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Research article
Unveiling the Bacterial Community across the Stomach, Hepatopancreas, Anterior Intestine, and Posterior Intestine of Pacific Whiteleg Shrimp
1Department of Microbiology, Pukyong National University, Busan 48513, Republic of Korea
2Division of Marine and Fisheries Life Sciences, Pukyong National University, Busan 48513, Republic of Korea
3Korea Institute of Ocean Science and Technology, Busan 49111, Republic of Korea
J. Microbiol. Biotechnol. 2024; 34(6): 1260-1269
Published June 28, 2024 https://doi.org/10.4014/jmb.2403.03039
Copyright © The Korean Society for Microbiology and Biotechnology.
Abstract
Keywords
Graphical Abstract
Body
Pacific whiteleg shrimp (
The GI tract of shrimp is composed of foregut (stomach), midgut (hepatopancreas), and hindgut (intestine) [6]. The microbial communities in these three components of the GI tract play a pivotal role in immune defense, nutrient absorption, nutrient digestion, and overall health [7]. The microbiota of the shrimp’s GI tract is related to various health and disease states. Beneficial microbes protect shrimp from pathogens, mediate digestive function and immune response, and provide essential nutrients [7, 8]. Meanwhile, dysbiosis conditions of the GI tract can lead to several diseases, including acute hepatopancreatic necrosis disease, early mortality syndrome, and white feces syndrome [6, 9]. It is paramount to understand the intricacies of the microbiome in the GI tract of shrimp to advance the current knowledge of shrimp health and aquaculture practices.
Among the three sections of the GI tract, the intestine has been the subject of the most research, and the intestine’s microbial structure has been the best profiled [5, 6, 10]. The intestinal microbial community has attracted considerable attention because of its diverse influence on host physiology and metabolism [3, 7]. The intestinal microbiome of shrimp not only supports digestion and nutrient absorption but also plays a crucial role in immune system modulation [11]. Studies have also shown that the microbial communities in the anterior and posterior segments of the intestine of aquatic invertebrates are distinct from each other and may perform diverse functions [12, 13]. However, there have been few studies examining the microbiomes of the anterior and posterior segments of shrimp intestine. The hepatopancreas is primarily responsible for digestive enzyme production, nutrient metabolism, and regulating host innate immunity. The numerous types of bacteria residing in the hepatopancreas support various developmental and physiological functions of shrimp [9, 14]. Although it has to this point been relatively understudied in shrimp, the stomach likely harbors a distinct microbial community that aids in digestion and nutrient processing [15, 16].
The colonization of microorganisms in the GI tract of whiteleg shrimp begins during the nauplius 5 stage and continues to gradually develop in the entire GI tract throughout different life stages [17]. Bacterial genera that are commonly reported in the intestinal segment of GI tract include
Despite the significant importance of the shrimp gut microbiome, there have been few comprehensive studies examining the bacterial communities within each of the intestine (anterior and posterior segments), hepatopancreas, and stomach. Existing studies have mainly focused on specific regions of the GI tract, thus leaving a critical knowledge gap regarding the holistic microbial ecology among these interconnected segments. Therefore, the present study intended to address this gap by analyzing an in-depth bacterial community structure inhabiting the anterior and posterior intestine, hepatopancreas, and stomach of Pacific whiteleg shrimp. By profiling the taxonomic composition, diversity, and potential function of key bacteria, we aimed to unravel the intricate relationships between the shrimp host and its resident bacteria. The findings obtained herein hold great promise for enhancing the current understanding of the microbiome in various segments of GI tract of Pacific whiteleg shrimp, and may contribute to the sustainable management of the shrimp aquaculture system.
Materials and Methods
Shrimp Sample Collection and Dissection
Pacific whiteleg shrimp (
16S rRNA Gene Amplicon Sequencing
Total DNA was extracted separately from each sample of stomach, hepatopancreas, anterior intestine, and posterior intestine using the E.Z.N.A. Soil DNA extraction kit (catalogue no. D5625-01; Omega Bio-Tek, USA) following the manufacturer's protocol. DNA concentration was measured using a Nanodrop spectrophotometer (DS-11 FX Series, DeNovix), and DNA integrity was examined using agarose gel electrophoresis. Barcode primers were designed to distinguish each sample by attaching 12 bp different nucleotide sequences to the existing primer set 319F (5'-ACTCCTACGGGAGGCAGCAG-3') and 806R (5'-GGACTACHVGGGTWTCTAAT-3'). The V3-V4 region of the 16S rRNA gene was amplified using these primer sets (Table S1). The PCR reaction was formulated using AccuPower PCR PreMix (Bioneer, Republic of Korea). The PCR amplification was carried out in a thermal cycler (SC200, Kyratec, Australia) under the following cycling conditions: pre-denaturation at 98°C for 60 s; 35 cycles of denaturation at 98°C for 30 s, annealing at 58°C for 30 s, and extension at 72°C for 30 s; and the final extension at 72°C for 60 s. The amplified product was then purified using a BioFact PCR Purification solution kit (Biofact, Republic of Korea). After purification, the concentration of each purified product was determined using a Qubit Fluorometer (Thermo Fisher Scientific, USA). The equimolar concentrations of the purified amplicons were pooled before being used to prepare sequencing libraries using the TrueSeq Amplicon library construction kit (Illumina, USA) according to the manufacturer's instructions. Finally, the sequencing was conducted using Illumina Miseq Platform (PE300) at Macrogen Korea Inc.
