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Article

Multiscale Characterization of Anammox Granules and Microbial Migration Under Variable Nitrogen Loading Rates

by
Xiaoliang Fan
1,2,
Yunzhi Qian
2,
Xueying Yang
1,
Yilin Wang
1,
Hong Yang
3 and
Shilong He
2,*
1
State Key Laboratory of Petroleum Pollution Control, Beijing 102206, China
2
School of Environment and Spatial Informatics, China University of Mining and Technology, Xuzhou 221116, China
3
Department of Geography and Environmental Science, University of Reading, Reading RG6 6AB, UK
*
Author to whom correspondence should be addressed.
Water 2025, 17(11), 1653; https://doi.org/10.3390/w17111653
Submission received: 29 April 2025 / Revised: 23 May 2025 / Accepted: 26 May 2025 / Published: 29 May 2025
(This article belongs to the Topic Sustainable River and Lake Restoration: From Challenges to Solutions)
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Abstract

:
The sustainable restoration of river and lake ecosystems requires advanced wastewater treatment technologies to control nitrogen pollution, a key driver of aquatic degradation. This study explores the physiological responses of anammox granular sludge (AnGS) to varying nitrogen loading rates (NLRs), offering insights into microbial stability under environmental stress. AnGS samples with different particle sizes (<1.0 mm, 1–2 mm, >2 mm) were subjected to NLRs ranging from 0.9 to 3.6 gN/L/d. As the NLR increased, the NO2−-N/NH4⁺-N consumption ratio rose from 1.0 to 1.2, and the most active particle size shifted to 1–2 mm. Hydroxyapatite (HAP) crystals formed at higher NLRs, enhancing the settling and activity of 1–2 mm AnGS but inhibiting larger granules (>2 mm). Microbial analysis revealed that Candidatus Brocadia dominated at high NLRs (10.5%), outperforming Candidatus Kuenenia (2.47%). The enrichment of these key genera across granules indicates adaptive microbial migration under loading stress. These findings provide critical operational strategies for sustaining AnGS performance through particle size regulation, contributing to nitrogen control solutions vital for river and lake restoration efforts.

Graphical Abstract

1. Introduction

Water pollution remains a significant global challenge, particularly in developing countries [1,2]. Various technologies have been developed to treat wastewater [3,4]. The anammox process is an innovative biological nitrogen removal technology that offers distinct advantages for treating wastewater with high levels of NH4⁺-N, such as food waste digestate and swine manure digestate [5,6]. However, the growth rate of anammox bacteria (AnAOB) is only 0.0027 h−1, prolonging the startup period of the anammox process and posing a significant obstacle to its widespread engineering application [7].
Achieving effective retention and enrichment of AnAOB is crucial for addressing the low growth rates of AnAOB. The addition of biofilm carriers and the optimization of reactor configurations have been adopted to address this obstacle. A high enrichment of AnAOB was achieved by utilizing a hollow carrier in a gas lift reactor, with a relative abundance of 32.31% [8]. Although the addition of carriers is beneficial for achieving the stability of the anammox process, the long biofilm formation period (up to 210 days) poses an extended risk of AnAOB loss. Membrane bioreactors, which offer efficient biomass retention, are utilized for the effective enrichment of AnAOB, enabling the rapid startup of the anammox process within 63 days [9]. However, membrane bioreactors require high operating costs [10]. Compared with aerobic sludge, anammox sludge is more likely to secrete extracellular polymeric substances to facilitate the aggregation of anammox flocs into anammox granular sludge (AnGS) [11]. Granules are the primary sludge morphology form of AnAOB [12]. Therefore, it is necessary to evaluate the growth characteristics of the AnGS and the AnGS stability mechanisms.
NLRs can directly affect the physiological characteristics and mechanical strength of AnGS, such as settling velocity, activity, microbial community, and particle size [13,14]. The settling velocity of the AnGS increased from 126 to 198 m/h as NLR was elevated from 1 to 3 gN/L/d [15]. The high settling velocity promotes the maintenance of an adequate AnAOB biomass within the reactor. The AnAOB activity enhanced from 0.38 to 0.8 gN/gVSS/d as the NLR increased from 5 to 50 gN/L/d [16]. As the NLR was elevated from 1.2 to 15.4 gN/L/d, the abundance of Candidatus Kuenenia rose from 36.1% to 57.1% [17]. As the NLR elevated from 0.1 to 0.5 g N/L/d, a migration occurred from Candidatus Kuenenia to Candidatus Brocadia [18]. Additionally, as the influent ratio rose from 1 to 1.25, a migration occurred from Candidatus Brocadia to Candidatus Kuenenia, with an abundance of 52.3% [17]. Due to the different substrate tolerance conditions of different AnAOB, Candidatus Kuenenia is suitable for growing under high NLRs, while Candidatus Brocadia is suitable under low NLRs. For wastewater with different total nitrogen concentrations, particle size can be specifically regulated (such as through screening) to achieve maximum nitrogen removal efficiency.
The highest AnAOB activity of 0.17 gN/gVSS/d was achieved with AnGS particles sized from 1.5–2.0 mm when NLR was 0.4 gN/L/d [19]. AnGS particles sized from 2–2.8 mm has been reported to exhibit an optimal SAA of 2.0 gN/gVSS/d at an NLR of 1.5 gN/L/d [15]. At an NLR of 13.6 gN/L/d, AnGS particles sized from 0.5–1 mm exhibited an absolute dominance of 55.7% [20]. AnGS particles sized >4.0 mm were classified as floating granules when the NLR was 44 gN/L/d [21]. These results suggest that the properties of AnGS are closely related to particle size and are influenced by the NLR. However, current studies have concentrated on a single NLR level, and the reported optimal particle sizes for AnGS have not been uniformly established. To address the knowledge gaps, it is essential to investigate the impact of NLRs with wide dimensional fluctuations from low to high on the biochemical and physical properties of sludge with varying particle sizes and to analyze the microbial community relationships from a macro-genetic perspective.
The objectives of this study include the following: (1) to investigate the physicochemical properties of AnGS with different particle sizes under NLR fluctuations ranging from 0.9 to 3.6 gN/L/d, (2) to investigate the microbial community response characteristics of different particle sizes, and (3) to identify the optimal particle size for AnGS.

