Skip to main content

ORIGINAL RESEARCH article

Front. Microbiol., 28 April 2023
Sec. Microbiotechnology
This article is part of the Research Topic Sustainable Nitrogen Removal in Emerging Pollutant Contaminated Wastewater: Technology, Application and Risk Assessment View all 10 articles

Achieving robust and highly efficient nitrogen removal in a mainstream anammox reactor by introducing low concentrations of readily biodegradable organics

Yandong Yang,
Yandong Yang1,2*Yanan LongYanan Long1Jiarui XuJiarui Xu1Shichong LiuShichong Liu1Lei LiuLei Liu1Changqing LiuChangqing Liu1Yong TianYong Tian1
  • 1School of Environmental and Municipal Engineering, Qingdao University of Technology, Qingdao, China
  • 2Engineering Research Center of Concrete Technology Under Marine Environment, Ministry of Education, Qingdao, China

In this study, an anammox reactor was operated to treat low-strength (NH4+ + NO2, 25–35  mg/L) wastewater without (phase I) or with (phase II) readily biodegradable chemical oxygen demand (rbCOD). In phase I, although efficient nitrogen removal was achieved at the beginning, nitrate accumulated in the effluent after long-term operation (75  days), resulting in a decrease in the nitrogen removal efficiency to 30%. Microbial analysis revealed that the abundance of anammox bacteria decreased from 2.15 to 1.78%, whereas that of nitrite-oxidizing bacteria (NOB) increased from 0.14 to 0.56%. In phase II, rbCOD, in terms of acetate, was introduced into the reactor with a carbon/nitrogen ratio of 0.9. The nitrate concentration in the effluent decreased within 2 days. Advanced nitrogen removal was achieved in the following operation, with an average effluent total nitrogen of 3.4 mg/L. Despite the introduction of rbCOD, anammox pathway still dominated to the nitrogen loss. High-throughput sequencing indicated that high anammox abundance (2.48%) further supports its dominant position. The improvement in nitrogen removal was attributed to the enhanced suppression of NOB activity, simultaneous nitrate polishing through partial denitrification and anammox, and promotion of sludge granulation. Overall, the introduction of low concentrations of rbCOD is a feasible strategy for achieving robust and efficient nitrogen removal in mainstream anammox reactors.

1. Introduction

Autotrophic nitrogen removal from municipal wastewater through partial nitritation/anammox (PN/A) has gained considerable attention over the past decade as it can bring an energy-neutral wastewater treatment plant (WWTP) (Kartal et al., 2010; Cao et al., 2017). Different process types based on the number of stages (i.e., single- or two-stage) have been developed to employ PN/A in WWTPs. The two-stage PN/A system can optimize the partial nitritation (PN) and anammox processes in two separate reactors, which favor the enrichment of different microorganisms (Isanta et al., 2015; Cao et al., 2017; Chen et al., 2020). Therefore, the two-stage PN/A process typically has a higher nitrogen removal rate than the single-stage PN/A process (Liu et al., 2018).

To date, the full-scale application of mainstream PN/As remains challenging. One of the major concerns is the high effluent nitrate concentration, which results in total nitrogen (TN) exceeding the discharge standard (Zhuang et al., 2022). In the two-stage PN/A process, nitrate can be generated both in the first-stage PN reactor owing to the activity of nitrite-oxidizing bacteria (NOB) and in the second-stage anammox reactor owing to the anammox and undesired NOB activities. According to the recent literature, nitrate production in the first-stage PN reactor can be minimized because of the development of various NOB suppression strategies, such as intermittent aeration, application of an ultra-low sludge retention time (SRT), and side-stream sludge treatment with inhibitors (Gilbert et al., 2014; Regmi et al., 2014; Wang et al., 2014, 2021). Whereas the second-stage anammox reactor became a major source of nitrate generation. Excessive nitrate production in anammox reactors due to undesired NOB activity has been reported in different reactor configurations, including sequencing batch reactors (SBR), completely stirred tank reactors, and expanded granular sludge blanket reactors (Sánchez Guillén et al., 2016; Liu et al., 2018; Zhang et al., 2019; Díaz et al., 2020; Li W. et al., 2020). Most of the NOB suppression methods developed in first-stage PN reactors are not applicable to second-stage anammox reactors because they may inhibit anammox activity. Therefore, strategies to reduce nitrate accumulation in anammox reactors must be investigated.

In early studies, readily biodegradable chemical oxygen demand (rbCOD) was considered a challenge for mainstream anammox processes, and hence, it should be eliminated by pretreatment as it can lead to the overgrowth of heterotrophs, which can outcompete anammox bacteria (Xu et al., 2015). However, recent studies have reported that the activities of anammox bacteria can be retained; in particular, nitrogen removal efficiencies can be improved to over 90% when anammox reactors were operated with an appropriate amount of rbCOD (C/N ratios of 0.5–1.5) (Li et al., 2016; Wang et al., 2019; Fu et al., 2021; Silveira et al., 2021; Chen et al., 2021a; He et al., 2023). However, most of these studies included wastewater treatment with high nitrogen concentrations (100–300 mg N/L), which can inhibit NOB growth due to the presences of free ammonia or free nitrous acid (Ge et al., 2015); consequently, excessive nitrate yield is negligible. It remains to be determined whether introducing rbCOD can resolve excessive nitrate production caused by NOB activity in mainstream anammox reactors. In addition, partial denitrification/anammox (PD/A) in anammox reactors can reduce the organic requirement for nitrogen removal and minimize the unfavorable effects of organics on anammox activity (Du et al., 2019). However, in most PD/A studies, ammonium and nitrate are the dominant nitrogen compounds in the influent (Du et al., 2019). In mainstream anammox reactors, nitrite is the main form of influent NOx and nitrate is gradually produced by the anammox reaction. The status of PD/A in mainstream anammox reactors in presence of rbCOD has rarely been reported and requires further investigation (Chen et al., 2020; Zhuang et al., 2022).

In this study, a mainstream anammox reactor was established and operated, with and without rbCOD, in two phases. The nitrogen removal performance, process stability, microbial community, and sludge morphology of the two phases were compared. Based on these data, the influence of low concentrations of rbCOD on the mainstream anammox process was assessed, and the potential of nitrogen removal enhancement with low concentrations of rbCOD was evaluated.

