Abstract
Objectives
We evaluated the potential impacts from using a rapid same-day quantitative polymerase chain reaction (qPCR) monitoring method for beach posting outcomes at two Toronto beaches.
Methods
In total, 228 water samples were collected at Marie Curtis Park East and Sunnyside Beaches over the 2021 summer season. Water samples were processed using the USEPA 1609.1 Enterococcus qPCR-based method. Escherichia coli (E. coli) culture data and daily beach posting decisions were obtained from Toronto Public Health.
Results
No significant correlation was observed between previous-day and same-day (retrospective) E. coli enumeration results at any Sunnyside Beach transect, and only relatively low (R = 0.41–0.56) or no significant correlation was observed at sampling transects for Marie Curtis Park East Beach. Comparing our same-day Enterococcus qPCR data to Toronto’s 2-day E. coli geometric mean beach posting decisions, we noted the need for additional postings for 1 (2%) and 3 (8%) missed health-risk days at Sunnyside and Marie Curtis Park East Beaches, respectively. The qPCR data also pointed to incorrect postings for 12 (31%) and 6 (16%) lost beach days at Sunnyside and Marie Curtis Park East Beaches, respectively.
Conclusion
Application of a rapid Enterococcus qPCR method at two Toronto beaches revealed 5% of beach posting decisions were false negatives that missed health-risk days, while 23% of decisions were false positives resulting in lost beach days. Deployment of the rapid same-day qPCR method offers the potential to reduce both health risks and unnecessary beach postings.
Résumé
Objectifs
Nous avons évalué, à deux plages de Toronto, l’effet possible de l’utilisation d’une méthode de surveillance rapide par PCR quantitative (qPCR) le même jour sur les avis de fermeture ou d’ouverture des plages.
Méthode
En tout, 228 échantillons d’eau ont été prélevés aux plages Marie Curtis Park East et Sunnyside au cours de la saison estivale 2021. La présence d’Enterococcus dans les échantillons a été détectée par la méthode USEPA 1609.1, utilisant la qPCR. Les données sur les cultures d’Escherichia coli (E. coli) et les avis quotidiens de fermeture ou d’ouverture des plages ont été obtenus auprès du Bureau de santé de Toronto.
Résultats
Aucune corrélation significative n’a été observée entre les résultats (rétrospectifs) du dénombrement de E. coli obtenus la veille et le même jour dans les transects de la plage Sunnyside, et une corrélation significative faible (R = 0,41–0,56) ou nulle a été observée dans les transects d’échantillonnage de la plage Marie Curtis Park East. En comparant nos données sur Enterococcus obtenues le même jour par qPCR à la moyenne géométrique des avis de fermeture ou d’ouverture des plages sur deux jours liés à E. coli émis par le Bureau de santé de Toronto, nous avons remarqué qu’il aurait fallu émettre des avis de fermeture pour 1 jour de risques pour la santé manqué (2 %) à la plage Sunnyside et pour 3 jours de risques pour la santé manqués (8 %) à la plage Marie Curtis Park East. Les données de la qPCR ont aussi fait état d’avis de fermeture incorrects ayant entraîné la perte de 12 jours de plage (31 %) à Sunnyside et de 6 jours de plage (16 %) à Marie Curtis Park East.
Conclusion
L’application d’une méthode de surveillance rapide d’Enterococcus par qPCR à deux plages de Toronto a montré que 5 % des avis étaient des faux négatifs qui n’ont pas détecté des jours de risques pour la santé, et que 23 % étaient des faux positifs qui ont entraîné des jours de plage perdus. Le déploiement de la méthode rapide par qPCR le même jour offre la possibilité de réduire à la fois les risques pour la santé et les avis de fermeture de plages inutiles.
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Introduction
Fecal indicator bacteria such as Escherichia coli (E. coli) and Enterococcus are commonly used in North America for water quality monitoring of freshwater and marine beaches, respectively (Health Canada, 2012; USEPA, 2012). Their elevated levels are associated with increased gastrointestinal illnesses in swimmers (USEPA, 2009). Public health authorities monitor beaches for fecal indicator bacteria and make beach posting decisions according to water quality thresholds and beach action values (BAV) defined in recreational water quality criteria and guidelines (USEPA, 2012; Health Canada, 2012). Canadian public health authorities currently rely mainly on culture-based E. coli enumeration for freshwater beach monitoring, and beaches are posted to advise against swimming if the geometric mean of E. coli colony forming units (CFU) exceeds 200 E. coli CFU/100 mL (Health Canada, 2012). However, some jurisdictions (e.g., Toronto Public Health) continue to use a more stringent geometric mean of 100 E. coli CFU/100 mL as a beach posting threshold.
