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Persistent Patterns of E. coli Concentrations in Two Irrigation Ponds from 3 Years of Monitoring

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Abstract

Small to medium irrigation ponds provide substantial quantities of water for irrigation in the Mid-Atlantic region of the U.S. The concentrations of the fecal indicator organism Escherichia coli (E. coli) are used to evaluate the microbial water quality of irrigation sources. Little is known about the spatiotemporal variability of E. coli concentrations in pond water and the possible effects on monitoring and management of the microbial quality of irrigation water from these ponds. The objective of this work was to test the hypotheses that (a) spatial patterns of E. coli concentrations exist that are preserved both intra- and interannually, and (b) persistent spatial patterns in water quality parameters exist and correlate with persistent patterns of E. coli concentrations. Sampling was conducted fortnightly during the summer months in 2016 to 2018 and consisted of taking water quality measurements at 23 and 34 locations in ponds P1 and P2, respectively. Interannual variability of E. coli was observed in both ponds as was substantial spatial variability of E. coli concentrations within each year. The mean relative difference (MRD) analysis was used to identify temporally stable patterns of E. coli concentrations within the ponds. These patterns found for individual years showed significant positive correlations with each other and with the overall pattern derived from the 3-year dataset. Correlation coefficients of patterns varied from 0.487 to 0.842 in P1 and from 0.467 to 0.789 in P2 (p < 0.05). MRD patterns of water quality parameters and of E. coli concentrations were also significantly correlated. Within the 3-year dataset, the highest positive correlations were observed for chlorophyll-a and turbidity while the dissolved oxygen concentrations demonstrated the greatest negative correlations. Results of the present study emphasize the advisability and feasibility of finding temporally stable spatial patterns in microbial water quality within irrigation ponds.

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Data Availability

The datasets generated during/or analyzed the current study are not publicly available as of the submission date as the material is part of an ongoing degree program for Matthew Stocker (PhD) and Jaclyn Smith (M.Sc.). Data will become fully available after the completion of the degree programs. Requests for datasets in part or in whole can be requested from the corresponding author on reasonable request at any time.

References

  • Allende, A., Datta, A. R., Smith, W. A., Adonis, R., MacKay, A., & Adell, A. D. (2018). Implications of new legislation (US FSMA) and guidelines (EC) on the establishment of management systems for agricultural water. Food Microbiology, 75, 119–125. https://doi.org/10.1016/j.fm.2017.10.002

    Article  CAS  Google Scholar 

  • An, Y., Kampbell, D., & Breidenbach, G. P. (2002). Escherichia coli and total coliforms in water and sediments at lake marinas. Environmental Pollution, 120, 771–778.

    Article  CAS  Google Scholar 

  • Antaki, E. M., Vellidis, G., Harris, C., Aminabadi, P., Levy, K., & Jay-Russell, M. T. (2016). Low concentration of salmonella enterica and generic Escherichia coli in farm ponds and irrigation distribution systems used for mixed produce production in Southern Georgia. Foodborne Pathogenic Diseases, 13, 551–558. https://doi.org/10.1089/fpd.2016.2117

    Article  Google Scholar 

  • Benjamin, L., Atwill, E. R., Jay-Russell, M., Cooley, M., Carychao, D., Gorski, L., & Mandrell, R. E. (2013). Occurrence of generic Escherichia coli, E. coli O157 and Salmonella spp. in water and sediment from leafy green produce farms and streams on the Central California coast. International Journal of Food Microbiology, 165, 65–76. https://doi.org/10.1016/j.ijfoodmicro.2013.04.003

    Article  Google Scholar 

  • Brookes, J. D., Antenucci, J., Hipsey, M., Burch, M. D., Ashbolt, N. J., & Ferguson, C. (2004). Fate and transport of pathogens in lakes and reservoirs. Environment International, 30, 741–759. https://doi.org/10.1016/j.envint.2003.11.006

    Article  Google Scholar 

  • Chen, H., & Chang, H. (2014). Response of discharge, TSS, and E. coli to rainfall events in urban, suburban, and rural watersheds. Environmental Science: Processes and Impacts, 16, 2313–2324.