2. Materials and methods

2.1. Experimental setup

Mainstream anammox treatment was performed in a 10 L SBR (Figure 1), which was seeded with sludge collected from a lab-scale anammox reactor treating high nitrogen wastewater. After inoculation, the initial biomass concentration in the reactor was 4.9 g/L. The SBR was operated for three cycles per day. Each cycle consisted of 10 min of feeding (volume exchange ratio of 50%), 360 min of anoxic mixing, 30 min of settling, 10 min of discharging, and 70 min of idling (Figure 1B). The reactor was operated at room temperature of 24–26°C. Except for effluent biomass washout and sludge sampling, sludge was not disposed during the operation of the reactor. The SRT was estimated to be longer than 30 days.

FIGURE 1
www.frontiersin.org

Figure 1. The schematic (A) and operational patterns (B) of the mainstream anammox reactor.

Depending on the influent characteristics, the operation of the mainstream anammox reactor can be divided to two phases (Figure 1A and Table 1). In phase I (days 1–75), the mainstream anammox reactor was fed with the effluent (5 L) of a PN reactor that treated synthetic municipal wastewater. Description of the PN reactor has been available in Supplementary material. The feeding of the mainstream anammox reactor had low COD (25.1 ± 8.8 mg/L), most of which would likely be refractory organic compounds as the wastewater had been biotreated. In phase II (days 76–135), a portion of the raw synthetic municipal wastewater (0.5 L) was bypassed, and mixed with the PN effluent (4.5 L) in the middle tank. The mixed stream was then fed into the anammox reactor. Therefore, rbCOD was introduced into the system in the form of acetate (24.2 mg COD/L). Except for the differences in the influent organic composition, the operational patterns and conditions of the reactor were identical in phases I and II.

TABLE 1
www.frontiersin.org

Table 1. Main characteristics of the influent of the mainstream anammox reactor.

2.2. Batch tests on the potential of PD/A in the reactor

Two ex situ batch tests were conducted to investigate the potential of the PD/A in the reactor. Sludge collected from the reactor was washed three times with deionized water, and then transferred to four separate 0.5-L conical flasks. After addition of organic and nitrogen substrates, the flasks were incubated in shaking incubators (200 rpm) at 25°C. During batch tests, the flasks were continuously stripped with nitrogen gas to provide an anoxic environment.

Batch Test I investigated whether nitrite could accumulate during denitrification. Therefore, only nitrate (NaNO3) and acetate were added to the flasks. The initial nitrate concentration was constant at 15 mg/L, and acetate was added at different dosages. The initial COD/NO3-N ratios in four flasks were 0.5, 1.0, 1.5, and 2.0, respectively.

Batch Test II investigated whether denitrification could be integrated with the anammox process. In addition to nitrate (NaNO3) and acetate, ammonium (NH4Cl) was present in the feed. The initial ammonium and nitrate concentrations were 10 mg/L and 15 mg/L, respectively. While different dosages of acetate were added to four flasks, resulting in COD/NO3-N ratios of 0.5, 1.0, 1.5, and 2.0, respectively.

2.3. Analytical methods

COD, NH4+-N, NO2-N, NO3-N, total nitrogen (TN), mixed liquor suspended solids, mixed liquor volatile suspended solids, and sludge volume index were measured using standard methods (APHA, 2005). The temperature, pH, and dissolved oxygen (DO) in the reactor were monitored on-line using a WTW Multi 3,620 instrument (WTW, Bavaria, Germany). Sludge size distribution was determined using a laser particle size analyzer (Malvern Mastersizer 2000, Malvern, United Kingdom).

2.4. Calculation of the nitrogen transformation pathways in typical cycles

Nitrogen transformation pathways in the reactor were computed based on the variations in nitrogen compounds concentrations in the typical cycles. The calculation only involves major nitrogen pathways. Different calculation methods are used in the two operating phases of the reactor. In phase I, the reactor was operated with negligible rbCOD input. Therefore, denitrification pathways were ignored in the calculation. Nitrogen conversions by anammox bacteria, ammonium-oxidizing bacteria (AOB) and NOB were calculated according to Eqs. 1–3.

T N anammox = Δ N = ( N H 4 + N initial + NO 2 N initial + NO 3 N initial ) ( N H 4 + N final + NO 2 N final + NO 3 N final )     (1)
N H 4 + N A O B = N H 4 + N initial N H 4 + N final T N anammox / 2.04     (2)
NO 3 N N O B = NO 3 N final NO 3 N initial T N anammox × 0.26 / 2.04     (3)

Where T N anammox represents TN removal by anammox bacteria, mg N/L; N H 4 + N A O B represents ammonium consumption by AOB, mg N/L; NO 3 N N O B represents nitrate production by NOB, mg N/L; Δ N is the difference between the bulk total inorganic nitrogen concentrations at the start and end of the cycle, mg N/L; N H 4 + N initial , NO 2 N initial , and NO 3 N initial are the bulk ammonium, nitrite, and nitrate concentrations, respectively, at the start of the cycle, mg N/L; N H 4 + N final , NO 2 N final , and NO 3 N final are the bulk ammonium, nitrite, and nitrate concentrations, respectively, at the end of the cycle, mg N/L.

In phase II, the reactor was operated under stricter anoxic condition than phase I. An overall nitrate removal was achieved (Section 3.2). Therefore, nitrification pathway was ignored in the calculation. Nitrogen conversions via anammox, denitratation (NO3 → NO2), and denitritation (NO2 → N2) were calculated using Eqs. 4–6.

T N anammox = N H 4 + N initial N H 4 + N final × 2.04     (4)
NO 3 N denitratation = NO 3 N initial + T N anammox × 0.26 / 2.04 NO 3 N final     (5)
T N denitritation = Δ N T N anammox     (6)

Where T N anammox represents TN removal via anammox pathway, mg N/L; NO 3 N denitratation represents nitrate reduction via denitratation, mg N/L; T N denitritation represents TN removal via denitritation, mg N/L.

