Abstract
The Chinese mitten crab (Eriocheir sinensis) is a popular aquaculture product in East Asia, especially in China. In the last decade, rice–crab co-culture has rapidly expanded in China. Under this model, crabs are raised in rice fields instead of in traditional aquaculture ponds. In this study, we cultured two varieties of Chinese mitten crabs (Changjiang and Liaohe) in an alkaline region in northwest China and used Illumina MiSeq sequencing to compare the intestinal bacterial alpha diversity and community structure between traditional and co-culture aquaculture models, between two crab varieties, and between female and male crabs. Significant variations in intestinal bacterial communities were found between crab varieties and between female and male crabs but not between aquaculture models. These results show that rice–crab co-culture operations did not obviously impact the crab intestinal bacterial community compared with traditional pond aquaculture. Firmicutes was the most abundant bacterial phylum in the crab intestines (78%, relative abundance). Three dominant operational taxonomic units (OTUs) represented 73.2% of Firmicutes sequences and 56.8% of all sequences. A dominant OTU assigned as Firmicutes that was negatively correlated with crab body length, width, and weight was found in the source water for the experimental area. The results of this study suggest that the aquaculture of Chinese mitten crabs in alkaline regions requires more study to improve cultivation techniques.
Supplementary Information
The online version contains supplementary material available at 10.1186/s13568-021-01301-w.
Keywords: Bacterial diversity, Chinese mitten crab, Intestinal bacteria, rice–crab, Rice field
Introduction
The Chinese mitten crab (Eriocheir sinensis) is a popular aquaculture product in East Asia. Traditionally, this crab is farmed in aquaculture ponds or natural lakes, but culture in rice fields has been encouraged in the last decade. rice–crab co-culture is an ecological breeding model which is environmentally sustainable and can have economic benefits (Zhao et al. 2020). This model is an integration of crop farming and crab aquaculture, thus researchers have studied the potential negative effects on aquaculture animals of fertilizers and pesticides used for plants and feed supplements used for animals (Li et al. 2021; Song et al. 2019). In alkaline regions in northwest China, rice–crab co-culture is being developed, but the impacts of alkalinity on Chinese mitten crab aquaculture remains unclear.
Intestinal bacteria are important for digestion and immunity in host animals. Intestinal bacteria have gained increasing attention in recent decades, and their biodiversity and community structure in different host species and under different conditions have been widely studied. A number of studies have shown that many factors affect the intestinal bacteria in Chinese mitten crabs (Ding et al. 2017; Dong et al. 2018). For example, Wang et al. (2019) reported that the gut microbiota diversity index in crabs decreased continuously with age and the effect of environmental microorganisms on the intestinal microbes gradually decreased as culture time increased. The microbial assemblages in the same tissues share a greater similarity than those from crabs of different sex and those that are fed different diets (Ma et al. 2021). Glyphosate, one of the most widely used pesticides, significantly decreased the diversity of crab gut microbiota while significantly increasing the taxonomic richness of Bacteroidetes and Proteobacteria (Yang et al. 2019). Ammonia nitrogen significantly decreased the relative abundance of Bacteroidetes in the crab gut (Yang et al. 2021).
The three varieties of Chinese mitten crabs in China are the Changjiang, Liaohe, and Oujiang, which originated from Changjiang, Liaohe, and Oujiang rivers respectively. The Changjiang variety is the representative Chinese mitten crab, with fast growth and a shiny carapace, and most studies of Chinese mitten crabs have focused on this variety. The Liaohe variety is mostly cultured in north China, and it is characterized by a thick carapace and better cold tolerance. The Oujiang variety is relatively small and rarely farmed. In addition to crab size, the degree of gonad and hepatopancreas development is an important factor in determining price, and female crabs are usually more popular with consumers.
In this study, we compared the intestinal bacterial present in Chinese mitten crabs (Changjiang and Liaohe, female and male) farmed in aquaculture ponds and rice fields to determine the impact of the co-culture on the intestinal bacteria. Results of this study provide a scientific basis for the development of co-culture technology, which is rapidly expanding in China.
