Environmental Sources and Tissue-Specific Selection Jointly Shape the Bacterial Community of the Sea Cucumber (Apostichopus japonicus) in Artificial Reef Areas of Laizhou Bay, Bohai Sea
Abstract
1. Introduction
2. Materials and Methods
2.1. Sample Collection
2.2. Environmental Parameter Measurements
2.3. DNA Extraction and PCR Amplification
2.4. Data Processing and Visualization
3. Results
3.1. Overview of Sequencing Data
3.2. Bacterial Community Composition and Differences Among the Four Sample Types
3.3. Associations Between Tissue-Associated and Environmental Bacterial Communities and Predicted Functional Profiles
4. Discussion
4.1. Differences in Bacterial Community Characteristics Among Sample Types
4.2. Associations Between Tissue-Associated and Environmental Bacterial Communities in A. japonicus
4.3. Tissue-Specific Enrichment and Predicted Functional Differentiation of Bacterial Communities in A. japonicus
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Li, Y.; Chen, Y.; Olson, D.; Yu, N.; Chen, L. Evaluating ecosystem structure and functioning of the East China Sea Shelf ecosystem, China. Hydrobiologia 2009, 636, 331–351. [Google Scholar] [CrossRef] [Scilit]
- Yuan, Y.; Feng, J.; Xian, W.; Zhang, H. Analysis of the ecosystem characteristics and ecological carrying capacity of the main commercial fish in the artificial reef ecosystem in Laizhou Bay using the Ecopath model. Sustainability 2022, 14, 13933. [Google Scholar] [CrossRef] [Scilit]
- Jin, X.; Shan, X.; Li, X.; Wang, J.; Cui, Y.; Zuo, T. Long-term changes in the fishery ecosystem structure of Laizhou Bay, China. Sci. China Earth Sci. 2013, 56, 366–374. [Google Scholar] [CrossRef] [Scilit]
- Myoung, J.G.; Park, Y.J. Monthly changes of fish fauna at experimental artificial reef in Tongyeong marine ranching area, Korea. Ocean Polar Res. 2001, 23, 311–313. [Google Scholar]
- Falcão, M.; Santos, M.N.; Drago, T.; Serpa, D.; Monteiro, C. Effect of artificial reefs (southern Portugal) on sediment–water transport of nutrients: Importance of the hydrodynamic regime. Estuar. Coast. Shelf Sci. 2009, 83, 451–459. [Google Scholar] [CrossRef] [Scilit]
- Xu, M.; Qi, L.; Zhang, L.-B.; Zhang, T.; Yang, H.-S.; Zhang, Y.-L. Ecosystem attributes of trophic models before and after construction of artificial oyster reefs using Ecopath. Aquac. Environ. Interact. 2019, 11, 111–127. [Google Scholar] [CrossRef] [Scilit]
- Wang, Z.; Feng, J.; Lozano-Montes, H.M.; Loneragan, N.R.; Zhang, X.; Tian, T.; Wu, Z. Estimating ecological carrying capacity for stock enhancement in marine ranching ecosystems of Northern China. Front. Mar. Sci. 2022, 9, 936028. [Google Scholar] [CrossRef] [Scilit]
- Purcell, S.W.; Conand, C.; Uthicke, S.; Byrne, M. Ecological roles of exploited sea cucumbers. Oceanogr. Mar. Biol. Annu. Rev. 2016, 54, 367–386. [Google Scholar] [CrossRef] [Scilit]
- Zhang, Z.; Zhou, J.; Song, J.; Wang, Q.; Liu, H.; Tang, X. Habitat suitability index model of the sea cucumber Apostichopus japonicus (Selenka): A case study of Shandong Peninsula, China. Mar. Pollut. Bull. 2017, 122, 65–76. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ru, X.; Zhang, L.; Liu, S.; Yang, H. Plasticity of respiratory function accommodates high oxygen demand in breeding sea cucumbers. Front. Physiol. 2020, 11, 283. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cui, L.; Wang, B.; Luo, K.; Liu, Y.; Xie, Y.; Liu, L.; Chen, J.; Fan, G.; Liu, S.; Tian, X. The diversity, composition, network characteristics and community assembly of intestinal microbiome in sea cucumber reflect the differences in habitats and aquaculture practices. J. Environ. Manag. 2025, 376, 124487. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yang, X.; Gao, S.; Kong, X.; Gao, F.; Xu, Q. Host filtering overrides environmental heterogeneity in shaping sea cucumber gut microbiomes. Environ. Microbiol. 