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Article

Assay for Evaluating the Abundance of Vibrio cholerae and Its O1 Serogroup Subpopulation from Water without DNA Extraction

1
Department of Biological Sciences, University of Alberta, Edmonton, AB T6G 2E9, Canada
2
Singapore Centre for Environmental Life Sciences Engineering (SCELSE), National University of Singapore, Singapore 637551, Singapore
3
Saw Swee Hock School of Public Health, National University Health System, National University of Singapore, Singapore 117549, Singapore
4
Centre for Communicable Diseases, International Centre for Diarrhoeal Disease Research, Bangladesh (ICDDR, B), Dhaka 1212, Bangladesh
5
School of Public Health, University of Alberta, Edmonton, AB T6G 2E9, Canada
6
Department of Medical Microbiology and Immunology, University of Alberta, Edmonton, AB T6G 2E9, Canada
*
Author to whom correspondence should be addressed.
Pathogens 2022, 11(3), 363; https://doi.org/10.3390/pathogens11030363
Submission received: 14 February 2022 / Revised: 14 March 2022 / Accepted: 14 March 2022 / Published: 16 March 2022
(This article belongs to the Special Issue Pathogens in Aquatic Environments)

Abstract

:
Cholera is a severe diarrheal disease caused by Vibrio cholerae, a natural inhabitant of brackish water. Effective control of cholera outbreaks depends on prompt detection of the pathogen from clinical specimens and tracking its source in the environment. Although the epidemiology of cholera is well studied, rapid detection of V. cholerae remains a challenge, and data on its abundance in environmental sources are limited. Here, we describe a sensitive molecular quantification assay by qPCR, which can be used on-site in low-resource settings on water without the need for DNA extraction. This newly optimized method exhibited 100% specificity for total V. cholerae as well as V. cholerae O1 and allowed detection of as few as three target CFU per reaction. The limit of detection is as low as 5 × 103 CFU/L of water after concentrating biomass from the sample. The ability to perform qPCR on water samples without DNA extraction, portable features of the equipment, stability of the reagents at 4 °C and user-friendly online software facilitate fast quantitative analysis of V. cholerae. These characteristics make this assay extremely useful for field research in resource-poor settings and could support continuous monitoring in cholera-endemic areas.

