{'fraction_non_alphanumeric': 0.03379857690202518, 'fraction_numerical': 0.0260901295384054, 'mean_word_length': 4.681523710805909, 'pattern_counts': {'":': 0, '<': 7, '<?xml version=': 0, '>': 4, 'https://': 0, 'lorem ipsum': 0, 'www.': 6, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Niche differentiation of comammox Nitrospira in sediments of the Three Gorges Reservoir typical tributaries, China

Complete ammonia oxidizer (Comammox) can complete the whole nitrification process independently, whose niche differentiation is important guarantee for its survival and ecological function. This study investigated the niche differentiation of comammox Nitrospira in the sediments of three typical tributaries of the Three Gorges Reservoir (TGR). Clade A and clade B of comammox Nitrospira coexisted in all sampling sites simultaneously. The amoA gene abundance of clade A and B was gradually increased or decreased along the flow path of the three tributaries with obvious spatial differentiation. The amoA gene abundance of comammox Nitrospira clade A (6.36 × 103 − 5.06 × 104 copies g−1 dry sediment) was higher than that of clade B (6.26 × 102 − 6.27 × 103 copies g−1 dry sediment), and the clade A amoA gene abundance was one order of magnitude higher than that of AOA (7.24 × 102 − 6.89 × 103 copies g−1 dry sediment) and AOB (1.44 × 102 − 1.46 × 103 copies g−1 dry sediment). A significant positive correlation was observed between comammox Nitrospira clade A amoA gene abundance and flow distance (P < 0.05). The number of operational taxonomic units (OTUs) in two sub-clades of clade A accounted for the majority in different tributaries, indicating that clade A also had population differentiation among different tributaries. This study revealed that comammox Nitrospira in the sediments of TGR tributaries have niche differentiation and clade A.2 played a more crucial role in comammox Nitrospira community.

www.nature.com/scientificreports/ a higher affinity for NH 4 + -N than clade A, which may be due to the existence of an ammonium transporter in clade B 7,24,25 . Such a niche differentiation ensures that comammox Nitrospira can widely survive in nature and exert their ammonia oxidation function.
The Three Gorges Reservoir (TGR), situated in the middle reaches of the Yangtze River of China, is the largest reservoir in the world with a length of 663 km, a water storage of 39.3 billion m 3 , and a water surface area of 1084 km 226 . TGR has a function of a periodic anti-seasonal water storage and discharge, and it discharges water in the rainy season and stores water in the dry season every year with a water level of 145 − 175 m 27 . The storage capacity of the TGR tributaries accounts for about 25.0% of the total storage capacity of the reservoir area, and eutrophication has gradually appeared in TGR tributaries in recent years due to the enrichment of nutrients 28,29 . The main stream in the reservoir area exhibits a certain supporting effect on the tributaries in the process of integrating the tributaries into the main stream, which makes the flow velocity of the tributaries gradually slow down and the sediments gradually settle down, resulting in the spatial difference among the tributaries along the flow path.
One previous study on the Yangtze River continuum has shown that comammox Nitrospira in the sediments of Yangtze River mainstream present large-scale niche differentiation at different altitudes 30 . However, the distribution and diversity of comammox Nitrospira in the sediments of the TGR tributaries remain largely unknown. In this study, we hypothesized that the spatial differences among the TGR tributaries might lead to niche differentiation of comammox Nitrospira in the sediments. We investigated abundance, distribution, and diversity of comammox Nitrospira in sediments of three typical TGR tributaries, trying to test this hypothesis.

Methods
Study areas and sample collection. Xiaojiang River, Daning River, and Xiangxi River are the main tributaries of the Yangtze River in TGR area with a water surface area of 1000 km 2 . The main stream of XiaoJiang River, Daning River, and Xiangxi River is 182.4 km, 250 km, and 97.3 km, respectively. Xiaojiang River basin is mainly surrounded by agricultural land, while Daning River basin and Xiangxi River basin are mainly surrounded by forestry and urban land. According to the length of each sampling tributary, five (J1 − J5), seven (D1 − D7), and ten (X1 − X10) sampling sites were set in Xiaojiang River, Daning River, and Xiangxi River, respectively (Fig. 1). The flow distance between the sampling sites of each tributary was calculated using ArcGIS 10.7. The samples were collected in December 2019. Three parallel sediment samples were collected from a surface of 10 cm at each site, stored in sterile ziplock bags, and taken back to the laboratory on ice. Upon return to the laboratory, the sediments from different sampling sites belonging to same tributary were mixed into one sample, and stored at -80℃ for high-throughput sequencing. The sediment samples were divided into two parts. One part was stored at − 80℃ for DNA extraction, and the other was stored at − 20℃ for physicochemical properties determination.