2.5. High-throughput sequencing analysis

Sludge samples collected from the reactor on day 1, day 75 and day 134 were freeze-dried (BT2KXL, Virtis, United States) and then stored at −20°C. Genomic DNA was extracted using the Fast DNA Kit (MPBiomedicals, CA, United States) according to the manufacture’s instructions. The DNA concentration was measured using a Nanodrop Spectrophotometer (ND-1000, Isogen Life Science, Netherlands) to ensure the purity of the extract. The V3–V4 region of the 16S rRNA gene was amplified with bacterial primers 338F (5′-ACTCCTACG GGAGGCAGCAG-3′) and 806R (5′-GGACTAC HVGGGTWTCT AAT-3′). PCR products were sequenced on an Illumina MiSeq platform (Majorbio Bio-Pharm Technology Co., Ltd., Shanghai, China). Based on these data, the microbial composition was analyzed as described in our previous report (Yang et al., 2017). The raw reads have been deposited in the NCBI Sequence Read Archive (SRA) database (Accession Number: PRJNA942604).

3. Results

3.1. Nitrogen removal performance without and with rbCOD

In phase I, the mainstream anammox reactor was operated with negligible rbCOD input, as revealed by the insignificant COD removal (3.8 ± 2.1 mg/L) in the reactor (Figure 2A). Nitrogen removal performance was instable as shown in Figures 2B,C. Although good nitrogen removal performance was achieved at the beginning (days 1–40), the effluent nitrate concentration increased from 2.6 to 8.7 mg/L on day 41–75. In addition, ammonium and nitrite accumulated at the end of phase I, indicating a decline in the anammox activity in the reactor. Consequently, the nitrogen removal efficiency decreased from 83 to 30%.

FIGURE 2
www.frontiersin.org

Figure 2. The COD (A) and TN (B) removal performance, as well as N-compound concentrations in the influent and effluent (C) of the mainstream anammox reactor.

In phase II, 24.2 mg COD/L acetate was introduced to the mainstream anammox reactor, increasing the rbCOD/TN ratio to 0.9. The average COD removal in the reactor was 27.7 mg/L, indicating a complete utilization of the rbCOD in the feeding (Figure 2A). Nitrate concentration in the effluent decreased from 8.7 mg/L to 2.1 mg/L within 2 days, and maintained at low level (1.1 ± 0.9 mg/L) in the following operation (Figure 2C). Overall, the nitrate removal was achieved. This suggested dentification in the reactor. In addition, the effluent ammonium and nitrite concentrations decreased simultaneously, indicating restoration of anammox activity. In phase II, advanced nitrogen removal was achieved with an average effluent TN of 3.4 mg/L and an average nitrogen removal efficiency of 87.2% (Figure 2B).

3.2. Changes in nitrogen transformation pathway after introducing rbCOD

The cycle analysis revealed changes in the nitrogen transformation pathway of the mainstream anammox reactor. In a typical phase I cycle (before introducing rbCOD), ammonium and nitrite were gradually removed, whereas nitrate accumulated considerably (Figure 3A). The ratio of NO3-N produced over NH4+-N removed (ΔNO3-N/ΔNH4+-N) was 0.92, which is much higher than the theoretical value of anammox reaction of 0.26 (Strous et al., 1998), indicating additional nitrate generation pathway. The nitrogen mass flow suggested that nitrification oxidized some ammonium to nitrite and oxidized part of the nitrite to nitrate in the anammox reactor (Figure 3B). Nitrification contributed to 79% of nitrate production, resulting in the insufficient nitrogen removal of the mainstream anammox reactor.

FIGURE 3
www.frontiersin.org

Figure 3. Variations in N-compound concentrations (A: phase I, C: phase II) and nitrogen transformation pathways (B: phase I, D: phase II) in the typical cycles of the mainstream anammox reactor.

After introducing rbCOD in phase II, a simultaneous decrease in ammonium, nitrite and nitrate concentration was observed in a typical reaction cycle (Figure 3C). This indicates that not only the nitrate in the influent but also the nitrate generated by the anammox reaction were simultaneously removed by denitrification. Besides, nitrogen mass flow revealed partial denitrification (PD, NO3 → NO2) provided additional nitrite substrate for anammox (Figure 3D). As a result, in situ anammox activity was promoted. According to Figure 3D, anammox remained the dominant nitrogen removal pathway in the reactor with a contribution to nitrogen removal of 93%. Denitrification further improved the nitrogen removal efficiency, resulting in a low effluent TN concentration.

3.3. Potential of PD/A in anammox reactor revealed by batch tests

The potential of PD/A in the mainstream anammox reactor was further illustrated using ex situ batch tests. In Batch Test I, only nitrate and acetate were added to the feed to investigate denitrification. As shown in Figures 4AD, nitrite accumulated at all COD/NO3-N ratios. The highest nitrate-to-nitrite transformation ratio of 50.0% was obtained with a COD/NO3-N ratio of 2.0. These results suggest that denitrification in the mainstream anammox reactor could provide additional nitrite for anammox.

FIGURE 4
www.frontiersin.org

Figure 4. Variations in N-compound concentrations in Batch Tests I (A–D) and II (E–H).

In Batch Test II, ammonium was also added to the feed with nitrate and acetate. In the first hour, nitrate was removed significantly, whereas nitrite accumulated at all COD/NO3-N ratios, indicating the occurrence of PD (Figures 4EH). Thereafter, ammonium, nitrite, and nitrate concentrations simultaneously decreased. Under the strict anoxic conditions in batch test, ammonium was removed through anammox pathway. The nitrite substrate for the anammox reaction was generated through PD. Therefore, the potential of PD/A in the mainstream anammox reactor is proved.