1. Introduction

Cholera is a life-threatening diarrheal disease caused by pathogenic strains of Vibrio cholerae. Today, cholera still perseveres as a global threat to public health due to its high morbidity and mortality rates [1,2,3,4,5]. There were around 250,000 suspected cholera cases and over 3500 deaths reported in 2021 [6], and an estimated 2.9 million cases and 95,000 deaths occur each year around the world [7]. The discrepancy of cholera cases in 2021 could be due to the public health measures and nonpharmaceutical interventions reinforced due to COVID-19 pandemic globally [8,9,10]. Lack of access to safe drinking water and inadequate management of sanitary systems in resource-poor countries are two major reasons this disease remains a significant public health problem. Current data on the global disease burden of cholera identify 47 countries around the world affected by cholera, and over half a billion people reside in areas that are labelled as cholera hotspots [11]. Cholera outbreaks in recent years affecting Haiti, Somalia, Ethiopia, Iraq, Mozambique, Zambia, Sudan, Nepal and Zimbabwe demonstrated that devastation—from an earthquake, for example—can cause an outbreak [12]. In 2018, the epidemic in Yemen was reported to be the world’s fastest-growing outbreak, where 10,000 suspected cases were reported on a weekly basis [13]. The cumulative impact of cholera in Yemen currently sits at a death toll of nearly four thousand since October 2016, with over 2.5 million people infected so far [14].
V. cholerae is naturally found worldwide, especially in brackish riverine, coastal and estuarine environments [15]. Not all V. cholerae present in nature are pathogenic, and only a subset of strains is a known threat to humans. Amongst the 200 serogroups of this species, only O1 and O139 are associated with cholera cases (toxigenic serogroups) and are responsible for epidemic and pandemic cholera outbreaks [16,17,18].
Estimation of V. cholerae abundance, along with that of its pandemic generating serogroups [19] in aquatic ecosystems, is difficult because of the high spatio-temporal variability exhibited by its natural populations [20]. Epidemiological studies and analysis of cholera outbreaks revealed that the disease occurs in a regular seasonal pattern in cholera-endemic areas [21,22,23] and causes outbreaks only under certain conditions, which may be attributed to environmental and climatic factors—for example, heavy rainfall followed by blooms of phytoplankton and zooplankton [24,25,26,27].
Although cholera has been endemic to the Ganges Delta for centuries, it is an imported disease in most other locales, where it can vanish after a single outbreak or linger for decades before disappearing. For example, Haiti had no recorded cholera for centuries [28,29,30,31], but the disease rapidly spread after the 2010 earthquake, which devastated infrastructure in the country, and with the arrival of United Nations (UN) troops carrying the bacteria from Nepal [31,32]. The country then faced a decade of the cholera epidemic before the disease faded in 2019–2020 [33]. Because of these epidemiological dynamics, cholera has been categorized as an emerging and re-emerging infectious disease [34,35].
In addition, surveillance of cholera outbreaks through clinical diagnosis provides an estimation of the associated disease burden, but it is unable to provide quantitative information of the pathogen or its abundance in source environments. To achieve a better understanding of the prevalence of cholera and to direct appropriate control measures and treatment, it is necessary to identify and promptly quantify its causative agent in its reservoir. However, one of the major obstacles is that the number of V. cholerae (toxigenic and non-toxigenic) is often below the limit of detection of current field analytical methods, even during outbreaks [36].
Conventional culture methods remain the gold standard for laboratory diagnosis of cholera [37,38] and often require pre-enrichment of the sample [39]. Moreover, two to three days are required to conduct testing, even with modern laboratory infrastructure. With these methods, isolation and identification are possible, but the total abundance quantified is often underestimated, as a considerable proportion of most populations exists as viable but non-culturable cells (VBNC), which do not revive upon culturing on microbiological media [39,40]. In areas with limited or no laboratory facilities, simple dark-field microscopy is used to detect characteristic movement of V. cholerae in stool samples, but this method is not feasible on water sources where the bacterium is much more dilute [41]. The Crystal® VC Rapid Diagnostic Test (RDT) is also used for point-of-care detection to predict potential cholera outbreaks. This diagnostic test uses stool samples and is mainly based on detection of either cholera toxin [42,43] or a lipopolysaccharide antigen [42,44,45]. It is useful to detect serogroups O1 and O139. However, due to the poor sensitivity and specificity of this method, additional tests are required to confirm the presence of toxigenic V. cholerae in stool samples [42]. A Direct Fluorescent Antibody (DFA) technique using polyclonal anti-O1 serum is also used to detect V. cholerae O1 in smears prepared from samples. This procedure has been used for both clinical and pre-enriched environmental samples [39,46]. Catalyzed reporter deposition fluorescence in situ hybridization (CARD-FISH) in combination with solid-phase cytometry is also a new protocol for rapid, specific, and sensitive cell-based quantification [47,48]. Despite these methods facilitating cholera diagnosis, most of them are qualitative, only detect V. cholerae O1 or O139 serogroup and have been optimized for clinical but not environmental specimens.
To improve cholera surveillance, it is essential to accurately determine the abundance of the total and disease-causing serogroups of V. cholerae in its reservoir. To achieve this goal, we designed two species-specific primers and probes to precisely detect and quantify total V. cholerae and V. cholerae O1 serotype from environmental water samples without DNA extraction. Employing the Chai Open qPCR equipment—a low cost, portable qPCR machine—we demonstrate the potential for our designed set of qPCR primers to be utilized during field sampling. In-field quantification of prokaryotic and eukaryotic constituents of interest using Open qPCR have been recently performed on recreational waters in Alberta and present comparable results to conventional qPCR equipment [49]. Altogether, this method can determine the absolute abundance of this bacterium and the main serogroup associated with pathogenicity across hundreds of samples in a spatio-temporal gradient, making it possible to pinpoint the source of cholera outbreaks and warn of potential outbreaks.

2. Results

2.1. Analytical Validation

The qPCR assay was validated by using a blind panel of filter-sterilized environmental water samples collected from the Gabtoli area (Dhaka, Bangladesh) (Figure 1) and spiked with V. cholerae reference strains, other vibrio species and non-vibrio species.
Forty-six bacterial isolates of known concentration of 3 × 104 CFU/mL (CFU—colony forming unit) were tested, including non-O1 V. cholerae, V. cholerae O1, other Vibrio species (V. parahaemolyticus, V. vulnificus, V. metoecus, V. mimicus), as well as non-Vibrio species (Escherichia coli and Pseudomonas aeruginosa) (Table 1). All seventeen non-O1 V. cholerae and eight V. cholerae O1 were positive for the viuB gene. Only samples spiked with V. cholerae O1 strains were positive for the rfbO1 gene. The other Vibrio spp. and non-Vibrio species were negative for these two gene targets. Thus, the analytical specificity (i.e., the ability of an assay to detect and/or measure a specific organism in a sample) of this method was 100% (Table 1). Analytical sensitivity was also found to be 100% based on detection of 3 CFU/reaction (Table 2).