Physicochemical analysis. Moisture content of the sediments was measured by weight loss after wet sediment was dried at 105℃ to constant weight. The ammonia nitrogen (NH 4 + -N), nitrite nitrogen (NO 2 --N), and nitrate nitrogen (NO 3 --N) were extracted from the sediment samples which were air dried and passed through a 2 mm sieve with 2 mol L −1 KCl. The pH of 1:2.5 dry soil / 2 mol L −1 KCl (wt/vol) suspensions after 30-min shaking was determined as pH of sediment samples using a pH analyzer (METTLER TOLEDO, Switzerland). Total nitrogen (TN) and total carbon (TC) in sediments were measured using an Element analyzer (Elementar Vario PYRO cube, Germany). Total phosphorus (TP) in sediments was determined by the perchloric acid sulfuric acid method. The physicochemical parameters of all sediment samples were analyzed in triplicate.
DNA extraction and PCR amplification. The total genomic DNA was extracted from sediment samples using Fast DNA ® Spin for Soil Kit (MPBIO, USA) according to the manufacturer's instructions. The purity and concentration of the extracted DNA samples were determined using a super differential spectrophotometer (NanoPhotometer-N60, IMPLEN, Germany). The specific primer pair including pmoA-189b-F (GGNGAC TGG GAC TTY TGG) and Com-amoA_1_R (CGA GAT CAT GGT GCT GTG AC) was used to amplify the sediment comammox Nitrospira amoA gene 31 . PCR reactions were performed in a total volume of 25μL containing 2μL of template DNA, 2μL of dNTP (2.5 mM, TransGen, China), 5μL of 5 × reaction buffer, 5μL of 5 × GC buffer, 1μL of each primer (10 μM), 8.75μL ddH 2 O, and 0.25μL of Q5 ® High-Fidelity DNA Polymerase (New England Biolabs, USA). PCRs were conducted as follows: predenaturation at 98 ℃ for 2 min; followed by 30 cycles at 98 ℃ for 15 s, 55 ℃ for 30 s, and 72 ℃ for 30 s; and a final extension at 72 ℃ for 5 min. Agarose gel electrophoresis was conducted to determine the specificity of the amplified products.
Amplicon sequencing and phylogenetic analysis. PCR products were sequenced using Illumina NovaSeq PE250 by Shanghai Personal Biotechnology Company Limited (Shanghai, China). Raw data were processed using the Vsearch (v2.13.4_linux_x86_64) 32 . The specific treatment process was as follows. First, cutadapt (v2.3) was used to cut the primer fragment and discard the sequences unmatched with primer. Afterwards, paired-end reads were merged and quality filtered using Vsearch. The sequences were clustered to operational taxonomic units (OTUs) according to 97% nucleic acid similarity with chimeras eliminated. Then, singletons OTUs and their representative sequences were removed from the OTU table. Finally, RDP FrameBot (v1.2) was used to correct errors of insertion or deletion in OTU sequences according to the seed protein sequence of comammox Nitrospira amoA gene 33 . Neighbor-joining phylogenetic tree of one representative sequence of each main OTU and its closest reference sequence retrieved from GenBank was created using MEGA X with 1000 bootstrap replicates to evaluate the reliability of the tree topologies 34 Table S1.
Nucleotide sequence accession numbers. The nucleotide sequence of comammox Nitrospira amoA gene obtained in this study was submitted to the GenBank database with the accession number of MZ669776 − MZ669807.
Ethics approval and consent to participate. Not applicable.