2. Material and Methods

2.1. Experiment Setup

An 4.5 L expanded granular sludge bed (EGSB) reactor (Shanghai Binyue Plexiglass Production Center, Shanghai, China) was used (Figure 1). The temperature was maintained at 35 ± 1 °C using a heat pump, and a black insulating jacket was applied to prevent the impact of light on the AnGS. A pump was used to control an effluent reflux ratio of 1:1. The effluent from the EGSB reactor is partially treated by a peristaltic pump and reinjected into the bottom of the reactor, where it is mixed with the influent. This design increases the upward flow rate of the reactor, promotes the expansion of the sludge bed, and forms a stable suspended state of granular sludge, thereby expanding the contact area between sludge and wastewater.

2.2. Reactor Operation

The entire operation was segmented into three phases, based on the influent NO2−-N/NH4+-N ratios and NLRs (Table 1). In Phase I, the TN concentration in influent was 450 mg/L, and the NLR was 0.9 gN/L/d. A previous study reported that the Rs (ΔNO2−-N/ΔNH4+-N) of the anammox process was correlated with the NLR [16]. As NLR was evaluated from 5 to 50 gN/L/d, the Rs was augmented from 1.13 to 1.31. The NLR for Phase I was 0.9 g N/L/d, which is significantly below 5 gN/L/d. Therefore, the NO2−-N to NH4⁺-N ratio in the influent was set to 1. In Phase II, the NO2−-N to NH4⁺-N ratio in the influent was adjusted to 1.15 to prevent substrate inhibition based on the Rs in Phase I, while the TN concentration and NLR were the same as in Phase I. In Phase III, the NLR was increased to 3.6 gN/L/d by shortening the hydraulic retention time (HRT), with a higher influent NO2−-N/NH4+-N ratio of 1.2.

2.3. Synthetic Wastewater and Inoculum Sludge

The synthetic wastewater was composed of NH4Cl and NaNO2. The detailed composition of the synthetic wastewater was consistent with that reported in a previous study [22].
The AnAOB seed sludge was collected from an EGSB reactor that had been cultured for 3 years. The initial volatile suspended solids (VSS) concentration was 16.7 g/L, with a VSS to suspended solids (SS) ratio of 0.39 [23].

2.4. Properties of AnGS with Different Particle Sizes

The mixed AnGS was filtered into three separate groups, based on particle size: <1.0, 1.0–2.0, and >2.0 mm [24]; the volume proportion of the AnGS was measured in a glass column with a volume of 20 mL. Macroscopic morphological variations of the AnGS were recorded using a mobile phone under identical lighting conditions. The settling velocity was determined in a 1 m hollow glass water column, and 15–20 samples were tested in each group [25]. To test the SAA of the AnGS, at the end of each phase, the AnGS is placed in serum bottles containing substrates, exposed to nitrogen for 10 min, and gas production is regularly measured for analysis [26]. The VSS and SS concentrations of particles with different particle sizes were measured via the APHA method [27]. Each test was set up in parallel to ensure the accuracy of the data. One-way analysis of variance (ANOVA) was conducted using the Statistical Package for the Social Sciences 22.0 to evaluate the significance of the experimental results, with a difference considered statistically significant at p < 0.05.