2.2. Limit of Detection (LOD)

The LOD of the assay was determined as 3 CFU per reaction from the standard curve constructed using serially diluted standards of the V. cholerae El Tor O1 N16961 reference strain (Figure 2). We also determined a Sample Limit of Detection (SLOD) of 5 × 103 CFU/L for the filter-sterilized environmental water samples (5 mL) spiked with a known number of V. cholerae N16961 concentrated to ~10 μL with an Amicon ultra-0.5 centrifugal filter device (Table S1).

2.3. Assay Precision and Efficiency

Following the Minimum Information for Publication of Quantitative qPCR Experiments (MIQE) guidelines, intra-assay variation (variation between replicates in the same experiment) and inter-assay variation (variation between replicates from different experiments) were evaluated to determine the repeatability and reproducibility of the assay for detecting and quantifying total V. cholerae and its O1 serogroup subpopulation. Precision analysis to test random variation of repeated measurements was done for this assay by calculating the coefficient of variation (%CV) of multiple replicates of standards run in the same experiment and experiments on different days. Intra-assay %CV ranged from 0.01 to 0.05% for the viuB assay and 0.01 to 0.03% for the rfbO1 assay. Inter-assay %CV ranged from 0.07 to 0.20% for viuB and 0.03 to 0.21% for rfbO1 (Table 2). The efficiency of both assays was 100% based on the standard curve generated from a serial dilution of V. cholerae N16961 (Figure 2) with R2 = 0.99 and slope of −3.3.
To test for qPCR inhibition, we compared the quantitative cycle value (Cq) values for different dilutions of filter-sterilized environmental water samples spiked with the reference V. cholerae strains. The 10× diluted samples shifted the Cq values by 3.3 ± 0.07 cycles (Table S1), indicating no significant inhibition.

2.4. Analysis of Environmental Water Samples

With this field-ready method, it was possible to quantify the abundance of both total V. cholerae and V. cholerae O1 in the same experiment (Figure 3). Five mL of environmental water samples were concentrated to 100 μL, from which 10 μL was used in the qPCR amplification. Each reaction was run in triplicate. The abundance of V. cholerae in the water samples collected from the Gabtoli area, Dhaka, Bangladesh was between 3.7 × 104 to 3.9 × 104 CFU/L (Figure 4). V. cholerae O1 was found at 4.7 × 103 to 5.4 × 103 CFU/L, representing approximately 13% of the total V. cholerae population (Figure 4).