Materials and methods
Experimental area
One established aquaculture-agriculture farm (106.36222 E, 38.62176 N) in an alkaline region in northwest China was used for the purposes of this study. The inflow water for each pond came from the Yellow River via canals. The outflow water from each pond was collected and used as irrigation for the rice fields. Sometimes the rice fields were also irrigated using Yellow River water. The Changjiang and Liaohe varieties of the Chinese mitten crab were raised in rice fields and also in aquaculture ponds, with the latter serving as the control. Water depth was approximately 10 cm for rice fields and 2.0–2.5 m for aquaculture ponds. Along the edge of each rice field, a circular groove with depth of approximately 50 cm and width of 2 m was excavated to provide shelter for the crabs when the water was too shallow in the rice fields. Two crab varieties were introduced into separate fields and ponds in March and April of 2020 at a stocking density of 70 kg per hectare in rice fields and 200 kg in ponds, with approximately 11 and 18 g per individual for the Liaohe and Changjiang varieties, respectively, according to local aquaculture methods. Rice was planted in early May. After planting, the crabs were fed with artificial compound feed (H201, Shuangyu, Liaoning, China), with a pellet size of 1.6 mm, that contained 38% crude protein, 18% crude ash, 12% crude fiber, 4% crude fat, 18% crude ash, 1% total phosphorus, 1.8% lysine, and 13.5% water. The crabs were harvested in September.
Environmental analysis of the experimental area
Four aquaculture ponds and five rice–crab fields were randomly chosen for analysis of water quality in the experimental area from July to September of 2020, once a month. From the central site of each pond or field, alkalinity, phosphate, ammonia nitrogen (ammonia–N), and nitrite nitrogen (nitrite–N) content were measured once a month following Chinese National Environmental Protection Standards. Additionally, pH, dissolved oxygen content, temperature, and salinity were measured in situ using water quality instruments (Pocket Pro+ and HQ40, Hach, Loveland, CO, USA).
For the environmental bacteria survey, three aquaculture ponds, three rice fields, and four sites in the canal system (between ponds and fields) were sampled twice with a 2-week interval and the source water in the water inlet for the farm was sampled three times with a one-week interval in August of 2020. The 500 ml of water collected for each sample were filtered using a 5 μm pore filter and then a 0.22 μm pore filter. The 0.22 μm pore filters were then enclosed in sterile centrifuge tubes and stored at − 80 °C for later analysis.
Soil from the central site of six rice fields with areas ranging from 1.9 to 4.3 hm2 was sampled once in August of 2020 from 5 cm below the mud surface using a tubular stainless steel soil sampler. The outer layer of soil from each sample was removed using a sterile lancet, and the core soil was well mixed. For each sample, a 1 g aliquot of the core soil was reserved for subsequent analysis. All samples were stored in sterile centrifuge tubes at − 80 °C until subsequent analysis. In total, 23 water samples and 6 soil samples were collected.
Intestinal bacteria sample collection
Crabs from six areas in rice fields and two aquaculture ponds were used to assess the intestinal bacteria assemblage. In total, 80 intestinal bacteria samples were collected in August of 2020. Additional file 1: Table S1 provides details about the study area and the yields of crab and rice in 2020. In each pond and field, five female crabs and five male crabs were randomly chosen for intestinal content sample collection. The length, width, weight, and wet weight of the carapace, gonad, and hepatopancreas were measured for each crab (n = 80, Additional file 2: Table S2). A sterile surgical lancet and scissors were used to rapidly kill the crabs and remove the whole intestinal tract. Sterile tweezers were used to squeeze the intestinal contents into sterile 1.5-ml centrifuge tubes. The intestinal contents in the centrifuge tubes were stored at − 80 °C until subsequent analysis. All experiments involving animals were performed in accordance with protocols approved by the Animal Care and Use Committee of Shanghai Ocean University (Approval ID: SHOU-DW-2020-058).
16 S rRNA gene sequencing
Bacterial community genomic DNA was extracted using the E.Z.N.A.® soil DNA Kit (Omega Bio-tek, Norcross, GA, USA). Using the primers 338 F and 806R (Srinivasan et al. 2012) with barcodes, the V3–V4 region of the bacterial 16 S rRNA gene was amplified using an ABI GeneAmp® 9700 PCR thermocycler (ABI, Carlsbad, CA, USA). DNA amplification was unsuccessful for one sample (X37). PCR reactions were performed in triplicate. The PCR product was extracted from agarose gel, purified, and quantified. Purified amplicons from same sample were pooled in equal amounts molar and pair-end sequenced (2 × 300) on an Illumina MiSeq platform (Illumina, San Diego, CA, USA). In this study, operational taxonomic units (OTUs) with a 97% similarity cutoff were clustered using Uparse v. 7.1. (Edgar 2013). The taxonomy of each OTU representative sequence was analyzed against the Silva v 138 16 S rRNA database (Quast et al. 2013). Shannon and Simpson indexes were used to identify bacterial alpha diversity, and Good’s coverage was calculated to characterize the sequencing depth using Mothur v.1.30.2 (Schloss et al. 2009). Details about 16 S rRNA sequencing, raw read processing, and OTU clustering are provided in a previous paper (Bao et al. 2021). Representative sequences of the OTUs from different libraries were aligned using the BLAST tool (https://blast.ncbi.nlm.nih.gov/Blast.cgi). Sequences from 79 intestinal samples and 29 environmental samples were also pooled and clustered to detect some certain OTUs, using Uparse.