    CAS  Google Scholar 

  • Cosh, M. H., Jackson, T. J., Moran, S., & Bindlish, R. (2008). Temporal persistence and stability of surface soil moisture in a semi-arid watershed. Remote Sensing of Environment, 112, 304–313. https://doi.org/10.1016/j.rse.2007.07.001

    Article  Google Scholar 

  • Davies-Colley, R. J., Donnison, A. M., Speed, D. J., Ross, C. M., & Nagels, J. W. (1999). Inactivation of faecal indicator micro-organisms in waste stabilisation ponds: Interactions of environmental factors with sunlight. Water Research, 33, 1220–1230. https://doi.org/10.1016/S0043-1354(98)00321-2

    Article  CAS  Google Scholar 

  • Davies-Colley, R. J., Donnison, A. M., & Speed, D. J. (2000). Towards a mechanistic understanding of pond disinfection. Water Science and Technology, 42, 149–158. https://doi.org/10.2166/wst.2000.0630

    Article  CAS  Google Scholar 

  • Davis, K., Anderson, M., & Yates, M. V. (2005). Distribution of indicator bacteria in Canyon Lake, California. Water Research, 39, 1277–1288.

    Article  CAS  Google Scholar 

  • Draper, A. D., Doores, S., Gourama, H., & Laborde, L. F. (2016). Microbial Survey of Pennsylvania Surface Water Used for Irrigating Produce Crops. Journal of Food Protection, 79, 902–912. https://doi.org/10.4315/0362-028X.JFP-15-479

    Article  Google Scholar 

  • Durham, B. W., Porter, L., Webb, A., & Thomas, J. (2016). Seasonal influence of environmental variables and artificial aeration on Escherichia coli in small urban lakes. Journal of Water and Health, 14, 929–941. https://doi.org/10.2166/wh.2016.020

    Article  Google Scholar 

  • Food and Drug Administration. (2016). FSMA final rule on produce safety: Standards for the growing, harvesting, packing, and holding of produce for human consumption. http://www.fda.gov/Food/GuidanceRegulation/FSMA/ucm334114.htm. Accessed 26 Mar 2021

  • Hammer, D.A.T., Ryan, P.D., Hammer, Ø., Harper, D.A.T. (2001). Past: Paleontological statistics software package for education and data analysis, Palaeontologia Electronica.

  • Harris, C. S., Tertuliano, M., Rajeev, S., Vellidis, G., & Levy, K. (2018). Impact of storm runoff on Salmonella and Escherichia coli prevalence in irrigation ponds of fresh produce farms in southern Georgia. Wiley Online Library, 124, 910–921. https://doi.org/10.1111/jam.13689

    Article  CAS  Google Scholar 

  • Havelaar, A. H., Vazquez, K. M., Topalcengiz, Z., Muñoz-Carpena, R., & Danyluk, M. D. (2017). Evaluating the U.S. food safety modernization act produce safety rule standard for microbial quality of agricultural water for growing produce. Journal of Food Protection, 80, 1832–1841. https://doi.org/10.4315/0362-028X.JFP-17-122

    Article  Google Scholar 

  • Huang, Z., Miao, H.-T., Liu, Y., Tian, F.-P., He, H., Shen, W., López-Vicente, M., & Wu, G.-L. (2018). Soil water content and temporal stability in an arid area with natural and planted grasslands. Hydrological Processes, 32, 3784–3792. https://doi.org/10.1002/hyp.13289

    Article  Google Scholar 

  • Jenkins, M. B., Adams, M. P., Endale, D. M., Fisher, D. S., Lowrance, R., Newton, G. L., & Vellidis, G. (2015). Storm flow dynamics and loads of fecal bacteria associated with ponds in southern piedmont and coastal plain watersheds with animal agriculture. Agricultural Water Management, 148, 97–105. https://doi.org/10.1016/j.agwat.2014.09.022