3. Discussion

Since cholera is a waterborne infectious disease and the primary mode of transmission is via the fecal-oral route, environmental water bodies serve as an inevitable reservoir for pathogenic V. cholerae. This bacterium is associated with plankton mainly in brackish waters and is ubiquitous in temperate and tropical estuarine microbial communities [65]. As a survival strategy, V. cholerae goes into a viable but non-culturable state (VBNC) under unfavorable environmental conditions, in which it assumes a coccoid shape and cannot be cultured using traditional culturing methods [24,66]. Non-culturable V. cholerae in biofilm were reported in environmental water samples from Mathbaria (Bangladesh), and were able to resume active growth after passage through the gastrointestinal tract of rabbits (in animal passage of non-culturable V. cholerae O1) following a period of more than a year in a microcosm [67]. Therefore, passing through the human host could be a means of revival from the VBNC state, contributing to the amplification of V. cholerae prior to an outbreak [68,69] and its subsequent transmission through the fecal-oral route due to poor management of drinking water and hygiene. This survival state frequently found in the environment for V. cholerae means that water bodies can serve as a long-term reservoir for this pathogen, leading to the consistent and persistent pattern of cholera epidemics historically documented on the coast of Bangladesh. There is also recent evidence that indicates that environmental V. cholerae may play a role in reviving VBNCs through the over- production of products associated with quorum sensing [38]. As the body of literature regarding environmental V. cholerae increases [15,20,27,70], we expect the interactions between pathogenic and non-pathogenic V. cholerae to be resolved in greater detail.
The ability of V. cholerae to exist in a VBNC state has hindered our ability to quantify it in environmental reservoirs using traditional methods. Limited resources and lack of infrastructure in countries where cholera is endemic have also increased the challenge in monitoring its causative agent. The qPCR method developed here allows the detection and quantification of V. cholerae and the O1 serogroup strains responsible for most outbreaks. Furthermore, the portable and low-cost instrument used (Chai Open qPCR), as well as our streamlined protocol, allow processing of water samples on site, without the need for DNA extraction or any pre-enrichment procedure. The main challenge for direct quantification is that the number of bacteria in environmental water is usually below the LOD of existing qPCR methods [71]. However, this problem was overcome by increasing the concentration of the water sample 50-fold using simple size-exclusion centrifugation.
The targeted viuB gene sequence is only present in V. cholerae and can be amplified from both O1 and non-O1 strains. Moreover, V. cholerae O1 could be detected with primers targeting the rfbO1 gene, thus allowing the determination of the abundance of both populations with 100% specificity. The assay sensitivity was as low as three CFU per reaction, which is expected for a well-designed and sensitive assay, as described in the MIQE guidelines [72]. The limit of detection for concentrated water samples was 5 × 103 CFU/L, which is at the lower limit of an infectious dose of V. cholerae, reported to be 103–109 cells based on a range of factors, such as the health of the exposed individual [73]. More specifically, the infectious dose for toxigenic V. cholerae O1 is typically around 104–106 cells, whereas the infective dose for non-O1 strains is around 106–109 [74]. Without the concentration procedure, the limit of detection of V. cholerae in environmental water samples would be 3 × 106 CFU/L, which is still useful to determine if a strong risk of contracting cholera exists. This assay determines the absolute abundance of both V. cholerae O1 and non-O1 in parallel qPCR reactions and thus is very useful to calculate the proportion of toxigenic V. cholerae O1 in a particular geographical location. Therefore, this assay is useful to track cholera in endemic areas like Bangladesh, where all detected V. cholerae O1 strains were found to be toxigenic [67,75].
The possibility of storing the qPCR master mix on ice (4 °C) for extended periods of time and the portable feature of the Chai thermocycler (small footprint of 28 cm × 24 cm, weight of 4 kg) facilitate the use of this method in field-level surveillance and also avoid transportation problems leading to deterioration of the samples. The convenient setup of the whole procedure makes this assay workable in most resource-limited settings. Moreover, quick processing of the sample reduces the chance of cross-contamination.
As proof of the concept, we analyzed water samples collected from the river basin of the Turag River in a region endemic for cholera, the Gabtoli area of Dhaka, Bangladesh. Approximately 25,000 people live in this area, which is surrounded by brickfields with high traffic [76]. This site was chosen because previous studies indicated the presence of V. cholerae O1 and cholera infections in people living in the surrounding area [77]. The number of total V. cholerae detected was about 3.9 × 104 CFU/L, 13% of which was V. cholerae O1 (~5 × 103 CFU/L). This is of concern, as it is within the range of the infectious dose for cholera if someone were to ingest a few hundred milliliters of water (>103 cells) [73]. Previous studies based on the Crystal VC® dipstick test after sample enrichment for 18 h in alkaline peptone water showed that in urban Dhaka, Bangladesh, 30% of water sources used by households of cholera patients were contaminated with V. cholerae [78,79]. From our observations during sampling, which are also reported by other studies, the water bodies around Dhaka city serve as drinking water sources and are frequently used for domestic purposes, such as washing utensils and bathing [80]. It is therefore likely that local rivers and ponds serve as important reservoirs of the cholera pathogen in Dhaka city. The importance of local ecosystems in maintaining toxigenic cholera is known [81,82], but because of the difficulty in monitoring at sufficient frequency in a number of locations, a direct link has never been established between a rise in V. cholerae numbers and the start of a seasonal epidemic, despite the timing of these being well known from the tracking of cholerae cases in hospitals.
Many qPCR assays for the quantification of V. cholerae have been previously developed, but all of them require modern laboratory facilities and are not amenable to extensive field studies. Furthermore, there is not a single study of the environmental tracking of V. cholerae in a cholera-endemic setting of significant size. With the currently available techniques, either spiked environmental samples were evaluated after pre-enrichment in alkaline peptone water or DNA extraction after filtration [16,77,83]. Amongst these methods, culture-based techniques are still the most frequently used and only reveal a small proportion of naturally occurring bacterial populations in water samples. These methods do not capture coccoid non-culturable cells within clusters of biofilms in estuarine environments present in Bangladesh water bodies during the period between outbreaks when reported cases of cholera are low [84].
Another widely used method is dipstick, which is valuable to detect V. cholerae O1 and O139 in both water and stool samples. This is a rapid and inexpensive method but has a limit of detection of 107 CFU of enriched culture, which is higher than the usual infectious dose of cholera [73]. This method only provides a qualitative output and requires six hours of enrichment before testing. Also, because of compromised sensitivity, it was recommended for use in combination with a traditional bacterial culture method [78].
Our assay is specific, sensitive, and convenient for field studies, making it possible to overcome the limitations of current “rapid” techniques. In this study, a single channel Chai thermocycler was used, which only permitted FAM to be used as a fluorescein dye. A dual channel Chai system also exists, where HEX or VIC fluorescein dyes can also be used with FAM, making a multiplex qPCR assay possible. Thus, it is possible to optimize a multiplex assay where V. cholerae O1 can be rapidly identified and quantified simultaneously in a single reaction along with total V. cholerae.
During the environmental sample analysis, we did not find significant inhibition to PCR amplification in our assay. However, for testing water from more contaminated sources, as determined by multivariate analysis of environmental factors where the industrial waste disposal and high population density matters [85,86], further treatment of the sample to remove inhibitors may be required. A study on water quality assessment of the roadside surface of Savar, Dhaka explained the impact of vehicle emission, atmospheric deposition from brick fields, industrial pollution and massive urbanization on the water reservoirs; total suspended solids (>25 mg/L), total dissolved solids (>840 mg/L), biological oxygen demands (0.758 mg/L) and dissolved oxygen (4.5 mg/L) were high or even higher than the standards [76]. Another potential limitation of our assay would be a discrepancy in genome copy numbers per cell between the standard and the samples. This potential source of error is minimized by using filter-sterilized environmental water from the same location as the samples for the standards. Live cells of a known concentration are inoculated and incubated in this water for 30 min prior to performing qPCR to adjust their physiological state.
In conclusion, we developed a species-specific qPCR method that can be conveniently used at the sampling site without any need for pre-enrichment or DNA extraction. This test can support a continuous monitoring program for V. cholerae O1 in water reservoirs used by residents, which in coordination with local authorities could limit risks of contracting cholera and allow the identification of sources of contamination.

