sunlight every day, they are still rich in AOB (102–104 cell mL−1) [15]. During the breeding season, aquaculture ponds receive large amounts of bait daily, but the pond water ammonia concentrations are generally less than 0.21 mmol L−1 [60]. This result suggests that AOB in pond water can continuously remove the ammonia produced by aquatic animals and residual bait under sunlight irradiation. To date, there have been few studies on the photosensitivity of AOB and NOB in pond aquaculture water, and it is not clear how these nitrifying bacteria avoid light irradiation. It is also not clear how ecological compensation mechanisms associated with other environmental factors affect the photoinhibition process and the self-repair ecological mechanisms in AOB damaged by light irradiation. The lack of information on these issues has restricted the continued development of pond aquaculture. Therefore, future research should concentrate on the mechanism associated with nitrifying bacteria’s escape from photoinhibition.

7. Conclusions

In a microalgal–bacterial system, Nitrosomonadaceae AOB and Nitrospiraceae NOB often coexist. Generally, NOB are less resistant to light irradiation than AOB, which can result in partial nitrification in the bioreactor. Optimum light conditions can stimulate the growth of AOB in microalgal–bacterial granular reactors, and techniques such as granular sludges or artificial “light-shielding hydrogel” could effectively protect nitrifying bacteria from strong light suppression. Within a microalgal–bacterial system, algae growth could also be severely affected once nitrification is suppressed by light. The microalgal–bacterial process has been widely and successfully implemented in pond aquaculture practice to minimize costly mechanical aeration. This review provides a theoretical basis for designing and managing the microalgal–bacterial ecosystem.

Author Contributions

Conceptualization, S.L. and X.L.; writing—original draft, S.L. and Y.L.; funding acquisition, F.W.; writing—review and editing, Y.L., G.C. and Z.Y.; supervision, X.L. and F.W. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the earmarked fund for CARS (No. CARS-45-20), the Central Public-Interest Scientific Institution Basal Research Fund, CAFS (NO. 2022XT0502) and the Natural Science Foundation of China (31702390).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data sharing not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Van Drecht, G.; Bouwman, A.F.; Harrison, J.; Knoop, J.M. Global nitrogen and phosphate in urban wastewater for the period 1970 to 2050. Global Biogeochem. Cycles 2009, 23, GB0A03. [Google Scholar] [CrossRef]
  2. Rosso, D.; Larson, L.E.; Stenstrom, M.K. Aeration of large-scale municipal wastewater treatment plants: State of the art. Water Sci. Technol. 2008, 57, 973–978. [Google Scholar] [CrossRef] [PubMed]
  3. Akizuki, S.; Kishi, M.; Cuevas-Rodriguez, G.; Toda, T. Effects of different light conditions on ammonium removal in a consortium of microalgae and partial nitrifying granules. Water Res. 2020, 171, 115445. [Google Scholar] [CrossRef] [PubMed]
  4. Karya, N.; van der Steen, N.P.; Lens, P.N.L. Photo-oxygenation to support nitrification in an algal-bacterial consortium treating artificial wastewater. Bioresour. Technol. 2013, 134, 244–250. [Google Scholar] [CrossRef] [PubMed]
