Microbial Community Structure and Metabolic Characteristics of Intestine and Gills of Dwarf-Form Populations of Sthenoteuthis oualaniensis in South China Sea
Abstract
:1. Introduction
2. Materials and Methods
2.1. Sample Collection and Processing
2.2. DNA Extraction and PCR Amplification
2.3. Library Construction and Sequencing
2.4. 16S rRNA Sequence Analysis
2.5. Accession Number
2.6. Community-Level Physiological Profiling
2.7. Inoculation of Biolog EcoPlate
2.8. Analysis of CLPP
2.9. Carbon Source Utilization Analysis of Microbial Community
2.10. Statistical Analysis
2.11. Redundancy Analysis
3. Results
3.1. Mantle Length and Body Mass of Sthenoteuthis oualaniensis
3.2. Microbial Richness and Diversity
3.3. Microbial Community
3.4. Differential Analysis
3.5. Network Analyses
3.6. Functional Prediction
3.7. Metabolic Characteristics of Microbial Communities by CLPP
3.8. Correlation Analysis
3.9. Redundancy Analysis
4. Discussion
4.1. Microbial Community Characteristics in the Intestine and Gills
4.2. Metabolic Characteristics of Intestinal and Gill Bacterial Communities
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Zhang, P.; Yan, L.; Yang, B.Z.; Tan, Y.G.; Zhang, X.F.; Chen, S.; Li, J. Population structure of purpleback flying squid (Sthenoteuthis oualaniensis) in Nansha area in spring. South China Fish. Sci. 2015, 11, 11–19. [Google Scholar] [CrossRef]
- Jiang, Y.E.; Zhang, P.; Lin, Z.J.; Qiu, Y.S.; Fang, Z.Q.; Chen, Z.Z. Statolith morphology of purpleback flying squid (Sthenoeuthis oualaniensis) in the offshore South China Sea. South China Fish. Sci. 2015, 11, 27–37. [Google Scholar] [CrossRef]
- Jiang, Y.E.; Chen, Z.Z.; Lin, Z.J.; Qiu, Y.S.; Zhang, P.; Fang, Z.Q. Comparison of fishery biology between medium-form and dwarf-form of Sthenoeuthis oualaniensis in South China Sea. J. Fish. China 2019, 43, 454–466. [Google Scholar] [CrossRef]
- Gong, Y.Y.; Kong, X.L.; Yang, Y.T.; Zhan, F.P.; Zhang, P.; Jiang, Y.E.; Chen, Z.Z. Feeding habits of dwarf-form Sthenoteuthis oualaniensis population in the South China Sea. Mar. Fish. 2018, 40, 395–403. [Google Scholar] [CrossRef]
- Zhu, K.; Wang, X.H.; Zhang, P.; Du, F.Y.; Qiu, Y.S. A study on morphological variations and discrimination of medium and dwarf forms of purple flying squid Sthenoteuthis oualaniensis in the southern South China Sea. J. Trop. Oceanogr. 2016, 35, 82–88. [Google Scholar] [CrossRef]
- Zhu, K.; Zhang, L.C.; Xiao, C.Y.; Chen, X.J.; Lin, D.M.; Zhu, J.L. Characterizing Fecundity of Dwarf form of Female Purple Flying Squid (Sthenoteuthis oualaniensis) in the South China Sea. Prog. Fish. Sci. 2020, 41, 140–148. [Google Scholar] [CrossRef]
- Kang, W.; Kim, P.S.; Tak, E.J.; Sung, H.; Shin, N.R.; Hyun, D.W.; Whon, T.W.; Kim, H.S.; Lee, J.Y.; Yun, J.H.; et al. Host phylogeny, habitat, and diet are main drivers of the cephalopod and mollusk gut microbiome. Anim. Microbiom. 2022, 4, 30. [Google Scholar] [CrossRef] [PubMed]
- Webster, N.S.; Taylor, M.W.; Behnam, F.; Lücker, S.; Rattei, T.; Whalan, S.; Horn, M.; Wagner, M. Deep sequencing reveals exceptional diversity and modes of transmission for bacterial sponge symbionts. Environ. Microbiol. 2010, 12, 2070–2082. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Jin, Y.X.; Wu, S.S.; Zeng, Z.Y.; Fu, Z.W. Effects of environmental pollutants on gut microbiota. Environ. Pollut. 2017, 222, 1–9. [Google Scholar] [CrossRef] [PubMed]