Results
Environmental parameters. Physical and chemical indexes of sediments from three typical TGR tributaries of the Yangtze River in China were shown in Table 1. The sediments at each sampling point were weakly alkaline (pH > 7). There was no significant difference in moisture content among Xiaojiang River, Daning River, and Xiangxi River. There is little difference in TN content among the three tributaries. However, the NH 4 + -N in Xiangxi River was lower than that in other two tributaries with an average of 5.42 mg kg −1 . Daning River had the highest NO 2 --N with an average of 0.43 mg kg −1 . The order ranking from high to low in terms of the average NO 3 --N content in three rivers were Xiaojiang River (2.10 mg kg −1 ), Xiangxi River (1.25 mg kg −1 ), and Daning River (0.80 mg kg −1 ). The average TC content in Xiaojiang River was 1.68 g kg −1 , which was about half as much as that in Daning River (3.26 g kg −1 ). Xiangxi Rievr had the highest average TP content (87.22 mg kg −1 ) among three tributaries.
Abundance of Comammox Nitrospira amoA gene and Canonical Ammonia Oxidizers amoA gene. In the sediments from three tributaries in TGR area, the comammox Nitrospira clade A amoA gene showed a gradual increasing abundance along the flow path (Fig. 2). The clade A abundance reached the maximum at the estuary of the three tributaries. Similar to the spatial variation of clade A abundance, clade B amoA www.nature.com/scientificreports/ gene abundance was also increased gradually with the flow path, and its abundance reached the highest at the estuary of Daning River. However, the clade B amoA gene abundance in the other two rivers showed an overall decreasing trend along the flow path. In the total of 22 samples from three TGR tributaries, the amoA gene abundance of comammox Nitrospira clade A (6.36 × 10 3 − 5.06 × 10 4 copies g −1 dry sediment) was significantly higher than that of comammox Nitrospira clade B (6.26 × 10 2 − 6.27 × 10 3 copies g −1 dry sediment), AOA (1.03 × 10 2 − 2.14 × 10 3 copies g −1 dry sediment), and AOB (1.44 × 10 2 − 1.46 × 10 3 copies g −1 dry sediment) (Fig. 3, P < 0.05). Moreover, the amoA gene abundance of comammox Nitrospira clade B was also significantly higher than that of AOA and AOB in the three tributaries (Fig. 3, P < 0.05). In addition, AOA amoA gene abundance was significantly higher than AOB amoA gene abundance in Xiaojiang River and Xiangxi River, but there was no significant difference in amoA gene abundance between these two microorganisms in Daning River. In AOMs, AOA was the only one exhibiting significant difference in amoA gene abundance among tributaries. AOA amoA gene abundance in Daning River was significantly higher than that in Xiaojiang River (Fig. 3, P < 0.05, Duncan' test).
Biodiversity and community of comammox Nitrospira. All the generated 191692 high-quality comammox Nitrospira amoA gene sequences were clustered into 5086 OTUs based on 97% nucleotide similarity. The α-diversity for each point was shown in Table S2. Spearman correlation analysis indicated that sediment pH, NH 4 + -N, and TP were significantly correlated with all the α-diversity indices of comammox Nitrospira community (P < 0.05, Fig. 5).  www.nature.com/scientificreports/ The phylogenetic analysis revealed that the 32 main OTUs with a relative abundance > 0.3% accounted for 76.9% of the total comammox Nitrospira amoA gene sequences (Fig. 6). The phylogenetic tree supported the division of the 32 main OTUs of comammox Nitrospira amoA gene into comammox Nitrospira into clade A (27 OTUs) and clade B (5 OTUs). Clade A was further subdivided into clade A.1 (11 OTUs) and A.2 (16 OTUs). Clade A.1, clade A.2, and clade B were found in the sediments from all three tributaries. Clade A.1 accounted for 40.6% and 35.2% of comammox Nitrospira community in Xiaojiang River and Xiangxi River, and it was the most dominant lineage in these two tributaries. Clade A.2 was the most dominant lineage in Daning River, accounting for 38.0% of comammox Nitrospira community (Fig. 7). Clade B was not the dominant lineage in all three tributaries with its highest percentage found in Xiangxi River (12.4%). The relationship of 214 OTUs with relative abundance > 0.02% was explored with co-occurrence network analysis (Fig. 8). The connections among the members in network were mostly positive, accounting for 54.0% (Table S3). It was noteworthy that nodes of clade A.1, cladeA.2, and clade B accounted for 33.2%, 51.4%, and 15.4% of all nodes, respectively, and 9, 17, and 2 of 28 hub nodes, respectively. In addition, the average degrees of clade A.1, clade A.2 and clade B were 10.4, 12.0 and 8.1, respectively (Table S4). Clade A.2 not only had the most OTUs and the highest relative abundance in phylogenetic analysis, but also occupied the most nodes and had the highest average degree in network analysis.