Bioinformatics and Data Analysis
The raw sequence data were processed and analyzed by Quantitative Insights Into Microbial Ecology 2 (QIIME 2, version 2023.9) [23]. The initial raw sequences were demultiplexed and quality filtered using the q2‐demux and q2-dada2 plugins. [24]. Samples with low quality reads were excluded, as a result of which only the qualified data obtained from 27 samples were further analyzed. The obtained amplicon sequence variants (ASVs) were aligned with mafft and used to generate a phylogeny with fasttree2 using the q2‐alignment and q2‐phylogeny plugins. Alpha‐diversity metrics [25], beta diversity metrics [26], and Principle Coordinate Analysis (PCoA) were determined by q2‐diversity. Taxonomic assignment to ASVs was conducted using the q2‐feature‐classifier [27] against the Greengenes 13_8 database with a 99% similarity threshold [28]. The demultiplexed sequence data were deposited in NCBI GenBank under the BioProject accession numbers PRJNA1082065.
Further analyses and data visualization were conducted on the Microbiome Analyst platform, which is a statistical, functional interpretation, visualization, and meta-analysis tool for microbiome data that works on the basis of R packages [29]. The ASV table, metadata file, taxonomy file, and phylogenetic tree obtained from QIIME 2 analysis were uploaded into the Marker Data Profiling tool of Microbiome Analyst platform. Data filtering was performed with the default parameters. All samples were rarified to the minimum library size and normalized using the total sum scaling (TSS) technique. Alpha diversity was computed using the observed species, Shannon, ACE, and Chao1 indexes with
Results
Bacterial Diversity Measurement
The alpha diversity was measured by determining observed ASVs, Shannon, ACE, and Chao1 indexes. At the feature level, all the alpha diversity indexes showed significant differences between shrimp stomach, hepatopancreas, anterior intestine, and posterior intestine (
-
Fig. 1. Alpha diversity indexes of bacterial community of whiteleg shrimp across the stomach, hepatopancreas, anterior intestine, and posterior intestine.
Beta diversity analysis, which was performed using Unweighted UniFrac Distance, showed significant bacterial variation among the stomach, hepatopancreas, and intestines (anterior and posterior) (
-
Fig. 2. Principal coordinate analysis (PCoA) of beta diversity of bacterial community based on Unweighted Unifrac distance matrix. Statistical analysis was performed using PERMANOVA.
Bacterial Community Composition
The bacterial compositions found in all the segments of the GI tract of whiteleg shrimp revealed Proteobacteria as the major phylum, as it accounted for a range of 29%–91% of all bacteria. Hepatopancreas and stomach segments exhibited higher (51.1%–91.0%) abundance of Proteobacteria compared to anterior and posterior intestine (29.1%–45.9%) (Fig. 3). Other higher rank phyla included Cyanobacteria, Actinobacteria, Bacteroidetes, Firmicutes, and Verrucomicrobia. In addition, these phyla were relatively more dominant in the intestine compared to hepatopancreas and stomach (Table S3). The phylum Fusobacteria was prominently detected in the sample Bac_H_LA8 (7.5% relative abundance) of the hepatopancreas and in the sample Bac_S_LA6 (1.3% relative abundance) of the stomach, whereas this phylum remained subordinate in other samples.
-
Fig. 3. Heat map of predominant phyla in different segments of gastrointestinal tract of whiteleg shrimp.
The genus level analysis also showed a clear difference in the bacterial composition of stomach, hepatopancreas, anterior intestine, and posterior intestine (Fig. 4). The key genera in the anterior intestine and the posterior intestine were
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Fig. 4. Major genera in stomach, hepatopancreas, anterior intestine, and posterior intestine of whiteleg shrimp.