2026, 28, e70294. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhang, H.; Xu, K.; Xing, R.; Wang, L.; Liu, R.; Wang, X.; Chen, L.; Li, R.; Yu, Z.; Cao, X.; et al. Differential response patterns of bacterial communities in seawater and sediments to the Chaetomorpha valida bloom in sea cucumber Apostichopus japonicus aquaculture ponds. Mar. Pollut. Bull. 2025, 220, 118359. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhao, Z.; Jiang, J.; Pan, Y.; Dong, Y.; Chen, Z.; Zhang, G.; Gao, S.; Sun, H.; Guan, X.; Wang, B.; et al. Temporal dynamics of bacterial communities in the water and sediments of sea cucumber (Apostichopus japonicus) culture ponds. Aquaculture 2020, 528, 735498. [Google Scholar] [CrossRef] [Scilit]
- Gao, F.; Li, F.; Tan, J.; Yan, J.; Sun, H. Bacterial community composition in the gut content and ambient sediment of sea cucumber Apostichopus japonicus revealed by 16S rRNA gene pyrosequencing. PLoS ONE 2014, 9, e100092. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, L.; Wei, C.; Chang, Y.Q.; Ding, J. Response of bacterial community in sea cucumber Apostichopus japonicus intestine, surrounding water and sediment subjected to high-temperature stress. Aquaculture 2021, 535, 736353. [Google Scholar] [CrossRef] [Scilit]
- Yamazaki, Y.; Sakai, Y.; Mino, S.; Suda, W.; Hattori, M.; Meirelles, P.M.; Thompson, F.; Sawabe, T. Repeated selective enrichment process of sediment microbiota occurred in sea cucumber guts. Environ. Microbiol. Rep. 2019, 11, 797–807. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pan, W.; Wang, X.; Ren, C.; Jiang, X.; Gong, S.; Xie, Z.; Wong, N.-K.; Li, X.; Huang, J.; Fan, D.; et al. Sea cucumbers and their symbiotic microbiome have evolved to feed on seabed sediments. Nat. Commun. 2024, 15, 8825. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhou, Y.; Zhang, J.; Wang, L.; Xu, H.; Lin, Z.; Liu, Y.; Hao, Z.; Ding, J.; Chang, Y. Characterization of the bacterial community in the ecosystem of sea cucumber (Apostichopus japonicus) culture ponds: Correlation and specificity in multiple media. Water 2022, 14, 1386. [Google Scholar] [CrossRef] [Scilit]
- Chung, S.S.-W.; Cheung, K.; Arromrak, B.S.; Li, Z.; Tse, C.M.; Gaitán-Espitia, J.D. The interplay between host-specificity and habitat-filtering influences sea cucumber microbiota across an environmental gradient of pollution. Environ. Microbiome 2024, 19, 74. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wilkins, L.G.E.; Leray, M.; O’dEa, A.; Yuen, B.; Peixoto, R.S.; Pereira, T.J.; Bik, H.M.; Coil, D.A.; Duffy, J.E.; Herre, E.A.; et al. Host-associated microbiomes drive structure and function of marine ecosystems. PLoS Biol. 2019, 17, e3000533. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Apprill, A. Marine animal microbiomes: Toward understanding host–microbiome interactions in a changing ocean. Front. Mar. Sci. 2017, 4, 222. [Google Scholar] [CrossRef] [Scilit]
- Unzueta-Martínez, A.; Bowen, J.L. Persistent tissue-specific resident microbiota in oysters across a broad geographical range. Environ. Microbiol. Rep. 2024, 16, e70026. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Standard’s GB 17378.4-2007; The Specification for Marine Monitoring—Part 4: Seawater Analysis. Standards Press of China: Beijing, China, 2007.
- Standard’s GB/T 12763.4-2007; Specifications for Oceanographic Survey—Part 4: Survey of Chemical Parameters in Sea Water. Standards Press of China: Beijing, China, 2007.
- Standard’s GB 17378.5-2007; The Specification for Marine Monitoring—Part 5: Sediment Analysis. Standards Press of China: Beijing, China, 2007.
- Standard’s GB/T 12763.8-2007; Specifications for Oceanographic Survey—Part 8: Marine Geology and Geophysics Survey. Standards Press of China: Beijing, China, 2007.