Although E. coli enumeration by culture is practical and cost-effective for beach monitoring, the results are available at the earliest 18–24 h after sample collection (Haugland et al., 2005, 2016; Siefring et al., 2008). As a result, beach posting decisions are delayed and are at best made using the previous day’s E. coli enumeration data. Assumptions regarding the stability of recreational water quality over 24 h can lead to two types of errors: fecal indicator density may have increased above thresholds (false negatives) or decreased below thresholds (false positives). False-negative results can lead to an incorrect assumption that the fecal indicator densities are lower than the beach quality threshold, such that beaches remain open for the public and pose an unrecognized health risk. False-positive results can lead to an incorrect assumption that fecal densities are higher than the beach quality threshold, such that beaches remain posted, and result in an unrecognized lost beach day. Rapid methods such as quantitative polymerase chain reaction (qPCR) that provide same-day results have been shown to provide for valuable same-day decision-making for beach management (Dorevitch et al., 2017).
In 2015, USEPA developed a standard qPCR-based rapid method that can be used for fecal indicator monitoring of recreational water ecosystems (USEPA, 2015). USEPA method 1609.1 is a qPCR-based method for Enterococcus quantification in both marine and freshwater. It offers several advantages over culture-based enumeration-based methods. First, the method can provide results within only 3.5–4 h of sample receipt in the lab. Second, beach managers can make timely beach posting decisions using qPCR data on the same day of water sample collection. Third, the National Environmental and Epidemiological Assessment of Recreational water (NEEAR) study has shown that qPCR-based Enterococcus quantification measures can be better predictors of gastrointestinal illnesses for freshwater and marine beaches (USEPA, 2009; Wade et al., 2008, 2010). Importantly, Enterococcus qPCR-based method 1609.1 also provides minimum standards and rigorous quality control measures to ensure reliability of data for beach posting decision-making. Based on the NEEAR study, the USEPA has established a BAV of ≥ 1000 calibrator cell equivalents (CCE)/100 mL for beach posting decisions using the 1609.1 qPCR-based method. However, USEPA qPCR method 1609.1 for Enterococcus has yet to be widely adopted in beach water quality monitoring programs (Shrestha & Dorevitch, 2020).
Despite the growing interest in rapid beach monitoring methods (Health Canada, 2023), and the Canadian Province of Alberta adopting qPCR for Enterococcus at beaches (Government of Alberta, 2021), most public health authorities in Canada still rely upon 24-h-old results from culture-based E. coli enumeration for beach posting decision-making. The city of Toronto has 10 freshwater beaches along a 42-km Lake Ontario waterfront. Sunnyside and Marie Curtis Park East Beaches are the most impacted by rivers, and they are posted most frequently (often 30–50% of the time in recent years) because of high E. coli levels. Toronto Public Health oversees daily water quality testing at all these beaches and makes beach posting decisions using an E. coli culture–based enumeration method. As a result, beach posting decisions are delayed about 24 h and are based on previous-day water quality conditions. The city is unique in using a 2-day rolling geometric mean of 100 E. coli CFU/100 mL for beach posting decisions. This study builds upon a previous study that provided a validation for applying method 1609.1 at Toronto beaches (Saleem et al., 2022). The primary objectives for our study were (i) testing the correlation between previous-day and same-day (retrospective) E. coli enumeration results at two Toronto beaches and (ii) assessing the potential impacts of same-day Enterococcus qPCR results compared to Toronto Public Health’s 2-day E. coli geometric mean beach posting decisions in 2021.
