Abstract
Humans are significantly impacting riverine systems worldwide, prompting us to investigate the effects of water pollution on the gut microbiome of Cyprinus carpio (common carp). Using 16S rRNA gene sequencing, we compared the gut microbiomes of common carp from two sites along river Yamuna with different pollution levels. Water pollution significantly altered the fish gut microbiome structure and microbial composition. Proteobacteria dominated in both sampling sites, while Bacteroidota prevailed in polluted water samples, indicating sewage and fecal contamination. Less polluted samples exhibited Verrucomicrobiae and Planctomycetes, negatively correlated with pollution levels. The polluted site had higher prevalence of potentially pathogenic and heavy metal-resistant bacteria, as well as microbial communities associated with wastewater treatment systems. Functional prediction highlighted the significant role of the gut microbiome in digestion and metabolism, with active enzymes for breaking down various organic substances. Biosynthetic pathways for leucine, valine, and isoleucine were present in both sites, known to be involved fish immunity. The host maintained a stable and diverse bacterial consortium, while microbial diversity became more specialized due to human activities, adapting to anthropogenic stress and selection pressures.
Similar content being viewed by others
Data availability
The raw sequencing read data have been deposited in the National Centre for Biotechnology Information (NCBI) under the project Accession Number PRJNA809116.
References
Agnew W, Barnes AC (2007) Streptococcus iniae: an aquatic pathogen of global veterinary significance and a challenging candidate for reliable vaccination. Vet Microbiol 122:1–15. https://doi.org/10.1016/j.vetmic.2007.03.002
Ahmed W, Hughes B, Harwood VJ (2016) Current status of marker genes of Bacteroides and related taxa for identifying sewage pollution in environmental waters. Water 8:231. https://doi.org/10.3390/w8060231
Allameh KS, Ringø E, Yusoff MF et al (2014) Properties of Enterococcus faecalis, a new probiotic bacterium isolated from the intestine of snakehead fish (Channa striatus Bloch). Afr J Microbiol Res 8:2215–2222
Arriba LMG, Alcántara HAM, Mohedano ML (2021) Lactic Acid bacteria isolated from fermented doughs in Spain produce dextrans and riboflavin. Foods 10:2004. https://doi.org/10.3390/foods10092004
Austin B, Allen-Austin D (1985) A review: bacterial pathogens of fish. J Appl Bacteriol 58:483–506. https://doi.org/10.1111/j.1365-2672.1985.tb01490.x
Bakiyaraj R, Baskaran L, Chidambaram A (2014) Bioremediation of chromium by Bacillus subtilis and Pseudomonas aeruginosa. Int J Curr Microbiol App Sci 3:715–719
Berg J, Brandt KK, Al-Soud WA, Holm PE, Hansen LH, Sørensen SJ et al (2012) Selection for Cu-tolerant bacterial communities with altered composition, but unaltered richness, via long-term Cu exposure. Appl Environ Microbiol 78:7438–7446. https://doi.org/10.1128/AEM.01071-12
Bharti M, Nagar S, Khurana H et al (2022) Metagenomic insights to understand the role of polluted river Yamuna in shaping the gut microbial communities of two invasive fish species. Arch Microbiol 204:1–12. https://doi.org/10.1007/s00203-022-03127-x
Bolyen E, Rideout JR, Dillon MR et al (2019) Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2. Nat Biotechnol 37:852–857