4. Materials and Methods

4.1. Preparation of Bacterial Cultures

Forty-six different strains of Vibrio spp. and other gammaproteobacteria were used to validate analytical sensitivity and specificity of the assay in this study (Table 1). Seventeen non-O1 V. cholerae from environmental sources, eight V. cholerae O1 from both clinical and environmental sources, and ten V. metoecus from environmental sources were tested (Table 1). Multiple strains from three other Vibrio species [V. parahaemolyticus (1), V. vulnificus (2) and V. mimicus (3)] were tested along with two strains of Pseudomonas aeruginosa and Escherichia coli each. The Vibrio strains were grown in tryptic soy broth (TSB) (Becton Dickinson, Franklin Lakes, NJ, USA) with 1.0% NaCl (BDH) at 30 °C and 200 rpm overnight in a shaking incubator.

4.2. Collection and Processing of Environmental Samples

Environmental water samples were collected from the river basin of the Turag river in the Gabtoli area (the coordinates of the latitude and longitude are 23.783726, 90.344246) [87] of Dhaka, Bangladesh (Figure 1) during August 2018. Three locations, approximately 5 m apart from each other, were chosen at this site and water samples were collected in triplicate from each of those locations (nine samples in total). Five milliliters of surface water was collected directly in Thermo Scientific Nunc 50 mL conical centrifuge tubes (Thermo Fisher Scientific, Seoul, Korea). When needed, collected water samples were concentrated using an Amicon Ultra-0.5 centrifugal filter device (Merk KGaA, Darmstadt, Germany) (Figure 5) according to the user’s manual. Ten Amicon tubes, each containing 500 μL of water sample, were centrifuged at 14,000× g for 20 min in a mini spin plus centrifuge (Eppendorf, Hamburg, Germany). All the concentrates were pooled. Altogether, 5 mL of water from each of the three replicates from each of three locations were concentrated to 100 μL.

4.3. Amplification Using the Chai Open qPCR Platform

Previously developed species-specific primers [77] were used to detect and quantify V. cholerae in this assay. Briefly, the viuB gene encoding vibriobactin utilization protein B was used to quantify total V. cholerae (all serogroups), as it is a single-copy gene present in all V. cholerae with only divergent homologs present in other species. To detect and quantify V. cholerae from the O1 serogroup, we used specific primers and probes to amplify the rfbO1 gene essential for the synthesis of this antigen (Table 3) [77]. For this study, the reporter dye 56-FAM (Fluorescein) was used for both probe sets, as this qPCR assay was optimized in the Chai Open qPCR thermocycler (CHAI, Santa Clara, CA, SA), which has a single channel to detect wavelengths of 513–555 nm.
Dynamite qPCR Master mix used in this study is a proprietary mix, developed and distributed by the Molecular Biology Service Unit (University of Alberta, Edmonton, AB, Canada). It contains Tris (pH 8.3), KCl, MgCl2, glycerol, Tween 20, DMSO, dNTPs, ROX as a normalizing dye and antibody-inhibited Taq polymerase. The volume of each PCR reaction was 50 μL, which contained 25 μL of 2× Dynamite qPCR master mix, 5 μL of 500 nM primer-250 nM probe mix, 10 μL of molecular grade water and 10 μL of the concentrated environmental water sample. The recommended long-term storage temperature for this master mix is 4 °C. Conditions for the real-time qPCR are as follows: initial activation of the enzyme at 95 °C for 2 min followed by 45 cycles of 95 °C for 30 s, 60 °C for 1 min in the Chai Open qPCR system. In this qPCR method, the detection and quantification of the viuB and rfbO1 gene markers were carried out in parallel in separate tubes but in the same thermocycler run. Standards of a known number of cells and no template control were included in every assay.