Methods
Water sample collection and filtration processing
Water samples were collected at chest depth at two freshwater beaches during the summer of 2021. Marie Curtis Park East Beach is located in the west end of Toronto at the mouth of Etobicoke Creek and is exposed to the open waters of Lake Ontario. Sunnyside Beach is also in the west end of Toronto at the mouth of the Humber River, though a breakwall protects it from wave action on Lake Ontario. At each beach, two representative transects were selected from Toronto Public Health’s beach sampling transects that are regularly tested for E. coli enumeration by public health authorities (Supplementary Table 1). Water samples were collected on 3 days (two were consecutive days) each week (Mondays, Wednesdays, and Thursdays) over the bathing season such that 228 water samples on 38 beach days were collected from Marie Curtis Park East Beach (30W and 32W transects, Fig. 1 and Supplementary Table 1) and Sunnyside Beach (18W and 21W transects, Fig. 1 and Supplementary Table 1). Grab water samples were collected just below the water surface in 1 L sterile screw-capped polyethylene terephthalate (PET) bottles. Water samples were collected between about 5:30 a.m. and 7:00 a.m., stored on ice, and transported to the laboratory by 8:00 a.m. Upon receipt, water samples were processed by USEPA Method 1609.1 for Enterococcus qPCR (USEPA, 2015). Briefly, 100 mL (0.1 L) of water sample was passed through a 0.45 µm polycarbonate membrane filter (Millipore Corp., Bedford, MA) for collection of bacterial biomass. The membrane filter was subsequently bead beaten with extraction buffer (0.2 µg/mL Salmon sperm DNA in acetate-EDTA buffer pH 9) and centrifuged at 12,000 g for 1 min, followed by collection of 400 µL supernatant. Collected supernatant was centrifuged again at 12,000 g for 5 min, and 350 µL of DNA extract was collected for qPCR.
qPCR quality controls
A standard curve was prepared following USEPA 1609.1 by performing tenfold dilutions of DNA extracted from 109 Enterococcus faecalis CFUs (ATCC 29212). The DNA standard with the highest concentration comprised 40,000 target sequence copies (TSC)/5 µL, while the DNA standard with the lowest TSC represented the lowest limit of standard curve quantification (LLOSQ = 10 TSC/5 µL). A calibrator positive control for qPCR was prepared by diluting E. faecalis stock culture with sterile phosphate buffer saline (pH: 7.5) to 104 Enterococcus faecalis CFUs. The phosphate buffer saline matrix spike was prepared by dispensing 1000 µL of calibrator positive control solution into 100 mL buffer. The water reference matrix spike for each sampling site included 100 mL of water sample spiked with positive calibrator control. The non-template control included a qPCR mixture with 5 µL of sterile water instead of sample DNA. A more detailed description of quality controls can also be accessed in Saleem et al. (2022).
qPCR mixture and amplification protocol
USEPA 1609.1 method was used for the qPCR analysis of Enterococcus quantification in water samples (USEPA, 2015). The reaction mixture (25 µL) included 12.5 µL of TaqMan Environmental Master mix (TaqMan™), 5 µL of template DNA, 2.5 µL of bovine serum albumin (2.0 mg/mL), 3.0 µL of primer/probe working solution (final concentration of primers and probe was 1.0 µM and 80.0 nm, respectively), and 2.0 µL of sterile nuclease-free water. The primer/probe working solution was prepared by diluting stock solutions (primer stock: 500 µM and probe stock: 100 µM) with sterile nuclease-free water. Each qPCR run comprised eight water samples, positive calibrator controls, and non-template controls, and phosphate buffer saline matrix spike was used once a week for ongoing precision recovery analysis. qPCRs were carried out in 96-well qPCR plates (Corning Inc., USA) on a Bio-Rad CFX96 Touch Real-Time PCR Detection System thermocycler (Bio-Rad Inc., USA). A detailed description of the qPCR protocol can be accessed in a previous publication (Saleem et al., 2022).
Data analysis
Daily culture-based E. coli enumeration data (Province of Ontario standard membrane filtration method) from June 1 to August 31, 2021, were kindly shared by Toronto Public Health for all sampling transects at Sunnyside and Marie Curtis Park East Beaches. Data received from the public health authority also included the information about which beach days were posted for summer 2021. USEPA 1609.1 Enterococcus qPCR protocol quantifies the ratio of DNA target sequence from calibrator positive control and water samples which normalizes for differences in DNA recovery using sample processing control (Salmon sperm DNA; spiked in samples before DNA extraction) (Haugland et al., 2016; USEPA, 2015). All the qPCR calculations were performed using the standard Excel sheet provided by USEPA (https://www.epa.gov/sites/default/files/2015-08/methods_1609-1-1611-1-calculation-spreadsheet-april-2015.xlsx). E. coli enumeration and Enterococcus qPCR data were log10-transformed. Toronto Public Health’s culture-based E. coli enumeration data were cleaned up by removal of data points lower than or equal to the lower limit of quantification (10 CFU/100 mL) and were used for correlation testing between their previous-day (results from the first day in two consecutive days of sample collection) and same-day (results from the second day in two consecutive days of sample collection) E. coli results. It should be recognized that same-day culture-based E. coli data was only possible from a retrospective perspective as it required a 24-h incubation delay. All data were tested for normal distribution by using Shapiro–Wilk’s for normality testing (p > 0.05), followed by Pearson correlation analysis with a p value cutoff ≤ 0.05 at 95% confidence interval (http://www.sthda.com/english/wiki/correlation-test-between-two-variables-in-r). GGpubr (ggscatter) (Kassambara & Kassambara, 2020) and GGplot2 (Wickham et al., 2016) packages were used for the construction of correlation plots, followed by adjustment of p values using p.adjust function in R (Jafari & Ansari-Pour, 2019).