2.5. Analytical and Calculative Methods

The influent and effluent samples from the reactor were filtered using 0.45 μm filters every 2 days. The NH4+-N, NO2−-N, and NO3−-N were assessed using the standard method [27]. pH was determined using a PHS-25 PH meter (PHS-25, Shanghai Yidian Scientific Instrument Co., Ltd., Shanghai, China). X-ray diffraction (XRD) was applied to measure the AnGS crystals of different sizes. The calculation methods for Rs and Rp are based on the methods used in a previous study [28]. Rs is the ratio of the actual consumption of nitrite nitrogen to ammonia nitrogen. Rp is the ratio of the production of nitrate nitrogen to the consumption of ammonia nitrogen.

2.6. Microbal Community Analysis

At the end of Phase I and III, mixed AnGS and three groups of anammox particulate sludge samples (<1.0, 1.0–2.0, and >2.0 mm) were collected and retained at −20 °C. Eight sludge samples were analyzed at the Shanghai Majorbio Bioengineering Laboratory. Microbial communities were determined by sequencing using the Illumina MiSeq platform 2.0, and MiSeq sequencing libraries were prepared by two-step tailed PCR, using 515F and 806R as primers.

3. Results and Discussion

3.1. Overall Performance

The performance of the EGSB–anammox reactor is shown in Figure 2. In Phase I, the NLR was 0.9 gN/L/d, EGSB–anammox process exhibited the mean removal efficiency of NH4+-N and NO2−-N was 85.74 ± 5.76% and 95.21 ± 2.28%, respectively (Figure 2c). The mean total nitrogen removal efficiency (TNRE) during the operation phase was 82.69 ± 1.92%, with mean Rs and Rp values of 1.14 ± 0.08 and 0.18 ± 0.04 (Figure 3a,b), respectively. Based on the theoretical stoichiometric equation of anammox process [29], the Rs was l.32 and Rp was 0.26. At the end of Phase I, the removal efficiency of NH4⁺-N reached only 81%, while the NO2−-N removal efficiency reached 97%. As a result, the Rs and Rp were 1.26 and 0.24, separately (Figure 3a,b). Previous studies have also reported that Rs was 1.14 ± 0.14 when NLR reached 1.0 gN/L/d [30]. The NO2−-N to NH4⁺-N ratio was 1, which conducive to preventing substrate inhibition during the initial period of startup. Then, the AnAOB activity was enhanced and the residual NH4⁺-N was the primary factor limiting the improvement of NRE, necessitating adjustments to the influent NO2−-N/NH4+-N ratio based on the actual ratio of Rs.
In Phase II, NLR were not changed. The NO2−-N to NH4⁺-N ratio was improved to 1.15. The EGSB–anammox process achieved a mean TNRE of 79.28 ± 0.27% (Figure 2c), resulting in effluent NO2−-N and NH4⁺-N concentrations of 0.75 mg/L and 16.09 mg/L, respectively (Figure 2b). The Rs was 1.39 ± 0.14, and Rp was 0.32 ± 0.05, both exceeding the theoretical values for the anammox reaction. These results indicated that the presence of trace amounts of oxygen in the influent might led to the growth of nitrifying bacteria [31].
In Phase III, a higher NLR was adopted to enhance the anammox activity and inhibit the nitrifying bacteria activity. The TN concentration remained at 450 mg/L while the NO2−-N to NH4⁺-N ratio was improved to 1.2, and the HRT was shortened to 3 h to increase the NLR to 3.6 gN/L/d. The mean TNRE was 83.64 ± 0.59%. The Rs was 1.31 ± 0.03, and Rp was 0.28 ± 0.04, approaching the theoretical values.
The Rs is related to the enrichment level of AnAOB and the NLRs. The widely used influent theoretical Rs for anammox was reported in a low NLR condition of 1.0 gN/L/d [32]. The high enrichment level of 67% AnAOB contributed to the high Rs. As the NLR increased from 5 to 50 gN/L/d, the anammox bacteria become enriched, accompanied by the increase in Rs from 1.13 to 1.31 [16]. In this study, the trends of Rs and Rp were consistent with those in previous studies [15,16,30,33,34] (Figure 3c,d). The Rs and Rp corresponding to the NLR in this study were fitted with those from previous studies. Within the NLR range of 0.9–20 gN/L/d, an excellent correlation exists among the results from various studies for Rs (0.9951) and Rp (0.9638). Meanwhile, Rs and Rp increase rapidly within an NLR below 5.0 gN/L/d, subsequently approaching the theoretical values of 1.32 and 0.26, respectively.
Water 17 01653 g003
Figure 3. (a) Changes in Rs values; (b) changes in RP values; (c) relationship between Rs and NLR; (d) relationship between Rp and NLR [15,16,30,33,34].
Figure 3. (a) Changes in Rs values; (b) changes in RP values; (c) relationship between Rs and NLR; (d) relationship between Rp and NLR [15,16,30,33,34].
Water 17 01653 g003