- Duan, Y.F.; Huang, J.H.; Wang, Y.; Zhang, J.S. Characterization of bacterial community in intestinal and rearing water of Penaeus monodon differing growth performances in outdoor and indoor ponds. Aquac. Res. 2020, 51, 4279–4289. [Google Scholar] [CrossRef]
- Wang, R.G.; Chen, X.J. World Oceanic Economic Ommastrephidae Resources and Their Fisheries; Ocean Press: Beijing, China, 2005; pp. 284–296. [Google Scholar]
- Amato, K.R.; Yeoman, C.J.; Kent, A.; Righini, N.; Carbonero, F.; Estrada, A.; Gaskins, H.R.; Stumpf, R.M.; Yildirim, S.; Torralba, M.; et al. Habitat degradation impacts black howler monkey (Alouatta pigra) gastrointestinal microbiomes. ISME J. 2013, 7, 1344–1353. [Google Scholar] [CrossRef] [PubMed]
- Schloss, P.D.; Gevers, D.; Westcott, S.L. Reducing the effects of PCR amplification and sequencing artifacts on 16S rRNA-based studies. PLoS ONE 2011, 6, e27310. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Fouts, D.E.; Szpakowski, S.; Purushe, J.; Torralba, M.; Waterman, R.C.; MacNeil, M.D.; Alexander, L.J.; Nelson, K.E. Next generation sequencing to define prokaryotic and fungal diversity in the bovine rumen. PLoS ONE 2012, 7, e48289. [Google Scholar] [CrossRef] [PubMed]
- Paradis, E.; Claude, J.; Strimmer, K. APE: Analyses of phylogenetics and evolution in R language. Bioinformatics 2004, 20, 289–290. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Segata, N.; Izard, J.; Waldron, L.; Gevers, D.; Miropolsky, L.; Garrett, W.S.; Huttenhower, C. Metagenomic biomarker discovery and explanation. Genom. Biol. 2011, 12, R60. [Google Scholar] [CrossRef] [Green Version]
- Weber, K.P.; Legge, R.L. Dynamics in the bacterial community-level physiological profiles and hydrological characteristics of constructed wetland mesocosms during start-up. Ecol. Eng. 2011, 37, 666–677. [Google Scholar] [CrossRef]
- Zhuang, K.; Hu, X.J.; Cao, Y.C.; Xu, Y.N.; Zhang, J.S.; Wen, G.L. Bacterial community structure and its utilization characteristics of carbon sources in water of South China Sea under different low-nutrient culture conditions. Microbiol. China 2020, 47, 2697–2710. [Google Scholar] [CrossRef]
- Hu, X.J.; Wen, G.L.; Cao, Y.C.; Gong, Y.X.; Li, Z.J.; He, Z.L.; Yang, Y.F. Metabolic and phylogenetic profiles of microbial communities from a mariculture base on the Chinese Guangdong coast. Fish. Sci. 2017, 83, 465–477. [Google Scholar] [CrossRef]
- Hines, I.S.; Ferguson, C.S.; Bushman, T.J.; Gatlin, D.M.; Jensen, R.V.; Smith, S.A.; Kuhn, D.D.; Stevens, A.M. Impact of a yeast-based dietary supplement on the intestinal microbiome of rainbow trout, Oncorhynchus mykiss. Aquac. Res. 2021, 52, 1594–1604. [Google Scholar] [CrossRef]
- Ransom, B.L. Intestinal Microbial Community Composition of Six Actinopterygii Fish. Species in the Southeastern United States; University of Georgia: Athens, GA, USA, 2008. [Google Scholar]
- Kirchhoff, H.; Rosengarten, R. Isolation of a motile Mycoplasma from fish. J. Gen. Microbiol. 1984, 130, 2439–2445. [Google Scholar] [CrossRef] [Green Version]
- Huyben, D.; Sun, L.; Moccia, R.; Kiessling, A.; Dicksved, J.; Lundh, T. Dietary live yeast and increased water temperature influence the gut microbiota of rainbow trout. J. Appl. Microbiol. 2018, 124, 1377–1392. [Google Scholar] [CrossRef] [PubMed]