Sequence submission and statistical analysis
The raw 16 S rRNA gene sequences obtained in this study have been submitted to the NCBI Sequence Read Archive database (https://submit.ncbi.nlm.nih.gov/subs/sra/) under the accession number SRP325796. Statistical analysis was carried out using R version 3.3.1 (The R Foundation, Vienna, Austria) and SPSS 18.0 (IBM, Armonk, NY, USA). Inter-group variations were detected using analysis of similarities (R vegan package). Significance levels of differences between sample groups were detected using Student’s t-test and Wilcox rank-sum test (R stats package). Venn diagram analysis (R VennDiagram package) was used to reveal the numbers of opportunistic and core bacterial OTUs. The correlation between intestinal bacteria and body parameters was evaluated using Spearman correlation heatmap analysis (R pheatmap package). Analysis of variance (SPSS) was performed to compare the measured parameters of crabs. The independent-sample t-test (SPSS) was used to detect significant differences of water quality parameters between the two aquaculture systems.
Results
Comparison of body parameters of Chinese mitten crabs
Additional file 2: Table S2 lists the measured body parameters of the 80 crabs. The average body weight of the sampled crabs was 57.9 ± 12.9 g for the Liaohe variety and 72.3 ± 23.0 g for the Changjiang variety (Fig. 1). The Changjiang variety was 14.4 g heavier than the Liaohe variety, whereas the difference in weight was approximately 7 g heavier at the beginning of the experiment. Body length (P = 0.018), body width (P = 0.014), body weight (P = 0.017), and carapace weight (P = 0.006) were significantly higher in the Changjiang variety than in the Liaohe variety. Body weight (P = 0.001) and carapace weight (P < 0.001) were significantly higher in male crabs, but gonad weight (P < 0.001) and hepatopancreas weight (P = 0.024) were higher in female crabs. Length (P = 0.001), width (P = 0.001), body weight (P = 0.006), and carapace weight (P = 0.001) of rice field-raised crabs was significantly higher than those of pond-raised crabs. These results indicate that rice-field culture is beneficial to the growth of Chinese mitten crabs in alkaline regions.
Comparison of intestinal bacteria in Chinese mitten crabs
Following Illumina MiSeq sequencing, 4.6 million valid sequences were obtained from 79 intestinal samples. After sub-sampling, 30,511 sequences from each sample were used in subsequent analysis. From these sub-sampled libraries, a total of 5056 OTUs were obtained. Good’s coverage values of all samples were greater than 98%, which means that the sequencing depth was sufficient to analyze the bacterial communities (Additional file 2: Table S2). The rarefaction curves also illustrated that more sequences would not substantially increase the number of OTUs (Additional file 6: Fig. S1). The results of Student’s t-test of Shannon and Simpson indexes revealed that there were no significant variations were found between crab varieties, between female and male crabs, and between pond-raised and rice field-raised crabs. Comparing bacterial communities between sample groups, the results of analysis of similarities at the OTU level showed that significant variations were found between crab varieties (R = 0.054, P = 0.002) and between female and male crab (R = 0.026, P = 0.04), but not between aquaculture ponds and rice fields (P = 0.39). Even with the same variety and sex, the variations between aquaculture ponds and rice fields were also not significant (P > 0.05). The low R values indicate that grouping has a low explanation degree for inter-sample differences. The results revealed that rice–crab co-culture did not obviously impact the intestinal bacteria in crabs.
Intestinal bacteria in Chinese mitten crabs cultured in an alkaline region
At the phylum level, Firmicutes represented approximately 78% of all analyzed sequences (Fig. 2), and Proteobacteria, Bacteroidetes, Actinobacteria, Cyanobacteria, and Patescibacteria represented more than 1% of sequences respectively. Results of the Wilcoxon rank-sum test revealed that of the 15 dominant phyla in intestinal samples, only Verrucomicrobia varied significantly between pond-raised and rice field-raised crabs. Further analyses showed that Cyanobacteria, Myxococcota, and Fibrobacteres varied significantly between the two crab varieties, but there were no differences between female and male crabs (Additional file 7: Fig. S2). The Venn diagram at the OTU level also revealed that core bacterial OTUs dominated the intestines of crabs, except for in the Liaohe variety cultured in rice fields (Fig. 3). Of the Liaohe crabs cultured in rice fields, male crabs had 832 exclusive OTUs and female crabs had 326 exclusive OTUs. In contrast, there were not more than 96 exclusive OTUs in any single other sample group. The results of Spearman correlation analysis showed that the dominant phylum, Firmicutes, was negatively related to body width and weight of crabs and wet weight of crab carapaces (Fig. 4).