- Lane, D.J. 16S/23S rRNA sequencing. In Nucleic Acid Techniques in Bacterial Systematics; Stackebrandt, E., Goodfellow, M., Eds.; John Wiley & Sons: Chichester, UK, 1991; pp. 115–175. [Google Scholar]
- Callahan, B.J.; Mcmurdie, P.J.; Rosen, M.J.; Han, A.W.; Johnson, A.J.A.; Holmes, S.P. DADA2: High-resolution sample inference from Illumina amplicon data. Nat. Methods 2016, 13, 581–583. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Callahan, B.J.; Wong, J.; Heiner, C.; Oh, S.; Theriot, C.M.; Gulati, A.S.; McGill, S.K.; Dougherty, M.K. High-throughput amplicon sequencing of the full-length 16S rRNA gene with single-nucleotide resolution. Nucleic Acids Res. 2019, 47, e103. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, Q.; Garrity, G.M.; Tiedje, J.M.; Cole, J.R. Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl. Environ. Microbiol. 2007, 73, 5261–5267. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Quast, C.; Pruesse, E.; Yilmaz, P.; Gerken, J.; Schweer, T.; Yarza, P.; Peplies, J.; Glöckner, F.O. The SILVA ribosomal RNA gene database project: Improved data processing and web-based tools. Nucleic Acids Res. 2013, 41, D590–D596. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Hoshino, T.; Doi, H.; Uramoto, G.-I.; Wörmer, L.; Adhikari, R.R.; Xiao, N.; Morono, Y.; D’hondt, S.; Hinrichs, K.-U.; Inagaki, F. Global diversity of microbial communities in marine sediment. Proc. Natl. Acad. Sci. USA 2020, 117, 27587–27597. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Jørgensen, B.B.; Boetius, A. Feast and famine—Microbial life in the deep-sea bed. Nat. Rev. Microbiol. 2007, 5, 770–781. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sunagawa, S.; Coelho, L.P.; Chaffron, S.; Kultima, J.R.; Labadie, K.; Salazar, G.; Djahanschiri, B.; Zeller, G.; Mende, D.R.; Alberti, A.; et al. Structure and function of the global ocean microbiome. Science 2015, 348, 1261359. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Azam, F.; Malfatti, F. Microbial structuring of marine ecosystems. Nat. Rev. Microbiol. 2007, 5, 782–791, Erratum in Nat. Rev. Microbiol. 2007, 5, 966. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Falkowski, P.G.; Fenchel, T.; DeLong, E.F. The microbial engines that drive Earth’s biogeochemical cycles. Science 2008, 320, 1034–1039. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Li, Q.; Lei, Y.; Li, T. DNA metabarcoding reveals ecological patterns and driving mechanisms of archaeal, bacterial, and eukaryotic communities in sediments of the Sansha Yongle Blue Hole. Sci. Rep. 2024, 14, 6745. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sehnal, L.; Brammer-Robbins, E.; Wormington, A.M.; Blaha, L.; Bisesi, J.; Larkin, I.; Martyniuk, C.J.; Simonin, M.; Adamovsky, O. Microbiome composition and function in aquatic vertebrates: Small organisms making big impacts on aquatic animal health. Front. Microbiol. 2021, 12, 567408. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pratte, Z.A.; Besson, M.; Hollman, R.D.; Stewart, F.J. The gills of reef fish support a distinct microbiome influenced by host-specific factors. Appl. Environ. Microbiol. 2018, 84, e00063-18. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Deng, B.; Ru, X.; Wang, T.; Zhang, C.; Sun, W.; Lu, S.; Zhang, L. Seasonal variations in microbial diversity and metabolite profiles of the gut of sea cucumber (Apostichopus japonicus). Front. Mar. Sci. 2022, 9, 953388. [Google Scholar] [CrossRef] [Scilit]