The genus affiliated to respective phylum are represented in parentheses.
Difference in the Bacterial Community Structure and Correlation Network Analysis
The dendrogram analysis showed that most of the samples from the anterior and posterior intestines clustered together. Sample-dependent clustering was also observed with the hepatopancreas samples. However, clustering of the stomach samples exhibited different patterns, and they were scattered with various other samples (Fig. 5A). Pattern search analysis reported that Bacteroidetes, TM6, Chloroflexi, and Cyanobacteria were significantly higher in the anterior intestine; Tenericutes, Chlamydiae, WS6, Verrucomicrobia, Planctomycetes, Firmicutes, and Actinobacteria were significantly higher in the posterior intestine; and Spirochaetes, TM7, Proteobacteria, and Fusobacteria were significantly higher in both the hepatopancreas and the stomach (Fig. 5B). The effects of various segments of the GI tract of whiteleg shrimp on the distribution of dominant phyla were examined through LEfSe analysis (Fig. 5C). LEfSe analysis revealed a significant differential abundant feature of phyla in various samples collected from the stomach, hepatopancreas, anterior intestine, and posterior intestine (
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Fig. 5. Differential bacterial community structure and correlation network analysis.
(A) Dendrogram showing hierarchical clustering of shrimp's gastrointestinal (GI) tract samples based on bacterial community structure variation. (B) Correlation of top phyla in various segments of GI tract. (C) Differential abundant phyla as indicated by LEfSe analysis. The color gradient reflects variations in high to low abundance of the phyla in the related segment of the GI tract. (D) Correlation network analysis at the phylum level. Each node indicates a phylum, and its size is determined by the frequency of connections to other phylum. Various colors in the node represent the proportions of GI tract samples (anterior_intestine, hepatopancreas, posterior_intestine, and stomach). The thickness of the edge is equivalent to the correlation coefficients. Red edges indicate positive correlations and blue edges indicate negative correlations.
Discussion
Shrimp GI microbial ecosystems play crucial roles in protecting from pathogens, mediating digestive function, maintaining immune response, and providing essential nutrients in the host [7, 8]. Disturbances in the gut microbiota may cause disease conditions, which may in turn lead to significant economic loss [9]. Therefore, understanding the gut microbiota of shrimp is a prerequisite for achieving sustainable shrimp health and aquaculture practices. However, most studies examining the gut microbiota of shrimp have been limited to investigations of the intestine segment alone [5, 6, 10]. The present study took a more comprehensive approach by exploring the microbiota of different segments (stomach, hepatopancreas, anterior intestine, and posterior intestine) of the GI tract of whiteleg shrimp.
Both the alpha and beta diversities data showed that the gut microbiota of whiteleg shrimp varied based on where among the different segments of the GI tract the samples had been collected from. Alpha diversity found higher bacterial diversity in the anterior intestine and lower bacterial diversity in the stomach segment. Beta diversity exhibited a clear separation in the microbial community of the intestine from those in the hepatopancreas and the stomach. Garibay-Valdez
The relative abundance of bacterial composition showed predominance of phylum Proteobacteria in all segments of the GI tract. Proteobacteria has been previously identified as a dominant phylum in shrimp [9, 34]. The results of both pattern search and LEfSe analyses showed that members of the Proteobacteria were found in significantly higher proportions in the stomach and the hepatopancreas compared to the anterior and posterior intestine. Stomach and hepatopancreas are considered to be vital organs in the immune and digestive systems wherein digestive enzymes and immune molecules are secreted [16, 35]. The higher relative abundance of Proteobacteria in the stomach and the hepatopancreas may be associated with their immunological and digestive functions [36, 37]. It has also been speculated that the proteobacterial community reflects the health state of the host, and an increase in its abundance may indicate a potential risk of disease [38]. Further, the phyla Spirochaetes and Fusobacteria were found at significantly increased levels in the hepatopancreas and the stomach. Both these phyla have previously been detected in the hepatopancreas and intestinal sections [9, 39]; however, there have been few reports on the presence of Spirochaetes and Fusobacteria in the stomach. This observation in this study may broaden the available information on the presence of unexplored types of microbiota in the stomach segment of the GI tract of shrimp. Spirochaetes are potentially involved in lignocellulose degradation and nitrogen fixation [40]. Fusobacteria mediates the fermentation of carbohydrates, amino acids, and peptides, and it exhibits a symbiotic relationship with the host leading to better digestive ability [34]. However, research has also shown that Fusobacteria are correlated with the white spot syndrome virus infection in shrimp, thus reflecting a potential pathogenic bacterium [15].