    Article  Google Scholar 

  • Jeon, D. J., Pachepsky, Y., Coppock, C., Harriger, M. D., Zhu, R., & Wells, E. (2020). Temporal stability of E. coli and Enterococci concentrations in a Pennsylvania creek. Environmental Science and Pollution Research, 27, 4021–4031. https://doi.org/10.1007/s11356-019-07030-9

    Article  CAS  Google Scholar 

  • Jokinen, C. C., Hillman, E., & Tymensen, L. (2019). Sources of generic Escherichia coli and factors impacting guideline exceedances for food safety in an irrigation reservoir outlet and two canals. Water Research, 156, 148–158. https://doi.org/10.1016/j.watres.2019.03.013

    Article  CAS  Google Scholar 

  • Jongman, M., & Korsten, L. (2016). Microbial quality and suitability of roof-harvested rainwater in rural villages for crop irrigation and domestic use. Journal of Water and Health, 14, 961–971. https://doi.org/10.2166/wh.2016.058

    Article  Google Scholar 

  • Kim, G., Baek, I., Stocker, M. D., Smith, J. E., Van Tassell, A. L., Qin, J., Chan, D. E., Pachepsky, Y. A., & Kim, M. S. (2020). Hyperspectral Imaging from a Multipurpose Floating Platform to Estimate Chlorophyll-a Concentrations in Irrigation Pond Water. Remote Sensing, 12(13), 2070

  • Kleinheinz, G. T., McDermott, C. M., Hughes, S., & Brown, A. (2009). Effects of rainfall on E. coli concentrations at Door County, Wisconsin beaches. International Journal of Microbiology. https://doi.org/10.1155/2009/876050

    Article  Google Scholar 

  • Kutser, T., Hedley, J., Giardino, C., Roelfsema, C., & Brando, V. E. (2020). Remote sensing of shallow waters–a 50 year retrospective and future directions. Remote Sensing of Environment, 240, 111619.

    Article  Google Scholar 

  • Lee, D., Tertuliano, M., Vellidis, G., Harris, C., Grossman, M. K., Rajeev, S., & Levy, K. (2018). Evaluation of grower-friendly, science-based sampling approaches for the detection of salmonella in ponds used for irrigation of fresh produce. Foodborne Pathogens and Diseases, 15, 627–636. https://doi.org/10.1089/fpd.2018.2441

    Article  Google Scholar 

  • Marine, S. C., Pagadala, S., Wang, F., Pahl, D. M., Melendez, M. V., Kline, W. L., Oni, R. A., Walsh, C. S., Everts, K. L., Buchanan, R. L., & Micallef, S. A. (2015). The growing season, but not the farming system, is a food safety risk determinant for leafy greens in the Mid-Atlantic Region of the United States. Applied and Environmental Microbiology, 81, 2395–2407. https://doi.org/10.1128/AEM.00051-15

    Article  CAS  Google Scholar 

  • Pachepsky, Y., Kierzewski, R., Stocker, M., Sellner, K., Mulbry, W., Lee, H., & Kim, M. (2018). Temporal stability of Escherichia coli concentrations in waters of two irrigation ponds in Maryland. Applied and Environmental Microbiology, 84, 1876–1893. https://doi.org/10.1128/AEM.01876-17

    Article  Google Scholar 

  • Pachepsky, Y., Shelton, D.R., McLain, J.E.T., Patel, J., Mandrell, R.E. (2011). Irrigation waters as a source of pathogenic microorganisms in produce: A review, in: Advances in Agronomy. Academic Press Inc., pp. 75–141. https://doi.org/10.1016/B978-0-12-386473-4.00002-6