Results
qPCR quality analysis
In total, 228 water samples were collected, corresponding to 38 beach days for summer 2021. Method 1609.1 met all standards and quality control criteria, and Table 1 describes the qPCR parameters for method quality assessment. All the beach samples passed quality parameters for good DNA recovery (sample processing control < 3 Ct difference in comparison to calibrator positive controls) and qPCR inhibition (internal amplification control within 1.5 Ct difference in comparison to non-template control).
Correlation between previous-day and retrospective same-day E. coli enumeration
E. coli culture–based enumeration results obtained from Toronto Public Health for summer 2021 were used to test the correlation between previous- and same-day E. coli results. Figures 2 and 3 represent the correlation scatter plots for Sunnyside and Marie Curtis Park East Beaches, respectively. While correlations were better at Marie Curtis Park East Beach, perhaps due to its closer proximity to the river mouth and more immediate mixing unrestrained by a breakwall, nonetheless, there were notably weak correlations at both beaches. All six sampling transects of Sunnyside Beach, and one transect at Marie Curtis Park East Beach, revealed no significant correlation between previous-day and retrospective same-day E. coli results (p > 0.05). Four of five sampling transects (29W, 30W, 31W, and 33W) at Marie Curtis Park East Beach presented only low to moderate correlation (R = 0.41–0.56, p ≤ 0.05) between previous-day and same-day E. coli results.
Comparison of same-day (retrospective) and 2-day rolling E. coli geometric mean for beach postings outcomes
An analysis of Toronto Public Health’s E. coli data comparing beach posting outcomes from same-day data (retrospective) and the city’s actual posting decisions based on their 2-day geomean revealed quite different results for beach postings if Toronto Public Health could have obtained, hypothetically, same-day culture-based E. coli data (Supplementary Fig. 1 and 2). The city’s own E. coli results indicated that Marie Curtis Park East Beach and Sunnyside Beach were either incorrectly posted or kept open 40% and 30% of the time, respectively, over the 2021 bathing season. In particular, same-day E. coli results would have indicated that Marie Curtis Park East Beach and Sunnyside Beach should have been posted on an extra 17 and 15 days, respectively, in 2021, which were not indicated by 2-day geometric E. coli data.
Impact of same-day qPCR-based monitoring on beach posting outcomes
Considerable differences were observed in beach posting outcomes when qPCR results were compared to Toronto Public Health’s 2-day rolling E. coli geometric mean. Beach posting differences were categorized as false negatives (when Toronto Public Health did not post the beach on the basis of their 2-day rolling geometric mean for culturable E. coli data, but same-day Enterococcus qPCR indicated the need for a beach posting) and false positives (when Toronto Public Health posted the beach on the basis of their 2-day rolling geometric mean for culturable E. coli data, but same-day Enterococcus qPCR indicated the beach could have remained open). For Marie Curtis Park East Beach (Fig. 4), 12 out of 38 tested beach days (32%) were posted according to Toronto Public Health’s 2-day rolling E. coli geometric mean, while our same-day qPCR-based Enterococcus indicated only 9 beach days (24%) when the beach should have been posted. Of the 38 tested beach days (Fig. 5), our same-day qPCR data identified 3 false-negative/health-risk days (8%) and 6 false-positive/lost beach days (16%).