We retrieved the OTUs assigned as Firmicutes from the 79 libraries and found that the most dominant OTUs were OTU4365, OTU3923, and OTU2976, which represented 32.4%, 21.4%, and 19.4% of Firmicutes sequences, respectively (Additional file 8: Fig. S3). Additionally, 56.8% of all analyzed sequences were assigned to these three Firmicutes OTUs. Additional file 3: Table S3 provides details about the representative sequences. Results of Spearman correlation analysis showed that OTU2976 was negatively related to body length, width, and weight of crabs and wet weight of crab carapaces (Additional file 9: Fig. S4).
Water quality and environmental bacteria in the alkaline experimental area
The results of the independent-sample t-test showed that dissolved oxygen content differed significantly between the two aquaculture systems. The dissolved oxygen content was significantly higher (13.86 ± 0.83 mg l−1) in rice fields than in ponds (4.7 ± 3.12 mg l−1). The salinity and nitrite–N content in ponds were higher than that in rice fields, although the values in both settings were relatively low. In rice fields and ponds, the salinity content was 0.52 ± 0.13 ppt and 0.6 ± 0.03 ppt; the nitrite–N content was 0.001 ± 0.002 mg l−1 and 0.173 ± 0.105 mg l−1, respectively. The alkalinity was considerably high, 318 ± 45 mg l−1 and 307 ± 116 mg l−1 respectively (Additional file 4: Table S4).
After subsampling, 38,296 sequences for each collected environmental sample (23 water samples and 6 soil samples) were used for analysis. From the 29 subsampled libraries, 6618 OTUs were obtained. Good’s coverage values of all samples were > 97.6%, which showed that the sequencing depth was sufficient to analyze the bacterial communities (Additional file 5: Table S5). At the phylum level, Actinobacteria, Proteobacteria, and Patescibacteria dominated the water samples collected in the water inlet for the farm; Actinobacteria and Proteobacteria dominated the water samples collected in the farm; and Chloroflexi, Actinobacteria, Proteobacteria, and Firmicutes dominated the soil in the rice fields. Firmicutes represented approximately 2.5% and 9.9% of sequences from all 29 samples and from the soil samples respectively (Fig. 5).
Aligning representative sequences of the three dominant Firmicutes OTUs from the crab intestines with the OTU representative sequences found in the environment revealed one OTU from environmental samples with similarity of 97.2% with OTU2976. This environmental OTU represented five sequences from the water inlet and two sequences from soil and water in the farm. After sub-sampling and OTU clustering of Sequences from 79 intestinal samples and 29 environmental samples, 30,458 sequences from each sample were used in subsequent analysis and a total of 10,058 OTUs were obtained. Comparing the representative sequences, one OTU with a 100% similarity with OTU2976 represented more than 0.36 million of sequences in the intestinal samples and two sequences in water samples from the canal and inlet. This result suggests that the high abundance OTU2976 in crab intestines could have originated from the environment, especially the source water.
Discussion
Many factors impact the growth of Chinese mitten crabs. Compared with aquaculture ponds, rice fields are shallow, and shallow water can lead to supersaturated dissolved oxygen via photosynthesis by algae (Long et al. 2020). In oxygen minimum zones, Seibel et al. (2018) found metabolic suppression in the pelagic crab, Pleuroncodes planipes. Jia et al. (2018) reported that reactive oxygen species sensitized hematopoietic progenitors in Chinese mitten crabs to differentiation and played a signaling role in the regulation of hematopoietic cell fate. Ambient salinity is another critical factor that affects crab culture. Salinity can change the lipid composition of adult Chinese mitten crabs after long-term salinity adaptation (Long et al. 2019), and Qi et al. (2020) described novel modulation of the physiological regulation mechanism in cultured Chinese mitten crabs in response to consistent salinity changes. Dietary structure and composition also significantly impact the growth, body composition, immunity, and gene expression of Chinese mitten crab (Wei et al. 2019a; Lu et al. 2019). However, little is known about the effect of alkalinity on intestinal bacteria in Chinese mitten crabs. Because aquaculture of Chinese mitten crabs in alkaline regions can improve land utilization efficiency and provide a local supply of this aquatic product, it is crucial to improve our understanding of the impacts of alkalinity on the growth of this species.