- Mora-Sánchez, B.; Pérez-Sánchez, T.; Balcázar, J.L. Phylogenetic analysis of intestinal microbiota reveals novel Mycoplasma phylotypes in salmonid species. Microb. Pathog. 2020, 145, 104210. [Google Scholar] [CrossRef]
- Bano, N.; deRae Smith, A.; Bennett, W.; Vasquez, L.; Hollibaugh, J.T. Dominance of mycoplasma in the guts of the Long-Jawed mudsucker, Gillichthys mirabilis, from five California salt marshes. Environ. Microbiol. 2007, 9, 2636–2641. [Google Scholar] [CrossRef] [PubMed]
- Kuang, T.X.; He, A.Y.; Lin, Y.F.; Huang, X.D.; Liu, L.; Zhou, L. Comparative Analysis of Microbial Communities Associated with the Gill, Gut, and Habitat of Two Filter-Feeding Fish. Aquacult. Rep. 2020, 18, 100501. [Google Scholar] [CrossRef]
- Cho, J.C.; Giovannoni, S.J. Cultivation and growth characteristics of a diverse group of oligotrophic marine Gammaproteobacteria. Appl. Environ. Microbiol. 2004, 70, 432–440. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Yu, X.P.; Yu, K.F.; Liao, Z.H.; Chen, B.; Deng, C.Q.; Yu, J.Y.; Yao, Q.C.; Qin, Z.J.; Liang, J.Y. Seasonal fluctuations in symbiotic bacteria and their role in environmental adaptation of the scleractinian coral Acropora pruinosa in high-latitude coral reef area of the South China Sea. Sci. Total Environ. 2021, 792, 148438. [Google Scholar] [CrossRef] [PubMed]
- van de Water, J.A.J.M.; Voolstra, C.R.; Rottier, C.; Cocito, S.; Peirano, A.; Allemand, D.; Ferrier-Pagès, C. Seasonal stability in the microbiomes of temperate gorgonians and the red coral Corallium rubrum across the Mediterranean Sea. Microb. Ecol. 2018, 75, 274–288. [Google Scholar] [CrossRef]
- Zhang, X.; Li, M.; Tao, X.Y.; Yang, Y.H.; Sun, P.; Jin, M.; Zhou, Q.C.; Jiao, L.F. Effects of dietary montmorillonite supplementation on the growth performance, antioxidant capacity, intestinal barrier and microbiota composition in Marsupenaeus japonicus. Aquaculture 2022, 557, 738330. [Google Scholar] [CrossRef]
- Mohammadian, T.; Alishahi, M.; Tabandeh, M.R.; Ghorbanpoor, M.; Gharibi, D. Effect of Lactobacillus plantarum and Lactobacillus delbrueckii subsp. bulgaricus on growth performance, gut microbial flora and digestive enzymes activities in Tor grypus (Karaman, 1971). Iran. J. Fish. Sci. 2017, 16, 296–317. [Google Scholar]
- Su, H.C.; Hu, X.J.; Xu, W.J.; Xu, Y.; Wen, G.L.; Cao, Y.C. Diversity, abundances and distribution of antibiotic resistance genes and virulence factors in the South China Sea revealed by metagenomic sequencing. Sci. Total Environ. 2022, 814, 152803. [Google Scholar] [CrossRef]
- Paerl, H.W.; Dyble, J.; Twomey, L.; Pinckney, J.L.; Nelson, J.; Kerkhof, L. Characterizing man-made and natural modifications of microbial diversity and activity in coastal ecosystems. Antonie Leeuwenhoek 2002, 81, 487–507. [Google Scholar] [CrossRef] [PubMed]
- Kirchman, D.L.; Meon, B.; Ducklow, H.W.; Carlson, C.A.; Hansell, D.A.; Steward, G.F. Glucose fluxes and concentrations of dissolved combined neutral sugars (polysaccharides) in the Ross Sea and Polar Front Zone, Antarctica. Deep Sea Res. Part II Top. Stud. Oceanogr. 2001, 48, 4179–4197. [Google Scholar] [CrossRef]
- He, B.; Dai, M.; Huang, W.; Liu, Q.; Chen, H.; Xu, L. Sources and accumulation of organic carbon in the Pearl River Estuary surface sediment as indicated by elemental, stable carbon isotopic, and carbohydrate compositions. Biogeosciences 2010, 7, 3343–3362. [Google Scholar] [CrossRef] [Green Version]