Cai W, De La Fuente L, Arias RC (2013) Biofilm formation by the fish pathogen Flavobacterium columnare: development and parameters affecting surface attachment. Appl Environ Microbiol 79:5633–5642. https://doi.org/10.1128/AEM.01192-13
Cebeci A, Gürakan C (2003) Properties of potential probiotic Lactobacillus plantarum strains. Food Microbiol 20:511–518. https://doi.org/10.1016/S0740-0020(02)00174-0
Chen J, McIlroy SE, Archana A, Baker DM, Panagiotou G (2019) A pollution gradient contributes to the taxonomic, functional, and resistome diversity of microbial communities in marine sediments. Microbiome 7:1–12
Colston TJ, Jackson CR (2016) Microbiome evolution along divergent branches of the vertebrate tree of life: what is known and unknown. Mol Ecol 25:3776–3800. https://doi.org/10.1111/mec.13730
Courtenay Walter R, Welcomme RL (1989) International Introductions of Inland Aquatic Species". Copeia 520
CPCB (2006) Assessment and development of river basin series: ADSORBS/41/2006-07. Water quality status of Yamuna River (1999–2005). Central Pollution Control Board, Ministry of Environment & Forests, New Delhi
Cydzik-Kwiatkowska A, Zielińska M (2016) Bacterial communities in full-scale wastewater treatment systems. World J Microbiol Biotechnol 32:66. https://doi.org/10.1007/s11274-016-2012-9
Degregori S, Casey JM, Barber PH (2021) Nutrient pollution alters the gut microbiome of a territorial reef fish. Mar Pollut Bull 169:112522. https://doi.org/10.1016/j.marpolbul.2021.112522
Del Rio-Rodriguez RE, Inglis V, Millar SD (1997) Survival of Escherichia coli in the intestine of fish. Aquac Res 28:257–264
Des Roches S, Post DM, Turley NE et al (2018) The ecological importance of intraspecific variation. Nat Ecol Evol 2:57–64. https://doi.org/10.1038/s41559-017-0402-5
Dhillon MK, George MP, Mishra S (2013) Water quality of River Yamuna-Delhi stretch. Int J Environ Sci 3:1416. https://doi.org/10.6088/ijes.2013030500012
Douglas GM, Maffei VJ, Zaneveld J et al (2020) PICRUSt2: an improved and customizable approach for metagenome inference. Bio Rxiv. https://doi.org/10.1101/672295
Dwivedi AC, Mayank P, Tiwari A (2016) The River as transformed by human activities: the rise of the invader potential of Cyprinus carpio and Oreochromis niloticus from the Yamuna River, India. J Earth Sci Clim 7:361
Edgar RC (2013) UPARSE: highly accurate OTU sequences from microbial amplicon reads. Nat Methods 10:996–998
Eichmiller JJ, Hamilton MJ, Staley C (2016) Environment shapes the fecal microbiome of invasive carp species. Microbiome 4:1–13. https://doi.org/10.1186/s40168-016-0190-1
FAO (2009) Cyprinus carpio. In Cultured aquatic species fact sheets. Text by Peteri, A. Edited and compiled by Valerio Crespi and Michael New. CD-ROM (multilingual)
FishBase (2021) Retrieved April 12, 2021, from https://www.fishbasese/search.php?c_code=356#country
Ghanbari M, Kneifel W, Domig KJ (2015) A new view of the fish gut microbiome: advances from next-generation sequencing. Aquac 448:464–475. https://doi.org/10.1016/j.aquaculture.2015.06.033
Global Invasive Species Database (2021) Downloaded from http://www.iucngisd.org/gisd/100_worst.php on 09-02-2021
Jaber SM, Al-Mayahi FSA (2020) Screening and characterization of Pseudomonas aeruginosa resistant for heavy metal from surface sediment of Euphrates River, Iraq. Biochem Cell Arch 20:5203–5210
Jami M, Ghanbari M, Kneifel W et al (2015) Phylogenetic diversity and biological activity of culturable Actinobacteria isolated from freshwater fish gut microbiota. Microbiol Res 175:6–15. https://doi.org/10.1016/j.micres.2015.01.009