Intestinal bacteria in Chinese mitten crabs are influenced by many factors, including drugs and feed additives (Yang et al. 2019) and pesticides (Hong et al. 2020). Studies have shown that the gut microbiome community is significantly affected by habitat (Chen et al. 2021) and developmental stage (Wang et al. 2019). In this study, we found that rice–crab co-culture did not obviously impact the intestinal bacteria in crabs relative to traditional pond culture. In contrast, Cheng et al. (2017) found obvious differences in the intestinal bacteria community in Chinese mitten crabs (Changjiang) between small rice–crab co-culture simulative systems with and without rice planting. It is possible that the difference was due to the use of aquaculture water with high alkalinity in the present study. Some bacteria have strategies to adapt to the acidity or alkalinity of the cytoplasm (Nyanga-Koumou et al. 2012). For example, Zhao et al. (2010) found that different functional microbial populations responded well to the alkalinity changes in a sulfidogenic bioreactor. In several crater lakes along an alkalinity gradient, microbial community structure was correlated with lake physicochemical parameters, notably alkalinity (Iniesto et al. 2021). Changes in the intestinal bacteria community structure reflect the overall health status of host animals, and community structure stability is very important (Xiong et al. 2015). In the current study, we found no significant impacts of rice–crab co-culture operations on the intestinal bacteria.
Firmicutes represented 78% of analyzed sequences in the current study. Previous studies reported that other phyla, such as Proteobacteria, Acidobacteria, and Bacteroidetes, dominated the intestinal assemblage of Chinese mitten crabs (Shi et al. 2019; Su et al. 2020), fiddler crabs (Cuellar-Gempeler and Leibold 2018, 2019), mud crabs (Wei et al. 2019b; Lin et al. 2020), and vent crabs (Zhang et al. 2017). We also found that Proteobacteria and Bacteroidetes dominated wild and pond-raised Chinese mitten crabs (Li et al. 2007). In other studies, Tenericutes was the most dominant phylum in Chinese mitten crabs (Chen et al. 2015; Zhang et al. 2016, Yang et al. 2019). Ding et al. (2017) reported a high relative abundance of Firmicutes (34.9–35.3%) in Chinese mitten crabs during various stages of white spot syndrome virus infection. To the best of our knowledge, the high proportion of Firmicutes in Chinese mitten crab intestines found in the present study has not been previously reported. Most studies of intestinal bacteria in Chinese mitten crabs have focused on crabs cultured in low-alkaline regions such as in eastern China, whereas the crabs involved in this study were cultured in an alkaline region in the northwest China.
The normal human gut microbiome consists of two major phyla, Bacteroidetes and Firmicutes (Jandhyala et al. 2015). Obesity has been associated with an altered gut microbiome characterized by elevated levels of Firmicutes and depleted levels of Bacteroidetes (Koliada et al. 2017; Riva et al. 2017). Data also indicate that the composition of human intestinal microbiota at the level of major microbial phyla significantly differs across age groups, and in both sexes the Firmicutes/Bacteroidetes ratio tends to increase with age (Vaiserman et al. 2020). However, we found that Firmicutes abundance was negatively related to Chinese mitten crab weight in the present study. In particular, OTU 2976 dominated the crab intestine microbiome and was negatively correlated with crab weight. The high proportion of Firmicutes in the crab intestine and the effect of Firmicutes on crabs in alkaline regions merit further study.
Although rice–crab co-culture is rapidly expanding in China, additional research is required to further develop this technology. In the current study, we analyzed intestinal bacteria in Chinese mitten crabs raised in an alkaline region and found a high abundance of Firmicutes. In addition, a dominant Firmicutes OTU that was negatively correlated with crab weight was also found in the source water for the experimental area. These results suggest that more studies of intestinal bacteria in Chinese mitten crabs cultured in different regions are needed to improve cultivation techniques.
Supplementary Information
Acknowledgements
We thank Yinchuan Helan Kehai Biotech Co., Ltd. for providing the crabs.
Author’s contribution
KL and WG supported the research and completed the study design. WG, KL, and SZ performed the field investigation and sample collection. KL wrote the manuscript. All authors read and approved the final manuscript.
Funding
This study was supported by the Shanghai Ocean University Scientific Research Project (D-8006-20-0083) and the Key Research and Development Project of Ningxia Hui Autonomous Region (2020ZDYF0860).
Availability of data and materials
The data that support the findings of this study are available in the supplementary material of this article. The raw gene sequences obtained in this study were submitted to the NCBI Sequence Read Archive database (https://submit.ncbi.nlm.nih.gov/subs/sra/) under the accession number SRP325796.
Declarations
Ethics approval and consent to participate
All experiments involving animals were performed in accordance with protocols approved by the Animal Ethics Committee of Shanghai Ocean University (Approval ID: SHOU-DW-2020-058).
Consent for publication
The authors agree to publication in the journal.