3.4. Microbial evolution in the mainstream anammox reactor

The effects of low-concentration rbCOD on the microbial community in the mainstream anammox reactor were investigated using high-throughput sequencing (Figure 5). In phase I (without rbCOD), the abundance of anammox bacteria (dominated by Candidatus Kuenenia) declined from 2.08 to 1.73%, while the abundances of AOB (Nitrosomonas) and NOB (Nitrospira) increased significantly from 0.29 to 0.40% and from 0.14 to 0.56%, respectively. These trends are consistent with the nitrate accumulation and nitrogen removal deterioration during reactor operation. After introducing rbCOD in phase II, the abundance of anammox bacteria was restored to 2.48%, whereas the abundances of AOB and NOB decreased to 0.05 and 0.23%, respectively. These results suggest that the proper introduction of rbCOD benefits the enrichment of anammox bacteria and the suppression of nitrifying bacteria. Additionally, a transition in the denitrifying bacteria population was observed after the introduction of rbCOD. Denitratisoma with the capacity of complete denitrification (NO3 → N2) was the predominant denitrifying bacteria in phase I, and its abundance decreased from 3.91 to 2.00% in phase II. While Thauera and Candidatus Competibacter, which have been identified as the functional microorganisms for PD (Du et al., 2016; Shi et al., 2019; Ji et al., 2020), were considerably enriched in phase II with abundances increased from 0.18 to 2.15%, and from 0.15 to 1.35%, respectively. These results provided further evidence of PD/A in the reactor.

FIGURE 5
www.frontiersin.org

Figure 5. Variations in the microbial composition in the mainstream anammox reactor.

3.5. Granulation process in the mainstream anammox reactor

The seeding sludge of the mainstream anammox reactor contained a specific quantity of granular sludge (D > 200 μm, 17.4%) and had an average diameter of 130.8 μm (Figure 6). The sludge size was stable in phase I and increased significantly to 195.6 μm in phase II. Granular sludge eventually constituted 52.5% of the total biomass in the reactor, indicating that granulation was promoted after the introduction of rbCOD in phase II. Granulation in the reactor can facilitate the enrichment of anammox bacteria because they are more prone to grow in large aggregates (Vlaeminck et al., 2010; Laureni et al., 2019).

FIGURE 6
www.frontiersin.org

Figure 6. Variation in sludge size distribution in the mainstream anammox reactor.

4. Discussion

4.1. Mechanism of the nitrogen removal enhancement after introducing rbCOD

In the present study, the introduction of rbCOD quickly restored the mainstream anammox reactor from high nitrate accumulation (Figure 2). Advanced nitrogen removal was achieved in the presence of low concentrations of rbCOD. There may be multiple mechanisms behind the nitrogen removal enhancement in the mainstream anammox reactor after the introduction of rbCOD.

First, the suppression of nitrification was enhanced, which reduced in situ nitrate production. In phase I, the reactor was operated without rbCOD input. Relatively high nitrification activity results in an increase in nitrate production and a deterioration in nitrogen removal performance (Figures 2, 3), as demonstrated in the literature (Díaz et al., 2020; Li W. et al., 2020). The DO (0.06–0.08 mg/L) supporting nitrification transferred from influent and air at the top of the reactor during mechanical mixing (Figure 3A). Some nitrifier species, including complete ammonia oxidizer (comammox) and NOB in genus Nitrospira, exhibit high oxygen affinities (Liu and Wang, 2013; Akaboci et al., 2018; Roots et al., 2019). They may have contributed to nitrification in the reactor because the abundance of Nitrospira increased significantly (Figure 5). In contrast, the DO concentration in the reactor decreased to 0.02–0.04 mg/L in phase II after the introduction of rbCOD, possibly because of the activity of aerobic heterotrophic bacteria (Figure 3C). Therefore, stricter anoxic conditions were obtained in phase II than in phase I, which suppressed nitrification activity. Consequently, both AOB and NOB abundance decreased during phase II (Figure 5).

Second, PD/A was achieved in the reactor, which simultaneously removed the nitrate originating from the influent and produced by the anammox reaction. Batch tests have proved that nitrite can be accumulated during the denitrification of nitrate (Figures 4AD). Besides, this part of nitrite can be utilized and removed by anammox bacteria with ammonium as the electron donor as revealed by cycle analysis (Figure 3D) and batch test (Figures 4EH). In such ways, nitrate in the reactor was polished with a minor organic consumption, which improved the nitrogen removal efficiency of the reactor to a high level. In addition, although rbCOD was introduced with the influent at the beginning, nitrate was produced (via anammox) and reduced (via denitrification) continuously during the entire cycle (Figure 3). Therefore, endogenous denitrification was expected to occur. In this study, Thauera and Candidatus Competibacter were the functional bacteria responsible for PD during phase II (Figure 5). Both can restore rbCOD as endogenous carbon sources such as glycogen and polyhydroxyalkanoates (Lopez-Vazquez et al., 2009; Andreolli et al., 2022). Therefore, the rbCOD in the influent may have been transferred to endogenous carbon sources at the beginning and supported PD during the entire cycle.

Third, anammox activity and growth were promoted, which improves the process performance and stability. In this study, the direct effects of rbCOD (acetate) on anammox activity may be limited. Low concentrations of acetate does not inhibit anammox activity (Huang et al., 2014). Some anammox species, such as Candidatus Anammoxoglobus propionicus and Candidatus Brocadia fulgida can utilize short-chain fatty acids for energy generating (Kartal et al., 2007, 2008). However, this pathway may be insignificant in this study because anammox population in the reactor was dominated by genus Candidatus Kuenenia throughout the experiment. Therefore, rbCOD mainly promoted anammox activity in indirect ways. For example, the aerobic oxidation of rbCOD can consume the DO in bulk liquid and reduce its inhibitory effect on anammox activity (Strous et al., 1999). In addition, the anoxic utilization of rbCOD by PD of nitrate provided additional nitrite substrate for anammox bacteria and promoted anammox activity (Figure 3). Furthermore, the presence of rbCOD promoted extracellular polymers secretion and granulation in the mainstream anammox reactor (Figure 6) as demonstrated in the literature (Li et al., 2015; Chen et al., 2021a), which helped retain and enrich slow-growing anammox bacteria (Zhu et al., 2018; Chen et al., 2021b). Consequently, anammox abundance increased from 1.73 to 2.48% after introducing low concentrations of rbCOD (Figure 5). Meanwhile anammox pathway maintained its dominant position in nitrogen removal (Figure 3).

