Abstract
Clostridioides difficile is a human pathogen that is ubiquitous in soil. Despite increasing infection rates and evidence of foodborne transmission, there is limited data on prevalence in soil or which factors influence persistence. The aim of this study was to investigate the prevalence of these bacteria in soil from three different spinach fields and to examine the chemical composition (carbon, organic carbon, nitrogen, organic matter, minerals and pH) and microbiota to gain insight into the factors that may promote/inhibit C. difficile. The overall C. difficile prevalence (10%) was lower than expected (based on international studies) and a significantly (P < 0.05) higher prevalence was obtained in Field 3 (20%) as compared to Fields 1 and 2 (5% each). Analysis of the soil suggested that the pH as well as organic matter, calcium and phosphorus content directly and indirectly (via the microbiota) influenced the prevalence of C. difficile in adjacent fields, where other factors (eg. climate) are similar. Although further studies are required to validate our findings, the data provides the first step in developing potential soil based control strategies.
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Data Availability
Nucleotide sequence data reported are available in the GenBank database under the accession number PRJNA892487 and PRJNA884639.
References
Symochko L, Bugyna L, Hafiiyak O (2021) Ecological aspects of biosecurity in modern agroecosystems. Int J Ecosyst Ecol Sci 11(1):181–186
Fajardo C, Costa G, Nande M, Botías P, García-Cantalejo J, Martín M (2019) Pb, Cd, and Zn soil contamination: monitoring functional and structural impacts on the microbiome. Appl Soil Ecol 135:56–64
Islam W, Noman A, Naveed H, Huang Z, Chen HYH (2020) Role of environmental factors in shaping the soil microbiome. Environ Sci Pollut Res 27(33):41225–41247
Cao H, Chen R, Wang L, Jiang L, Yang F, Zheng S, Wang G, Lin X (2016) Soil pH, total phosphorus, climate and distance are the major factors influencing microbial activity at a regional spatial scale. Sci Rep 6:25815
Ge Y, He JZ, Zhu YG, Zhang JB, Xu Z, Zhang LM, Zheng YM (2008) Differences in soil bacterial diversity: driven by contemporary disturbances or historical contingencies? ISME J 2(3):254–264
Hemingway JD, Rothman DH, Grant KE, Rosengard SZ, Eglinton TI, Derry LA, Galy V (2019) Mineral protection regulates long-term global preservation of natural organic carbon. Nature 570(7760):228–231
Fierer N (2017) Embracing the unknown: disentangling the complexities of the soil microbiome. Nat Rev Microbiol 15:579–590
Hu HW, Zhang LM, Dai Y, Di HJ, He JZ (2013) pH-dependent distribution of soil ammonia oxidizers across a large geographical scale as revealed by high-throughput pyrosequencing. J Soils Sediments 13:1439–1449
Russo SE, Legge R, Weber KA, Brodie EL, Goldfarb KC, Benson AK, Tan S (2012) Bacterial community structure of contrasting soils underlying Bornean rain forests: inferences from microarray and next-generation sequencing methods. Soil Biol Biochem 55:48–59
Ulrich A, Becker R (2006) Soil parent material is a key determinant of the bacterial community structure in arable soils. FEMS Microbiol Ecol 56:430–443
Pett-Ridge J, Firestone MK (2005) Redox fluctuation structures microbial communities in a wet tropical soil. Appl Environ Microbiol 71:6998–7007
Leschine SB (1995) Cellulose degradation in anaerobic environments. Annu Rev Microbiol 49:399–426
Kim J, Lee D, Lee K, Choi C, Kang K (2004) Distribution and antimicrobial susceptibility of Clostridium species in soil contaminated with domestic livestock feces of Korea. J Microbiol Biotechnol 14:401–410
Shivaperumal N, Chang BJ, Riley TV (2020) High prevalence of Clostridium difficile in home gardens in Western Australia. Appl Environ Microbiol J 87(1):e01572-e1620
Warriner K, Xu C, Habash M, Sultan S, Weese SJ (2016) Dissemination of Clostridium difficile in food and the environment: significant sources of C. difficile community acquired infection? J Appl Microbiol 122:542–555