FNI | MNI | FYI | MYI | FNG | MNG | FYG | MYG | |
---|---|---|---|---|---|---|---|---|
Metabolism | 48.7 ± 2.07% b | 49.51 ± 0.52% b | 49.4 ± 0.57% b | 49.36 ± 0.40% b | 52.55 ± 2.02% a | 51.84 ± 1.69% a | 53.43 ± 2.13% a | 52.1 ± 1.90% a |
Genetic Information Processing | 16.24 ± 0.95% ab | 16.52 ± 0.51% ab | 16.71 ± 0.45% a | 16.61 ± 0.68% ab | 15.60 ± 0.97% ab | 16.25 ± 0.48% ab | 15.43 ± 0.50% b | 15.94 ± 0.56% ab |
Environmental Information Processing | 15.34 ± 1.51% a | 14.89 ± 0.67 a | 14.66 ± 0.51% a | 14.94 ± 1.01% a | 11.88 ± 1.70% b | 12.38 ± 1.77% b | 10.61 ± 1.64% b | 11.9 ± 1.67% b |
Cellular Processes | 3.81 ± 0.63% ab | 3.52 ± 0.05% b | 3.59 ± 0.28% b | 3.5 ± 0.16% b | 3.99 ± 0.39% ab | 3.76 ± 0.26% ab | 4.28 ± 0.39% a | 4.04 ± 0.40% ab |
Human Diseases | 1.19 ± 0.17% a | 1.07 ± 0.05% ab | 1.08 ± 0.04% ab | 1.09 ± 0.07% ab | 0.99 ± 0.06% b | 0.98 ± 0.07% b | 0.95 ± 0.10% b | 0.98 ± 0.08% b |
Organismal Systems | 0.74 ± 0.05% b | 0.73 ± 0.03% b | 0.74 ± 0.04% b | 0.72 ± 0.03% b | 0.92 ± 0.12% a | 0.86 ± 0.11% a | 0.98 ± 0.10% a | 0.90 ± 0.10% a |
None | 0.2 ± 0.02% cd | 0.18 ± 0.01% d | 0.19 ± 0.01% d | 0.18 ± 0.01% d | 0.24 ± 0.04% ab | 0.22 ± 0.03% bcd | 0.26 ± 0.02% a | 0.23 ± 0.03% abc |
Unclassified | 13.78 ± 0.56% | 13.58 ± 0.06% | 13.63 ± 0.14% | 13.59 ± 0.13% | 13.84 ± 0.19% | 13.72 ± 0.15% | 14.07 ± 0.31% | 13.9 ± 0.29% |
Mantle Length | AWCD-I | AWCD-G |
---|---|---|
Correlation coefficient | 0.823 * | 0.798 * |
Significance (p) | 0.001 | 0.002 |
AWCD | Proteobacteria | Firmicutes | Bacteroidetes | Tenericutes |
---|---|---|---|---|
Correlation coefficient | 0.433 * | −0.256 | −0.228 | −0.213 |
Significance (p) | 0.034 | 0.228 | 0.285 | 0.317 |
AWCD | Correlation Coefficient | Significance (p) |
---|---|---|
Photobacterium | −0.098 | 0.647 |
Lactobacillus | −0.038 | 0.859 |
Mesorhizobium | −0.441 * | 0.031 |
Bacteroidales S24-7 group | −0.056 | 0.795 |
Vibrio | −0.249 | 0.241 |
Mycoplasma | −0.332 | 0.113 |
Bacteroides | −0.083 | 0.699 |
Pannonibacter | −0.109 | 0.611 |
BD1-7 clade | 0.547 ** | 0.006 |
Yersinia | −0.072 | 0.742 |
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Hu, X.; Su, H.; Zhang, P.; Chen, Z.; Xu, Y.; Xu, W.; Li, J.; Wen, G.; Cao, Y. Microbial Community Structure and Metabolic Characteristics of Intestine and Gills of Dwarf-Form Populations of Sthenoteuthis oualaniensis in South China Sea. Fishes 2022, 7, 191. https://doi.org/10.3390/fishes7040191
Hu X, Su H, Zhang P, Chen Z, Xu Y, Xu W, Li J, Wen G, Cao Y. Microbial Community Structure and Metabolic Characteristics of Intestine and Gills of Dwarf-Form Populations of Sthenoteuthis oualaniensis in South China Sea. Fishes. 2022; 7(4):191. https://doi.org/10.3390/fishes7040191
Chicago/Turabian StyleHu, Xiaojuan, Haochang Su, Peng Zhang, Zuozhi Chen, Yu Xu, Wujie Xu, Jie Li, Guoliang Wen, and Yucheng Cao. 2022. "Microbial Community Structure and Metabolic Characteristics of Intestine and Gills of Dwarf-Form Populations of Sthenoteuthis oualaniensis in South China Sea" Fishes 7, no. 4: 191. https://doi.org/10.3390/fishes7040191
APA StyleHu, X., Su, H., Zhang, P., Chen, Z., Xu, Y., Xu, W., Li, J., Wen, G., & Cao, Y. (2022). Microbial Community Structure and Metabolic Characteristics of Intestine and Gills of Dwarf-Form Populations of Sthenoteuthis oualaniensis in South China Sea. Fishes, 7(4), 191. https://doi.org/10.3390/fishes7040191