The bacterial profiles of anterior and posterior intestine revealed significantly higher abundance of Cyanobacteria, Actinobacteria, Bacteroidetes, Firmicutes, Chloroflexi, and Verrucomicrobia than those found in the stomach and the hepatopancreas. Members of these phyla have been widely reported in the intestinal samples of whiteleg shrimp [9, 38, 41]. Cyanobacteria may possess antibacterial properties against pathogenic microorganisms, thus pointing to its ability to eradicate pathogens [42]. However, harmful Cyanobacteria may cause eutrophication in the rearing water and release toxins, thus threatening shrimp health [43]. Actinobacteria are promising resources for probiotics and antibiotics, and they play a crucial role in maintaining homeostasis [44, 45]. Firmicutes and Bacteroidetes are both involved in the fermentation process, and they each help provide various nutrients to the host. [38]. The phylum Chloroflexi is able to mediate photosynthesis under anaerobic conditions [38]. It has also been documented that the dominance of Chloroflexi is highly associated with white feces syndrome in shrimp [46]. Increased abundance of Verrucomicrobia is associated with improved metabolic function and an enhanced mucus layer of the host [47]. The differential analysis of bacterial composition reported that Bacteroidetes, Chloroflexi, and Cyanobacteria were comparatively higher in the anterior intestine, while Verrucomicrobia, Firmicutes, and Actinobacteria were relatively enriched in the posterior intestine. Further, the dominant phyla showed either positive or negative networking with each other. The results of correlation network analysis revealed networking within nine phyla. For instance, Proteobacteria correlated negatively with the Bacteroidetes, Firmicutes, Verrucomicrobia, Chloroflexi, Actinobacteria, and Cyanobacteria. This observation also aligns with the bacterial composition data in which we found higher proteobacterial community suppressing other major phyla in the stomach and hepatopancreas segments. These results suggest that higher abundance of one group of bacteria substantially influences another group of bacteria in different segments of the GI tract. Bacteria within bacterial communities compete with each other for habitat and the nutrients in the gut, which inhibits certain bacterial groups. These mechanisms also support the removal of pathogenic bacteria from the gut, thus allowing for a good health status to be maintained in the shrimp [6].
At the genus level, a unique set of genera were found to prevail in each segment of the GI tract of whiteleg shrimp. Both the anterior and posterior intestine were composed with high proportions of
In conclusion, this study provides a comprehensive analysis of the bacterial communities inhabiting different segments of the GI tract in Pacific whiteleg shrimp. The microbiomes in the stomach, hepatopancreas, and anterior and posterior intestines all play crucial roles in maintaining shrimp health and aquaculture practices. This study reveals significant variations in bacterial diversity and composition among these GI segments, with the results highlighting the unique ecological niches present in each. The alpha and beta diversity analyses indicate higher bacterial diversity in the anterior intestine and lower diversity in the stomach. This variation in diversity suggests the influence of anatomical, physiological, and environmental factors within different GI segments. The dominant phylum across all segments is Proteobacteria, with stomach and hepatopancreas exhibiting higher abundance than the intestines. Spirochaetes and Fusobacteria are notably detected in the hepatopancreas and stomach, and this finding could potentially expand our understanding of microbial diversity in these regions. At the genus level, distinct bacterial profiles are observed in each GI segment:
Supplemental Materials
Acknowledgment
This work was supported by the National Research Foundation of Korea Grant funded by the Korean Government (CD20211287).
Data Availability
All 16S rRNA amplicon sequence data were deposited in NCBI GenBank under the BioProject accession numbers PRJNA1082065.
Conflict of Interest
The authors have no financial conflicts of interest to declare.
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Related articles in JMB
Article
Research article
J. Microbiol. Biotechnol. 2024; 34(6): 1260-1269
Published online June 28, 2024 https://doi.org/10.4014/jmb.2403.03039
Copyright © The Korean Society for Microbiology and Biotechnology.