Discussion
Ecological differentiation of two lineages of comammox Nitrospira. In the TGR area of the Yangtze River in China, the amoA gene abundance of comammox Nitrospira clade A in three tributaries and clade B in one tributary was gradually increased along the flow path, but amoA gene abundance of clade B was gradually decreased in two tributaries, indicating that the spatial change of tributaries led to the niche change of comammox Nitrospira. One previous study found that comammox Nitrospira had niche differentiation along the flow path in the main stream of the Yangtze River 30 . Similarly, the niche differentiation of comammox Nitrospira have also been reported in the estuary ecosystem 19 .
Landforms and nutrient conditions have been assumed to lead to the differentiation of comammox Nitrospira in the main stream of the Yangtze River 30 . However, local ammonium concentration might play the main role in the niche differentiation between comammox Nitrospira and canonical AOMs in agricultural ecosystem 43 . In this study, the abundance of clade A showed a significant positive correlation with the flow path (P < 0.05, Fig. 5), indicating that the spatial change of hydrology and water quality of tributaries might be the main driving force for niche differentiation of this microorganism. In the TGR, the closer the tributary is to the estuary, the slower the flow velocity is since the main stream of Yangtze River has a supporting effect on the tributary. Fine sediments are easy to deposit in the area close to the estuary, resulting in spatial differences in tributary sediments along the flow. In addition, the tributary gradually mixes with the main stream in the process of flowing downstream, thus leading to spatial difference in the water bodies of tributaries along the flow path. These two spatial differences might be the main reason for the niche differentiation of comammox Nitrospira along the flow path in this study.
Among the three tributaries in the TGR area, comammox Nitrospira community also exhibited ecological differentiation. Clade A was the dominant lineage in all three tributaries, of which clade A.1 was the dominant lineage in Xiaojiang River and Xiangxi River, and clade A.2 was the dominant lineage in Daning River. Clade B www.nature.com/scientificreports/ was dominant in none of the three tributaries. These results showed that different comammox Nitrospira lineages were adapted to the water environment of different tributaries, resulting in niche differentiation. One study found that soil pH was mainly responsible for the differentiation of comammox Nitrospira lineage 44 , while another study reported that low nutrient environment was the main reason for the differentiation of comammox Nitrospira lineage 45 . In this study, the difference in hydrological regimes and sediment nutrient conditions might lead to the dominance of clade A.1 and clade A.2 in different tributaries. However, the more specific reasons remain to be further explored in combination with the tributary environment and the physiological characteristics of the two sub-clades.
Coexistence and niche differentiation of Comammox Nitrospira and Canonical AOMs. This study found the coexistence of comammox Nitrospira with AOA and AOB in all sampling sites. Many studies have also revealed that AOMs could coexist in forest soil, agricultural soil, lake sediment, and other environments [46][47][48] .