Jing X, Su S, Zhang C et al (2021) Dynamic changes in microbial community structure in farming pond water and their effect on the intestinal microbial community profile in juvenile common carp (Cyprinus carpio L.). Genomics 113:2547–2560. https://doi.org/10.1016/j.ygeno.2021.05.024
Johny TK, Puthusseri RM, Bhat SG (2021) Metagenomic landscape of taxonomy, metabolic potential and resistome of Sardinella longiceps gut microbiome. Arch Microbiol 27:87. https://doi.org/10.1007/s00203-021-02675-y
Joshi-Tope G, Francis AJ (1995) Mechanisms of biodegradation of metal-citrate complexes by Pseudomonas fluorescens. J Bacteriol 177:1989–1993. https://doi.org/10.1128/jb.177.8.1989-1993.1995
Kaevska M, Videnska P, Sedlar K, Slana I (2016) Seasonal changes in microbial community composition in river water studied using 454-pyrosequencing. Springerplus 5:1–8. https://doi.org/10.1186/s40064-016-2043-6
Kakade A, Salama ES, Pengya F et al (2020) Long-term exposure of high concentration heavy metals induced toxicity, fatality, and gut microbial dysbiosis in common carp, Cyprinus carpio. Environ Pollut 266:115293. https://doi.org/10.1016/j.envpol.2020.115293
Khalid F, Khalid A, Fu Y (2021) Potential of Bacillus velezensis as a probiotic in animal feed: a review. J Microbiol 59:627–633. https://doi.org/10.1007/s12275-021-1161-1
Khurana H, Sharma M, Verma H, Lopes BS, Lal R, Negi RK (2020) Genomic insights into the phylogeny of Bacillus strains and elucidation of their secondary metabolic potential. Genomics 112:3191–3200. https://doi.org/10.1016/j.ygeno.2020.06.005
Khurana H, Sharma M, Bharti M, Singh DN, Negi RK (2021) Gut milieu shapes the bacterial communities of invasive silver carp. Genomics 113:815–826. https://doi.org/10.1016/j.ygeno.2021.01.013
Kim PS, Shin NR, Lee JB et al (2021) Host habitat is the major determinant of the gut microbiome of fish. Microbiome 9:1–16. https://doi.org/10.1186/s40168-021-01113-x
Koushlesh SM, Sajina AM, Roshith CM (2021) Ichthyofaunal diversity of the major Indian rivers: a review. J Inland Fish Soc India 53:22–35. https://doi.org/10.47780/jifsi.53.1&2.2021.115769
Krossøy C, Waagbø R, Ørnsrud R (2011) Vitamin K in fish nutrition. Aquac Nutr 17:585–594. https://doi.org/10.1111/j.1365-2095.2011.00904.x
Krzywinski M, Schein J, Birol I et al (2009) Circos: an information aesthetic for comparative genomics. Genome Res 19:1639–1645
Liu H, Guo X, Gooneratne R et al (2016) The gut microbiome and degradation enzyme activity of wild freshwater fishes influenced by their trophic levels. Sci Rep 6:24340. https://doi.org/10.1038/srep24340
Llewellyn MS, Boutin S, Hoseinifar SH, Derome N (2014) Teleost microbiomes: the state of the art in their characterization, manipulation and importance in aquaculture and fisheries. Front Microbiol 5:207. https://doi.org/10.3389/fmicb.2014.00207
Lozupone C, Knight R (2005) UniFrac: a new phylogenetic method for comparing microbial communities. Applied Environ Microbiol 71:8228–8235
Magoč T, Steven LS (2011) FLASH: fast length adjustment of short reads to improve genome assemblies. Bioinformatics 2:2957–2963. https://doi.org/10.1093/bioinformatics/btr507
Malick RC, Bera AK, Chowdhury H et al (2020) Identification and pathogenicity study of emerging fish pathogens Acinetobacter junii and Acinetobacter pittii recovered from a disease outbreak in Labeo catla (Hamilton, 1822) and Hypophthalmichthys molitrix (Valenciennes, 1844) of freshwater wetland in West Bengal, India. Aqua Res 51:2410–2420. https://doi.org/10.1111/are.14584