Unveiling the Bacterial Community across the Stomach, Hepatopancreas, Anterior Intestine, and Posterior Intestine of Pacific Whiteleg Shrimp
Dhiraj Kumar Chaudhary1,2†, Sang-Eon Kim1,2†, Hye-Jin Park3, and Kyoung-Ho Kim1,2*
1Department of Microbiology, Pukyong National University, Busan 48513, Republic of Korea
2Division of Marine and Fisheries Life Sciences, Pukyong National University, Busan 48513, Republic of Korea
3Korea Institute of Ocean Science and Technology, Busan 49111, Republic of Korea
Correspondence to:Kyoung-Ho Kim, kimkh@pknu.ac.kr
†The authors equally contributed to this work
Abstract
The gastrointestinal (GI) tract of shrimp, which is comprised of the stomach, hepatopancreas, and intestine, houses microbial communities that play crucial roles in immune defense, nutrient absorption, and overall health. While the intestine's microbiome has been well-studied, there has been limited research investigating the stomach and hepatopancreas. The present study addresses this gap by profiling the bacterial community in these interconnected GI segments of Pacific whiteleg shrimp. To this end, shrimp samples were collected from a local aquaculture farm in South Korea, and 16S rRNA gene amplicon sequencing was performed. The results revealed significant variations in bacterial diversity and composition among GI segments. The stomach and hepatopancreas exhibited higher Proteobacteria abundance, while the intestine showed a more diverse microbiome, including Cyanobacteria, Actinobacteria, Bacteroidetes, Firmicutes, Chloroflexi, and Verrucomicrobia. Genera such as Oceaniovalibus, Streptococcus, Actibacter, Ilumatobacter, and Litorilinea dominated the intestine, while Salinarimonas, Sphingomonas, and Oceaniovalibus prevailed in the stomach and hepatopancreas. It is particularly notable that Salinarimonas, which is associated with nitrate reduction and pollutant degradation, was prominent in the hepatopancreas. Overall, this study provides insights into the microbial ecology of the Pacific whiteleg shrimp's GI tract, thus enhancing our understanding of shrimp health with the aim of supporting sustainable aquaculture practices.
Keywords: Pacific whiteleg shrimp, gut microbiome, bacterial community, gastrointestinal tract, aquaculture
Body
Pacific whiteleg shrimp (
The GI tract of shrimp is composed of foregut (stomach), midgut (hepatopancreas), and hindgut (intestine) [6]. The microbial communities in these three components of the GI tract play a pivotal role in immune defense, nutrient absorption, nutrient digestion, and overall health [7]. The microbiota of the shrimp’s GI tract is related to various health and disease states. Beneficial microbes protect shrimp from pathogens, mediate digestive function and immune response, and provide essential nutrients [7, 8]. Meanwhile, dysbiosis conditions of the GI tract can lead to several diseases, including acute hepatopancreatic necrosis disease, early mortality syndrome, and white feces syndrome [6, 9]. It is paramount to understand the intricacies of the microbiome in the GI tract of shrimp to advance the current knowledge of shrimp health and aquaculture practices.
Among the three sections of the GI tract, the intestine has been the subject of the most research, and the intestine’s microbial structure has been the best profiled [5, 6, 10]. The intestinal microbial community has attracted considerable attention because of its diverse influence on host physiology and metabolism [3, 7]. The intestinal microbiome of shrimp not only supports digestion and nutrient absorption but also plays a crucial role in immune system modulation [11]. Studies have also shown that the microbial communities in the anterior and posterior segments of the intestine of aquatic invertebrates are distinct from each other and may perform diverse functions [12, 13]. However, there have been few studies examining the microbiomes of the anterior and posterior segments of shrimp intestine. The hepatopancreas is primarily responsible for digestive enzyme production, nutrient metabolism, and regulating host innate immunity. The numerous types of bacteria residing in the hepatopancreas support various developmental and physiological functions of shrimp [9, 14]. Although it has to this point been relatively understudied in shrimp, the stomach likely harbors a distinct microbial community that aids in digestion and nutrient processing [15, 16].
The colonization of microorganisms in the GI tract of whiteleg shrimp begins during the nauplius 5 stage and continues to gradually develop in the entire GI tract throughout different life stages [17]. Bacterial genera that are commonly reported in the intestinal segment of GI tract include
Despite the significant importance of the shrimp gut microbiome, there have been few comprehensive studies examining the bacterial communities within each of the intestine (anterior and posterior segments), hepatopancreas, and stomach. Existing studies have mainly focused on specific regions of the GI tract, thus leaving a critical knowledge gap regarding the holistic microbial ecology among these interconnected segments. Therefore, the present study intended to address this gap by analyzing an in-depth bacterial community structure inhabiting the anterior and posterior intestine, hepatopancreas, and stomach of Pacific whiteleg shrimp. By profiling the taxonomic composition, diversity, and potential function of key bacteria, we aimed to unravel the intricate relationships between the shrimp host and its resident bacteria. The findings obtained herein hold great promise for enhancing the current understanding of the microbiome in various segments of GI tract of Pacific whiteleg shrimp, and may contribute to the sustainable management of the shrimp aquaculture system.