Comparison between Toronto Public Health’s beach posting decisions and same-day Enterococcus qPCR quantification for Marie Curtis Park East Beach. Dashed line shows USEPA beach action value for Enterococcus quantification by qPCR (≥ 1000 CCE/100 mL), while gray highlighted days represent beach days posted by Toronto Public Health based on their rolling 2-day E. coli geometric mean
For Sunnyside Beach (Fig. 6), 14 out of 38 tested beach days (37%) were posted according to Toronto Public Health’s 2-day rolling E. coli geometric mean, while our same-day qPCR-based Enterococcus quantification indicated only 3 beach days when the beach should have been posted. Of the 38 tested beach days (Fig. 7), our same-day qPCR data identified 1 false-negative/health-risk day (2%) and 12 false-positive/lost beach days (31%).
Comparison between Toronto Public Health’s beach posting decisions and same-day Enterococcus qPCR quantification for Sunnyside Beach. Dashed line shows USEPA beach action value for Enterococcus quantification by qPCR (≥ 1000 CCE/100 mL), while gray highlighted days represent beach days posted by Toronto Public Health based on its rolling 2-day E. coli geometric mean
Using our same-day qPCR results for beach monitoring would have resulted in a gain of 6 and 12 beach open days for Marie Curtis Park East and Sunnyside Beaches, respectively, on our sampling days. Additionally, qPCR monitoring would have prevented 3 and 1 health-risk days for Marie Curtis Park East and Sunnyside Beaches, respectively, on our sampling days.
Discussion
Microbial monitoring methodologies for freshwater recreational sites are being revised as new more robust measures can provide more timely results (Campbell & Kleinheinz, 2020). Our study provides a comparison of beach posting outcomes between Toronto’s culture-based E. coli method and our same-day Enterococcus qPCR method for Marie Curtis Park East and Sunnyside Beaches. In total, 228 water samples corresponding to 38 beach days were collected over the summer 2021 season. Water samples were collected each day by 7:00 a.m., transported within 1 h to the lab, and processed in the lab within 3.5–4 h of sample receipt. qPCR quantification results were typically provided to Toronto Public Health by noon on a given day. Our experience suggests that this qPCR approach can work for beaches located within about a 1-h drive from a qPCR lab, provided that the water sampling is completed by about 7:00 a.m. A practical limitation will be the flexibility to have water samples collected earlier in the morning than typically now done.
Toronto Public Health’s monitoring program uses a 2-day rolling E. coli geometric mean for beach posting decision-making. However, E. coli counts are subject to change in beaches during a 24-h delay (Enns et al., 2012; Whitman et al., 1999, 2004). Daily E. coli enumeration data from Toronto were obtained from June 1 to August 31, 2021, to assess the correlation between previous-day and same-day (retrospective) E. coli enumeration results. Even the city of Toronto’s own E. coli data showed no significant correlation was observed between the previous- and same-day E. coli results at most beach sampling transects, and only relatively low correlations were observed at some Marie Curtis Park East Beach transects. Incorporating another earlier day to calculate the city’s 2-day geometric mean would likely even further reduce any potential for correlation with same-day (retrospective) E. coli results. In addition, our analysis of previous-day and same-day (retrospective) E. coli results often resulted in different beach posting outcomes. These findings are consistent with two previous studies on US beaches that reported significant changes in fecal indicator bacteria numbers over a time scale of hours (Converse et al., 2012; Dorevitch et al., 2017). Additionally, it was observed that for Chicago beaches, previous-day E. coli results had no better than a 50% chance at correctly predicting next-day’s water quality (Dorevitch et al., 2017). Therefore, reliance upon 24-h-old E. coli results may not provide a true representation of beach water quality and can result in many erroneous beach postings.
The qPCR-based monitoring method (USEPA 1609.1) is designed to overcome the time limitation of culture-based enumeration methods and can lead to more rapid beach posting decision-making for beach managers. Based on our qPCR-based results, Enterococcus qPCR quantification would have allowed the Toronto beaches to remain open for additional days. Similarly, studies done on Chicago beaches identified that a culture-based E. coli method generated three times more beach postings in comparison to Enterococcus qPCR (Dorevitch et al., 2017). However, studies on Wisconsin beaches have found that Enterococcus qPCR generated higher numbers of beach exceedances in comparison to E. coli/Enterococcus defined substrate medium–based culturing methods (Campbell & Kleinheinz, 2020; Sheth et al., 2016). These results suggest the impacts from applying the Enterococcus qPCR method may differ between beaches necessitating site-specific evaluations and understanding prior to adoption. Differences in qPCR method validation and outcomes between the geographical locations can be due to different fecal contamination sources/fecal indicators, water chemistry interfering with PCR, environmental parameters (rainfall, wave height), or the levels of non-viable cells detectable by qPCR (Lavender and Kinzelman, 2009; Telech et al., 2009). Before implementing the Enterococcus qPCR method, comparative testing with existing/conventional beach monitoring methods (e.g., E. coli culture–based methods) should be performed to determine the level of agreement between the methods for new beach settings (Sheth et al., 2016).