Competing interests
The authors declare that they have no conflicts of interest.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
References
- Bao Y, He W, Zhao S, Liu Q, Li K, He P, Li K. Planktonic and sediment bacterial communities in an integrated mariculture system. Lett Appl Microbiol. 2021;72:341–350. doi: 10.1111/lam.13426. [DOI] [PubMed] [Google Scholar]
- Chen X, Di P, Wang H, Li B, Pan Y, Yan S, Wang Y. Bacterial community associated with the intestinal tract of Chinese mitten crab (Eriocheir sinensis) farmed in Lake Tai, China. PLoS One. 2015;10:e0123990. doi: 10.1371/journal.pone.0123990. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen X, Chen H, Liu Q, Ni K, Ding R, Wang J, Wang C. High plasticity of the gut microbiome and muscle metabolome of Chinese mitten crab (Eriocheir sinensis) in diverse environments. J Microbiol Biotechnol. 2021;31:240–249. doi: 10.4014/jmb.2011.11018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cheng Y, Liu H, Chang D, Zeng Q, Sun Z, Li J. A comparative study of microbiota from the intestine of Chinese mitten crab (Eriocheir sinensis) and their culture environment, between rice–crab cocultureand crab monoculture models. J Shanghai Ocean U. 2017;26:682–690. [Google Scholar]
- Cuellar-Gempeler C, Leibold MA. Multiple colonist pools shape fiddler crab-associated bacterial communities. ISME J. 2018;12:825–837. doi: 10.1038/s41396-017-0014-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cuellar-Gempeler C, Leibold MA. Key colonist pools and habitat filters mediate the composition of fiddler crab-associated bacterial communities. Ecology. 2019;100:e02628. doi: 10.1002/ecy.2628. [DOI] [PubMed] [Google Scholar]
- Ding ZF, Cao MJ, Zhu XS, Xu GH, Wang RL. Changes in the gut microbiome of the Chinese mitten crab (Eriocheir sinensis) in response to White spot syndrome virus (WSSV) infection. J Fish Dis. 2017;40:1561–1571. doi: 10.1111/jfd.12624. [DOI] [PubMed] [Google Scholar]
- Dong J, Li X, Zhang R, Zhao Y, Wu G, Liu J, Zhu X, Li L. Comparative analysis of the intestinal bacterial community and expression of gut immunity genes in the Chinese Mitten Crab (Eriocheir sinensis) AMB Express. 2018;8:192. doi: 10.1186/s13568-018-0722-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Edgar RC. UPARSE: highly accurate OTU sequences from microbial amplicon reads. Nat Methods. 2013;10:996–998. doi: 10.1038/nmeth.2604. [DOI] [PubMed] [Google Scholar]
- Hong Y, Huang Y, Wu S, Yang X, Dong Y, Xu D, Huang Z. Effects of imidacloprid on the oxidative stress, detoxification and gut microbiota of Chinese mitten crab, Eriocheir sinensis. Sci Total Environ. 2020;729:138276. doi: 10.1016/j.scitotenv.2020.138276. [DOI] [PubMed] [Google Scholar]
- Iniesto M, Moreira D, Reboul G, Deschamps P, Benzerara K, Bertolino P, Saghaï A, Tavera R, López-García P. Core microbial communities of lacustrine microbialites sampled along an alkalinity gradient. Environ Microbiol. 2021;23:51–68. doi: 10.1111/1462-2920.15252. [DOI] [PubMed] [Google Scholar]
- Jandhyala SM, Talukdar R, Subramanyam C, Vuyyuru H, Sasikala M, Nageshwar Reddy D. Role of the normal gut microbiota. World J Gastroenterol. 2015;21:8787–8803. doi: 10.3748/wjg.v21.i29.8787. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jia Z, Wang M, Wang X, Wang L, Qiu L, Song L. Transcriptome sequencing reveals the involvement of reactive oxygen species in the hematopoiesis from Chinese mitten crab Eriocheir sinensis. Dev Comp Immunol. 2018;82:94–103. doi: 10.1016/j.dci.2017.12.030. [DOI] [PubMed] [Google Scholar]
- Koliada A, Syzenko G, Moseiko V, Budovska L, Puchkov K, Perederiy V, Gavalko Y, Dorofeyev A, Romanenko M, Tkach S, Sineok L, Lushchak O, Vaiserman A. Association between body mass index and Firmicutes/Bacteroidetes ratio in an adult Ukrainian population. BMC Microbiol. 2017;17:120. doi: 10.1186/s12866-017-1027-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li K, Guan W, Wei G, Liu B, Xu J, Zhao L, Zhang Y. Phylogenetic analysis of intestinal bacteria in the Chinese mitten crab (Eriocheir sinensis) J Appl Microbiol. 2007;103:675–682. doi: 10.1111/j.1365-2672.2007.03295.x. [DOI] [PubMed] [Google Scholar]