Materials and Methods
Shrimp Sample Collection and Dissection
Pacific whiteleg shrimp (
16S rRNA Gene Amplicon Sequencing
Total DNA was extracted separately from each sample of stomach, hepatopancreas, anterior intestine, and posterior intestine using the E.Z.N.A. Soil DNA extraction kit (catalogue no. D5625-01; Omega Bio-Tek, USA) following the manufacturer's protocol. DNA concentration was measured using a Nanodrop spectrophotometer (DS-11 FX Series, DeNovix), and DNA integrity was examined using agarose gel electrophoresis. Barcode primers were designed to distinguish each sample by attaching 12 bp different nucleotide sequences to the existing primer set 319F (5'-ACTCCTACGGGAGGCAGCAG-3') and 806R (5'-GGACTACHVGGGTWTCTAAT-3'). The V3-V4 region of the 16S rRNA gene was amplified using these primer sets (Table S1). The PCR reaction was formulated using AccuPower PCR PreMix (Bioneer, Republic of Korea). The PCR amplification was carried out in a thermal cycler (SC200, Kyratec, Australia) under the following cycling conditions: pre-denaturation at 98°C for 60 s; 35 cycles of denaturation at 98°C for 30 s, annealing at 58°C for 30 s, and extension at 72°C for 30 s; and the final extension at 72°C for 60 s. The amplified product was then purified using a BioFact PCR Purification solution kit (Biofact, Republic of Korea). After purification, the concentration of each purified product was determined using a Qubit Fluorometer (Thermo Fisher Scientific, USA). The equimolar concentrations of the purified amplicons were pooled before being used to prepare sequencing libraries using the TrueSeq Amplicon library construction kit (Illumina, USA) according to the manufacturer's instructions. Finally, the sequencing was conducted using Illumina Miseq Platform (PE300) at Macrogen Korea Inc.
Bioinformatics and Data Analysis
The raw sequence data were processed and analyzed by Quantitative Insights Into Microbial Ecology 2 (QIIME 2, version 2023.9) [23]. The initial raw sequences were demultiplexed and quality filtered using the q2‐demux and q2-dada2 plugins. [24]. Samples with low quality reads were excluded, as a result of which only the qualified data obtained from 27 samples were further analyzed. The obtained amplicon sequence variants (ASVs) were aligned with mafft and used to generate a phylogeny with fasttree2 using the q2‐alignment and q2‐phylogeny plugins. Alpha‐diversity metrics [25], beta diversity metrics [26], and Principle Coordinate Analysis (PCoA) were determined by q2‐diversity. Taxonomic assignment to ASVs was conducted using the q2‐feature‐classifier [27] against the Greengenes 13_8 database with a 99% similarity threshold [28]. The demultiplexed sequence data were deposited in NCBI GenBank under the BioProject accession numbers PRJNA1082065.
Further analyses and data visualization were conducted on the Microbiome Analyst platform, which is a statistical, functional interpretation, visualization, and meta-analysis tool for microbiome data that works on the basis of R packages [29]. The ASV table, metadata file, taxonomy file, and phylogenetic tree obtained from QIIME 2 analysis were uploaded into the Marker Data Profiling tool of Microbiome Analyst platform. Data filtering was performed with the default parameters. All samples were rarified to the minimum library size and normalized using the total sum scaling (TSS) technique. Alpha diversity was computed using the observed species, Shannon, ACE, and Chao1 indexes with
Results
Bacterial Diversity Measurement
The alpha diversity was measured by determining observed ASVs, Shannon, ACE, and Chao1 indexes. At the feature level, all the alpha diversity indexes showed significant differences between shrimp stomach, hepatopancreas, anterior intestine, and posterior intestine (
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Figure 1. Alpha diversity indexes of bacterial community of whiteleg shrimp across the stomach, hepatopancreas, anterior intestine, and posterior intestine.
Beta diversity analysis, which was performed using Unweighted UniFrac Distance, showed significant bacterial variation among the stomach, hepatopancreas, and intestines (anterior and posterior) (
-
Figure 2. Principal coordinate analysis (PCoA) of beta diversity of bacterial community based on Unweighted Unifrac distance matrix. Statistical analysis was performed using PERMANOVA.