This study found substantial differences in beach posting outcomes using our same-day qPCR method compared to the city’s previous 2-day E. coli geometric mean data even though our study was limited to two beaches and only 38 beach days for the 2021 summer season. These differences might be partially explained by our two beaches being located near river mouths and more rapidly impacted by fluctuating river water quality that a 24-h-delayed culture-based method may not detect on some days as fast as a same-day qPCR method. The difference in Toronto Public Health beach posting outcomes using a rapid qPCR method could also be because Toronto Public Health beach posting decisions are based on a 2-day rolling E. coli geometric mean that incorporates culture-based E. coli results from 2 days before a posting decision, in addition to previous-day results. Our results provide guidance for future studies to investigate implications of adopting more rapid qPCR testing methods for beaches. Our results indicate rapid qPCR methods can enable more timely beach posting decisions to better protect public health and reduce adverse social, tourism, and economic impacts from incorrect postings.
Conclusions
-
1.
USEPA Method 1609.1 for Enterococcus by qPCR provided same-day results, within 5.5 to 6 h of recreational water sample collection and within 3.5 to 4 h of sample receipt in the laboratory, and it can provide a more rapid beach monitoring approach for beach managers to avoid erroneous beach postings based on 24-h-old E. coli data.
-
2.
In comparison to the city of Toronto’s 2-day rolling E. coli geometric mean data over 38 tested beach days, our same-day qPCR data identified 12 false-positive/lost beach days at Sunnyside Beach and 6 false-positive/lost beach days at Marie Curtis Park East Beach.
-
3.
In comparison to the city of Toronto’s 2-day rolling E. coli geometric mean data over 38 tested beach days, our same-day qPCR data identified 3 false-negative/health risk days at Marie Curtis Park East Beach and 1 false-negative/health risk day at Sunnyside Beach.
-
4.
Use of the same-day Enterococcus qPCR method would probably contribute to many more differences in beach posting decisions if applied every day for the complete summer season across all 10 Toronto beaches.
Contributions to knowledge
What does this study add to existing knowledge?
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This study presents the Enterococcus qPCR-based beach monitoring method as a potential alternative to traditional culture-based enumeration methods being used at freshwater beaches in Canada. It shows that by providing faster same-day results, the Enterococcus qPCR can reduce the number of erroneous beach postings currently associated with using 24-h-delayed culture-based testing.
What are the key implications for public health interventions, practice, or policy?
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The qPCR-based method provides results within 3.5–4 h of sample receipt and can allow beach managers to provide more timely and reliable beach posting decisions to protect public health by reducing the number of unrecognized health risk days, and by reducing adverse social and economic impacts from incorrect postings and unrecognized lost beach days.
Availability of data and material
Data are available upon request.
Code availability
Not applicable.
References
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Acknowledgements
We thank Mahesh Patel from Toronto Public Health for providing guidance and support in data acquisition. Tim Fletcher from the Ministry of Environment, Conservation, and Parks provided project oversight and useful suggestions. This project has received funding support from the Government of Ontario (Canada-Ontario Agreement grant agreement #2607). Such support does not indicate endorsement by the Government of Ontario of the contents or conclusions of this contribution.
Funding
The source of funding was provided in the Acknowledgements.
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Saleem helped with the study design, performed all lab work as part of his PhD thesis, and wrote the first draft of the manuscript. Schellhorn helped with the study design, co-supervised Saleem, reviewed manuscript drafts, and provided project admin oversight as co-PI for the project. Simhon helped with the study design, provided admin oversight from the ministry, and reviewed manuscript drafts. Edge helped with the study design, collected all water samples, co-supervised Saleem, reviewed manuscript drafts, and served as co-PI for the project.
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Saleem, F., Schellhorn, H.E., Simhon, A. et al. Same-day Enterococcus qPCR results of recreational water quality at two Toronto beaches provide added public health protection and reduced beach days lost. Can J Public Health 114, 676–687 (2023). https://doi.org/10.17269/s41997-023-00763-8
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DOI: https://doi.org/10.17269/s41997-023-00763-8