4.4. Standard Curve for the qPCR Assay

Standard curves were generated using the V. cholerae El Tor O1 N16961 reference strain. Pure bacterial culture was grown on LB agar (Becton Dickinson) at 30 °C overnight. Bacteria were then diluted in sterile water prepared by filtering 50 mL of water from the study location pushed through a 0.2 μm PES filter media (Whatman, GE Healthcare, Amersham, UK) using a 50 mL syringe (BD, USA). A series of standards were prepared in which bacterial cells were added at 3 × 105 CFU, 3 × 104 CFU, 3 × 103 CFU, 3 × 102 CFU, 30 CFU and 3 CFU per 10 μL of filter-sterilized water. Inoculum concentrations were quantified using a standard drop plate method [88]. Standards were incubated for 30 min at room temperature before adding an inoculum to the qPCR reaction so that the cells could acclimatize to their new environmental conditions. Standards were run in three independent experiments, with three replicates per dilution and repeated on three different days. The average of each experiment was assessed to define intra- and inter-assay variation (Table 2). A standard curve was generated by plotting the log value of the calculated CFU per reaction against the Cq. The Cq value is the cycle at which the fluorescence from amplification exceeded the background fluorescence in the MIQE guidelines [72]. The unit CFU/L used throughout the manuscript indicates CFU equivalent/L, as not all cells present in the samples or standards would actually grow on solid media after being exposed to room-temperature freshwater.

4.5. Determination of the LOD and qPCR Efficiency

The LOD of the assay was determined from the standard curve constructed from serially diluted standards of V. cholerae N16961, as mentioned above (Figure 2). To determine the LOD of samples that were concentrated, known numbers of V. cholerae N16961 were spiked in filter-sterilized environmental water samples collected from the same location (Gabtoli, Dhaka, Bangladesh) and subjected to the same concentration protocol as environmental samples using the Amicon ultra-0.5 centrifugal filter device. 1 mL of spiked environmental water sample was concentrated to 20 μL after 30 min of spinning. The qPCR assay was carried out on these concentrated samples containing known bacterial cell numbers in the Chai Open qPCR system (Table S1). Cq values were used to define the LOD of the assay. The LOD typically is assumed to be the highest Cq value observed for the lowest concentration that can be determined based on the dilution at which all replicates were positive across ten repeated experiments.
The qPCR efficiency of the assay was calculated in Excel using the following formula: Efficiency = 10[−1/Slope] [16,89].

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/pathogens11030363/s1, Supplementary Table S1: Determination of limit of detection of sample after concentrating step and testing inhibition in the assay.

Author Contributions

T.N.: conceptualization, methodology, formal analysis, investigation, data curation, writing—original draft preparation, visualization, N.A.S.H., J.Y.H. and V.Z.J.A.: writing—review and editing, M.A.: methodology, S.K.Y.: conceptualization, supervision, writing—review and editing, resources, Y.F.B.—conceptualization, resources, writing—review and editing, supervision, project administration, funding acquisition. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Integrated Microbial Biodiversity program of the Canadian Institute for Advanced Research and a startup grant from the National University Hospital System of the National University of Singapore to Y.F.B. We also acknowledge the support of graduate student scholarships from NSERC (to T.N.), Alberta Innovates Technology Futures (to T.N.) and the Faculty of Graduate Studies and Research at the University of Alberta (to T.N. and N.A.S.H.), the Department of Biological Sciences at the University of Alberta (to N.A.S.H.) and Alberta Advanced Education (to N.A.S.H.).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data is contained within the article or Supplementary Materials.