3.2. Physicochemical Properties of AnGS

3.2.1. Morphology of AnGS at Different Sizes

Figure 4 shows the morphology of the AnGS. In Phase I, the reddish-brown color of AnGS gradually deepened with increasing particle size. The AnGS particles sized <1.0 mm was mainly light red and light brown. AnGS with a 1.0–2.0 mm particle size was pink with irregularly spherical particles. AnGS particles sized >2.0 mm had a more regular spherical shape, and the color was bright red, with a distinct brownish red hue (Figure 4a–c). AnGS is usually blood red, indicating its activity. The color has been reported to be due to the presence of cytochrome c, and it correlates significantly with the amount and activity of AnAOB [35]. The abundance of anammox can be roughly represented by the degree of redness [36].
In Phase III, the color change of the AnGS with increasing particle size is similar to that in Phase I. Notably, the surface of AnGS particles sized 1.0–2.0 mm and >2.0 mm was coated with a thin layer of white inorganic material, which is likely calcium precipitation (Figure 4d–f). Research has indicated that the presence of Ca2+, Fe2+, Mg2+, and Mn2+ significantly enhances anammox granulation [37]. Ca2+ readily combines with SO42−, PO43−, and CO32− in water to form different types of precipitates. However, these precipitates have been reported to exacerbate mass transfer limitations in mature AnGS [38].
The long-term addition of calcium substrates has been shown to result in the formation of AnGS with a hydroxyapatite (HAP) inorganic core, thereby enhancing their settling properties [39]. However, the precipitation of calcium phosphate can lead to decreased biomass activity [40]. The positive and negative effects of HAP on anammox granules are related to particle size, which exhibited different results among AnGS with different particle sizes. The surface of the particles >2.0 mm exhibited a distribution of compact and irregular white round particles. The whiteness of these particles intensified, and some displayed signs of mineralization. XRD (X-ray diffraction) analysis (Figure S1) indicated that the primary inorganic crystal in sludge particles sized from 1.0–2.0 mm and >2.0 mm was hydroxyapatite (HAP), which is the main mineral present. The HAP crystals were not detected in AnGS particles sized < 1.0 mm. The formation of HAP requires alkalinity provided by anammox, which is closely linked to the activity of the AnGS [41]. Larger particles indicate higher anammox activity, which promotes the formation of HAP and provides an inorganic core for anammox granules, thereby further facilitating the growth of AnGS [42]. Therefore, HAP crystals are predominantly present in larger particles.
The accumulation of inorganic HAP can provide a core for particle formation, but it may also affect microbial activity [43]. The formation of HAP has been reported to decrease the abundance of AnAOB, thereby obstructing substrate mass transfer and ultimately leading to bacterial death [44]. In this study, the effects of HAP on AnGS with different particle sizes will be analyzed from several aspects, including settling property, activity, and microbial community structure.

3.2.2. Percentage of Granular Sludge

In Phase I, the particle sizes of anammox sludge were primarily concentrated in the <1.0 mm range, which accounted for 42.79%. Meanwhile, AnGS particles sized 1.0–2.0 mm and >2.0 mm accounted for 32.68% and 24.51%, respectively (Figure 5a). In Phase III, AnGS particles sized 1.0–2.0 mm were the most abundant, with a percentage of 57.32%. Conversely, AnGS particles sized < 1.0 mm accounted for 24.57%. The proportion of AnGS particles sized >2.0 mm remained relatively constant. The results suggest that as the NLR increases, the dominant particle size of AnGS shifts from <1.0 mm to 1.0–2.0 mm. This shift may result from the migration of anammox particles among different particle sizes. Under higher NLR conditions, AnGS is likely to release more extracellular polymeric substances to promote granule formation [11]. Research has indicated that the ideal particle size shifts from 0.6–1.6 mm to 1.6–2.5 mm as the NLR increases [45]. As the NLR increased from 18.7 to 37.9 gN/L/d, the proportion of AnGS particles sized 0.5–1.0 mm increased from 46% to 58% [20]. Under NLR impacts, the biofilm surrounding the AnAOB and the central core may detach, leading to a decrease in the size of immature granular sludge particles, which then adhere to each other to form larger particles [46].