Meidong R, Doolgindachbaporn S, Sakai K et al (2017) Isolation and selection of lactic acid bacteria from Thai indigenous fermented foods for use as probiotics in tilapia fish Oreochromis niloticus. Aquacult Aquar Conserv Legis 10:455–463
Minich JJ, Sanders JG, Amir A et al (2019) Quantifying and understanding well-to-well contamination in microbiome research. Msystems 4:e00186-e219. https://doi.org/10.1128/mSystems.00186-19
Mittal P, Prasoodanan PKV, Dhakan DB, Kumar S, Sharma VK (2019) Metagenome of a polluted river reveals a reservoir of metabolic and antibiotic resistance genes. Environ Microbiome 14:1–12. https://doi.org/10.1186/s40793-019-0345-3
Namba A, Mano N, Hirose H (2007) Phylogenetic analysis of intestinal bacteria and their adhesive capability in relation to the intestinal mucus of carp. J Appl Microbiol 102:1307–1317. https://doi.org/10.1111/j.1365-2672.2006.03204.x
Nelson JS, Grande TC, Wilson MV (2016) Fishes of the world. Wiley
Pérez T, Balcázar JL, Ruiz-Zarzuela I et al (2010) Host–microbiota interactions within the fish intestinal ecosystem. Mucosal Immunol 3:355–360. https://doi.org/10.1038/mi.2010.12
Quast C, Pruesse E, Yilmaz P et al (2013) The SILVA ribosomal RNA gene database project: improved data processing and web-based tools. Nucleic Acids Res 41:D590–D596. https://doi.org/10.1093/nar/gks1219
Rajeev AC, Sahu N, Arvind K, Deori M, Grace T, Dev SA et al (2021) Exploring prevalence of potential pathogens and fecal indicators in geographically distinct river systems through comparative metagenomics. Environ Pollut 282:117003. https://doi.org/10.1016/j.envpol.2021.117003
Ray AK, Ghosh K, Ringø E (2012) Enzyme-producing bacteria isolated from fish gut: a review. Aquac Nutr 18:465–492. https://doi.org/10.1111/j.1365-2095.2012.00943.x
R-Core-Team (2013) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria
Richter AA, Mais CN, Czech L et al (2019) Biosynthesis of the stress-protectant and chemical chaperon ectoine: biochemistry of the transaminase EctB. Front Microbial 10:2811
Saǧ Y, Kutsal T (2000) Determination of the biosorption heats of heavy metal ions on Zoogloea ramigera and Rhizopus arrhizus. Biochem Eng J 6:145–151. https://doi.org/10.1016/S1369-703X(00)00083-8
Said S, Hussain A (2019) Pollution mapping of Yamuna River segment passing through Delhi using high-resolution GeoEye-2 imagery. Appl Water Sci 9:1–8. https://doi.org/10.1007/s13201-019-0923-y
Sanders ME, Benson A, Lebeer S et al (2018) Shared mechanisms among probiotic taxa: implications for general probiotic claims. Curr Opin Biotechnol 49:207–216. https://doi.org/10.1016/j.copbio.2017.09.007
Senderovich Y, Izhaki I, Halpern M (2010) Fish as reservoirs and vectors of Vibrio cholerae. PLoS ONE 5:e8607. https://doi.org/10.1371/journal.pone.0008607
Shannon P, Markiel A, Ozier O et al (2003) Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res 13:2498–2504
Sharma S, Sundaram CS, Luthra PM et al (2006) Role of proteins in resistance mechanism of Pseudomonas fluorescens against heavy metal induced stress with proteomics approach. J Biotechnol 126:374–382. https://doi.org/10.1016/j.jbiotec.2006.04.032
Sharma AP, Das MK, Vass KK et al (2017) Patterns of fish diversity, community structure and ecological integrity of River Yamuna, India. Aquat Ecosyst Health Manag 20:30–42. https://doi.org/10.1080/14634988.2017.1265879