  5. Adav, S.S.; Lee, D.J. Extraction of extracellular polymeric substances from aerobic granule with compact interior structure. J. Hazard. Mater. 2008, 154, 1120–1126. [Google Scholar] [CrossRef]
  6. Wei, X.M.; Sayavedra-Soto, L.A.; Arp, D.J. The transcription of the cbb operon in Nitrosomonas europaea. Microbiology 2004, 150, 1869–1879. [Google Scholar] [CrossRef]
  7. Soliman, M.; Eldyasti, A. Ammonia-oxidizing bacteria (AOB): Opportunities and applications-a review. Rev. Environ. Sci. Bio-Technol. 2018, 17, 285–321. [Google Scholar] [CrossRef]
  8. Daims, H.; Lucker, S.; Wagner, M. A New perspective on microbes formerly known as nitrite-oxidizing bacteria. Trends Microbiol. 2016, 24, 699–712. [Google Scholar] [CrossRef]
  9. Juliette, L.Y.; Hyman, M.R.; Arp, D.J. Mechanism-based inactivation of ammonia monooxygenase in Nitrosomonas europaea by allylsulfide. Appl. Environ. Microbiol. 1993, 59, 3728–3735. [Google Scholar] [CrossRef]
  10. Wang, L.F.; Qiu, S.; Guo, J.H.; Ge, S.J. Light irradiation enables rapid start-up of nitritation through suppressing nxrB gene expression and stimulating ammonia oxidizing bacteria. Environ. Sci. Technol. 2021, 55, 13297–13305. [Google Scholar] [CrossRef]
  11. Nishi, K.; Akizuki, S.; Toda, T.; Matsuyama, T.; Ida, J. Advanced light-tolerant microalgae-nitrifying bacteria consortia for stable ammonia removal under strong light irradiation using light-shielding hydrogel. Chemosphere 2022, 297, 134252. [Google Scholar] [CrossRef] [PubMed]
  12. Peng, L.; Ngo, H.H.; Guo, W.S.; Liu, Y.; Wang, D.; Song, S.; Wei, W.; Nghiem, L.D.; Ni, B.J. A novel mechanistic model for nitrogen removal in algal-bacterial photo sequencing batch reactors. Bioresour. Technol. 2018, 267, 502–509. [Google Scholar] [CrossRef] [PubMed]
  13. Ebeling, J.M.; Timmons, M.B.; Bisogni, J.J. Engineering analysis of the stoichiometry of photoautotrophic, autotrophic, and heterotrophic removal of ammonia-nitrogen in aquaculture systems. Aquaculture 2006, 257, 346–358. [Google Scholar] [CrossRef]
  14. Naylor, R.L.; Goldburg, R.J.; Primavera, J.H.; Kautsky, N.; Beveridge, M.C.M.; Clay, J.; Folke, C.; Lubchenco, J.; Mooney, H.; Troell, M. Effect of aquaculture on world fish supplies. Nature 2000, 405, 1017–1024. [Google Scholar] [CrossRef] [PubMed]
  15. Lu, S.M.; Liu, X.G.; Liu, C.; Wang, X.D.; Cheng, G.F. Review of ammonia-oxidizing bacteria and archaea in freshwater ponds. Rev. Environ. Sci. Bio-Technol. 2019, 18, 1–10. [Google Scholar] [CrossRef]
  16. Cho, S.; Fujii, N.; Lee, T.; Okabe, S. Development of a simultaneous partial nitrification and anaerobic ammonia oxidation process in a single reactor. Bioresour. Technol. 2011, 102, 652–659. [Google Scholar] [CrossRef]
  17. Kim, K.; Park, Y.G. Light as a novel inhibitor of nitrite-oxidizing bacteria (NOB) for the mainstream partial nitrification of wastewater treatment. Processes 2021, 9, 346. [Google Scholar] [CrossRef]
  18. Schön, G.H.; Engel, H. Der Einfluß des Lichtes auf Nitrosomonas europaea Win. Arch. Mikrobiol. 1962, 42, 415–428. [Google Scholar] [CrossRef]
  19. Guerrero, M.A. Photoinhibition of marine nitrifying bacteria. I. Wavelength-dependent response. Mar. Ecol. Prog. Ser. 1996, 141, 183–192. [Google Scholar] [CrossRef]