3.2.3. Sludge Settling Velocity

The improved settling ability of the sludge helps reduce biomass loss, thereby improving the retention rate of AnAOB [47]. In Phase I, the settling velocity of particles increased with particle size (Figure 5b). The average settling velocities of AnGS with particle sizes of <1.0 mm, 1–2 mm, and >2.0 mm were 39.92 ± 6.15 m/h, 71.58 ± 10.97 m/h, and 96.49 ± 14.62 m/h, respectively. In Phase III, the average settling velocities of AnGS with particle sizes of <1.0 mm and 1.0–2.0 mm were 47.24 ± 5.98 m/h and 78.29 ± 12.34 m/h, respectively. The accumulation of inorganic materials and the formation of hydroxyapatite (HAP) contributed to the improved settling performance. The formation of HAP was reported to increase the settling rate of AnGS particles sized >2.8 mm from 130 m/h to 210 m/h [48]. HAP plays a beneficial role in the retention of AnGS. However, the settling velocity of AnGS particles sized >2.0 mm was 90.56 ± 9.18 m/h. Research has shown that the accumulation of HAP crystals in mature AnGS hinders mass transfer, thereby impeding the release of nitrogen gas and resulting in a decrease in settling velocity [49].
An increase in the percentage of inorganic content in AnGS can enhance the settling velocity of the AnGS [24]. In Phase I, the VSS/SS ratios of AnGS with particle sizes of <1.0, 1.0–2.0, and >2.0 mm were 0.56, 0.71, and 0.84, respectively (Figure 5c). Under low NLR conditions, there were few inorganic components in the large particles of AnGS. The same phenomenon was also observed in an upflow anaerobic sludge blanket; as the particle size increased, the VSS/SS ratio gradually increased from 0.32 to 0.88 when the NLR reached 1.05 gN/L/d [50]. However, another study found that the VSS/SS ratios for AnGS particles sized 0.75, 1.28, 1.83, and 2.67 mm were 0.51, 0.50, 0.45, and 0.40, respectively [19]. In Phase III, the VSS/SS ratios of AnGS with a particle size of <1.0 mm and 1–2 mm were 0.61 and 0.71, respectively (Figure 5c). Notably, the VSS/SS ratio of AnGS particles sized >2.0 mm was 0.25. There were more inorganic components and less biomass in large particles. A previous study reported that anammox particles sized >2.0 mm, with a VSS/SS of 0.15, exhibit high surface inorganic content, leading to impeded mass transfer when NLR was 2.8 gN/L/d [51]. It was reported that anammox biomass decreased in response to the HAP formation [44]. In this study, HAP was identified as the predominant crystal in AnGS particles >2.0 mm, promoting biomass retention. However, the accumulation of HAP also impacts the activity of the AnGS, a topic discussed in Section 3.2.4.

3.2.4. Specific Anammox Activity

SAA is a crucial factor for evaluating the nitrogen removal performance of AnGS (Figure 5d). In Phase I, the SAA results were 88 ± 1.85, 144 ± 2.3, and 146 ± 1.8 mg N/g VSS/d for AnGS particles sized < 1.0 mm, 1.0–2.0 mm, and >2.0 mm, respectively. The optimal particle size for AnGS was >2.0 mm. In Phase III, the SAA of AnGS particles sized <1.0 mm was 127 ± 1.1 mg N/g VSS/d, and that of particles sized 1–2 mm was 167 ± 2.6 mg N/g VSS/d. However, the SAA of AnGS particles sized >2.0 mm was 64.95 ± 1.2 mg N/g VSS/d. The trend in SAA across different particle sizes in Phase I and III aligned with the trend of MLVSS (p < 0.01), indicating that variations in SAA related to particle size can be attributed to biomass content. A similar trend was observed on AnGS particles sized 2.0–2.8 mm as the NLR raised to 3.0 gN/L/d [15]. When NLR was 3.6 gN/L/d, the optimal particle size was 1.0–2.0 mm. HAP was detected in large AnGS particles (>1.0 mm). The activity and proportion of AnGS with a particle size of 1.0–2.0 mm both increased, indicating that HAP is beneficial for AnGS. However, the accumulation of HAP in granular sludge sized >2.0 mm caused a reduction in biomass and AnAOB substrate starvation, leading to a decrease in AnAOB activity.