4.2. Application and further study

In this study, an effective and applicable strategy was employed to solve nitrate accumulation caused by undesired NOB activity in mainstream anammox reactors. Other strategies have been reported to reduce nitrate yield, including purging the oxygen in the influent with nitrogen gas, minimizing the surface area of the reactor in contact with the atmosphere by adopting a high height/diameter ratio, and providing protective covers in the anammox reactor (Díaz et al., 2020). However, these measures may not be economical or applicable in some cases, especially for upgrading existing WWTPs because they require major retrofitting of the reactor configuration. Hence, the present study included the strategy of introducing low concentration of rbCOD, which can reduce nitrate accumulation with a minor modification by redirecting part of the raw municipal wastewater to the anammox reactor or adding a small amount of external organic carbon (Le et al., 2019; Fofana et al., 2022). In addition, rbCOD can be provided using sludge fermentation liquid, if it is available in the WWTP (Cao et al., 2013; Basset et al., 2016; Ali et al., 2021). At last, it is noted that the proposed operating strategy for mainstream anammox process is also applicable to continuous flow reactors. However, additional measures may be required to enhance the retention of anammox bacteria, such as filling proper carriers and using cyclone to selective retain granular sludge (Wett et al., 2013; Yang et al., 2017).

Even when there is no excessive nitrate production by NOB, operating the mainstream anammox reactor with a low concentration of rbCOD is beneficial because of its potential to achieve complete nitrogen removal (Zhuang et al., 2022). Both PN/A and PD/A contributed to the nitrogen removal as reported in the literature (Li J. et al., 2020; Li et al., 2022). Specifically in this study, PN/A removed most of the nitrogen autotrophically, whereas PD/A removed the nitrate generated in the anammox reaction. A theoretical equation for this process is presented in Table 2 for Case III and compared with other anammox-based processes targeting complete nitrogen removal (Cases I and II). In Case I, PN/A removes nitrogen autotrophically, however 11% of ammonium is eventually converted to nitrate. The nitrate polishing through denitrification still consumes organic carbon. The overall organic requirement of Case I is 0.32 mg COD/mg N. In Case II, nitrite substrate for anammox is generated through the complete nitrification of ammonium and subsequent PD of nitrate. This approach requires additional oxygen and organic carbon than the nitrite generation pathway of PN. Overall, 2.35 mg O2/mg N and 0.73 mg COD/mg N are consumed in Case II. Case III has theoretical advantages over Cases I and II. First, nitrite is mainly generated through PN, therefore saving of oxygen and organic carbon is expected when compared with Case II. Second, nitrate polishing is achieved through PD/A, which consumes less organic carbon than Case I. In addition, the PD/A in Case III can remove a certain amount of ammonium without consuming oxygen, therefore oxygen demand can also be saved compared with Case I. Overall Case III can achieve 100% nitrogen removal with the least requirement for oxygen (1.76 mg O2/mg N) and organic matter (0.14 mg COD/mg N) in the three cases.

TABLE 2
www.frontiersin.org

Table 2. Comparison of the theoretical oxygen and organic demand of different cases for complete nitrogen removal base on anammox.

Despite these theoretical and practical advantages, several issues need to be resolved before employing the proposed nitrate control strategy. First, nitrogen removal mechanism should be further investigated. In this study, some secondary nitrogen metabolism pathways were ignored when computing the nitrogen transformation in the reactor, which might have an impact on the accuracy of the calculation. The complex microbial nitrogen-recycling networks should be resolved in future studies using advanced technologies such as isotope labeling technique, metagenomics and metatranscriptomics (Wang et al., 2019; Yang et al., 2020). Second, the feasibility of the nitrate control strategy should be further verified using real municipal wastewater, although PD and PD/A using complex organic carbons in real municipal wastewater have been reported in the literature (Shi et al., 2019; Du et al., 2020; Ji et al., 2020). Besides, prolonged experiments are required to investigate the long-term effects of organic additions, particularly with seasonal temperature variations. Third, the optimal ranges of the rbCOD concentration and rbCOD/TN ratio should be determined in future studies to minimize organic consumption in real applications.

5. Conclusion

In this study, a mainstream anammox treatment was established in an SBR. When the reactor was operated with no rbCOD, high levels of nitrate accumulated in the effluent because of undesired NOB activity, resulting in reduced nitrogen removal efficiency. In contrast, operation with a low rbCOD concentration restored the anammox reactor from nitrate accumulation and achieved highly efficient nitrogen removal. At a low concentration of rbCOD, anammox remained the dominant nitrogen removal pathway, whereas PD/A removed the nitrate generated by the anammox reaction. Besides, NOB were effectively suppressed because of the stricter anoxic environment. In addition, granulation was promoted, which favored the enrichment of slow-growing anammox bacteria. Overall, the introduction of low concentrations of rbCOD is a feasible strategy for achieving robust and efficient nitrogen removal in mainstream anammox reactors.

Data availability statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary material.

Author contributions

YY: funding acquisition, conceptualization, data curation, and writing—original draft. YL: formal analysis, validation, investigation, and writing—original draft. JX: formal analysis and data curation. SL: methodology and resources. LL: software and data curation. CL: project administration and writing—review and editing. YT: funding acquisition and writing—review and editing. All authors contributed to the article and approved the submitted version.

Funding

This research was financially supported by the Natural Science Foundation of Shandong Province, China (Grant No. ZR2019BEE070), the National Natural Science Foundation of China (Grant No. 22176106), the Shandong Province Higher Educational Program for Introduction and Cultivation of Young Innovative Talents (2021), and the Open Research Fund of Engineering Research Center of Concrete Technology under Marine Environment, Ministry of Education (Grant No. TMduracon2022041).