- Glöckner, F.O.; Kube, M.; Bauer, M.; Teeling, H.; Lombardot, T.; Ludwig, W.; Gade, D.; Beck, A.; Borzym, K.; Heitmann, K.; et al. Complete genome sequence of the marine planctomycete Pirellula sp. strain 1. Proc. Natl. Acad. Sci. USA 2003, 100, 8298–8303. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Klimek, D.; Herold, M.; Calusinska, M. Comparative genomic analysis of Planctomycetota potential for polysaccharide degradation identifies biotechnologically relevant microbes. BMC Genom. 2024, 25, 523. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Feng, Q.-M.; Ru, X.-S.; Zhang, L.-B.; Zhang, S.-Y.; Yang, H.-S. Differences in feeding behavior and intestinal microbiota may relate to different growth rates of sea cucumbers (Apostichopus japonicus). Aquaculture 2022, 559, 738368. [Google Scholar] [CrossRef] [Scilit]
- Flombaum, P.; Gallegos, J.L.; Gordillo, R.A.; Rincón, J.; Zabala, L.L.; Jiao, N.; Karl, D.M.; Li, W.K.W.; Lomas, M.W.; Veneziano, D.; et al. Present and future global distributions of the marine Cyanobacteria Prochlorococcus and Synechococcus. Proc. Natl. Acad. Sci. USA 2013, 110, 9824–9829. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Cottrell, M.T.; Kirchman, D.L. Community composition of marine bacterioplankton determined by 16S rRNA gene clone libraries and fluorescence in situ hybridization. Appl. Environ. Microbiol. 2000, 66, 5116–5122. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Buchan, A.; González, J.M.; Moran, M.A. Overview of the marine Roseobacter lineage. Appl. Environ. Microbiol. 2005, 71, 5665–5677. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Huang, Z.; Li, M.; Oren, A.; Lai, Q. Genome-based analysis of the family Paracoccaceae and description of Ostreiculturibacter nitratireducens gen. nov., sp. nov., isolated from an oyster farm on a tidal flat. Front. Microbiol. 2024, 15, 1376777. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dziewit, L.; Czarnecki, J.; Prochwicz, E.; Wibberg, D.; Schlüter, A.; Pühler, A.; Bartosik, D. Genome-guided insight into the methylotrophy of Paracoccus aminophilus JCM 7686. Front. Microbiol. 2015, 6, 852. [Google Scholar] [CrossRef] [Scilit] [PubMed]






| Groups | Sample Size | Group Size | F. Model | R2 | p Value |
|---|---|---|---|---|---|
| GUT vs. RT | 14 | 2 | 42.76 | 0.78 | 0.001 |
| GUT vs. SW | 14 | 2 | 27.53 | 0.70 | 0.001 |
| GUT vs. SED | 14 | 2 | 24.71 | 0.67 | 0.002 |
| RT vs. SW | 14 | 2 | 17.07 | 0.59 | 0.001 |
| RT vs. SED | 14 | 2 | 33.66 | 0.74 | 0.003 |
| SW vs. SED | 14 | 2 | 22.20 | 0.65 | 0.001 |
| Between | 16 | 4 | 26.21 | 0.77 | 0.001 |
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Lin, S.; Zhao, Q.; Ma, L.; Zhou, T.; Yang, H.; Wu, Z.; Tian, T.; Li, Q. Environmental Sources and Tissue-Specific Selection Jointly Shape the Bacterial Community of the Sea Cucumber (Apostichopus japonicus) in Artificial Reef Areas of Laizhou Bay, Bohai Sea. Microorganisms 2026, 14, 2109. https://doi.org/10.3390/microorganisms14092109
Lin S, Zhao Q, Ma L, Zhou T, Yang H, Wu Z, Tian T, Li Q. Environmental Sources and Tissue-Specific Selection Jointly Shape the Bacterial Community of the Sea Cucumber (Apostichopus japonicus) in Artificial Reef Areas of Laizhou Bay, Bohai Sea. Microorganisms. 2026; 14(9):2109. https://doi.org/10.3390/microorganisms14092109
Chicago/Turabian StyleLin, Shengkai, Qingchen Zhao, Linlin Ma, Tuo Zhou, Hexiang Yang, Zhongxin Wu, Tao Tian, and Qingxia Li. 2026. "Environmental Sources and Tissue-Specific Selection Jointly Shape the Bacterial Community of the Sea Cucumber (Apostichopus japonicus) in Artificial Reef Areas of Laizhou Bay, Bohai Sea" Microorganisms 14, no. 9: 2109. https://doi.org/10.3390/microorganisms14092109
APA StyleLin, S., Zhao, Q., Ma, L., Zhou, T., Yang, H., Wu, Z., Tian, T., & Li, Q. (2026). Environmental Sources and Tissue-Specific Selection Jointly Shape the Bacterial Community of the Sea Cucumber (Apostichopus japonicus) in Artificial Reef Areas of Laizhou Bay, Bohai Sea. Microorganisms, 14(9), 2109. https://doi.org/10.3390/microorganisms14092109