3.3. Microbial Community

3.3.1. Taxonomic Results

At the phylum level of mixed AnGS, the microorganisms mainly include Plananctomycetota, Proteobacteria, Chloroflexi, Bacteroidota, and Acidobacteriota, which are widely present in Phase I and III, with a total abundance of 82.33–92.55% (Figure 6a).
Significant community differences were observed at the phylum level of AnGS with different particle sizes. The abundance of phylum Plananctomycetota increased significantly with particle size from 7.38%, 7.96%, and 2.74% to 49.88%, 50.97%, and 47.33%, respectively. Increasing the NLR is beneficial for the growth of AnAOB. Conversely, the abundance of phylum Proteobacteria decreased from 54.65%, 56.31%, and 46.09% to 20.09%, 23.39%, and 21.56%, respectively. The highest abundance of phylum Plananctomycetota and phylum Proteobacteria was exhibited in AnGS particles sized 1.0–2.0 mm. Chloroflexi was evenly distributed among the different particle sizes (14.02%, 10.85%, 11.48%). The phylum Chloroflexi has been reported to enhance the structure of the AnAOB communities and promote coordinated denitrification among various bacteria in the system [43]. The abundance of phylum Bacteroidotas increased to 4.67%, 3.94%, and 7.52%, respectively. Bacteroidetes are critical for the dispersion of AnAOB, and their increased abundance could be linked to sludge pelleting [4].
At the genus level of mixed AnGS (Figure 6b), the AnAOB identified in Phase I and Phase III were mainly Candidatus Brocadia, Candidatus Kuenenia, and Candidatus Jettenia. For mixed sludge, the abundance of Candidatu Brocadia increased prominently from 4.47% to 10.51%. Candidatus Brocadia was reported to follow a growth rate (r) strategy, better suited for high NLR environments [52]. However, the abundance of Candidatus Jettenia was not detected in Phase III. This may be due to the weaker substrate competitiveness of Candidatus Jettenia under higher NLR [53]. Research has shown that under low NLR, Candidatus Jettenia competes more effectively for nitrite than does Candidatus Brocadia, while under high NLR, Candidatus Brocadia outcompetes Candidatus Jettenia for substrates, resulting in a decrease in the abundance of Candidatus Jettenia [54]. Candidatus Kuenenia and Candidatus Brocadia were detected in particles of different sizes. However, under a high influent substrate ratio, the abundance of Candidatus Brocadia in different particle sizes was significantly increased (10.5%). This is because adjusting the influent substrate ratio resulted in a decrease in effluent TN concentration, making it more suitable for the growth of Candidatus Brocadia, with low substrate tolerance. Additionally, Nitrosomonas decreased from 3.46% to 0.74%. The relative abundance of denitrifying organisms (Denitratisoma) increased to 9.35%, which may be attributed to the death of certain microorganisms that were not well-suited to the high NLR condition, thereby providing a carbon source for the thriving denitrifying bacteria [55].
At the genus level of AnGS with different particle sizes, the abundance of Candidatus Kuenenia distinctly increased from 3.84%, 2.43%, and 0.09% to 4.99%, 4.07%, and 3.17%, respectively. Candidatus Kuenenia was evenly distributed among the different particle sizes. Candidatus Brocadia was enriched prominently in AnGS particles sized <1.0 mm (7.71%) and 1–2 mm (7.36%). Additionally, the lowest anammox abundance (7.08%) was detected in AnGS particles sized >2 mm, indicating that anammox granules of this size are not beneficial for AnAOB growth. The abundance of denitrifying bacteria significantly increased in all three particle sizes, with the highest abundance observed in particles >2.0 mm, which indicates that a higher NLR is more suitable for the co-denitrification of multiple anammox species.
The aggregation of microbial communities across different phases was analyzed using principal component analysis (PCA) (Figure 7). The results indicated that the three particle sizes of AnGS in Phase I were dispersed in distant areas, while they were clustered more closely in Phase III, reflecting the high correlation and complex functional relationships within the community. Increasing NLR may help improve the biological aggregation of the anammox system.