- Li Y, Li L, Yu Y, Hu Q, Li X. Impact of dietary protein content on soil bacterial and fungal communities in a rice–crab co-culture system. Front Microbiol. 2021;12:696427. doi: 10.3389/fmicb.2021.696427. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin S, Kong T, Ren X, Li S, Gong Y. Elucidation of gut microbiota in mud crab Scylla paramamosain challenged to WSSV and Aeromonas hydrophila. Mar Biotechnol. 2020;22:661–672. doi: 10.1007/s10126-020-09987-y. [DOI] [PubMed] [Google Scholar]
- Long MH, Sutherland K, Wankel SD, Burdige DJ, Zimmerman RC. Ebullition of oxygen from seagrasses under supersaturated conditions. Limnol Oceanogr. 2020;65:314–324. doi: 10.1002/lno.11299. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Long X, Wu X, Zhu S, Ye H, Cheng Y, Zeng C. Salinity can change the lipid composition of adult Chinese mitten crab after long-term salinity adaptation. PLoS One. 2019;14:e0219260. doi: 10.1371/journal.pone.0219260. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lu J, Bu X, Xiao S, Lin Z, Wang X, Jia Y, Wang X, Qin JG, Chen L. Effect of single and combined immunostimulants on growth, anti-oxidation activity, non-specific immunity and resistance to Aeromonas hydrophila in Chinese mitten crab (Eriocheir sinensis) Fish Shellfish Immunol. 2019;93:732–742. doi: 10.1016/j.fsi.2019.08.027. [DOI] [PubMed] [Google Scholar]
- Ma R, Wang Y, Zhao S, Ma Q, Yin M, Li X, Fang W. Bacterial flora in the gill tissues and intestinal tracts of male and female Chinese mitten crabs (Eriocheir sinensis) with different diets in a mud pond. Curr Microbiol. 2021;78:2291–2297. doi: 10.1007/s00284-021-02487-9. [DOI] [PubMed] [Google Scholar]
- Nyanga-Koumou AP, Ouoba LI, Kobawila SC, Louembe D. Response mechanisms of lactic acid bacteria to alkaline environments: a review. Crit Rev Microbiol. 2012;38:185–190. doi: 10.3109/1040841X.2011.640978. [DOI] [PubMed] [Google Scholar]
- Qi T, Liu J, Zhao P, Ge B, Liu Q, Jiang S, Wang Z, Zhang H, Tang B, Ding G, Zhang D. A novel modulation of physiological regulation in cultured Chinese mitten crab (Eriocheir japonica sinensis) in response to consistent salinity changes. Gene. 2020;756:144914. doi: 10.1016/j.gene.2020.144914. [DOI] [PubMed] [Google Scholar]
- Quast C, Pruesse E, Yilmaz P, Gerken J, Schweer T, Yarza P, Peplies J, Glöckner FO. The SILVA ribosomal RNA gene database project: improved data processing and web-based tools. Nucleic Acids Res. 2013;41:D590–D596. doi: 10.1093/nar/gks1219. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Riva A, Borgo F, Lassandro C, Verduci E, Morace G, Borghi E, Berry D. Pediatric obesity is associated with an altered gut microbiota and discordant shifts in Firmicutes populations. Environ Microbiol. 2017;19:95–105. doi: 10.1111/1462-2920.13463. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schloss PD, Westcott SL, Ryabin T, Hall JR, Hartmann M, Hollister EB, Lesniewski RA, Oakley BB, Parks DH, Robinson CJ, Sahl JW, Stres B, Thallinger GG, Van Horn DJ, Weber CF. Introducing mothur: open-source, platform-independent, community-supported software for describing and comparing microbial communities. Appl Environ Microbiol. 2009;75:7537–7541. doi: 10.1128/AEM.01541-09. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Seibel BA, Luu BE, Tessier SN, Towanda T, Storey KB. Metabolic suppression in the pelagic crab, Pleuroncodes planipes, in oxygen minimum zones. Comp Biochem Physiol B. 2018;224:88–97. doi: 10.1016/j.cbpb.2017.12.017. [DOI] [PubMed] [Google Scholar]
- Shi L, Jin M, Shen M, Lu C, Wang H, Zhou X, Mei L, Yin S (2019) Using Ipomoea aquatic as an environmental-friendly alternative to Elodea nuttallii for the aquaculture of Chinese mitten crab. PeerJ 7 [DOI] [PMC free article] [PubMed]
- Song C, Zhang J, Hu G, Meng S, Fan L, Zheng Y, Chen J, Zhang X. Risk assessment of chlorantraniliprole pesticide use in rice–crab coculture systems in the basin of the lower reaches of the Yangtze River in China. Chemosphere. 2019;230:440–448. doi: 10.1016/j.chemosphere.2019.05.097. [DOI] [PubMed] [Google Scholar]
- Srinivasan S, Hoffman NG, Morgan MT, Matsen FA, Fiedler TL, Hall RW, Ross FJ, McCoy CO, Bumgarner R, Marrazzo JM, Fredricks DN (2012) Bacterial communities in women with bacterial vaginosis: high resolution phylogenetic analyses reveal relationships of microbiota to clinical criteria. PLoS One 7 [DOI] [PMC free article] [PubMed]