Sharma R, Singh NS, Singh DK (2020) Impact of heavy metal contamination and seasonal variations on enzyme’s activity of Yamuna River soil in Delhi and NCR. Appl Water Sci 10:1–8. https://doi.org/10.1007/s13201-020-1166-7
Silbiger NJ, Nelson CE, Remple K, Sevilla JK, Quinlan ZA, Putnam HM et al (2018) Nutrient pollution disrupts key ecosystem functions on coral reefs. Proc Royal Soc B 285:20172718
Silver S, Phung LT (1996) Bacterial heavy metal resistance: new surprises. Ann Rev Microbiol 50:753–789
Silyn-Roberts G, Lewis G (2001) In situ analysis of Nitrosomonas spp. in wastewater treatment wetland biofilms. Water Res 35:2731–2739. https://doi.org/10.1016/S0043-1354(00)00544-3
Sugita H, Miyajima C, Kobayashi H et al (1990) Distribution of microflora in the intestinal tract of Carp Cyprinus carpio. Nippon Suisan Gakk 56:1133–1138
Tahri Joutey N, Bahafid W, Sayel H et al (2016) Leucobacter chromiireducens CRB2, a new strain with high Cr (VI) reduction potential isolated from tannery-contaminated soil (Fez, Morocco). Ann Microbiol 66:425–436. https://doi.org/10.1007/s13213-015-1125-y
Talwar C, Nagar S, Lal R et al (2018) Fish gut microbiome: current approaches and future perspectives. Indian J Microbiol 58:397–414. https://doi.org/10.1007/s12088-018-0760-y
Tani K, Ogawa M, Kenzaka T (2002) Distribution of fecal bacterial groups in the river and lake water in the city of Hanoi, Vietnam. Annual Report of FY 2000, The Core University Program between Japan Society for the Promotion of Science (JSPS) and National Centre for Natural Science and Technology (NCST), pp. 94–100
Tarnecki AM, Brennan NP, Schloesser RW, Rhody NR (2019) Shifts in the skin-associated microbiota of hatchery-reared common snook Centropomusundecimalis during acclimation to the wild. Microb Ecol 77:770–781. https://doi.org/10.1007/s00248-018-1252-7
Thomas J, Thanigaivel S, Vijayakumar S (2014) Pathogenecity of Pseudomonas aeruginosa in Oreochromis mossambicus and treatment using lime oil nano emulsion. Colloids Surf B: Biointerfaces 116:372–377. https://doi.org/10.1016/j.colsurfb.2014.01.019
Tsuchiya C, Sakata T, Sugita H (2008) Novel ecological niche of Cetobacterium somerae, an anaerobic bacterium in the intestinal tracts of freshwater fish. Lett Appl Microbiol 46:43–48
Tyagi A, Singh B, Thammegowda NKB et al (2019) Shotgun metagenomics offers novel insights into taxonomic compositions, metabolic pathways and antibiotic resistance genes in fish gut microbiome. Arch Microbiol 201:295–303. https://doi.org/10.1007/s00203-018-1615-y
Ursell LK, Metcalf JL, Parfrey LW, Knight R (2012) Defining the Human. Microbiome Nutr 70:S38–S44. https://doi.org/10.1111/j.1753-4887.2012.00493.x
Uyar GÖ, Yildiran H (2019) A nutritional approach to microbiota in Parkinson’s disease. Bio Sci Microb Food H 19:002. https://doi.org/10.12938/bmfh.19-002
Van Kessel MA, Dutilh BE, Neveling K et al (2011) Pyrosequencing of 16S rRNA gene amplicons to study the microbiota in the gastrointestinal tract of carp (Cyprinus carpio L.). AMB Express 1:1–9
Vijayaram S, Kannan S (2018) Probiotics: The marvelous factor and health benefits. Biomed Biotechnol Res J 2:1
Wagner M, Loy A, Nogueira R et al (2002) Microbial community composition and function in wastewater treatment plants. Antonie Van Leeuwenhoek 81:665–680. https://doi.org/10.1023/A:1020586312170
Walter JM, Andrea B, Daniela MP (2019) Insights into the potential of the Atlantic cod gut microbiome as biomarker of oil contamination in the marine. Microorganisms 7:209. https://doi.org/10.3390/microorganisms7070209