3.3.2. Interrelationships Between Major Microbial Communities

The interconnections among dominant microbial genera were analyzed using Pearson’s correlation analysis (Figure 8a,b). In Phase I, Candidatus Kuenenia demonstrated a negative association with Candidatus Brocadia (R = −0.15, p < 0.05), indicating a weak competitive relationship. Additionally, Candidatus Kuenenia displayed a strong positive correlation with SBR1031 (R = 0.89, p < 0.05) but exhibited negative correlations with Denitratisoma (R = −1 and −0.33, p < 0.05) and OLB17 (R = −1 and −0.33, p < 0.05). Candidatus Kuenenia and SBR1031 exhibited a synergistic coexistence relationship. Denitratisoma was most abundant in >2.0 mm granular sludge, where it competed for substrates with Candidatus Kuenenia, resulting in a lower Candidatus Kuenenia abundance. Conversely, Candidatus Brocadia was positively correlated with OLB17 (R = 0.98, p < 0.05), exhibiting the highest abundance in 1.0–2.0 mm granular sludge. OLB17 has been shown to promote interdependence between Candidatus Brocadia and other AnAOB, reflecting the complex dynamics of microbial communities [56].
In Phase III, Candidatus Kuenenia was positively correlated with Candidatus Brocadia (R = 0.90, p < 0.05). The abundance of AnAOB is the lowest in granular sludge with a particle size of >2.0 mm. Candidatus Kuenenia and Candidatus Brocadia were negatively correlated with Denitratisoma (R = −0.91 and −0.64, p < 0.05), which indicates that under a higher NLR, denitrifying bacteria are more likely to grow. Due to high NLR, bacteria that are not adapted to the environment will die, providing a carbon source for denitrifying bacteria.

3.3.3. Pearson’s Correlation Analysis Between Genera and Environmental Factors

Pearson’s correlation analysis between the main genera and environmental factors (Figure 8c,d). In Phase I, the SAA was positively correlated with Candidatus Brocadia (R = 0.7, p < 0.05) and Denitratisoma (R = 0.75, p < 0.05), indicating a synergistic nitrogen removal process facilitated by AnAOB and denitrifying bacteria. The collaborative action of functional microorganisms, including AnAOB, denitrifying, and anaerobic digesting bacteria, has been widely recognized as an essential factor in improving nitrogen removal [9]. Denitratisoma showed positive correlations with specific anammox activity (SAA), particle size, volatile suspended solids (VSS), and settling velocity (SV). Candidatus Kuenenia and OLB17 were negatively correlated with all four parameters. In Phase III, Candidatus Kuenenia, Candidatus Brocadia, and SBR1031 emerged as the primary bacteria positively correlated with SAA. Particle size exhibited positive correlations with Denitratisoma and OLB17 (R = 0.91, p < 0.05), suggesting that their presence may also enhance the settlement of granular sludge.

4. Conclusions

This study evaluated the granular characteristics and microbial community migration of AnGS particles under varying NLRs. As the NLR was elevated from 0.9 gN/L/d to 3.6 gN/L/d, the ratio NO2−-N to NH4+-N influent increased from 1 to 1.2, and the TNRE increased from 82.69% to 83.64%. The optimal particle size for AnGS was >2.0 mm when the NLR was 0.9 gN/L/d, whereas the optimal particle size was 1.0–2.0 mm at an NLR of 3.6 gN/L/d. HAP formed in AnGS particles sized > 2.0 mm and adversely affected the activity. The primary genera of anammox shifted from Candidatus Kuenenia, Candidatus Brocadia, and Candidatus Jettenia to Candidatus Kuenenia and Candidatus Brocadia. Candidatus Brocadia occupied a dominant ecological niche across different particle sizes. These findings offer valuable operational strategies for maintaining a robust AnGS performance through targeted particle size regulation, contributing to an enhanced nitrogen removal process critical for sustainable river and lake restoration.

Supplementary Materials

The following Supporting Information can be downloaded at: https://www.mdpi.com/article/10.3390/w17111653/s1, Figure S1: The X-ray diffraction analysis of granular sludge sized >2.0 mm (a), 1.0–2.0 mm (b), and <1.0 mm (c).

Author Contributions

Data curation, X.F. and H.Y. formal analysis, Y.W. Funding acquisition, S.H. Investigation, X.F. Software, Y.Q. Validation, X.Y. Writing—original draft, X.F. Writing—review and editing, S.H. All authors have read and agreed to the published version of the manuscript.

Funding

This study was supported by the Open Project Program of State Key Laboratory of Petroleum Pollution on Control (PPC2019011).

Data Availability Statement

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

Conflicts of Interest

The authors declare no conflict of interest.