Bacterial Community Composition
The bacterial compositions found in all the segments of the GI tract of whiteleg shrimp revealed Proteobacteria as the major phylum, as it accounted for a range of 29%–91% of all bacteria. Hepatopancreas and stomach segments exhibited higher (51.1%–91.0%) abundance of Proteobacteria compared to anterior and posterior intestine (29.1%–45.9%) (Fig. 3). Other higher rank phyla included Cyanobacteria, Actinobacteria, Bacteroidetes, Firmicutes, and Verrucomicrobia. In addition, these phyla were relatively more dominant in the intestine compared to hepatopancreas and stomach (Table S3). The phylum Fusobacteria was prominently detected in the sample Bac_H_LA8 (7.5% relative abundance) of the hepatopancreas and in the sample Bac_S_LA6 (1.3% relative abundance) of the stomach, whereas this phylum remained subordinate in other samples.
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Figure 3. Heat map of predominant phyla in different segments of gastrointestinal tract of whiteleg shrimp.
The genus level analysis also showed a clear difference in the bacterial composition of stomach, hepatopancreas, anterior intestine, and posterior intestine (Fig. 4). The key genera in the anterior intestine and the posterior intestine were
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Figure 4. Major genera in stomach, hepatopancreas, anterior intestine, and posterior intestine of whiteleg shrimp.
The genus affiliated to respective phylum are represented in parentheses.
Difference in the Bacterial Community Structure and Correlation Network Analysis
The dendrogram analysis showed that most of the samples from the anterior and posterior intestines clustered together. Sample-dependent clustering was also observed with the hepatopancreas samples. However, clustering of the stomach samples exhibited different patterns, and they were scattered with various other samples (Fig. 5A). Pattern search analysis reported that Bacteroidetes, TM6, Chloroflexi, and Cyanobacteria were significantly higher in the anterior intestine; Tenericutes, Chlamydiae, WS6, Verrucomicrobia, Planctomycetes, Firmicutes, and Actinobacteria were significantly higher in the posterior intestine; and Spirochaetes, TM7, Proteobacteria, and Fusobacteria were significantly higher in both the hepatopancreas and the stomach (Fig. 5B). The effects of various segments of the GI tract of whiteleg shrimp on the distribution of dominant phyla were examined through LEfSe analysis (Fig. 5C). LEfSe analysis revealed a significant differential abundant feature of phyla in various samples collected from the stomach, hepatopancreas, anterior intestine, and posterior intestine (
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Figure 5. Differential bacterial community structure and correlation network analysis.
(A) Dendrogram showing hierarchical clustering of shrimp's gastrointestinal (GI) tract samples based on bacterial community structure variation. (B) Correlation of top phyla in various segments of GI tract. (C) Differential abundant phyla as indicated by LEfSe analysis. The color gradient reflects variations in high to low abundance of the phyla in the related segment of the GI tract. (D) Correlation network analysis at the phylum level. Each node indicates a phylum, and its size is determined by the frequency of connections to other phylum. Various colors in the node represent the proportions of GI tract samples (anterior_intestine, hepatopancreas, posterior_intestine, and stomach). The thickness of the edge is equivalent to the correlation coefficients. Red edges indicate positive correlations and blue edges indicate negative correlations.
Discussion
Shrimp GI microbial ecosystems play crucial roles in protecting from pathogens, mediating digestive function, maintaining immune response, and providing essential nutrients in the host [7, 8]. Disturbances in the gut microbiota may cause disease conditions, which may in turn lead to significant economic loss [9]. Therefore, understanding the gut microbiota of shrimp is a prerequisite for achieving sustainable shrimp health and aquaculture practices. However, most studies examining the gut microbiota of shrimp have been limited to investigations of the intestine segment alone [5, 6, 10]. The present study took a more comprehensive approach by exploring the microbiota of different segments (stomach, hepatopancreas, anterior intestine, and posterior intestine) of the GI tract of whiteleg shrimp.
Both the alpha and beta diversities data showed that the gut microbiota of whiteleg shrimp varied based on where among the different segments of the GI tract the samples had been collected from. Alpha diversity found higher bacterial diversity in the anterior intestine and lower bacterial diversity in the stomach segment. Beta diversity exhibited a clear separation in the microbial community of the intestine from those in the hepatopancreas and the stomach. Garibay-Valdez
The relative abundance of bacterial composition showed predominance of phylum Proteobacteria in all segments of the GI tract. Proteobacteria has been previously identified as a dominant phylum in shrimp [9, 34]. The results of both pattern search and LEfSe analyses showed that members of the Proteobacteria were found in significantly higher proportions in the stomach and the hepatopancreas compared to the anterior and posterior intestine. Stomach and hepatopancreas are considered to be vital organs in the immune and digestive systems wherein digestive enzymes and immune molecules are secreted [16, 35]. The higher relative abundance of Proteobacteria in the stomach and the hepatopancreas may be associated with their immunological and digestive functions [36, 37]. It has also been speculated that the proteobacterial community reflects the health state of the host, and an increase in its abundance may indicate a potential risk of disease [38]. Further, the phyla Spirochaetes and Fusobacteria were found at significantly increased levels in the hepatopancreas and the stomach. Both these phyla have previously been detected in the hepatopancreas and intestinal sections [9, 39]; however, there have been few reports on the presence of Spirochaetes and Fusobacteria in the stomach. This observation in this study may broaden the available information on the presence of unexplored types of microbiota in the stomach segment of the GI tract of shrimp. Spirochaetes are potentially involved in lignocellulose degradation and nitrogen fixation [40]. Fusobacteria mediates the fermentation of carbohydrates, amino acids, and peptides, and it exhibits a symbiotic relationship with the host leading to better digestive ability [34]. However, research has also shown that Fusobacteria are correlated with the white spot syndrome virus infection in shrimp, thus reflecting a potential pathogenic bacterium [15].