In this study, amoA gene abundance of comammox Nitrospira clade A was the highest, followed by clade B. The amoA gene abundance of comammox Nitrospira at each sampling site was about one order of magnitude higher than that of canonical AOMs, indicating that comammox Nitrospira might play a major role in the ammonia oxi- www.nature.com/scientificreports/ dation process in the sediment of TGR's tributaries. Comammox Nitrospira have been reported to be dominant in forest, grassland, and agricultural soil environments [49][50][51] . The niche differentiation of AOA and AOB in soil environment was mainly determined by ammonia limitation, pH, and mixotrophy 2 . AOA and AOB had competitive advantages respectively in acidic and high-ammonium concentration environments 52 . Kinetic and genomic studies showed that comammox Nitrospira was more likely to grow in microaerobic and oligotrophic environments 23,24 . Moreover, comammox Nitrospira also exhibited a preference for slightly alkaline environments 53 . In this study, the α-diversity indices of comammox Nitrospira community (either Chao1 index and Observed Species index representing species richness, or Shannon index and 1/Simpson index representing diversity) showed a significant negative correlation with sediment NH 4 + -N   www.nature.com/scientificreports/ content (P < 0.05, Fig. 5). These evidences showed that comammox Nitrospira were more likely to grow in the ammonium limitation area in the TGR. In addition, niche differentiation among these AOMs led to subsequent environmental effects. The generation of nitrite in two-step nitrification could be avoided in one-step nitrification process, comammox Nitrospira, thus reducing nitrite concentration in the environment. Comammox Nitrospira genomes contain no enzymes related to nitrogen oxide metabolism such as cytochrome c nitric oxide reductase (cNOR), thereby decreasing the risk of N 2 O production 7 . Kits et al. (2019) showed that the contribution of Ca. Nitrospira inopinata to N 2 O emission was similar to that of AOA, but much lower than that of AOB 54 . Han et al.
(2021) also reported that the N 2 O and NO y production capacity of comammox Nitrospira was only 3 − 15% of AOA and AOB 55 . More attention should be paid to the subsequent environmental effects induced by these niche differentiations.
Community structure of comammox Nitrospira. The main OTUs in this study exhibited high similarity with the sequences of comammox Nitrospira existing in a variety of freshwater and terrestrial ecosystems (Fig. 6). The sequences of OTU 3, OTU 7, OTU 16, OTU 26, and OTU 58 in clade A.1 were extremely similar to the sequences of comammox Nitrospira in the sediments of river, reservoir and tidal flat 56 . In addition, OTU 7 and OTU 124 in the same lineage (clade A.1) had high homology with the sequences of comammox Nitrospira from wetland soil of Qinghai-Tibetan plateau and lake sediment, respectively 9,48 . The sequences of OTU 49, OTU 44, and OTU 11 in clade A.2 had high homology with the sequences of comammox Nitrospira from estuary tidal flat wetland, alpine glacier-forefield soil and lake sediment, respectively 10 . The sequences of OTU 4 in clade B had high similarity with the sequences of comammox Nitrospira from forest soils (> 95%, 1000 replicates) 57 .
Phylogenetic analysis also showed that comammox Nitrospira in the sediments of the TGR tributaries had a complex community structure. In all the samples, Clade A and clade B coexisted, and clade A.1 and clade A.2 also coexisted. The coexistence of clade A and clade B has also been reported in tidal flat wetland and agricultural soil 12,45 . However, only clade A was found in tidal sediments, plateau wetland and estuarine sediments 56,58,59 . Our data showed the coexistence of clade A.1, clade A.2, and clade B in the sediment from the same tributary in the TGR area, indicating that the TGR was suitable for the survival of comammox Nitrospira. Co-occurrence network analysis showed that clade A.2 was critical to comammox Nitrospira community, which was similar to the conclusion reported in plateau wetland sediments and forest soils 44,59 . Comammox Nitrospira may play an important role in the nitrogen cycle of the TGR. However, its ammonia oxidation effect needs to be further studied.

Conclusions
This study revealed that comammox Nitrospira widely existed in tributary sediments of the TGR, meanwhile, clade A and clade B existed simultaneously. The amoA gene abundance of clade A and clade B exhibited a spatial change trend of gradual increase or decrease along the flow path. The amoA abundance of comammox Nitrospira clade A in the sediments showed a significant positive correlation with the flow distance between sampling sites. The two sub-clades of clade A were dominant in different tributaries, indicating that clade A had niche differentiation among different tributaries. These findings confirmed that niche differentiation of comammox Nitrospira community appeared in the tributary of the TGR and clade A.2 played an important role in comammox Nitrospira community.

Data availability
The nucleotide sequence of comammox Nitrospira amoA gene obtained in this study was submitted to the Gen-Bank database with the Accession Number of MZ669776 -MZ669807.