Nomenclature

VSSvolatile suspended solids
SSsuspended solids
HRThydraulic retention time
TNtotal nitrogen
Anammoxanaerobic ammonium oxidation
AnAOBanammox bacteria
NLRnitrogen loading rate
HAPhydroxyapatite
SAAspecific anammox activity
TNREtotal nitrogen removal efficiency
PCAprincipal component analysis
SVsettling velocity

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Water 17 01653 g001
Figure 1. Configuration of the EGSB reactor.
Figure 1. Configuration of the EGSB reactor.
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Figure 2. Nitrogen removal performance under various NLRs: (a,b) changes in the concentration of nitrogen species; (c) ammonia, nitrite, and TN removal efficiency; (d) pH in the influent and effluent; (e) FA and FNA contents.
Figure 2. Nitrogen removal performance under various NLRs: (a,b) changes in the concentration of nitrogen species; (c) ammonia, nitrite, and TN removal efficiency; (d) pH in the influent and effluent; (e) FA and FNA contents.
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Figure 4. Morphological characteristics of size-fractionated granular sludge: (a–c) images of granular sludge in size categories of <1.0, 1.0–2.0, and >2.0 mm at an NLR of 0.9 gN/L/d; (d–f) images of granular sludge in the same size categories at an NLR of 3.6 gN/L/d.
Figure 4. Morphological characteristics of size-fractionated granular sludge: (a–c) images of granular sludge in size categories of <1.0, 1.0–2.0, and >2.0 mm at an NLR of 0.9 gN/L/d; (d–f) images of granular sludge in the same size categories at an NLR of 3.6 gN/L/d.
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Figure 5. Percentage by volume (a) and settling velocity (b) of the sludge; sludge characteristics, where sludge concentrations are measured in (c); (d) SAA analysis of the granular sludge.
Figure 5. Percentage by volume (a) and settling velocity (b) of the sludge; sludge characteristics, where sludge concentrations are measured in (c); (d) SAA analysis of the granular sludge.
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Figure 6. Relative abundance of predominant microbes in the mixed sludge and granular sludge with three different particle sizes at the phylum level (a) and genus level (b). An abundance of <0.5% is categorized as “others”.
Figure 6. Relative abundance of predominant microbes in the mixed sludge and granular sludge with three different particle sizes at the phylum level (a) and genus level (b). An abundance of <0.5% is categorized as “others”.
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Figure 7. The PCA analysis of AnGS with varying particle sizes at the genetic level. P I: Phase I; P III: Phase III.
Figure 7. The PCA analysis of AnGS with varying particle sizes at the genetic level. P I: Phase I; P III: Phase III.
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Figure 8. Pearson’s correlation analysis was conducted to examine the primary microbial communities at the genus level in Phase I (a) and Phase III (b), as well as to assess the relationships between the dominant genera and environmental factors in Phase I (c) and Phase III (d).
Figure 8. Pearson’s correlation analysis was conducted to examine the primary microbial communities at the genus level in Phase I (a) and Phase III (b), as well as to assess the relationships between the dominant genera and environmental factors in Phase I (c) and Phase III (d).
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Table 1. The operational conditions and performance of the anammox-EGSB reactor.
Table 1. The operational conditions and performance of the anammox-EGSB reactor.
PhaseDays (d)Operation ConditionsReactor Performance
TNin
(mg/L)		NO2−in:NH4+inHRT
(h)		NLR
(gN/L/d)		NH4+eff
(mg/L)		NO2−eff
(mg/L)		NO3−eff
(mg/L)		TNRE
(%)
I1–474501:1120.928.98 ± 11.9110.26 ± 4.7131.87 ± 7.4482.69 ± 1.92
II48–1234501.15:1120.945.47 ± 16.909.11 ± 6.3153.53 ± 9.3779.28 ± 0.27
III124–1544501.2:133.616.90 ± 7.97620.03 ± 13.6951.79 ± 3.1783.64 ± 0.59
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MDPI and ACS Style

Fan, X.; Qian, Y.; Yang, X.; Wang, Y.; Yang, H.; He, S. Multiscale Characterization of Anammox Granules and Microbial Migration Under Variable Nitrogen Loading Rates. Water 2025, 17, 1653. https://doi.org/10.3390/w17111653

AMA Style

Fan X, Qian Y, Yang X, Wang Y, Yang H, He S. Multiscale Characterization of Anammox Granules and Microbial Migration Under Variable Nitrogen Loading Rates. Water. 2025; 17(11):1653. https://doi.org/10.3390/w17111653

Chicago/Turabian Style

Fan, Xiaoliang, Yunzhi Qian, Xueying Yang, Yilin Wang, Hong Yang, and Shilong He. 2025. "Multiscale Characterization of Anammox Granules and Microbial Migration Under Variable Nitrogen Loading Rates" Water 17, no. 11: 1653. https://doi.org/10.3390/w17111653

APA Style

Fan, X., Qian, Y., Yang, X., Wang, Y., Yang, H., & He, S. (2025). Multiscale Characterization of Anammox Granules and Microbial Migration Under Variable Nitrogen Loading Rates. Water, 17(11), 1653. https://doi.org/10.3390/w17111653

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