- Su S, Munganga BP, Du F, Yu J, Li J, Yu F, Wang M, He X, Li X, Bouzoualegh R, Xu P, Tang Y. Relationship between the fatty acid profiles and gut bacterial communities of the Chinese mitten crab (Eriocheir sinensis) from ecologically different habitats. Front Microbiol. 2020;11:565267. doi: 10.3389/fmicb.2020.565267. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vaiserman A, Romanenko M, Piven L, Moseiko V, Lushchak O, Kryzhanovska N, Guryanov V, Koliada A. Differences in the gut Firmicutes to Bacteroidetes ratio across age groups in healthy Ukrainian population. BMC Microbiol. 2020;20(1):221. doi: 10.1186/s12866-020-01903-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang C, Zhou Y, Lv D, Ge Y, Li H, You Y. Change in the intestinal bacterial community structure associated with environmental microorganisms during the growth of Eriocheir sinensis. Microbiologyopen. 2019;8:e00727. doi: 10.1002/mbo3.727. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wei B, Yang Z, Cheng Y, Wang J, Zhou J. Effects of the complete replacement of fish oil with linseed oil on growth, fatty acid composition, and protein expression in the Chinese mitten crab (Eriocheir sinensis) Proteome Sci. 2019;16:6. doi: 10.1186/s12953-018-0135-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wei H, Wang H, Tang L, Mu C, Ye C, Chen L, Wang C. High-throughput sequencing reveals the core gut microbiota of the mud crab (Scylla paramamosain) in different coastal regions of southern China. BMC Genom. 2019;20:829. doi: 10.1186/s12864-019-6219-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Xiong J, Wang K, Wu J, Qiuqian L, Yang K, Qian Y, Zhang D. Changes in intestinal bacterial communities are closely associated with shrimp disease severity. Appl Microbiol Biotechnol. 2015;99:6911–6919. doi: 10.1007/s00253-015-6632-z. [DOI] [PubMed] [Google Scholar]
- Yang X, Song Y, Zhang C, Pang Y, Song X, Wu M, Cheng Y. Effects of the glyphosate-based herbicide roundup on the survival, immune response, digestive activities and gut microbiota of the Chinese mitten crab, Eriocheir sinensis. Aquat Toxicol. 2019;214:105243. doi: 10.1016/j.aquatox.2019.105243. [DOI] [PubMed] [Google Scholar]
- Yang X, Shi A, Song Y, Niu C, Yu X, Shi X, Pang Y, Ma X, Cheng Y. The effects of ammonia-N stress on immune parameters, antioxidant capacity, digestive function, and intestinal microflora of Chinese mitten crab, Eriocheir sinensis, and the protective effect of dietary supplement of melatonin. Comp Biochem Physiol C. 2021;250:109127. doi: 10.1016/j.cbpc.2021.109127. [DOI] [PubMed] [Google Scholar]
- Zhang M, Sun Y, Chen L, Cai C, Qiao F, Du Z, Li E. Symbiotic bacteria in gills and guts of Chinese mitten crab (Eriocheir sinensis) differ from the free-living bacteria in water. PLoS One. 2016;11:e0148135. doi: 10.1371/journal.pone.0148135. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang N, Song C, Wang M, Liu Y, Hui M, Cui Z. Diversity and characterization of bacteria associated with the deep-sea hydrothermal vent crab Austinograea sp. comparing with those of two shallow-water crabs by 16S ribosomal DNA analysis. PLoS One. 2017;12:e0187842. doi: 10.1371/journal.pone.0187842. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhao W, Liang H, Fu Y, Liu Y, Yang C, Zhang T, Wang T, Rong L, Zhang S, Wu Z, Sun W. Effects of different fertilization modes on rice yield and quality under a rice–crab culture system. PLoS One. 2020;15:e0230600. doi: 10.1371/journal.pone.0230600. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhao YG, Li XW, Wang JC, Bai J, Tian WJ. Performance of a sulfidogenic bioreactor and bacterial community shifts under different alkalinity levels. Bioresour Technol. 2010;101:9190–9196. doi: 10.1016/j.biortech.2010.07.055. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The data that support the findings of this study are available in the supplementary material of this article. The raw gene sequences obtained in this study were submitted to the NCBI Sequence Read Archive database (https://submit.ncbi.nlm.nih.gov/subs/sra/) under the accession number SRP325796.