Acknowledgments

We thank David Alton (Chief Operating Officer, Aquila Diagnostic System Inc.) for letting us to use the Chai Open qPCR Thermocycler in their research facility at National Institute for Nanotechnology (NINT) in the University of Alberta. MA of ICDDR, Bangladesh thanks the governments of Bangladesh, Canada, Sweden and United Kingdom for providing unrestricted core support.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Environmental water sampling sites in Bangladesh. An endemic site for V. cholerae is shown on the map of Bangladesh. Environmental water samples were collected from the river basin of the Turag river in the Gabtoli area in Dhaka city, an inland region of Bangladesh. Samples were collected in triplicate from three locations that were 5 m apart (Image source: Google).
Figure 1. Environmental water sampling sites in Bangladesh. An endemic site for V. cholerae is shown on the map of Bangladesh. Environmental water samples were collected from the river basin of the Turag river in the Gabtoli area in Dhaka city, an inland region of Bangladesh. Samples were collected in triplicate from three locations that were 5 m apart (Image source: Google).
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Figure 2. Standard curves for detection and quantification of total V. cholerae and V. cholerae O1 by qPCR. Two gene markers with fluorogenic probes, (A) viuB (V. cholerae specific) and (B) rfbO1 (V. cholerae O1 specific) were used. Cells of reference culture (V. cholerae N16961 El Tor O1) were serially diluted 10-fold to yield concentrations ranging 3 to 3 × 106 CFU per reaction (from left to right). Fluorescence was measured in relative units. Each reaction was done in triplicate.
Figure 2. Standard curves for detection and quantification of total V. cholerae and V. cholerae O1 by qPCR. Two gene markers with fluorogenic probes, (A) viuB (V. cholerae specific) and (B) rfbO1 (V. cholerae O1 specific) were used. Cells of reference culture (V. cholerae N16961 El Tor O1) were serially diluted 10-fold to yield concentrations ranging 3 to 3 × 106 CFU per reaction (from left to right). Fluorescence was measured in relative units. Each reaction was done in triplicate.
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Figure 3. Detection and quantification of total V. cholerae and V. cholerae O1 in the same qPCR experiment. Filter-sterilized environmental water samples collected from the Gabtoli site were inoculated with known concentrations of cells of reference strain V. cholerae N16961 El Tor O1. Quantification was performed with both viuB and rfbO1 primers in the same PCR run to detect total V. cholerae and O1 serogroup V. cholerae, respectively. Hot pink and red curves indicate total V. cholerae, purple and violet curves indicate V. cholerae O1, and all other curves indicate negative controls.
Figure 3. Detection and quantification of total V. cholerae and V. cholerae O1 in the same qPCR experiment. Filter-sterilized environmental water samples collected from the Gabtoli site were inoculated with known concentrations of cells of reference strain V. cholerae N16961 El Tor O1. Quantification was performed with both viuB and rfbO1 primers in the same PCR run to detect total V. cholerae and O1 serogroup V. cholerae, respectively. Hot pink and red curves indicate total V. cholerae, purple and violet curves indicate V. cholerae O1, and all other curves indicate negative controls.
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Figure 4. Abundance of V. cholerae along with its O1 serogroup subpopulation in water from an inland urban region (Gabtoli, Dhaka) of Bangladesh. Water samples were collected in August 2018 and analyzed using the developed qPCR assay. The viuB gene marker was used to quantify total V. cholerae, and rfbO1 was used to quantify V. cholerae O1. Each qPCR reaction was run in triplicate and evaluated with corresponding standards. Error bars represent the standard deviation of means from biological replicates.
Figure 4. Abundance of V. cholerae along with its O1 serogroup subpopulation in water from an inland urban region (Gabtoli, Dhaka) of Bangladesh. Water samples were collected in August 2018 and analyzed using the developed qPCR assay. The viuB gene marker was used to quantify total V. cholerae, and rfbO1 was used to quantify V. cholerae O1. Each qPCR reaction was run in triplicate and evaluated with corresponding standards. Error bars represent the standard deviation of means from biological replicates.