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2023.1186819/full#supplementary-material

References

Akaboci, T. R. V., Gich, F., Ruscalleda, M., Balaguer, M. D., and Colprim, J. (2018). Effects of extremely low bulk liquid DO on autotrophic nitrogen removal performance and NOB suppression in side- and mainstream one-stage PNA. J. Chem. Technol. Biotechnol. 93, 2931–2941. doi: 10.1002/jctb.5649

CrossRef Full Text | Google Scholar

Ali, P., Zalivina, N., Le, T., Riffat, R., Ergas, S., Wett, B., et al. (2021). Primary sludge fermentate as carbon source for mainstream partial denitrification–anammox (PdNA). Water Environ. Res. 93, 1044–1059. doi: 10.1002/wer.1492

PubMed Abstract | CrossRef Full Text | Google Scholar

Andreolli, M., Scerbacov, V., Frison, N., Zaccone, C., and Lampis, S. (2022). Thauera sp. Sel9, a new bacterial strain for polyhydroxyalkanoates production from volatile fatty acids. New Biotechnol. 72, 71–79. doi: 10.1016/j.nbt.2022.09.004

PubMed Abstract | CrossRef Full Text | Google Scholar

APHA (2005). Standard methods for the examination of water and wastewater, 21st. Washington DC: American Public Health Association.

Google Scholar

Basset, N., Katsou, E., Frison, N., Malamis, S., Dosta, J., and Fatone, F. (2016). Integrating the selection of PHA storing biomass and nitrogen removal via nitrite in the main wastewater treatment line. Bioresour. Technol. 200, 820–829. doi: 10.1016/j.biortech.2015.10.063

PubMed Abstract | CrossRef Full Text | Google Scholar

Cao, Y., Van Loosdrecht, M. C. M., and Daigger, G. T. (2017). Mainstream partial nitritation–anammox in municipal wastewater treatment: status, bottlenecks, and further studies. Appl. Microbiol. Biotechnol. 101, 1365–1383. doi: 10.1007/s00253-016-8058-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Cao, S., Wang, S., Peng, Y., Wu, C., Du, R., Gong, L., et al. (2013). Achieving partial denitrification with sludge fermentation liquid as carbon source: the effect of seeding sludge. Bioresour. Technol. 149, 570–574. doi: 10.1016/j.biortech.2013.09.072

CrossRef Full Text | Google Scholar

Chen, C., Jiang, Y., Liu, J., Adams, M., Chang, Y., Guo, M., et al. (2021a). The structure of anammox granular sludge under varying long-term organic matter stress: performance, physiochemical and microbial community. J. Clean. Prod. 323:129117. doi: 10.1016/j.jclepro.2021.129117

CrossRef Full Text | Google Scholar

Chen, C., Jiang, Y., Zou, X., Guo, M., Liu, H., Cui, M., et al. (2021b). Insight into the influence of particle sizes on characteristics and microbial community in the anammox granular sludge. J. Water Process. Eng. 39:101883. doi: 10.1016/j.jwpe.2020.101883

CrossRef Full Text | Google Scholar

Chen, Y., Zhao, Z., Liu, H., Ma, Y., An, F., Huang, J., et al. (2020). Achieving stable two-stage mainstream partial-nitrification/anammox (PN/A) operation via intermittent aeration. Chemosphere 245:125650. doi: 10.1016/j.chemosphere.2019.125650

PubMed Abstract | CrossRef Full Text | Google Scholar

Díaz, C., Belmonte, M., Campos, J. L., Franchi, O., Faúndez, M., Vidal, G., et al. (2020). Limits of the anammox process in granular systems to remove nitrogen at low temperature and nitrogen concentration. Process. Saf. Environ. Prot. 138, 349–355. doi: 10.1016/j.psep.2020.03.025

CrossRef Full Text | Google Scholar

Du, R., Cao, S., Zhang, H., Li, X., and Peng, Y. (2020). Flexible nitrite supply alternative for mainstream anammox: advances in enhancing process stability. Environ. Sci. Technol. 54, 6353–6364. doi: 10.1021/acs.est.9b06265

PubMed Abstract | CrossRef Full Text | Google Scholar

Du, R., Peng, Y., Cao, S., Li, B., Wang, S., and Niu, M. (2016). Mechanisms and microbial structure of partial denitrification with high nitrite accumulation. Appl. Microbiol. Biotechnol. 100, 2011–2021. doi: 10.1007/s00253-015-7052-9

CrossRef Full Text | Google Scholar

Du, R., Peng, Y., Ji, J., Shi, L., Gao, R., and Li, X. (2019). Partial denitrification providing nitrite: opportunities of extending application for anammox. Environ. Int. 131:105001. doi: 10.1016/j.envint.2019.105001

PubMed Abstract | CrossRef Full Text | Google Scholar

Fofana, R., Parsons, M., Long, C., Chandran, K., Jones, K., Klaus, S., et al. (2022). Full-scale transition from denitrification to partial denitrification–anammox (PdNA) in deep-bed filters: operational strategies for and benefits of PdNA implementation. Water Environ. Res. 94:e10727. doi: 10.1002/wer.10727

PubMed Abstract | CrossRef Full Text | Google Scholar

Fu, W., Zhu, R., Lin, H., Zheng, Y., and Hu, Z. (2021). Effect of organic concentration on biological activity and nitrogen removal performance in an anammox biofilm system. Water Sci. Technol. 84, 725–736. doi: 10.2166/wst.2021.258

PubMed Abstract | CrossRef Full Text | Google Scholar

Ge, S., Wang, S., Yang, X., Qiu, S., Li, B., and Peng, Y. (2015). Detection of nitrifiers and evaluation of partial nitrification for wastewater treatment: a review. Chemosphere 140, 85–98. doi: 10.1016/j.chemosphere.2015.02.004

PubMed Abstract | CrossRef Full Text | Google Scholar

Gilbert, E. M., Agrawal, S., Brunner, F., Schwartz, T., Horn, H., and Lackner, S. (2014). Response of different Nitrospira species to anoxic periods depends on operational DO. Environ. Sci. Technol. 48, 2934–2941. doi: 10.1021/es404992g

PubMed Abstract | CrossRef Full Text | Google Scholar

He, Y., Mao, H., Makinia, J., Drewnowski, J., Wu, B., Xu, J., et al. (2023). Impact of soluble organic matter and particulate organic matter on anammox system: performance, microbial community and N2O production. J. Environ. Sci. 124, 146–155. doi: 10.1016/j.jes.2021.11.007

PubMed Abstract | CrossRef Full Text | Google Scholar

Huang, X.-L., Gao, D.-W., Tao, Y., and Wang, X.-L. (2014). C2/C3 fatty acid stress on anammox consortia dominated by Candidatus Jettenia asiatica. Chem. Eng. J. 253, 402–407. doi: 10.1016/j.cej.2014.05.055