The bacterial profiles of anterior and posterior intestine revealed significantly higher abundance of Cyanobacteria, Actinobacteria, Bacteroidetes, Firmicutes, Chloroflexi, and Verrucomicrobia than those found in the stomach and the hepatopancreas. Members of these phyla have been widely reported in the intestinal samples of whiteleg shrimp [9, 38, 41]. Cyanobacteria may possess antibacterial properties against pathogenic microorganisms, thus pointing to its ability to eradicate pathogens [42]. However, harmful Cyanobacteria may cause eutrophication in the rearing water and release toxins, thus threatening shrimp health [43]. Actinobacteria are promising resources for probiotics and antibiotics, and they play a crucial role in maintaining homeostasis [44, 45]. Firmicutes and Bacteroidetes are both involved in the fermentation process, and they each help provide various nutrients to the host. [38]. The phylum Chloroflexi is able to mediate photosynthesis under anaerobic conditions [38]. It has also been documented that the dominance of Chloroflexi is highly associated with white feces syndrome in shrimp [46]. Increased abundance of Verrucomicrobia is associated with improved metabolic function and an enhanced mucus layer of the host [47]. The differential analysis of bacterial composition reported that Bacteroidetes, Chloroflexi, and Cyanobacteria were comparatively higher in the anterior intestine, while Verrucomicrobia, Firmicutes, and Actinobacteria were relatively enriched in the posterior intestine. Further, the dominant phyla showed either positive or negative networking with each other. The results of correlation network analysis revealed networking within nine phyla. For instance, Proteobacteria correlated negatively with the Bacteroidetes, Firmicutes, Verrucomicrobia, Chloroflexi, Actinobacteria, and Cyanobacteria. This observation also aligns with the bacterial composition data in which we found higher proteobacterial community suppressing other major phyla in the stomach and hepatopancreas segments. These results suggest that higher abundance of one group of bacteria substantially influences another group of bacteria in different segments of the GI tract. Bacteria within bacterial communities compete with each other for habitat and the nutrients in the gut, which inhibits certain bacterial groups. These mechanisms also support the removal of pathogenic bacteria from the gut, thus allowing for a good health status to be maintained in the shrimp [6].
At the genus level, a unique set of genera were found to prevail in each segment of the GI tract of whiteleg shrimp. Both the anterior and posterior intestine were composed with high proportions of
In conclusion, this study provides a comprehensive analysis of the bacterial communities inhabiting different segments of the GI tract in Pacific whiteleg shrimp. The microbiomes in the stomach, hepatopancreas, and anterior and posterior intestines all play crucial roles in maintaining shrimp health and aquaculture practices. This study reveals significant variations in bacterial diversity and composition among these GI segments, with the results highlighting the unique ecological niches present in each. The alpha and beta diversity analyses indicate higher bacterial diversity in the anterior intestine and lower diversity in the stomach. This variation in diversity suggests the influence of anatomical, physiological, and environmental factors within different GI segments. The dominant phylum across all segments is Proteobacteria, with stomach and hepatopancreas exhibiting higher abundance than the intestines. Spirochaetes and Fusobacteria are notably detected in the hepatopancreas and stomach, and this finding could potentially expand our understanding of microbial diversity in these regions. At the genus level, distinct bacterial profiles are observed in each GI segment:
Supplemental Materials
Acknowledgment
This work was supported by the National Research Foundation of Korea Grant funded by the Korean Government (CD20211287).
Data Availability
All 16S rRNA amplicon sequence data were deposited in NCBI GenBank under the BioProject accession numbers PRJNA1082065.
Conflict of Interest
The authors have no financial conflicts of interest to declare.
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