Tkalec V, Janezica S, Skoka B, Simonica T, Mesarica S, Vrabica T, Rupnik M (2019) High Clostridium difficile contamination rates of domestic and imported potatoes compared to some other vegetables in Slovenia. Food Microbiol 78:194–200
Marcos P, Whyte P, Rogers T, McElroy M, Fanning S, Frias J, Bolton D (2021) The prevalence of Clostridioides difficile on farms, in abattoirs and in retail foods in Ireland. Food Microbiol 98:103781
Rodriguez C, Bouchafa L, Soumillion K, Ngyuvula E, Taminiau B, Van Broeck J, Delmée M, Daube G (2019) Seasonality of Clostridium difficile in the natural environment. Transbound Emerg Dis 66(6):2440–2449
Simango C, Mwakurudza S (2008) Clostridium difficile in broiler chickens sold at market places in Zimbabwe and their antimicrobial susceptibility. Int J Food Microbiol 124:268–270
Al Saif N, Brazier JS (1996) The distribution of Clostridium difficile in the environment of South Wales. J Med Microbiol 45:133–137
Båverud V, Gustafsson A, Franklin A, Aspán A, Gunnarsson A (2010) Clostridium difficile: prevalence in horses and environment, and antimicrobial susceptibility. Equine Vet J 35:465–471
Higazi TB, Al-Saghir M, Burkett M, Pusok R (2011) PCR detection of Clostridium difficile and its toxigenic strains in public places in Southeast Ohio. Int J Microbiol Res 2:105–111
Girardin H, Morris CE, Albagnac C, Dreux N, Glaux C, Nguyen-The C (2005) Behaviour of the pathogen surrogates Listeria innocua and Clostridium sporogenes during production of parsley in fields fertilized with contaminated amendments. FEMS Microbiol Ecol 54(2):287–295
Primavilla S, Farneti S, Petruzzelli A, Drigo I, Scuota S (2019) Contamination of hospital food with Clostridium difficile in Central Italy. Anaerobe 55:8–10
Lim SC, Foster NF, Elliott B, Riley TV (2018) High prevalence of Clostridium difficile on retail root vegetables, Western Australia. J Appl Microbiol 124:585–590
Le Maréchal C, Druilhe C, Repérant E, Boscher E, Rouxel S, Le Roux S, Poëzévara T, Ziebal C, Houdayer C, Nagard B, Barbut F, Pourcher AM, Denis M (2019) Evaluation of the occurrence of sporulating and nonsporulating pathogenic bacteria in manure and in digestate of five agricultural biogas plants. Microbiol Open 8:1–10
Hampikyan H, Bingol EB, Muratoglu K, Akkaya E, Cetin O, Colak H (2018) The prevalence of Clostridium difficile in cattle and sheep carcasses and the antibiotic susceptibility of isolates. Meat Sci 139:120–124
Marcos P, Whyte P, Burgess C, Ekhlas D, Bolton D (2022) Detection and genomic characterisation of Clostridioides difficile from spinach fields. Pathogens 11(11):1310
Yu Y, Lee C, Kim J, Hwang S (2005) Group-specific primer and probe sets to detect methanogenic communities using quantitative real-time polymerase chain reaction. Biotechnol Bioeng 89(6):670–679
Magoč T, Salzberg SL (2011) FLASH: fast length adjustment of short reads to improve genome assemblies. Bioinformatics 2011:2957–2963
Bokulich NA, Subramanian S, Faith JJ, Gevers D, Gordon JI, Knight R, Mills DA, Caporaso JG (2013) Quality-filtering vastly improves diversity estimates from Illumina amplicon sequencing. Nat Methods 10(1):57–59
Caporaso JG, Kuczynski J, Stombaugh J, Bittinger K, Bushman FD, Costello EK, Fierer N, Peña AG, Goodrich JK, Gordon JI, Huttley GA, Kelley ST, Knights D, Koenig JE, Ley RE, Lozupone CA, McDonald D, Muegge BD, Pirrung M, Reeder J, Sevinsky JR, Turnbaugh PJ, Walters WA, Widmann J, Yatsunenko T, Zaneveld J, Knight R (2010) QIIME allows analysis of high-throughput community sequencing data. Nat Methods 7(5):335–336
Edgar RC, Haas BJ, Clemente JC, Quince C, Knight R (2011) UCHIME improves sensitivity and speed of chimera detection. Bioinformatics 27(16):2194–2200
Haas BJ, Gevers D, Earl AM, Feldgarden M, Ward DV, Giannoukos G, Ciulla D, Tabbaa D, Highlander SK, Sodergren E, Methé B, DeSantis TZ, Petrosino JF, Knight R, Birren BW (2011) Chimeric 16S rRNA sequence formation and detection in Sanger and 454-pyrosequenced PCR amplicons. Genome Res 21(3):494–504
Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ (1990) Basic local alignment search tool. J Mol Biol 215(3):403–410
Quast C, Pruesse E, Yilmaz P, Gerken J, Schweer T, Yarza P, Peplies J, Glöckner FO (2013) The SILVA ribosomal RNA gene database project: improved data processing and web-based tools. Nucleic Acids Res 41:D590–D596
Edgar RC (2004) MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res 32(5):1792–1797
Usui M, Kawakura M, Yoshizawa N, San LL, Nakajima C, Suzuki Y, Tamura Y (2017) Survival and prevalence of Clostridium difficile in manure compost derived from pigs. Anaerobe 43:15–20
Knight DR, Riley TV (2013) Prevalence of gastrointestinal Clostridium difficile carriage in Australian sheep and lambs. Appl Environ Microbiol 79(18):5689–5692
Wetzel D, McBride SM (2020) The impact of pH on Clostridioides difficile sporulation and physiology. Appl Environ Microbiol 86(4):e02706-e2719
Fredua-Agyeman M, Stapleton P, Basit AW, Beezer AE, Gaisford S (2017) In vitro inhibition of Clostridium difficile by commercial probiotics: a microcalorimetric study. Int J Pharm 517(1–2):96–103
Wheeldon LJ, Worthington T, Hilton AC, Elliott TS, Lambert PA (2008) Physical and chemical factors influencing the germination of Clostridium difficile spores. J Appl Microbiol 105(6):2223–2230
University of Massachusetts Amherst (UMA) (2013) Soil basics part II: chemical properties of soil. https://ag.umass.edu/vegetable/fact-sheets/soil-basics-part-ii-chemical-properties-of-soil Accessed 05 Oct 2022
Andersson S, Nilsson SI, Saetre P (2000) Leaching of dissolved organic carbon (DOC) and dissolved organic nitrogen (DON) in mor humus as affected by temperature and pH. Soil Biol Biochem 1(32):1–10
Curtin D, Peterson ME, Anderson CR (2016) pH-dependence of organic matter solubility: base type effects on dissolved organic C, N, P, and S in soils with contrasting mineralogy. Geoderma 271:161–172
Mathew RP, Feng Y, Githinji L, Ankumah R, Balkcom KS (2012) Impact of no-tillage and conventional tillage systems on soil microbial communities. Appl Environ Soil Sci 2021:548620
Neina D (2019) The role of soil pH in plant nutrition and soil remediation. Appl Environ Soil Sci 2019:1–10
Smith CR, Blair PL, Boyd C, Cody B, Hazel A, Hedrick A, Kathuria H, Khurana P, Kramer B, Muterspaw K, Peck C, Sells E, Skinner J, Tegeler C, Wolfe Z (2016) Microbial community responses to soil tillage and crop rotation in a corn/soybean agroecosystem. Ecol Evol 6(22):8075–8084
Nale JY, Redgwell TA, Millard A, Clokie MRJ (2018) Efficacy of an optimised bacteriophage cocktail to clear Clostridium difficile in a batch fermentation model. Antibiotics (Basel) 7(1):13
Acknowledgements
The authors thank Linda Moloney Finn, Patricia Berry, Carmel O’Connor, Brendan Healy and Felipe Bachion de Santana for their work on the soil characterisation.
Funding
This project was funded by the Food Institutional Research Measure (FIRM) administered by the Department for Agriculture, Food and the Marine (DAFM) (Grant number 17F206). Pilar Marcos was supported by the Teagasc Walsh Scholarship Scheme (number 2018210).
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PM was involved in the conceptualization, experimental design, investigation, formal analysis, writing the original draft as well as review & editing. PW and CB contributed to the methodology, supervision and writing (review & editing). DB was responsible for the conceptualization, funding acquisition, experimental design, methodology, project administration, supervision and writing including review &editing.
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Marcos, P., Whyte, P., Burgess, C. et al. A Small Study on Clostridioides difficile in Spinach Field Soil and the Chemical and Microbial Factors that may Influence Prevalence. Curr Microbiol 80, 236 (2023). https://doi.org/10.1007/s00284-023-03328-7
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DOI: https://doi.org/10.1007/s00284-023-03328-7