CrossRef Full Text | Google Scholar

Isanta, E., Reino, C., Carrera, J., and Perez, J. (2015). Stable partial nitritation for low-strength wastewater at low temperature in an aerobic granular reactor. Water Res. 80, 149–158. doi: 10.1016/j.watres.2015.04.028

PubMed Abstract | CrossRef Full Text | Google Scholar

Ji, J., Peng, Y., Li, X., Zhang, Q., and Liu, X. (2020). A novel partial nitrification-synchronous anammox and endogenous partial denitrification (PN-SAEPD) process for advanced nitrogen removal from municipal wastewater at ambient temperatures. Water Res. 175:115690. doi: 10.1016/j.watres.2020.115690

PubMed Abstract | CrossRef Full Text | Google Scholar

Kartal, B., Kuenen, J. G., and Van Loosdrecht, M. C. M. (2010). Sewage treatment with anammox. Science 328, 702–703. doi: 10.1126/science.1185941

CrossRef Full Text | Google Scholar

Kartal, B., Rattray, J., Van Niftrik, L. A., Van, D. V. J., Schmid, M. C., Webb, R. I., et al. (2007). Candidatus "Anammoxoglobus propionicus" a new propionate oxidizing species of anaerobic ammonium oxidizing bacteria. Syst. Appl. Microbiol. 30, 39–49. doi: 10.1016/j.syapm.2006.03.004

PubMed Abstract | CrossRef Full Text | Google Scholar

Kartal, B., Van Niftrik, L., Rattray, J., De Vossenberg, J., Schmid, M. C., Damste, J. S. S., et al. (2008). Candidatus 'Brocadia fulgida': an autofluorescent anaerobic ammonium oxidizing bacterium. FEMS Microbiol. Ecol. 63, 46–55. doi: 10.1111/j.1574-6941.2007.00408.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Laureni, M., Weissbrodt, D. G., Villez, K., Robin, O., De Jonge, N., Rosenthal, A., et al. (2019). Biomass segregation between biofilm and flocs improves the control of nitrite-oxidizing bacteria in mainstream partial nitritation and anammox processes. Water Res. 154, 104–116. doi: 10.1016/j.watres.2018.12.051

PubMed Abstract | CrossRef Full Text | Google Scholar

Le, T., Peng, B., Su, C., Massoudieh, A., Torrents, A., Al-Omari, A., et al. (2019). Impact of carbon source and COD/N on the concurrent operation of partial denitrification and anammox. Water Environ. Res. 91, 185–197. doi: 10.1002/wer.1016

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, Y., Huang, Z., Ruan, W., Ren, H., and Zhao, M. (2015). ANAMMOX performance, granulation, and microbial response under COD disturbance. J. Chem. Technol. Biotechnol. 90, 139–148. doi: 10.1002/jctb.4298

CrossRef Full Text | Google Scholar

Li, J., Peng, Y., Yang, S., Li, S., Feng, W., Li, X., et al. (2022). Successful application of anammox using the hybrid autotrophic–heterotrophic denitrification process for low-strength wastewater treatment. Environ. Sci. Technol. 56, 13964–13974. doi: 10.1021/acs.est.2c02920

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, J., Peng, Y., Zhang, L., Li, X., Zhang, Q., Yang, S., et al. (2020). Improving efficiency and stability of anammox through sequentially coupling nitritation and denitritation in a single-stage bioreactor. Environ. Sci. Technol. 54, 10859–10867. doi: 10.1021/acs.est.0c01314

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, J., Qiang, Z., Yu, D., Wang, D., Zhang, P., and Li, Y. (2016). Performance and microbial community of simultaneous anammox and denitrification (SAD) process in a sequencing batch reactor. Bioresour. Technol. 218, 1064–1072. doi: 10.1016/j.biortech.2016.07.081

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, W., Zhuang, J. L., Zhou, Y. Y., Meng, F. G., Kang, D., Zheng, P., et al. (2020). Metagenomics reveals microbial community differences lead to differential nitrate production in anammox reactors with differing nitrogen loading rates. Water Res. 169:115279. doi: 10.1016/j.watres.2019.115279

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, G., and Wang, J. (2013). Long-term low DO enriches and shifts nitrifier community in activated sludge. Environ. Sci. Technol. 47, 5109–5117. doi: 10.1021/es304647y

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, W., Yang, D., Shen, Y., and Wang, J. (2018). Two-stage partial nitritation-anammox process for high-rate mainstream deammonification. Appl. Microbiol. Biotechnol. 102, 8079–8091. doi: 10.1007/s00253-018-9207-y

PubMed Abstract | CrossRef Full Text | Google Scholar

Lopez-Vazquez, C. M., Oehmen, A., Hooijmans, C. M., Brdjanovic, D., Gijzen, H. J., Yuan, Z., et al. (2009). Modeling the PAO–GAO competition: effects of carbon source, pH and temperature. Water Res. 43, 450–462. doi: 10.1016/j.watres.2008.10.032

CrossRef Full Text | Google Scholar

Regmi, P., Miller, M. W., Holgate, B., Bunce, R., Park, H., Chandran, K., et al. (2014). Control of aeration, aerobic SRT and COD input for mainstream nitritation/denitritation. Water Res. 57, 162–171. doi: 10.1016/j.watres.2014.03.035

PubMed Abstract | CrossRef Full Text | Google Scholar

Roots, P., Wang, Y., Rosenthal, A. F., Griffin, J. S., Sabba, F., Petrovich, M., et al. (2019). Comammox Nitrospira are the dominant ammonia oxidizers in a mainstream low dissolved oxygen nitrification reactor. Water Res. 157, 396–405. doi: 10.1016/j.watres.2019.03.060

PubMed Abstract | CrossRef Full Text | Google Scholar

Sánchez Guillén, J. A., Lopez Vazquez, C. M., De Oliveira Cruz, L. M., Brdjanovic, D., and Van Lier, J. B. (2016). Long-term performance of the anammox process under low nitrogen sludge loading rate and moderate to low temperature. Biochem. Eng. J. 110, 95–106. doi: 10.1016/j.bej.2016.02.004