  20. Liu, Q.; Tolar, B.B.; Ross, M.J.; Cheek, J.B.; Sweeney, C.M.; Wallsgrove, N.J.; Popp, B.N.; Hollibaugh, J.T. Light and temperature control the seasonal distribution of thaumarchaeota in the South Atlantic bight. Isme J. 2018, 12, 1473–1485. [Google Scholar] [CrossRef]
  21. Peng, X.F.; Fawcett, S.E.; van Oostende, N.; Wolf, M.J.; Marconi, D.; Sigman, D.M.; Ward, B.B. Nitrogen uptake and nitrification in the subarctic North Atlantic Ocean. Limnol. Oceanogr. 2018, 63, 1462–1487. [Google Scholar] [CrossRef]
  22. Lipschultz, F.; Wofsy, S.C.; Fox, L.E. The effects of light and nutrients on rates of ammonium transformation in a eutrophic river. Mar. Chem. 1985, 16, 329–341. [Google Scholar] [CrossRef]
  23. Merbt, S.N.; Auguet, J.C.; Casamayor, E.O.; Marti, E. Biofilm recovery in a wastewater treatment plant-influenced stream and spatial segregation of ammonia-oxidizing microbial populations. Limnol. Oceanogr. 2011, 56, 1054–1064. [Google Scholar] [CrossRef]
  24. Akizuki, S.; Natori, N.; Cuevas-Rodriguez, G.; Toda, T. Application of nitrifying granular sludge for stable ammonium oxidation under intensive light. Biochem. Eng. J. 2020, 160, 107631. [Google Scholar] [CrossRef]
  25. Vergara, C.; Muñoz, R.; Campos, J.L.; Seeger, M.; Jeison, D. Influence of light intensity on bacterial nitrifying activity in algal-bacterial photobioreactors and its implications for microalgae-based wastewater treatment. Int. Biodeterior. Biodegrad. 2016, 114, 116–121. [Google Scholar] [CrossRef]
  26. Merbt, S.N.; Stahl, D.A.; Casamayor, E.O.; Marti, E.; Nicol, G.W.; Prosser, J.I. Differential photoinhibition of bacterial and archaeal ammonia oxidation. FEMS Microbiol. Lett. 2012, 327, 41–46. [Google Scholar] [CrossRef]
  27. Fisher, O.S.; Kenney, G.E.; Ross, M.O.; Ro, S.Y.; Lemma, B.E.; Batelu, S.; Thomas, P.M.; Sosnowski, V.C.; DeHart, C.J.; Kelleher, N.L.; et al. Characterization of a long overlooked copper protein from methane- and ammonia-oxidizing bacteria. Nat. Commun. 2018, 9, 4276. [Google Scholar] [CrossRef]
  28. Shears, J.H.; Wood, P.M. Spectroscopic evidence for a photosensitive oxygenated state of ammonia mono-oxygenase. Biochem 1985, 226, 499–507. [Google Scholar] [CrossRef]
  29. Lu, S.M.; Liu, X.G.; Liu, C.; Cheng, G.F.; Shen, H.Y. Influence of photoinhibition on nitrification by ammonia-oxidizing microorganisms in aquatic ecosystems. Rev. Environ. Sci. Bio-Technol. 2020, 19, 531–542. [Google Scholar] [CrossRef]
  30. Berney, M.; Weilenmann, H.-U.; Egli, T. Gene expression of Escherichia coli in continuous culture during adaptation to artificial sunlight. Environ. Microbiol. 2006, 8, 1635–1647. [Google Scholar] [CrossRef]
  31. Yang, M.Z.; Qiu, S.; Wang, L.F.; Chen, Z.P.; Hu, Y.B.; Guo, J.H.; Ge, S.J. Effect of short-term light irradiation with varying energy densities on the activities of nitrifiers in wastewater. Water Res. 2022, 216, 118291. [Google Scholar] [CrossRef] [PubMed]
  32. Huang, W.L.; Li, B.; Zhang, C.; Zhang, Z.Y.; Lei, Z.F.; Lu, B.W.; Zhou, B.B. Effect of algae growth on aerobic granulation and nutrients removal from synthetic wastewater by using sequencing batch reactors. Bioresour. Technol. 2015, 179, 187–192. [Google Scholar] [CrossRef] [PubMed]