  • Pagadala, S., Marine, S. C., Micallef, S. A., Wang, F., Pahl, D. M., Melendez, M. V., Kline, W. L., Oni, R. A., Walsh, C. S., Everts, K. L., & Buchanan, R. L. (2015). Assessment of region, farming system, irrigation source and sampling time as food safety risk factors for tomatoes. International Journal of Food Microbiology, 196, 98–108. https://doi.org/10.1016/j.ijfoodmicro.2014.12.005

    Article  Google Scholar 

  • Partyka, M. L., Bond, R. F., Chase, J. A., & Atwill, E. R. (2018). Spatial and temporal variability of bacterial indicators and pathogens in six California reservoirs during extreme drought. Water Research., 129, 436–446.

    Article  Google Scholar 

  • Pedrera-Parrilla, A., Pachepsky, Y. A., Taguas, E. V., Martos-Rosillo, S., Giráldez, J. V., & Vanderlinden, K. (2017). Concurrent temporal stability of the apparent electrical conductivity and soil water content. Journal of Hydrology, 544, 319–326. https://doi.org/10.1016/j.jhydrol.2016.10.017

    Article  CAS  Google Scholar 

  • Pyo, J., Ha, S., Pachepsky, Y. A., Lee, H., Ha, R., Nam, G., Kim, M. S., Im, J., & Cho, K. H. (2016). Chlorophyll-a concentration estimation using three difference bio-optical algorithms, including a correction for the low-concentration range: The case of the Yiam reservoir, Korea. Taylor Francis, 7, 407–416. https://doi.org/10.1080/2150704X.2016.1142680

    Article  Google Scholar 

  • Quilliam, R. S., Clements, K., Duce, C., Cottrill, S. B., Malham, S. K., & Jones, D. L. (2011). Spatial variation of waterborne Escherichia coli–implications for routine water quality monitoring. Journal of Water and Health, 9, 734–737.

    Article  Google Scholar 

  • Steele, M., Mahdi, A., & Odumeru, J. (2005). Microbial assessment of irrigation water used for production of fruit and vegetables in Ontario, Canada. Journal of Food Protection, 68, 1388–1392. https://doi.org/10.4315/0362-028X-68.7.1388

    Article  Google Scholar 

  • Stocker, M. D., Pachepsky, Y. A., Hill, R. L., Sellner, K. G., Macarisin, D., & Staver, K. W. (2019). Intraseasonal variation of E. coli and environmental covariates in two irrigation ponds in Maryland, USA. Science of the Total Environment, 670, 732–740. https://doi.org/10.1016/j.scitotenv.2019.03.121

    Article  CAS  Google Scholar 

  • Stocker, M., Jeon, D., Sokolova, E., Lee, H., Kim, M., & Pachepsky, Y. (2020). Accounting for the three-dimensional distribution of Escherichia coli concentrations in pond water in simulations of the microbial quality of water withdrawn for irrigation. Water, 12, 1708. https://doi.org/10.3390/w12061708

    Article  CAS  Google Scholar 

  • Topalcengiz, Z., Strawn, L. K., & Danyluk, M. D. (2017). Microbial quality of agricultural water in Central Florida. PLoS ONE, 12, e0174889. https://doi.org/10.1371/journal.pone.0174889

    Article  CAS  Google Scholar 

  • U.S. Environmental Protection Agency. (2009). Statistical analysis of groundwater monitoring data at RCRA facilities: Unified guidance. EPA 530/R-09-007. U.S. EPA Office of Resource Conservation and Recovery.

    Google Scholar 

  • U.S. Environmental Protection Agency. (2010). Sampling and consideration of variability (temporal and spatial) for monitoring of recreational waters. EPA-823-R-10–005. U.S. EPA Office of Water.

    Google Scholar 

  • U.S. Environmental Protection Agency. (2014). Method 1603: Escherichia coli (E. coli) in water by membrane filtration using modified membrane-thermotolerant Escherichia coli agar (modified mTEC). EPA 821-R-14–010. U.S. EPA Office of Water.