CrossRef Full Text | Google Scholar

Shi, L., Du, R., and Peng, Y. (2019). Achieving partial denitrification using carbon sources in domestic wastewater with waste-activated sludge as inoculum. Bioresour. Technol. 283, 18–27. doi: 10.1016/j.biortech.2019.03.063

CrossRef Full Text | Google Scholar

Silveira, N. C., Oliveira, G. H. D., Damianovic, M. H. R. Z., and Foresti, E. (2021). Two-stage partial nitrification-anammox process for nitrogen removal from slaughterhouse wastewater: evaluation of the nitrogen loading rate and microbial community analysis. J. Environ. Manag. 296:113214. doi: 10.1016/j.jenvman.2021.113214

PubMed Abstract | CrossRef Full Text | Google Scholar

Strous, M., Heijnen, J. J., Kuenen, J. G., and Jetten, M. S. M. (1998). The sequencing batch reactor as a powerful tool for the study of slowly growing anaerobic ammonium-oxidizing microorganisms. Appl. Microbiol. Biotechnol. 50, 589–596. doi: 10.1007/s002530051340

CrossRef Full Text | Google Scholar

Strous, M., Kuenen, J. G., and Jetten, M. S. M. (1999). Key physiology of anaerobic ammonium oxidation. Appl. Environ. Microbiol. 65, 3248–3250. doi: 10.1128/AEM.65.7.3248-3250.1999

PubMed Abstract | CrossRef Full Text | Google Scholar

Vlaeminck, S. E., Terada, A., Smets, B. F., De Clippeleir, H., Schaubroeck, T., Bolca, S., et al. (2010). Aggregate size and architecture determine microbial sctivity balance for one-stage partial nitritation and anammox. Appl. Environ. Microbiol. 76, 900–909. doi: 10.1128/aem.02337-09

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, Z., Peng, Y., Li, J., Liu, J., Zhang, Q., Li, X., et al. (2021). Rapid initiation and stable maintenance of municipal wastewater nitritation during the continuous flow anaerobic/oxic process with an ultra-low sludge retention time. Water Res. 197:117091. doi: 10.1016/j.watres.2021.117091

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, X., Yang, R., Guo, Y., Zhang, Z., Kao, C. M., and Chen, S. (2019). Investigation of COD and COD/N ratio for the dominance of anammox pathway for nitrogen removal via isotope labelling technique and the relevant bacteria. J. Hazard. Mater. 366, 606–614. doi: 10.1016/j.jhazmat.2018.12.036

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, Q. L., Ye, L., Jiang, G. M., Hu, S. H., and Yuan, Z. G. (2014). Side-stream sludge treatment using free nitrous acid selectively eliminates nitrite oxidizing bacteria and achieves the nitrite pathway. Water Res. 55, 245–255. doi: 10.1016/j.watres.2014.02.029

PubMed Abstract | CrossRef Full Text | Google Scholar

Wett, B., Omari, A., Podmirseg, S. M., Han, M., Akintayo, O., Gómez Brandón, M., et al. (2013). Going for mainstream deammonification from bench to full scale for maximized resource efficiency. Water Sci. Technol. 68, 283–289. doi: 10.2166/wst.2013.150

PubMed Abstract | CrossRef Full Text | Google Scholar

Xu, G. J., Zhou, Y., Yang, Q., Lee, Z. M. P., Gu, J., Lay, W. S., et al. (2015). The challenges of mainstream deammonification process for municipal used water treatment. Appl. Microbiol. Biotechnol. 99, 2485–2490. doi: 10.1007/s00253-015-6423-6

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, Y., Pan, J., Zhou, Z., Wu, J., Liu, Y., Lin, J.-G., et al. (2020). Complex microbial nitrogen-cycling networks in three distinct anammox-inoculated wastewater treatment systems. Water Res. 168:115142. doi: 10.1016/j.watres.2019.115142

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, Y., Zhang, L., Cheng, J., Zhang, S., Li, B., and Peng, Y. (2017). Achieve efficient nitrogen removal from real sewage in a plug-flow integrated fixed-film activated sludge (IFAS) reactor via partial nitritation/anammox pathway. Bioresour. Technol. 239, 294–301. doi: 10.1016/j.biortech.2017.05.041

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, B., Zhao, J., Zuo, J., Shi, X., Gong, J., and Ren, H. (2019). Realizing stable operation of anaerobic ammonia oxidation at low temperatures treating low strength synthetic wastewater. J. Environ. Sci. 75, 193–200. doi: 10.1016/j.jes.2018.03.020

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhu, G., Wang, S., Ma, B., Wang, X., Zhou, J., Zhao, S., et al. (2018). Anammox granular sludge in low-ammonium sewage treatment: not bigger size driving better performance. Water Res. 142, 147–158. doi: 10.1016/j.watres.2018.05.048

CrossRef Full Text | Google Scholar

Zhuang, J.-L., Sun, X., Zhao, W.-Q., Zhang, X., Zhou, J.-J., Ni, B.-J., et al. (2022). The anammox coupled partial-denitrification process in an integrated granular sludge and fixed-biofilm reactor developed for mainstream wastewater treatment: performance and community structure. Water Res. 210:117964. doi: 10.1016/j.watres.2021.117964

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: anammox, partial denitrification, mainstream, nitrogen removal, readily biodegradable organics

Citation: Yang Y, Long Y, Xu J, Liu S, Liu L, Liu C and Tian Y (2023) Achieving robust and highly efficient nitrogen removal in a mainstream anammox reactor by introducing low concentrations of readily biodegradable organics. Front. Microbiol. 14:1186819. doi: 10.3389/fmicb.2023.1186819

Received: 15 March 2023; Accepted: 10 April 2023;
Published: 28 April 2023.

Edited by:

Zhaoming Zheng, Beijing University of Technology, China

Reviewed by:

Bin Ma, Hainan University, China
Xuliang Zhuang, Chinese Academy of Sciences, China

Copyright © 2023 Yang, Long, Xu, Liu, Liu, Liu and Tian. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Yandong Yang, yangyandong@qut.edu.cn

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.