  33. Wu, D.X.; Cheng, M.L.; Zhao, S.M.; Peng, N.; Hu, R.G.; Hu, J.L.; Liang, Y.X. Algal growth enhances light-mediated limitation of bacterial nitrification in an aquaculture system. Water Air Soil Pollut. 2020, 231, 73. [Google Scholar] [CrossRef]
  34. Smith, J.M.; Chavez, F.P.; Francis, C.A. Ammonium uptake by phytoplankton regulates nitrification in the sunlit ocean. PLoS ONE 2014, 9, e108173. [Google Scholar] [CrossRef] [PubMed]
  35. Risgaard-Petersen, N.; Nicolaisen, M.H.; Revsbech, N.P.; Lomstein, B.A. Competition between ammonia-oxidizing bacteria and benthic microalgae. Appl. Environ. Microbiol. 2004, 70, 5528–5537. [Google Scholar] [CrossRef] [PubMed]
  36. Meng, F.S.; Xi, L.M.; Liu, D.F.; Huang, W.W.; Lei, Z.F.; Zhang, Z.Y.; Huang, W.L. Effects of light intensity on oxygen distribution, lipid production and biological community of algal-bacterial granules in photo-sequencing batch reactors. Bioresour. Technol. 2019, 272, 473–481. [Google Scholar] [CrossRef]
  37. Huang, W.L.; Liu, D.F.; Huang, W.W.; Cai, W.; Zhang, Z.Y.; Lei, Z.F. Achieving partial nitrification and high lipid production in an algal-bacterial granule system when treating low COD/NH4-N wastewater. Chemosphere 2020, 248, 126106. [Google Scholar] [CrossRef]
  38. Si, G.C.; Liu, B.; Liu, Y.R.; Yan, T.; Wei, D. Light-introduced partial nitrification in an algal-bacterial granular sludge bioreactor: Performance evolution and microbial community shift. Bioresour. Technol. 2022, 354, 127226. [Google Scholar] [CrossRef]
  39. Kong, L.R.; Zheng, R.; Feng, Y.M.; Du, W.R.; Xie, C.; Gu, Y.Q.; Liu, S.T. Anammox bacteria adapt to long-term light irradiation in photogranules. Water Res. 2023, 241, 120144. [Google Scholar] [CrossRef]
  40. Hyman, M.R.; Arp, D. 14C2H2-and 14CO2-labeling studies of the de novo synthesis of polypeptides by Nitrosomonas europaea during recovery from acetylene and light inactivation of ammonia monooxygenase. J. Biol. Chem. 1992, 267, 1534–1545. [Google Scholar] [CrossRef]
  41. Harris, S.H.; Smith, R.L. In situ measurements of microbially-catalyzed nitrification and nitrate reduction rates in an ephemeral drainage channel receiving water from coalbed natural gas discharge, Powder River Basin, Wyoming, USA. Chem. Geol. 2009, 267, 77–84. [Google Scholar] [CrossRef]
  42. Lei, Y.Z. Environmental Chemistry of Aquaculture Water; China Aguriculture Press: Beijing, China, 2003. [Google Scholar]
  43. Crab, R.; Defoirdt, T.; Bossier, P.; Verstraete, W. Biofloc technology in aquaculture: Beneficial effects and future challenges. Aquaculture 2012, 356, 351–356. [Google Scholar] [CrossRef]
  44. Zhou, R.F.; Li, Y.Y.; Xiao, S.W.; Liu, X.G.; Liu, C.; Cheng, G.F.; Zhang, W.; Lu, S.M. Ecophysiological characterization of a nitrite-oxidizing bacterial culture from a freshwater aquaculture pond. Biotechnol. Biotechnol. Equip. 2022, 36, 891–901. [Google Scholar] [CrossRef]
  45. Philips, S.; Laanbroek, H.J.; Verstraete, W. Origin, causes and effects of increased nitrite concentrations in aquatic environments. Rev. Environ. Sci. Bio-Technol. 2002, 1, 115–141. [Google Scholar] [CrossRef]
  46. Barak, Y.; Tal, Y.; Rijn, J.v. Light-mediated nitrite accumulation during denitrification by Pseudomonas sp. Strain JR12. Appl. Environ. Microbiol. 1998, 64, 813–817. [Google Scholar] [CrossRef] [PubMed]
  47. Arthurs, S.P.; Stamps, R.H.; Giglia, F.F. Environmental modification inside photoselective shadehouses. Hortscience 2013, 48, 975–979. [Google Scholar] [CrossRef]