    Google Scholar 

  • Uyttendaele, M., Jaykus, L.-A., Amoah, P., Chiodini, A., Cunliffe, D., Jacxsens, L., Holvoet, K., Korsten, L., Lau, M., McClure, P., Medema, G., Sampers, I., & RaoJasti, P. (2015). Microbial hazards in irrigation water: Standards, norms, and testing to manage use of water in fresh produce primary production. Comprehensive Reviews in Food Science and Food Safety, 14, 336–356. https://doi.org/10.1111/1541-4337.12133

    Article  Google Scholar 

  • Vachaud, G., Passerat De Silans, A., Balabanis, P., & Vauclin, M. (1985). Temporal stability of spatially measured soil water probability density function. Soil Science Society of America Journal, 49, 822–828. https://doi.org/10.2136/sssaj1985.03615995004900040006x

    Article  Google Scholar 

  • Vanderlinden, K., Vereecken, H., Hardelauf, H., Herbst, M., Martínez, G., Cosh, M. H., & Pachepsky, Y. A. (2012). Temporal stability of soil water contents: A review of data and analyses. Vadose Zone Journal, 11(vzj2011), 0178. https://doi.org/10.2136/vzj2011.0178

    Article  Google Scholar 

  • Vereecken, H., Schnepf, A., Hopmans, J. W., Javaux, M., Or, D., Roose, T., Vanderborght, J., Young, M. H., Amelung, W., Aitkenhead, M., Allison, S. D., Assouline, S., Baveye, P., Berli, M., Brüggemann, N., Finke, P., Flury, M., Gaiser, T., Govers, G., … Young, I. M. (2016). Modeling soil processes: Review, key challenges, and new perspectives. Vadose Zone Journal, 15, vzj2015.09.0131. https://doi.org/10.2136/vzj2015.09.0131

    Article  CAS  Google Scholar 

  • Whitman, R. L., Shively, D. A., Pawlik, H., Nevers, M. B., & Byappanahalli, M. N. (2003). Occurrence of Escherichia coli and enterococci in Cladophora (Chlorophyta) in nearshore water and beach sand of Lake Michigan. Applied and Environmental Microbiology, 69, 4714–4719. https://doi.org/10.1128/AEM.69.8.4714-4719.2003

    Article  CAS  Google Scholar 

  • Zang, C., Huang, S., Wu, M., Du, S., Scholz, M., Gao, F., Lin, C., Guo, Y., & Dong, Y. (2011). Comparison of relationships between pH, dissolved oxygen and chlorophyll a for aquaculture and non-aquaculture waters. Water, Air, and Soil Pollution,. https://doi.org/10.1007/s11270-010-0695-3

    Article  Google Scholar 

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Acknowledgements

We sincerely thank all who participated in sample collection and processing as well as data entry and analysis. The authors would also like to acknowledge the help of the USDA’s Agricultural Research Learning Experience (ARLE) program along with the Hispanic Serving Institutions initiative for supporting researchers to help plan and conduct the work.

Funding

This work was supported through the USDA’s Agricultural Research Service project number 8042- 12630–011-00D. Dr. Hill’s salary was supported, in part, by the USDA National Institute of Food and Agriculture, Hatch project 1014496.

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MDS planned the monitoring, collected and analyzed the data, and co-wrote the manuscript. YAP conceptualized the monitoring project, acquired funding, guided the research, and co-wrote the manuscript. JES and BJM collected the data and helped plan the project, RLH provided support for the project and critically evaluated the manuscript, MK provided funding and resources for the project and critically evaluated the manuscript.

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Correspondence to Matthew D. Stocker.

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Stocker, M.D., Pachepsky, Y.A., Smith, J. et al. Persistent Patterns of E. coli Concentrations in Two Irrigation Ponds from 3 Years of Monitoring. Water Air Soil Pollut 232, 492 (2021). https://doi.org/10.1007/s11270-021-05438-z

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