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Figure 5. Method for processing of environmental samples for qPCR. (A) Sample collection. (B) Concentrating sample by Amicon Ultra-0.5 centrifugal device. (C) qPCR in the Chai Open qPCR thermocycler (https://www.chaibio.com/openqpcr (accessed on 5 February 2022). 5 mL of water was collected from each location. Ten Amicon tubes, each with 500 μL of water sample, were centrifuged at 14,000× g for 20 min in a mini spin plus centrifuge, and all the concentrates were pooled in a total volume of concentrate of 100 μL.
Figure 5. Method for processing of environmental samples for qPCR. (A) Sample collection. (B) Concentrating sample by Amicon Ultra-0.5 centrifugal device. (C) qPCR in the Chai Open qPCR thermocycler (https://www.chaibio.com/openqpcr (accessed on 5 February 2022). 5 mL of water was collected from each location. Ten Amicon tubes, each with 500 μL of water sample, were centrifuged at 14,000× g for 20 min in a mini spin plus centrifuge, and all the concentrates were pooled in a total volume of concentrate of 100 μL.
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Table 1. Bacterial strains used in the analytical validation of this assay. “+” indicates presence of the mentioned target gene, while “−” indicates absence.
Table 1. Bacterial strains used in the analytical validation of this assay. “+” indicates presence of the mentioned target gene, while “−” indicates absence.
SpeciesNo. of StrainsStrainTarget GenesSourceReference
viuBrfbO1
V. cholerae
V. cholerae non-O117OYP1G01+EnvironmentalThis study
OYP2A12+EnvironmentalThis study
OYP2E01+EnvironmentalThis Study
OYP3B05+Environmental[50]
OYP3F10+EnvironmentalThis study
OYP4B01+EnvironmentalThis study
OYP4C07+Environmental[50]
OYP4G08+EnvironmentalThis study
OYP4H06+EnvironmentalThis study
OYP4H11+EnvironmentalThis study
OYP6D06+EnvironmentalThis study
OYP6E07+EnvironmentalThis study
OYP6F08+EnvironmentalThis study
OYP6F10+EnvironmentalThis study
OYP7C09+EnvironmentalThis study
OYP8C06+EnvironmentalThis study
OYP8F12+EnvironmentalThis study
V. cholerae O18N16961++Clinical[51]
V52++Clinical[52]
EDC-728++EnvironmentalThis study
EDC-753++EnvironmentalThis study
EDC-754++EnvironmentalThis study
EDC-755++EnvironmentalThis study
EDC-772++EnvironmentalThis study
EDC-805++EnvironmentalThis study
Other Vibrio species
V. parahaemolyticus1ATCC 17802Clinical[53]
V. vulnificus3ATCC 27562Clinical[54]
MO6-24Clinical[55]
CECT 5769Environmental[56]
V. metoecus10RC341Environmental[57]
OP3HEnvironmental[58]
OYP4D01Environmental[59]
OYP4E03EnvironmentalThis study
OYP5B04Environmental[59]
OYP5B06Environmental[59]
OYP5H08EnvironmentalThis study
OYP8G05EnvironmentalThis study
OYP8G09EnvironmentalThis study
OYP8G12EnvironmentalThis study
V. mimicus3ATCC 33653Clinical[60]
ATCC 33654Environmental[60]
ATCC 33655Clinical[60]
Other bacterial species
Escherichia coli2CU1Clinical[61]
CU2Clinical[62]
Pseudomonas aeruginosa2PA103Clinical[63]
PA14Clinical[64]
Table 2. Reproducibility and repeatability of qPCR assays.
Table 2. Reproducibility and repeatability of qPCR assays.
Assay for Total V. cholerae (viuB)Assay for V. cholerae O1 (rfbO1)
No. of CFU/ReactionIntra-Assay Mean%CV 1Inter-Assay Mean (Cq)%CVIntra-Assay Mean%CVInter-Assay Mean (Cq)%CV
300,00019.450.0319.470.0719.550.0319.500.21
30,00022.750.0522.780.2022.530.0122.560.11
300025.940.0225.920.0725.940.0125.930.07
30029.120.0129.080.1929.230.0229.280.13
3032.570.0232.560.0832.630.0132.620.03
335.830.0135.850.0735.830.0135.850.03
1No amplification
0
1 %CV: percent coefficient of variation.
Table 3. Target genes and sequences of primers and probes used in this study.
Table 3. Target genes and sequences of primers and probes used in this study.
Target GenePrimer and ProbeSequence (5′-3′)Amplicon Size (bp)References
viuBProbe56-FAM/TCATTTGGC/ZEN/CAGAGCATAAACCGGT/3IABkFQ77[77]
Forward primerTCGGTATTGTCTAACGGTAT
Reverse PrimerCGATTCGTGAGGGTGATA
rfbO1Probe56-FAM/AGAAGTGTG/ZEN/TGGGCCAGGTAAAGT/3IABkFQ113[77]
Forward primerGTAAAGCAGGATGGAAACATATTC
Reverse primerTGGGCTTACAAACTCAAGTAAG
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Nasreen, T.; Hussain, N.A.S.; Ho, J.Y.; Aw, V.Z.J.; Alam, M.; Yanow, S.K.; Boucher, Y.F. Assay for Evaluating the Abundance of Vibrio cholerae and Its O1 Serogroup Subpopulation from Water without DNA Extraction. Pathogens 2022, 11, 363. https://doi.org/10.3390/pathogens11030363

AMA Style

Nasreen T, Hussain NAS, Ho JY, Aw VZJ, Alam M, Yanow SK, Boucher YF. Assay for Evaluating the Abundance of Vibrio cholerae and Its O1 Serogroup Subpopulation from Water without DNA Extraction. Pathogens. 2022; 11(3):363. https://doi.org/10.3390/pathogens11030363

Chicago/Turabian Style

Nasreen, Tania, Nora A.S. Hussain, Jia Yee Ho, Vanessa Zhi Jie Aw, Munirul Alam, Stephanie K. Yanow, and Yann F. Boucher. 2022. "Assay for Evaluating the Abundance of Vibrio cholerae and Its O1 Serogroup Subpopulation from Water without DNA Extraction" Pathogens 11, no. 3: 363. https://doi.org/10.3390/pathogens11030363

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