  48. Akizuki, S.; Cuevas-Rodriguez, G.; Toda, T. Microalgal-nitrifying bacterial consortium for energy-saving ammonia removal from anaerobic digestate of slaughterhouse wastewater. J. Water Process. Eng. 2019, 31, 100753. [Google Scholar] [CrossRef]
  49. Wang, Z.W.; Liu, Y.; Tay, J.H. Distribution of EPS and cell surface hydrophobicity in aerobic granules. Appl. Microbiol. Biotechnol. 2005, 69, 469–473. [Google Scholar] [CrossRef]
  50. Nishi, K.; Akizuki, S.; Toda, T.; Matsuyama, T.; Ida, J. Effects of different biomass ratios of light-tolerant microalgae-nitrifying bacteria consortia on ammonia removal. Biochem. Eng. J. 2023, 193, 108872. [Google Scholar] [CrossRef]
  51. Emerson, K.; Russo, R.C.; Lund, R.E.; Thurston, R.V. Aqueous ammonia equilibrium calculations: Effect of pH and temperature. J. Fish. Res. Board Can. 1975, 32, 2379–2383. [Google Scholar] [CrossRef]
  52. Azov, Y.; Goldman, J.C. Free ammonia inhibition of algal photosynthesis in intensive cultures. Appl. Environ. Microbiol. 1982, 43, 735–739. [Google Scholar] [CrossRef] [PubMed]
  53. Pulz, O. Photobioreactors: Production systems for phototrophic microorganisms. Appl. Microbiol. Biotechnol. 2001, 57, 287–293. [Google Scholar] [CrossRef] [PubMed]
  54. Kwon, G.; Le, L.T.; Jeon, J.; Noh, J.; Jang, Y.; Kang, D.; Jahng, D. Effects of light and mass ratio of microalgae and nitrifiers on the rates of ammonia oxidation and nitrate production. Biochem. Eng. J. 2020, 161, 107656. [Google Scholar] [CrossRef]
  55. Liu, X.G. Comparing three mathematical models using different substrates for prediction of partial nitrification. Sci. Total Environ. 2020, 749, 141643. [Google Scholar] [CrossRef] [PubMed]
  56. Zhao, H.J.; Guo, Y.; Wang, Q.H.; Zhang, Z.; Wu, C.F.; Gao, M.; Liu, F. The summary of nitritation process in mainstream wastewater treatment. Sustainability 2022, 14, 16453. [Google Scholar] [CrossRef]
  57. Zhang, G.; Ruan, J.; Du, T. Recent advances on photocatalytic and electrochemical oxidation for ammonia treatment from water/wastewater. ACS ES&T Engg. 2021, 1, 310–325. [Google Scholar] [CrossRef]
  58. Fisheries Bureau, Ministry of Agriculture and Rural Afairs of the People’s Republic of China. China Fisheries Statistics Yearbook 2022; China Agriculture Press: Beijing, China, 2022.
  59. Chang, W.Y.B.; Ouyang, H. Dynamics of dissolved oxygen and vertical circulation in fish ponds. Aquaculture 1988, 74, 263–276. [Google Scholar] [CrossRef]
  60. Lu, S.M.; Liu, X.G.; Liu, C.; Cheng, G.F.; Zhou, R.F.; Li, Y.Y. A review of ammonia-oxidizing archaea and anaerobic ammonia-oxidizing bacteria in the aquaculture pond environment in China. Front. Microbiol. 2021, 12, 775794. [Google Scholar] [CrossRef]
Figure 2. Influence of light level on ammonia-oxidizing bacteria (AOB) and nitrite-oxidizing bacteria (NOB) in a microalgal–bacterial system [12,36,38]. The AOB and NOB mainly belong to the genera Nitrosomonadaceae and Nitrospiraceae, respectively. “Processes 11 03453 i001” suggests that AOB and NOB are safe, while “Processes 11 03453 i002” suggests that the corresponding light radiation significantly inhibits AOB and NOB. The “light-shielding hydrogel” entraps nitrifiers in carbon black-added alginate hydrogel beads [11].