Wang Q, Garrity GM, Tiedje JM et al (2007) Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl Environ Microbiol 73:5261–5267
WHO (2011) Guidelines for drinking-water quality, 4th edn. World Health Organization (WHO), Geneva
Xia JH, Lin G, Fu GH et al (2014) The intestinal microbiome of fish under starvation. BMC Genom 15:1–11. https://doi.org/10.1186/1471-2164-15-266
Xue X, Jia J, Yue X et al (2006) River contamination shapes the microbiome and antibiotic resistance in sharpbelly (Hemiculterleucisculus). Environ Pollut 268:115796. https://doi.org/10.1016/j.envpol.2020.115796
Yeşilbudak B, Erdem C (2014) Cadmium accumulation in gill, liver, kidney and muscle tissues of common carp, Cyprinus carpio, and Nile tilapia, Oreochromis niloticus. Bull Environ Contam Toxicol 92:546–550. https://doi.org/10.1007/s00128-014-1228-3
Zhang M, Yu N, Chen L et al (2012) Structure and seasonal dynamics of bacterial communities in three urban rivers in China. Aquat Sci 74:113–120. https://doi.org/10.1007/s00027-011-0201-z
Zhang H, Ding Q, Wang A, Liu Y, Teame T, Ran C et al (2020) Effects of dietary sodium acetate on food intake, weight gain, intestinal digestive enzyme activities, energy metabolism and gut microbiota in cultured fish: Zebrafish as a model. Aquac 523:735188. https://doi.org/10.1038/s41598-019-57238-5
Zhang Y, Wen B, David MA, Gao JZ, Chen ZZ (2021) Comparative analysis of intestinal microbiota of discus fish (Symphysodon haraldi) with different growth rates. Aquac 540:736740. https://doi.org/10.1016/j.aquaculture.2021.736740
Zhu W, Yang Z, Ma Z et al (2008) Reduction of high concentrations of chromate by Leucobacter sp. CRB1 isolated from Changsha, China. World J Microbiol Biotechnol 24:991–996. https://doi.org/10.1007/s11274-007-9564-7
Acknowledgements
This work was supported by funds from the Institute of Eminence (IoE) and the Indian Council of Agricultural Research—National Bureau of Agriculturally Important Microorganisms funded project (ICAR-NBAIM) [grant number NBAIM/AMAAS/2017-20/GF/1a/512]. MB and SN thank the Council of Scientific and Industrial Research (CSIR) for providing doctoral fellowships.
Funding
National Bureau of Agriculturally Important Microorganisms, NBAIM/AMAAS/2017-20/GF/1a/512, Ram Krishan Negi
Author information
Authors and Affiliations
Contributions
RKN proposed the idea. MB wrote the manuscript. MB and SN performed the analysis. RKN and SN critically reviewed the manuscript and improved it. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest.
Ethical approval
No special permission was required for this study.
Supplementary Information
Below is the link to the electronic supplementary material.
13205_2023_3747_MOESM1_ESM.xlsx
Supplementary File S1: Physicochemical properties of water collected from sampling site. Supplementary file1 (XLSX 11 KB)
13205_2023_3747_MOESM2_ESM.xlsx
Supplementary File S2: Relative abundance of different pathways in gut samples and water samples. Supplementary file2 (XLSX 63 KB)
13205_2023_3747_MOESM3_ESM.xlsx
Supplementary File S3: Relative abundance of different enzymes in gut samples and water samples. Supplementary file3 (XLSX 260 KB)
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Bharti, M., Nagar, S. & Negi, R.K. Riverine pollution influences the intraspecific variation in the gut microbiome of an invasive fish, Cyprinus carpio (Linn., 1758). 3 Biotech 13, 320 (2023). https://doi.org/10.1007/s13205-023-03747-0
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s13205-023-03747-0