Figure 2. Influence of light level on ammonia-oxidizing bacteria (AOB) and nitrite-oxidizing bacteria (NOB) in a microalgal–bacterial system [12,36,38]. The AOB and NOB mainly belong to the genera Nitrosomonadaceae and Nitrospiraceae, respectively. “Processes 11 03453 i001” suggests that AOB and NOB are safe, while “Processes 11 03453 i002” suggests that the corresponding light radiation significantly inhibits AOB and NOB. The “light-shielding hydrogel” entraps nitrifiers in carbon black-added alginate hydrogel beads [11].
Processes 11 03453 g002
Figure 3. Possible mechanisms of photoinhibition of nitrite oxidation bacteria (NOB). The nxr gene of NOB expression is downregulated [10], and the nitrite oxidation ability of NOB becomes weak, even completely lost. Light irradiation can lead to cellular metabolic disorders and membrane oxidation. Superoxide dismutase (SOD) increases, and reactive oxygen species (ROS) decreases [31]. Additionally, the release rate of lactate dehydrogenase (LDH) and the production of extracellular polymeric substances (EPSs) are observed to increase under these conditions [31]. The green arrow in the blue box means the activities of two antioxidant enzymes, superoxide dismutase (SOD) and catalase (CAT) increase, after light shock.
Figure 3. Possible mechanisms of photoinhibition of nitrite oxidation bacteria (NOB). The nxr gene of NOB expression is downregulated [10], and the nitrite oxidation ability of NOB becomes weak, even completely lost. Light irradiation can lead to cellular metabolic disorders and membrane oxidation. Superoxide dismutase (SOD) increases, and reactive oxygen species (ROS) decreases [31]. Additionally, the release rate of lactate dehydrogenase (LDH) and the production of extracellular polymeric substances (EPSs) are observed to increase under these conditions [31]. The green arrow in the blue box means the activities of two antioxidant enzymes, superoxide dismutase (SOD) and catalase (CAT) increase, after light shock.
Processes 11 03453 g003
Figure 4. Possible co-working mechanism for algae and nitrifying bacteria in an aquaculture pond system. High concentrations of algae protect nitrifying bacteria from light inhibition, while algae and nitrifying bacteria work together to maintain a neutral pH in the aquaculture water. Algae use CO2 to generate O2 for nitrifying bacteria and fish, while CO2 produced by bacteria and fish provides a substrate for algae photosynthesis [59].
Figure 4. Possible co-working mechanism for algae and nitrifying bacteria in an aquaculture pond system. High concentrations of algae protect nitrifying bacteria from light inhibition, while algae and nitrifying bacteria work together to maintain a neutral pH in the aquaculture water. Algae use CO2 to generate O2 for nitrifying bacteria and fish, while CO2 produced by bacteria and fish provides a substrate for algae photosynthesis [59].
Processes 11 03453 g004
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Lu, S.; Li, Y.; Liu, X.; Cheng, G.; Yuan, Z.; Wu, F. Influence of Light Irradiation on Nitrification in Microalgal–Bacterial Systems for Treating Wastewater. Processes 2023, 11, 3453. https://doi.org/10.3390/pr11123453

AMA Style

Lu S, Li Y, Liu X, Cheng G, Yuan Z, Wu F. Influence of Light Irradiation on Nitrification in Microalgal–Bacterial Systems for Treating Wastewater. Processes. 2023; 11(12):3453. https://doi.org/10.3390/pr11123453

Chicago/Turabian Style

Lu, Shimin, Yayuan Li, Xingguo Liu, Guofeng Cheng, Zehui Yuan, and Fan Wu. 2023. "Influence of Light Irradiation on Nitrification in Microalgal–Bacterial Systems for Treating Wastewater" Processes 11, no. 12: 3453. https://doi.org/10.3390/pr11123453

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop