83 results on '"Krista R. Wigginton"'
Search Results
2. Longitudinal and quantitative fecal shedding dynamics of SARS-CoV-2, pepper mild mottle virus, and crAssphage
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Peter J. Arts, J. Daniel Kelly, Claire M. Midgley, Khamal Anglin, Scott Lu, Glen R. Abedi, Raul Andino, Kevin M. Bakker, Bryon Banman, Alexandria B. Boehm, Melissa Briggs-Hagen, Andrew F. Brouwer, Michelle C. Davidson, Marisa C. Eisenberg, Miguel Garcia-Knight, Sterling Knight, Michael J. Peluso, Jesus Pineda-Ramirez, Ruth Diaz Sanchez, Sharon Saydah, Michel Tassetto, Jeffrey N. Martin, and Krista R. Wigginton
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SARS-CoV-2 ,stool ,fecal shedding ,PMMoV ,crAssphage ,Microbiology ,QR1-502 - Abstract
ABSTRACT Wastewater-based epidemiology (WBE) emerged during the coronavirus disease 2019 (COVID-19) pandemic as a scalable and broadly applicable method for community-level monitoring of infectious disease burden. The lack of high-resolution fecal shedding data for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) limits our ability to link WBE measurements to disease burden. In this study, we present longitudinal, quantitative fecal shedding data for SARS-CoV-2 RNA, as well as for the commonly used fecal indicators pepper mild mottle virus (PMMoV) RNA and crAss-like phage (crAssphage) DNA. The shedding trajectories from 48 SARS-CoV-2-infected individuals suggest a highly individualized, dynamic course of SARS-CoV-2 RNA fecal shedding. Of the individuals that provided at least three stool samples spanning more than 14 days, 77% had one or more samples that tested positive for SARS-CoV-2 RNA. We detected PMMoV RNA in at least one sample from all individuals and in 96% (352/367) of samples overall. CrAssphage DNA was detected in at least one sample from 80% (38/48) of individuals and was detected in 48% (179/371) of all samples. The geometric mean concentrations of PMMoV and crAssphage in stool across all individuals were 8.7 × 104 and 1.4 × 104 gene copies/milligram-dry weight, respectively, and crAssphage shedding was more consistent for individuals than PMMoV shedding. These results provide us with a missing link needed to connect laboratory WBE results with mechanistic models, and this will aid in more accurate estimates of COVID-19 burden in sewersheds. Additionally, the PMMoV and crAssphage data are critical for evaluating their utility as fecal strength normalizing measures and for source-tracking applications. IMPORTANCE This research represents a critical step in the advancement of wastewater monitoring for public health. To date, mechanistic materials balance modeling of wastewater-based epidemiology has relied on SARS-CoV-2 fecal shedding estimates from small-scale clinical reports or meta-analyses of research using a wide range of analytical methodologies. Additionally, previous SARS-CoV-2 fecal shedding data have not contained sufficient methodological information for building accurate materials balance models. Like SARS-CoV-2, fecal shedding of PMMoV and crAssphage has been understudied to date. The data presented here provide externally valid and longitudinal fecal shedding data for SARS-CoV-2, PMMoV, and crAssphage which can be directly applied to WBE models and ultimately increase the utility of WBE.
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- 2023
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3. Estimating Relative Abundance of 2 SARS-CoV-2 Variants through Wastewater Surveillance at 2 Large Metropolitan Sites, United States
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Alexander T. Yu, Bridgette Hughes, Marlene K. Wolfe, Tomas Leon, Dorothea Duong, Angela Rabe, Lauren C. Kennedy, Sindhu Ravuri, Bradley J. White, Krista R. Wigginton, Alexandria B. Boehm, and Duc J. Vugia
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COVID-19 ,coronavirus disease ,SARS-CoV-2 ,severe acute respiratory syndrome coronavirus 2 ,viruses ,respiratory infections ,Medicine ,Infectious and parasitic diseases ,RC109-216 - Abstract
Monitoring severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants of concern (VOCs) is critical for public health management of coronavirus disease. Sequencing is resource-intensive and incompletely representative, and not all isolates can be sequenced. Because wastewater SARS-CoV-2 RNA concentrations correlate with coronavirus disease incidence in sewersheds, tracking VOCs through wastewater is appealing. We developed digital reverse transcription PCRs to monitor abundance of select mutations in Alpha and Delta VOCs in wastewater settled solids, applied these to July 2020–August 2021 samples from 2 large US metropolitan sewersheds, and compared results to estimates of VOC abundance from case isolate sequencing. Wastewater measurements tracked closely with case isolate estimates (Alpha, rp 0.82–0.88; Delta, rp 0.97). Mutations were detected in wastewater even at levels
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- 2022
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4. High-Frequency, High-Throughput Quantification of SARS-CoV-2 RNA in Wastewater Settled Solids at Eight Publicly Owned Treatment Works in Northern California Shows Strong Association with COVID-19 Incidence
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Marlene K. Wolfe, Aaron Topol, Alisha Knudson, Adrian Simpson, Bradley White, Duc J. Vugia, Alexander T. Yu, Linlin Li, Michael Balliet, Pamela Stoddard, George S. Han, Krista R. Wigginton, and Alexandria B. Boehm
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COVID-19 ,SARS-CoV-2 ,settled solids ,wastewater ,Microbiology ,QR1-502 - Abstract
ABSTRACT A number of recent retrospective studies have demonstrated that severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA concentrations in wastewater are associated with coronavirus disease 2019 (COVID-19) cases in the corresponding sewersheds. Implementing high-resolution, prospective efforts across multiple plants depends on sensitive measurements that are representative of COVID-19 cases, scalable for high-throughput analysis, and comparable across laboratories. We conducted a prospective study across eight publicly owned treatment works (POTWs). A focus on SARS-CoV-2 RNA in solids enabled us to scale up our measurements with a commercial lab partner. Samples were collected daily, and results were posted to a website within 24 h. SARS-CoV-2 RNA in daily samples correlated with the incidence of COVID-19 cases in the sewersheds; a 1 log10 increase in SARS-CoV-2 RNA in settled solids corresponds to a 0.58 log10 (4×) increase in sewershed incidence rate. SARS-CoV-2 RNA signals measured with the commercial laboratory partner were comparable across plants and comparable to measurements conducted in a university laboratory when normalized by pepper mild mottle virus (PMMoV) RNA. Results suggest that SARS-CoV-2 RNA should be detectable in settled solids for COVID-19 incidence rates of >1/100,000 (range, 0.8 to 2.3 cases per 100,000). These sensitive, representative, scalable, and comparable methods will be valuable for future efforts to scale up wastewater-based epidemiology. IMPORTANCE Access to reliable, rapid monitoring data is critical to guide response to an infectious disease outbreak. For pathogens that are shed in feces or urine, monitoring wastewater can provide a cost-effective snapshot of transmission in an entire community via a single sample. In order for a method to be useful for ongoing COVID-19 monitoring, it should be sensitive for detection of low concentrations of SARS-CoV-2, representative of incidence rates in the community, scalable to generate data quickly, and comparable across laboratories. This paper presents a method utilizing wastewater solids to meet these goals, producing measurements of SARS-CoV-2 RNA strongly associated with COVID-19 cases in the sewershed of a publicly owned treatment work. Results, provided within 24 h, can be used to detect incidence rates as low as approximately 1/100,000 cases and can be normalized for comparison across locations generating data using different methods.
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- 2021
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5. Effect of storage conditions on SARS-CoV-2 RNA quantification in wastewater solids
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Adrian Simpson, Aaron Topol, Bradley J. White, Marlene K. Wolfe, Krista R. Wigginton, and Alexandria B. Boehm
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COVID-19 ,SARS-CoV-2 ,Wastewater ,Wastewater-based epidemiology ,Freeze-thaw ,Settled solids ,Medicine ,Biology (General) ,QH301-705.5 - Abstract
SARS-CoV-2 RNA in wastewater settled solids is associated with COVID-19 incidence in sewersheds and therefore, there is a strong interest in using these measurements to augment traditional disease surveillance methods. A wastewater surveillance program should provide rapid turn around for sample measurements (ideally within 24 hours), but storage of samples is necessary for a variety of reasons including biobanking. Here we investigate how storage of wastewater solids at 4 °C, −20 °C, and −80 °C affects measured concentrations of SARS-CoV-2 RNA. We find that short term (7 or 8 d) storage of raw solids at 4 °C has little effect on measured concentrations of SARS-CoV-2 RNA, whereas longer term storage at 4 °C (35–122 d) or freezing reduces measurements by 60%, on average. We show that normalizing SARS-CoV-2 RNA concentrations by concentrations of pepper mild mottle virus (PMMoV) RNA, an endogenous wastewater virus, can correct for changes during storage as storage can have a similar effect on PMMoV RNA as on SARS-CoV-2 RNA. The reductions in SARS-CoV-2 RNA in solids during freeze thaws is less than those reported for the same target in liquid influent by several authors.
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- 2021
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6. Humidity and Deposition Solution Play a Critical Role in Virus Inactivation by Heat Treatment of N95 Respirators
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Nicole Rockey, Peter J. Arts, Lucinda Li, Katherine R. Harrison, Kathryn Langenfeld, William J. Fitzsimmons, Adam S. Lauring, Nancy G. Love, Keith S. Kaye, Lutgarde Raskin, William W. Roberts, Bridget Hegarty, and Krista R. Wigginton
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N95 ,bacteriophages ,coronavirus ,decontamination ,droplet ,fomite ,Microbiology ,QR1-502 - Abstract
ABSTRACT Supply shortages of N95 respirators during the coronavirus disease 2019 (COVID-19) pandemic have motivated institutions to develop feasible and effective N95 respirator reuse strategies. In particular, heat decontamination is a treatment method that scales well and can be implemented in settings with variable or limited resources. Prior studies using multiple inactivation methods, however, have often focused on a single virus under narrowly defined conditions, making it difficult to develop guiding principles for inactivating emerging or difficult-to-culture viruses. We systematically explored how temperature, humidity, and virus deposition solutions impact the inactivation of viruses deposited and dried on N95 respirator coupons. We exposed four virus surrogates across a range of structures and phylogenies, including two bacteriophages (MS2 and phi6), a mouse coronavirus (murine hepatitis virus [MHV]), and a recombinant human influenza A virus subtype H3N2 (IAV), to heat treatment for 30 min in multiple deposition solutions across several temperatures and relative humidities (RHs). We observed that elevated RH was essential for effective heat inactivation of all four viruses tested. For heat treatments between 72°C and 82°C, RHs greater than 50% resulted in a >6-log10 inactivation of bacteriophages, and RHs greater than 25% resulted in a >3.5-log10 inactivation of MHV and IAV. Furthermore, deposition of viruses in host cell culture media greatly enhanced virus inactivation by heat and humidity compared to other deposition solutions, such as phosphate-buffered saline, phosphate-buffered saline with bovine serum albumin, and human saliva. Past and future heat treatment methods must therefore explicitly account for deposition solutions as a factor that will strongly influence observed virus inactivation rates. Overall, our data set can inform the design and validation of effective heat-based decontamination strategies for N95 respirators and other porous surfaces, especially for emerging viruses that may be of immediate and future public health concern. IMPORTANCE Shortages of personal protective equipment, including N95 respirators, during the coronavirus (CoV) disease 2019 (COVID-19) pandemic have highlighted the need to develop effective decontamination strategies for their reuse. This is particularly important in health care settings for reducing exposure to respiratory viruses, like severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus that causes COVID-19. Although several treatment methods are available, a widely accessible strategy will be necessary to combat shortages on a global scale. We demonstrate that the combination of heat and humidity inactivates a range of RNA viruses, including both viral pathogens and common viral pathogen surrogates, after deposition on N95 respirators and achieves the necessary virus inactivation detailed by the U.S. Food and Drug Administration guidelines to validate N95 respirator decontamination technologies. We further demonstrate that depositing viruses onto surfaces when suspended in culture media can greatly enhance observed inactivation, adding caution to how heat and humidity treatment methods are validated.
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- 2020
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7. A Unit Process Approach to Nontarget Screening of Organic Contaminants during Urine Treatment
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William A. Tarpeh, Yan Du, Corey M. G. Carpenter, Enrique E. Rodriguez, Damian E. Helbling, Diana S. Aga, Nancy G. Love, and Krista R. Wigginton
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General Medicine - Published
- 2023
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8. Virus Emissions from Toilet Flushing: Comparing Urine-Diverting to Mix Flush Toilets
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Lucinda Li, Jinyi Cai, Joseph N. S. Eisenberg, Heather E. Goetsch, Nancy G. Love, and Krista R. Wigginton
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Chemistry (miscellaneous) ,Environmental Chemistry ,Chemical Engineering (miscellaneous) ,Water Science and Technology - Published
- 2023
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9. The Protective Effect of Virus Capsids on RNA and DNA Virus Genomes in Wastewater
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Katherine R. Harrison, Delaney Snead, Anna Kilts, Michelle L. Ammerman, and Krista R. Wigginton
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Virus concentrations measured in municipal wastewater help inform both the water treatment necessary to protect human health and wastewater-based epidemiology. Wastewater measurements are typically PCR-based, and interpreting gene copy concentrations requires an understanding of the form and stability of the nucleic acids. Here, we study the persistence of model virus genomes in wastewater, the protective effects provided by the virus capsids, and the relative decay rates of genome and infectious viruses. In benchtop batch experiments at 25 °C, extraviral (+)ssRNA and dsDNA amplicons degraded by 90% within 15-19 minutes and 1.6-1.9 hours, respectively. When encapsidated, the T90for MS2 (+)ssRNA increased by 424× and the T90for T4 dsDNA increased by 52×. The (+)ssRNA decay rates were similar for a range of amplicon sizes. For our model phages MS2 and T4, the nucleic acid signal in untreated wastewater disappeared shortly after the viruses lost infectivity. Combined, these results suggest that most viral genome copies measured in wastewater are part of intact virus particles, that measured concentrations are independent of assay amplicon sizes, and that the virus genome decay rates of naked viruses are similar to inactivation rates. These findings will be valuable for the interpretation of wastewater virus measurements.
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- 2023
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10. Impact of Disaster Research on the Development of Early Career Researchers: Lessons Learned from the Wastewater Monitoring Pandemic Response Efforts
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Jeseth Delgado Vela, Jill S. McClary-Gutierrez, Mitham Al-Faliti, Vajra Allan, Peter Arts, Roberto Barbero, Cristalyne Bell, Nishita D’Souza, Kevin Bakker, Devrim Kaya, Raul Gonzalez, Katherine Harrison, Sherin Kannoly, Ishi Keenum, Lin Li, Brian Pecson, Sarah E. Philo, Rebecca Schneider, Melissa K. Schussman, Abhilasha Shrestha, Lauren B. Stadler, Krista R. Wigginton, Alexandria Boehm, Rolf U. Halden, and Kyle Bibby
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Disasters ,Environmental Chemistry ,General Chemistry ,Wastewater ,Pandemics - Published
- 2022
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11. Application of plasma for the removal of pharmaceuticals in synthetic urine
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Enrique E. Rodriguez, William A. Tarpeh, Krista R. Wigginton, and Nancy G. Love
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Environmental Engineering ,Water Science and Technology - Abstract
Application of plasma oxidation for removal of pharmaceuticals in urine was assessed and compared to a traditional advanced oxidation process.
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- 2022
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12. SARS-CoV-2 RNA is enriched by orders of magnitude in primary settled solids relative to liquid wastewater at publicly owned treatment works
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Sooyeol Kim, Lauren C. Kennedy, Marlene K. Wolfe, Craig S. Criddle, Dorothea H. Duong, Aaron Topol, Bradley J. White, Rose S. Kantor, Kara L. Nelson, Joshua A. Steele, Kylie Langlois, John F. Griffith, Amity G. Zimmer-Faust, Sandra L. McLellan, Melissa K. Schussman, Michelle Ammerman, Krista R. Wigginton, Kevin M. Bakker, and Alexandria B. Boehm
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Environmental Engineering ,Water Science and Technology - Abstract
Wastewater-based epidemiology has gained attention throughout the world for detection of SARS-CoV-2 RNA in wastewater to supplement clinical testing. Raw wastewater consists of small particles, or solids, suspended in liquid. Methods have been developed to measure SARS-CoV-2 RNA in the liquid and the solid fraction of wastewater, with some studies reporting higher concentrations in the solid fraction. To investigate this relationship further, six laboratories collaborated to conduct a study across five publicly owned treatment works (POTWs) where both primary settled solids obtained from primary clarifiers and raw wastewater influent samples were collected and quantified for SARS-CoV-2 RNA. Settled solids and influent samples were processed by participating laboratories using their respective methods and retrospectively paired based on date of collection. SARS-CoV-2 RNA concentrations, on a mass equivalent basis, were higher in settled solids than in influent by approximately three orders of magnitude. Concentrations in matched settled solids and influent were positively and significantly correlated at all five POTWs. RNA concentrations in both settled solids and influent were correlated to COVID-19 incidence rates in the sewersheds and thus representative of disease occurrence; the settled solids methods appeared to produce a comparable relationship between SARS-CoV-2 RNA concentration measurements and incidence rates across all POTWs. Settled solids and influent methods showed comparable sensitivity, N gene detection frequency, and calculated empirical incidence rate lower limits. Analysis of settled solids for SARS-CoV-2 RNA has the advantage of using less sample volume to achieve similar sensitivity to influent methods.
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- 2022
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13. Wireless Sensors for Measuring Drinking Water Quality in Building Plumbing: Deployments and Insights from Continuous and Intermittent Water Supply Systems
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Ernesto F. Martinez Paz, Meagan Tobias, Branko Kerkez, Elizabeth F. S. Roberts, Lutgarde Raskin, Krista R. Wigginton, and Estefania Escobar
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business.industry ,0207 environmental engineering ,Environmental engineering ,Water supply ,02 engineering and technology ,General Medicine ,010501 environmental sciences ,01 natural sciences ,Wireless ,Environmental science ,Water quality ,020701 environmental engineering ,business ,0105 earth and related environmental sciences - Published
- 2021
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14. The Environmental Microbiology Minimum Information (EMMI) Guidelines: qPCR and dPCR Quality and Reporting for Environmental Microbiology
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Marc L. Salit, Mark A. Borchardt, Rachel T. Noble, Alexandria B. Boehm, Krista R. Wigginton, and Susan K. Spencer
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Process (engineering) ,business.industry ,Computer science ,media_common.quotation_subject ,Comparability ,Reproducibility of Results ,Context (language use) ,General Chemistry ,Real-Time Polymerase Chain Reaction ,Terminology ,Risk analysis (engineering) ,Environmental Microbiology ,Environmental Chemistry ,Quality (business) ,Digital polymerase chain reaction ,business ,Quality assurance ,Disease transmission ,media_common - Abstract
Real-time quantitative polymerase chain reaction (qPCR) and digital PCR (dPCR) methods have revolutionized environmental microbiology, yielding quantitative organism-specific data of nucleic acid targets in the environment. Such data are essential for characterizing interactions and processes of microbial communities, assessing microbial contaminants in the environment (water, air, fomites), and developing interventions (water treatment, surface disinfection, air purification) to curb infectious disease transmission. However, our review of recent qPCR and dPCR literature in our field of health-related environmental microbiology showed that many researchers are not reporting necessary and sufficient controls and methods, which would serve to strengthen their study results and conclusions. Here, we describe the application, utility, and interpretation of the suite of controls needed to make high quality qPCR and dPCR measurements of microorganisms in the environment. Our presentation is organized by the discrete steps and operations typical of this measurement process. We propose systematic terminology to minimize ambiguity and aid comparisons among studies. Example schemes for batching and combining controls for efficient work flow are demonstrated. We describe critical reporting elements for enhancing data credibility, and we provide an element checklist in the Supporting Information. Additionally, we present several key principles in metrology as context for laboratories to devise their own quality assurance and quality control reporting framework. Following the EMMI guidelines will improve comparability and reproducibility among qPCR and dPCR studies in environmental microbiology, better inform engineering and public health actions for preventing disease transmission through environmental pathways, and for the most pressing issues in the discipline, focus the weight of evidence in the direction toward solutions.
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- 2021
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15. Chloride Enhances DNA Reactivity with Chlorine under Conditions Relevant to Water Treatment
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Aleksandra Szczuka, Jordon Horton, Kelsey J. Evans, Vincent T. DiPietri, John D. Sivey, and Krista R. Wigginton
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Kinetics ,Chlorides ,Nucleic Acids ,Environmental Chemistry ,General Chemistry ,DNA ,Chlorine ,Hydrogen-Ion Concentration ,Hypochlorous Acid ,Water Purification - Abstract
Free available chlorine (FAC) is widely used to inactivate viruses by oxidizing viral components, including genomes. It is commonly assumed that hypochlorous acid (HOCl) is the chlorinating agent responsible for virus inactivation; however, recent studies have underscored that minor constituents of FAC existing in equilibrium with HOCl, such as molecular chlorine (Cl
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- 2022
16. Sunlight Inactivation of Human Norovirus and Bacteriophage MS2 Using a Genome-Wide PCR-Based Approach and Enzyme Pretreatment
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Stephanie K. Loeb, Alexandria B. Boehm, Krista R. Wigginton, and Wiley C. Jennings
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viruses ,010501 environmental sciences ,Real-Time Polymerase Chain Reaction ,medicine.disease_cause ,01 natural sciences ,Genome ,Virus ,law.invention ,law ,Bacteriophage MS2 ,medicine ,Humans ,Environmental Chemistry ,Coliphage ,Polymerase chain reaction ,Levivirus ,0105 earth and related environmental sciences ,biology ,Norovirus ,RNA ,General Chemistry ,biology.organism_classification ,Virology ,Capsid ,Sunlight ,Virus Inactivation - Abstract
Human norovirus (hNoV) is an important etiology of gastrointestinal illness and can be transmitted via ingestion of contaminated water. Currently impractical to culture, hNoV detection is reliant on real-time polymerase chain reaction (RT-PCR)-based methods. This approach cannot distinguish between infective and inactivated viruses because intact regions of the RNA genome can amplify even if the damage is present in other regions of the genome or because intact genetic material is not contained within an infectious virion. Herein, we employ a multiple long-amplicon RT-qPCR extrapolation approach to assay genome-wide damage and an enzymatic pretreatment to study the impact of simulated sunlight on the infectivity of hNoV in clear, sensitizer-free water. Using MS2 coliphage as an internal control, the genome-wide damage extrapolation approach, previously successfully applied for UV-254 inactivation, vastly overestimated sunlight inactivation, suggesting key differences in photoinactivation under different spectral conditions. hNoV genomic RNA was more susceptible to simulated sunlight degradation per base compared to MS2 genomic RNA, while enzymatic pretreatment indicated that hNoV experienced more capsid damage than MS2. This work provides practical and mechanistic insight into the endogenous sunlight inactivation of single-stranded RNA bacteriophage MS2, a widely used surrogate, and hNoV GII.4 Sydney, an important health-relevant virus, in clear sensitizer-free water.
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- 2021
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17. Tetracycline, sulfadimethoxine, and antibiotic resistance gene dynamics during anaerobic digestion of dairy manure
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Diana S. Aga, Kayla Naas, Stephanie Lansing, Jerod J. Hurst, Lutgarde Raskin, Krista R. Wigginton, Jenna Schueler, and Emily Crossette
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Environmental Engineering ,medicine.drug_class ,Tetracycline ,Antibiotics ,Sulfadimethoxine ,010501 environmental sciences ,Management, Monitoring, Policy and Law ,engineering.material ,01 natural sciences ,Animal science ,medicine ,Animals ,Anaerobiosis ,Waste Management and Disposal ,0105 earth and related environmental sciences ,Water Science and Technology ,Solid particle ,Chemistry ,Drug Resistance, Microbial ,04 agricultural and veterinary sciences ,Pollution ,Manure ,Anti-Bacterial Agents ,Anaerobic digestion ,040103 agronomy & agriculture ,engineering ,0401 agriculture, forestry, and fisheries ,Fertilizer ,medicine.drug ,Antibiotic resistance genes - Abstract
Antibiotic use in animal husbandry is a potential entryway for antibiotics and antibiotic resistance genes (ARGs) to enter the environment through manure fertilizer application. The potential of anaerobic digestion (AD) to remove antibiotics and ARGs was investigated through tetracycline (TC) and sulfadimethoxine (SDM) additions into dairy manure digested for 44 d. This was the first study to evaluate antibiotics at concentrations quantified on-farm and relevant to field applications of manure. Triplicate treatments included a 1 mg L-1 TC spike, a 10 mg L-1 TC spike, a 1 mg L-1 SDM spike (SDM 1), a 10 mg L-1 SDM spike, a mixture of TC and SDM at 1 mg L-1 each (TC+SDM 1), and a manure-only treatment. The SDM spikes were reduced by >99% reduction during the AD processing, but TC additions had variable reductions (0-96%). Molecular analyses showed that decreases in tetM gene copies correlated with declines in TC; however, reductions in SDM concentration did not correlate with decreases in sul1 gene copy concentrations. The AD reactors containing 10 mg L-1 of TC and 10 mg L-1 of SDM both had CH4 production reductions of 7.8%, whereas no CH4 reduction was observed in other treatments (1 mg L-1 treatments). The study results were the first to confirm that AD can remove SDM when adding at concentrations observed in on-farm manure (
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- 2021
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18. In Vitro Bioassays to Monitor Complex Chemical Mixtures at a Carbon-Based Indirect Potable Reuse Plant
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Enrique E. Rodriguez, Charles B. Bott, Krista R. Wigginton, and Nancy G. Love
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Environmental Engineering ,Ecological Modeling ,Pollution ,Waste Management and Disposal ,Water Science and Technology ,Civil and Structural Engineering - Published
- 2023
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19. Impact of service line replacement on lead, cadmium, and other drinking water quality parameters in Flint, Michigan
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Sarah-Jane Haig, Terese M. Olson, Krista R. Wigginton, Nicole Rockey, Yun Shen, Madeleine Wax, Lutgarde Raskin, and James Yonts
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Cadmium ,Environmental Engineering ,010504 meteorology & atmospheric sciences ,Water source ,chemistry.chemical_element ,010501 environmental sciences ,01 natural sciences ,River water ,Toxicology ,Distribution system ,chemistry ,Maximum Contaminant Level ,Environmental science ,Water quality ,Lead (electronics) ,Service line ,0105 earth and related environmental sciences ,Water Science and Technology - Abstract
In April 2014, Flint, MI switched its drinking water source from water treated in Detroit to Flint River water without applying corrosion control. This caused lead and other metals to leach into drinking water. To mitigate lead exposure, Flint began to replace lead service lines and galvanized iron service lines in March 2016. In this study, the short- and long-term impact of service line replacement on Flint drinking water quality was investigated. In particular, lead and other metal concentrations, chlorine residual, and levels of select microbial populations were examined before and two and five weeks after SL replacement in water collected from 17 Flint homes. Overall, lead levels in premise plumbing water did not change significantly within five weeks of replacement, however, significant reductions were observed two weeks after service line replacement in flushed samples representative of distribution system water (pre-replacement median = 0.98 μg L−1; two-week post-replacement median = 0.11 μg L−1). Multiple sequential samplings from one Flint residence before and 11 months after service line replacement revealed large reductions in lead levels in all samples, indicating long-term benefits of service line replacement. Cadmium was also detected at levels at or above the federal maximum contaminant level. Microbial analyses established that 100%, 21%, and 52% of samples had quantifiable concentrations of total bacteria, Legionella spp., and Mycobacterium spp. as measured by quantitative PCR, while Legionella pneumophila was not detected in any samples. Our results provide evidence that both lead service line and galvanized service line replacement benefit consumers in the long term by reducing drinking water lead concentrations, while short-term advantages of service line replacement in sites with prior lead seeding of in-home plumbing are less apparent.
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- 2021
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20. Wastewater-Based Estimation of the Effective Reproductive Number of SARS-CoV-2
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Jana S. Huisman, Jérémie Scire, Lea Caduff, Xavier Fernandez-Cassi, Pravin Ganesanandamoorthy, Anina Kull, Andreas Scheidegger, Elyse Stachler, Alexandria B. Boehm, Bridgette Hughes, Alisha Knudson, Aaron Topol, Krista R. Wigginton, Marlene K. Wolfe, Tamar Kohn, Christoph Ort, Tanja Stadler, and Timothy R. Julian
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Sewage ,SARS-CoV-2 ,Aigües residuals ,Health, Toxicology and Mutagenesis ,Basic Reproduction Number ,Public Health, Environmental and Occupational Health ,Humans ,RNA, Viral ,COVID-19 ,Wastewater - Abstract
Background: The effective reproductive number, Re, is a critical indicator to monitor disease dynamics, inform regional and national policies, and estimate the effectiveness of interventions. It describes the average number of new infections caused by a single infectious person through time. To date, Re estimates are based on clinical data such as observed cases, hospitalizations, and/or deaths. These estimates are temporarily biased when clinical testing or reporting strategies change. Objectives: We show that the dynamics of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA in wastewater can be used to estimate Re in near real time, independent of clinical data and without the associated biases. Methods: We collected longitudinal measurements of SARS-CoV-2 RNA in wastewater in Zurich, Switzerland, and San Jose, California, USA. We combined this data with information on the temporal dynamics of shedding (the shedding load distribution) to estimate a time series proportional to the daily COVID-19 infection incidence. We estimated a wastewater-based Re from this incidence. Results: The method to estimate Re from wastewater worked robustly on data from two different countries and two wastewater matrices. The resulting estimates were as similar to the Re estimates from case report data as Re estimates based on observed cases, hospitalizations, and deaths are among each other. We further provide details on the effect of sampling frequency and the shedding load distribution on the ability to infer Re Discussion: To our knowledge, this is the first time Re has been estimated from wastewater. This method provides a low-cost, rapid, and independent way to inform SARS-CoV-2 monitoring during the ongoing pandemic and is applicable to future wastewater-based epidemiology targeting other pathogens. https://doi.org/10.1289/EHP10050 ISSN:1552-9924 ISSN:0091-6765
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- 2022
21. Detection of SARS-CoV-2 Variants Mu, Beta, Gamma, Lambda, Delta, Alpha, and Omicron in Wastewater Settled Solids Using Mutation-Specific Assays Is Associated with Regional Detection of Variants in Clinical Samples
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Marlene Wolfe, Bridgette Hughes, Dorothea Duong, Vikram Chan-Herur, Krista R. Wigginton, Bradley J. White, and Alexandria B. Boehm
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Ecology ,SARS-CoV-2 ,Mutation ,COVID-19 ,Humans ,Wastewater ,Pandemics ,Applied Microbiology and Biotechnology ,Food Science ,Biotechnology - Abstract
Changes in the circulation of SARS-CoV-2 variants of concern (VOCs) may require changes in public health response to the COVID-19 pandemic, as they have the potential to evade vaccines and pharmaceutical interventions and may be more transmissive relative to other SARS-CoV-2 variants. As such, it is essential to track and prevent their spread in susceptible communities.We developed digital RT-PCR assays for mutations characteristic of VOCs and used them to quantify those mutations in wastewater settled solids samples collected from a publicly owned treatment works (POTW) during different phases of the COVID-19 pandemic. Wastewater concentrations of single mutations characteristic to each VOC, normalized by the concentration of a conserved SARS-CoV-2 N gene, correlate to regional estimates of the proportion of clinical infections caused by each VOC. These results suggest targeted RT-PCR assays can be used to detect variants circulating in communities and inform public health response to the pandemic.ImportanceWastewater represents a pooled biological sample of the contributing community and thus a resource of assessing community health. Here we show that emergence, spread, and disappearance of SARS-CoV-2 infections caused by variants of concern are reflected in the presence of variant genomic RNA in wastewater settled solids. This work highlights an important public health use case for wastewater.
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- 2022
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22. Fate of Extracellular DNA in the Production of Fertilizers from Source-Separated Urine
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Nancy G. Love, Heather E. Goetsch, and Krista R. Wigginton
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DNA, Bacterial ,Gel electrophoresis ,biology ,Chemistry ,Tetracycline ,DNA ,General Chemistry ,Urine ,010501 environmental sciences ,biology.organism_classification ,01 natural sciences ,Anti-Bacterial Agents ,Microbiology ,Transformation (genetics) ,Plasmid ,Real-time polymerase chain reaction ,medicine ,Environmental Chemistry ,Transformation, Bacterial ,Fertilizers ,Bacteria ,Plasmids ,0105 earth and related environmental sciences ,Transformation efficiency ,medicine.drug - Abstract
The practice of urine source-separation for fertilizer production necessitates an understanding of the presence and impact of extracellular DNA in the urine. This study examines the fate of plasmid DNA carrying ampicillin and tetracycline resistance genes in aged urine, including its ability to be taken up and expressed by competent bacteria. Plasmid DNA incubated in aged urine resulted in a >2 log loss of bacterial transformation efficiency in Acinetobacter baylyi within 24 h. The concentration of ampicillin and tetracycline resistance genes, as measured with quantitative polymerase chain reaction, did not correspond with the observed transformation loss. When the plasmid DNA was incubated in aged urine that had been filtered (0.22 μm) or heated (75 °C), the transformation efficiencies were more stable than when the plasmids were incubated in unfiltered and unheated aged urine. Gel electrophoresis results indicated that plasmid linearization by materials larger than 100 kDa in the aged urine caused the observed transformation efficiency decreases. The results of this study suggest that extracellular DNA released into aged urine poses a low potential for the spread of antibiotic resistance genes to bacteria once it is released to the environment.
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- 2020
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23. Wastewater-based detection of two influenza outbreaks
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Marlene K. Wolfe, Dorothea Duong, Kevin M. Bakker, Michelle Ammerman, Lindsey Mortenson, Bridgette Hughes, Peter Arts, Adam S. Lauring, William J. Fitzsimmons, Emily Bendall, Calvin E. Hwang, Emily T. Martin, Bradley J. White, Alexandria B. Boehm, and Krista R. Wigginton
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Ecology ,Health, Toxicology and Mutagenesis ,Environmental Chemistry ,Pollution ,Waste Management and Disposal ,Water Science and Technology - Abstract
Traditional influenza surveillance informs control strategies but can lag behind outbreak onset and undercount cases. Wastewater surveillance is effective for monitoring near real-time dynamics of outbreaks but has not been attempted for influenza. We quantified Influenza A virus RNA in wastewater during two active outbreaks on university campuses in different parts of the United States and during different times of year using case data from an outbreak investigation and high-quality surveillance data from student athletes. In both cases, the IAV RNA concentrations were strongly associated with reported IAV incidence rate (Kendall’s tau = 0.58 and 0.67 for University of Michigan and Stanford University, respectively). Furthermore, the RNA concentrations reflected outbreak patterns and magnitudes. For the University of Michigan outbreak, evidence from sequencing IAV RNA from wastewater indicated the same circulating strain identified in cases during the outbreak. The results demonstrate that wastewater surveillance can effectively detect influenza outbreaks and will therefore be a valuable supplement to traditional forms of influenza surveillance.SynopsisThis study provides evidence that detection of Influenza A RNA in wastewater settled solids can be effectively used to track dynamics of influenza A outbreaks in a community.
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- 2022
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24. Reactivity of Viral Nucleic Acids with Chlorine and the Impact of Virus Encapsidation
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Zhong Qiao, Yinyin Ye, Aleksandra Szczuka, Katherine R. Harrison, Michael C. Dodd, and Krista R. Wigginton
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Disinfection ,0303 health sciences ,03 medical and health sciences ,Nucleic Acids ,Viruses ,Environmental Chemistry ,Virus Inactivation ,General Chemistry ,010501 environmental sciences ,Chlorine ,01 natural sciences ,030304 developmental biology ,0105 earth and related environmental sciences - Abstract
Free chlorine disinfection is widely applied to inactivate viruses by reacting with their biomolecules, which include nucleic acids, proteins, and lipids. Knowing the reactivities of viral genomes with free chlorine and the protection that encapsidation provides would ultimately help predict virus susceptibility to the disinfectant. The relative reactivities of different viral genome types and the impact of viral higher order structure with free chlorine are poorly characterized. Here, we studied the reactivity of viral genomes representing four genome types from virus particles with diverse structures, namely, (+)ssRNA (MS2), dsRNA (φ6), ssDNA (φX174), and dsDNA (T3) with free chlorine. We compared the reactivities of these viral nucleic acids when they were suspended in phosphate buffer solutions (naked forms) and when they were in the native virus particles (encapsidated forms). The reactivities of nucleic acids were tracked by polymerase chain reaction (PCR)-based assays. The naked dsDNA of T3 was the least reactive with free chlorine, with an average second order rate constant normalized by the number of bases in the measured regions (in M
- Published
- 2021
25. Respiratory Syncytial Virus (RSV) RNA in wastewater settled solids reflects RSV clinical positivity rates
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Bridgette Hughes, Dorothea Duong, Bradley J. White, Krista R. Wigginton, Elana M. G. Chan, Marlene K. Wolfe, and Alexandria B. Boehm
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Ecology ,Health, Toxicology and Mutagenesis ,Environmental Chemistry ,Pollution ,Waste Management and Disposal ,Water Science and Technology - Abstract
Wastewater based epidemiology (WBE) uses concentrations of infectious agent targets in wastewater to infer infection trends in the contributing community. To date, WBE has been used to gain insight into infection trends of gastrointestinal diseases, but its application to respiratory diseases has been limited to COVID-19. Here we report Respiratory Syncytial Virus (RSV) genomic RNA can be detected in wastewater settled solids at two publicly owned treatment works (POTWs). We further show that its concentration in settled solids is strongly associated with clinical positivity rates for RSV at sentinel laboratories across the state in 2021, a year with anomalous seasonal trends in RSV disease. Given that RSV infections have similar clinical presentations to COVID-19, can be life threatening for some, and immunoprophylaxis distribution for vulnerable people is based on outbreak identification, WBE represents an important tool to augment current RSV surveillance and public health response efforts.Graphical AbstractSynopsisRespiratory Syncytial Virus RNA concentrations in settled solids from wastewater treatment plants are associated with state-wide RSV clinical positivity rates.
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- 2021
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26. Estimating relative abundance of two SARS-CoV-2 variants through wastewater surveillance at two large metropolitan sites
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Angela Rabe, Alexandria B. Boehm, Bridgette Hughes, Sindhu Ravuri, Duc J. Vugia, Tomas Leon, Alexander T. Yu, Lauren Kennedy, Dorothea Duong, Marlene K. Wolfe, Krista R. Wigginton, and Bradley J. White
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Veterinary medicine ,Geography ,Wastewater ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Metropolitan area ,Relative species abundance - Abstract
Monitoring SARS-CoV-2 variants of concern (VOCs) is critical for public health management of COVID-19. Case isolate sequencing is resource-intensive and not all isolates can be sequenced, and thus are not representative. However, since wastewater SARS-CoV-2 RNA concentrations correlate with COVID-19 case incidence in sewersheds, tracking VOCs through wastewater is appealing. We developed targeted digital RT-PCR assays to monitor abundance of select mutations in Alpha and Delta VOCs in wastewater settled solids, applied these to July 2020-August 2021 samples from two large metropolitan sewersheds, and compared results to estimates of variant abundance from case isolate sequencing. Wastewater measurements tracked closely with case isolate estimates at each site (rp= 0.82, 0.88 for Alpha and rp= 0.97 for Delta). Mutations were detected in wastewater measurements even at levels
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- 2021
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27. SARS-CoV-2 RNA is enriched by orders of magnitude in solid relative to liquid wastewater at publicly owned treatment works
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Sandra L. McLellan, Dorothea Duong, Alexandria B. Boehm, Sooyeol Kim, Craig S. Criddle, Amity G. Zimmer-Faust, Krista R. Wigginton, John F. Griffith, Michelle Armmerman, Kylie Langlois, Lauren Kennedy, Aaron Topol, Kara L. Nelson, Kevin M. Bakker, Melissa Schussman, Joshua A. Steele, Rose S. Kantor, Marlene K. Wolfe, and Bradley J. White
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Sample volume ,Wastewater ,Coronavirus disease 2019 (COVID-19) ,Frequency detection ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Environmental science ,RNA ,Orders of magnitude (volume) ,Pulp and paper industry ,Publicly owned treatment works - Abstract
Wastewater-based epidemiology has gained attention throughout the world for detection of SARS-CoV-2 RNA in wastewater to supplement clinical testing. Methods have been developed using both the liquid and the solid fraction of wastewater, with some studies reporting higher concentrations in solids. To investigate this relationship further, we collaborated with six other laboratories to conduct a study across five publicly owned treatment works (POTWs) where both primary solids and raw wastewater influent samples were collected and quantified for SARS-CoV-2 RNA. Solids and influent samples were processed by participating laboratories using their respective methods and retrospectively paired based on date of collection. SARS-CoV-2 RNA concentrations by mass (gene copies per gram) were higher in solids than in influent by approximately three orders of magnitude. Concentrations in matched solids and influent were positively and significantly correlated at all five POTWs. RNA concentrations in both solids and influent were correlated to COVID-19 incidence rates in the sewershed and thus representative of disease burden; the solids methods appeared to produce a comparable relationship between SARS-CoV-2 RNA concentration measurements and incidence rates across all POTWs. Solids and influent methods showed comparable sensitivity, N gene detection frequency, and calculated empirical incidence rate lower limits. Analysis of solids has the advantage of using less sample volume to achieve similar sensitivity to influent methods.
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- 2021
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28. High-Frequency, High-Throughput Quantification of SARS-CoV-2 RNA in Wastewater Settled Solids at Eight Publicly Owned Treatment Works in Northern California Shows Strong Association with COVID-19 Incidence
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Krista R. Wigginton, Alisha Knudson, Alexandria B. Boehm, George S Han, Adrian Simpson, Bradley J. White, Duc J. Vugia, Aaron Topol, Alexander T. Yu, Michael Balliet, Pamela Stoddard, Linlin Li, and Marlene K. Wolfe
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Veterinary medicine ,Coronavirus disease 2019 (COVID-19) ,SARS-CoV-2 ,Physiology ,Incidence (epidemiology) ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,COVID-19 ,RNA ,Outbreak ,Single sample ,Biochemistry ,Microbiology ,QR1-502 ,Computer Science Applications ,settled solids ,Wastewater ,Modeling and Simulation ,Genetics ,Environmental science ,wastewater ,Molecular Biology ,Publicly owned treatment works ,Ecology, Evolution, Behavior and Systematics ,Research Article - Abstract
A number of recent retrospective studies have demonstrated that severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA concentrations in wastewater are associated with coronavirus disease 2019 (COVID-19) cases in the corresponding sewersheds. Implementing high-resolution, prospective efforts across multiple plants depends on sensitive measurements that are representative of COVID-19 cases, scalable for high-throughput analysis, and comparable across laboratories. We conducted a prospective study across eight publicly owned treatment works (POTWs). A focus on SARS-CoV-2 RNA in solids enabled us to scale up our measurements with a commercial lab partner. Samples were collected daily, and results were posted to a website within 24 h. SARS-CoV-2 RNA in daily samples correlated with the incidence of COVID-19 cases in the sewersheds; a 1 log10 increase in SARS-CoV-2 RNA in settled solids corresponds to a 0.58 log10 (4×) increase in sewershed incidence rate. SARS-CoV-2 RNA signals measured with the commercial laboratory partner were comparable across plants and comparable to measurements conducted in a university laboratory when normalized by pepper mild mottle virus (PMMoV) RNA. Results suggest that SARS-CoV-2 RNA should be detectable in settled solids for COVID-19 incidence rates of >1/100,000 (range, 0.8 to 2.3 cases per 100,000). These sensitive, representative, scalable, and comparable methods will be valuable for future efforts to scale up wastewater-based epidemiology. IMPORTANCE Access to reliable, rapid monitoring data is critical to guide response to an infectious disease outbreak. For pathogens that are shed in feces or urine, monitoring wastewater can provide a cost-effective snapshot of transmission in an entire community via a single sample. In order for a method to be useful for ongoing COVID-19 monitoring, it should be sensitive for detection of low concentrations of SARS-CoV-2, representative of incidence rates in the community, scalable to generate data quickly, and comparable across laboratories. This paper presents a method utilizing wastewater solids to meet these goals, producing measurements of SARS-CoV-2 RNA strongly associated with COVID-19 cases in the sewershed of a publicly owned treatment work. Results, provided within 24 h, can be used to detect incidence rates as low as approximately 1/100,000 cases and can be normalized for comparison across locations generating data using different methods.
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- 2021
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29. A Snapshot of the Global Drinking Water Virome: Diversity and Metabolic Potential Vary with Residual Disinfectant Use
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Zihan Dai, Bridget Hegarty, Krista R. Wigginton, Lutgarde Raskin, Melissa B. Duhaime, and Ameet J. Pinto
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Microbial population biology ,Ecology ,Metagenomics ,Disinfectant ,media_common.quotation_subject ,Water treatment ,Human virome ,Evolutionary ecology ,Water quality ,Diversity (politics) ,media_common - Abstract
Viruses are important drivers of microbial community ecology and evolution, influencing microbial mortality, metabolism, and horizontal gene transfer. However, the effects of viruses remain largely unknown in many environments, including in drinking water systems. Drinking water metagenomic studies have offered a whole community perspective of bacterial impacts on water quality, but have not yet considered the influences of viruses. In this study, we address this gap by mining viral DNA sequences from publicly available drinking water metagenomes from distribution systems in six countries around the world. These datasets provide a snapshot of the taxonomic diversity and metabolic potential of the global drinking water virome, and provide an opportunity to investigate the effects of geography, climate, and drinking water treatment practices on viral diversity. Both environmental conditions and differences in sample processing were found to influence the viral composition. Using free chlorine as the residual disinfectant was associated with clear differences in viral taxonomic diversity and metabolic potential, with significantly fewer viral populations and less even viral community structures than observed in distribution systems without residual disinfectant. Additionally, significantly more viral-encoded genes involved in mitigating oxidative stress were observed in systems that use free chlorine, while significantly more viral genes involved in nitrogen metabolism were observed in systems that do not. Through this study, we have demonstrated that viral communities are diverse across drinking water systems and vary with the use of residual disinfectant. Our findings offer directions for future research developing a more robust understanding of how virus-bacteria interactions in drinking water distribution systems affect water quality. Graphical Abstract O_FIG_DISPLAY_L [Figure 1] M_FIG_DISPLAY C_FIG_DISPLAY
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- 2021
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30. High frequency, high throughput quantification of SARS-CoV-2 RNA in wastewater settled solids at eight publicly owned treatment works in Northern California shows strong association with COVID-19 incidence
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Alisha Knudson, Michael Balliet, Alexander T. Yu, Duc J. Vugia, George S Han, Alexandria B. Boehm, Krista R. Wigginton, Adrian Simpson, Linlin Li, Bradley J. White, Aaron Topol, Marlene K. Wolfe, and Pamela Stoddard
- Subjects
Wastewater ,Coronavirus disease 2019 (COVID-19) ,Incidence (epidemiology) ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Statistics ,Outbreak ,Environmental science ,RNA ,Throughput (business) ,Publicly owned treatment works - Abstract
A number of recent retrospective studies have demonstrated that SARS-CoV-2 RNA concentrations in wastewater are associated with COVID-19 cases in the corresponding sewersheds. Implementing high-resolution, prospective efforts across multiple plants depends on sensitive measurements that are representative of COVID-19 cases, scalable for high throughput analysis, and comparable across laboratories. We conducted a prospective study across eight publicly owned treatment works (POTWs). A focus on SARS-CoV-2 RNA in solids enabled us to scale-up our measurements with a commercial lab partner. Samples were collected daily and results were posted to a website within 24-hours. SARS-CoV-2 RNA in daily samples correlated to incidence COVID-19 cases in the sewersheds; a 1 log10 increase in SARS-CoV-2 RNA in settled solids corresponds to a 0.58 log10 (4X) increase in sewershed incidence rate. SARS-CoV-2 RNA signals measured with the commercial laboratory partner were comparable across plants and to measurements conducted in a university laboratory when normalized by pepper mild mottle virus PMMoV RNA. Results suggest that SARS-CoV-2 RNA should be detectable in settled solids for COVID-19 incidence rates > 1/100,000 (range 0.8 - 2.3 cases per 100,000). These sensitive, representative, scalable, and comparable methods will be valuable for future efforts to scale-up wastewater-based epidemiology.ImportanceAccess to reliable, rapid monitoring data is critical to guide response to an infectious disease outbreak. For pathogens that are shed in feces or urine, monitoring wastewater can provide a cost-effective snapshot of transmission in an entire community via a single sample. In order for a method to be useful for ongoing COVID-19 monitoring, it should be sensitive for detection of low concentrations of SARS-CoV-2, representative of incidence rates in the community, scalable to generate data quickly, and comparable across laboratories. This paper presents a method utilizing wastewater solids to meet these goals, producing measurements of SARS-CoV-2 RNA strongly associated with COVID-19 cases in the sewershed of a publicly owned treatment work. Results, provided within 24 hrs, can be used to detect incidence rates as low as approximately 1/100,000 cases and can be normalized for comparison across locations generating data using different methods.
- Published
- 2021
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31. Tracking COVID-19 with wastewater
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Krista R. Wigginton and David A. Larsen
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0303 health sciences ,2019-20 coronavirus outbreak ,Environmental microbiology ,Coronavirus disease 2019 (COVID-19) ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Biomedical Engineering ,Bioengineering ,Predictive markers ,medicine.disease_cause ,Applied Microbiology and Biotechnology ,Metropolitan area ,03 medical and health sciences ,0302 clinical medicine ,Geography ,Wastewater ,Environmental health ,medicine ,Molecular Medicine ,News & Views ,030217 neurology & neurosurgery ,030304 developmental biology ,Biotechnology ,Coronavirus - Abstract
Wastewater testing captures the rise and fall of novel coronavirus cases in a mid-sized metropolitan region.
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- 2020
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32. Integrated Cell Culture-Mass Spectrometry Method for Infectious Human Virus Monitoring
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Yinyin Ye, Michael J. Imperiale, Linbo Zhao, and Krista R. Wigginton
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viruses ,Health, Toxicology and Mutagenesis ,Cell ,010501 environmental sciences ,Mass spectrometry ,01 natural sciences ,03 medical and health sciences ,Human health ,Mouse hepatitis virus ,medicine ,Environmental Chemistry ,Waste Management and Disposal ,Effluent ,030304 developmental biology ,0105 earth and related environmental sciences ,Water Science and Technology ,0303 health sciences ,Ecology ,biology ,biology.organism_classification ,Pollution ,Virology ,medicine.anatomical_structure ,Wastewater ,Cell culture ,Human Virus - Abstract
Tools for detecting infectious human viruses in environmental samples are essential for protecting human health. Here, we developed an Integrated Cell Culture-Mass Spectrometry (ICC-MS) method that detects infectious viruses by identifying viral proteins that replicate in cell cultures. The ICC-MS method was first validated and optimized with murine hepatitis viruses (MHV) spiked in culture media and wastewater concentrates and then applied to detect human viruses in untreated and treated wastewater samples. Reoviruses were detected in wastewater samples when the method was applied with Vero, BGMK, and BSC-1 cell lines. Strain-specific viral peptides from reovirus type 1, type 2, and type 3 were detected in primary influent, secondary effluent (pre-UV treatment), and UV-treated effluent. We propose that the ICC-MS method is a promising technique for directly detecting infectious human viruses in environmental samples without the need for primer design. This method can be expanded in future work to detect ...
- Published
- 2019
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33. Trends in Antimicrobial Resistance Genes in Manure Blend Pits and Long-Term Storage Across Dairy Farms with Comparisons to Antimicrobial Usage and Residual Concentrations
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Jenna Schueler, Jerod J. Hurst, Diana S. Aga, Krista R. Wigginton, Emily Crossette, Jason P. Oliver, Curt Gooch, Lauren M. Sassoubre, Stephanie Lansing, and Lutgarde Raskin
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Farms ,Future studies ,business.industry ,Microorganism ,General Chemistry ,Drug resistance ,010501 environmental sciences ,Biology ,Antimicrobial ,01 natural sciences ,Manure ,Anti-Bacterial Agents ,Animal science ,Anti-Infective Agents ,Genes, Bacterial ,Abundance (ecology) ,Drug Resistance, Bacterial ,Animals ,Environmental Chemistry ,Antimicrobial resistance genes ,Livestock ,business ,0105 earth and related environmental sciences - Abstract
The use of antimicrobials by the livestock industry can lead to the release of unmetabolized antimicrobials and antimicrobial resistance genes (ARG) into the environment. However, the relationship between antimicrobial use, residual antimicrobials, and ARG prevalence within manure is not well understood, specifically across temporal and location-based scales. The current study determined ARG abundance in untreated manure blend pits and long-term storage systems from 11 conventional and one antimicrobial-free dairy farms in the Northeastern U.S. at six times over one-year. Thirteen ARGs corresponding to resistance mechanisms for tetracyclines, macrolides-lincosamides, sulfonamides, aminoglycosides, and β-lactams were quantified using a Custom qPCR Array or targeted qPCR. ARG abundance differed between locations, suggesting farm specific microbial resistomes. ARG abundance also varied temporally. Manure collected during the winter contained lower ARG abundances. Overall, normalized ARG concentrations did not correlate to average antimicrobial usage or tetracycline concentrations across farms and collection dates. Of the 13 ARGs analyzed, only four genes showed a higher abundance in samples from conventional farms and eight ARGs exhibited similar normalized concentrations in the conventional and antimicrobial-free farm samples. No clear trends were observed in ARG abundance between dairy manure obtained from blend pits and long-term storage collected during two drawdown periods (fall and spring), although higher ARG abundances were generally observed in spring compared to fall. This comprehensive study informs future studies needed to determine the contributions of ARGs from dairy manure to the environment.
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- 2019
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34. Erratum for Crossette et al., 'Metagenomic Quantification of Genes with Internal Standards'
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Krista R. Wigginton, Kathryn Langenfeld, Lutgarde Raskin, Melissa B. Duhaime, Jordan Gumm, and Emily Crossette
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Metagenomics ,Virology ,Computational biology ,Biology ,Gene ,Microbiology ,QR1-502 - Published
- 2021
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35. Wastewater-based estimation of the effective reproductive number of SARS-CoV-2
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Tanja Stadler, Bridgette Hughes, Lea Caduff, Timothy R. Julian, Christoph Ort, Jérémie Scire, Alexandria B. Boehm, Pravin Ganesanandamoorthy, Marlene K. Wolfe, Xavier Fernandez-Cassi, Alisha Knudson, Anina Kull, Tamar Kohn, Aaron Topol, Andreas Scheidegger, Jana S. Huisman, Krista R. Wigginton, and Elyse Stachler
- Subjects
Estimation ,Wastewater ,Coronavirus disease 2019 (COVID-19) ,Computer science ,Track disease ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Pandemic ,Psychological intervention ,Econometrics ,Public health policy - Abstract
The effective reproductive number, Re, is a critical indicator to monitor disease dynamics, inform regional and national policies, and estimate the effectiveness of interventions. It describes the average number of new infections caused by a single infectious person through time. To date, Re estimates are based on clinical data such as observed cases, hospitalizations, and/or deaths. Here we show that the dynamics of SARS-CoV-2 RNA in wastewater can be used to estimate Re in near real-time, independent of clinical data and without associated biases stemming from clinical testing and reporting strategies. The method to estimate Re from wastewater is robust and applicable to data from different countries and wastewater matrices. The resulting estimates are as similar to the Re estimates from case report data as Re estimates based on observed cases, hospitalizations, and deaths are among each other. We further provide details on the effect of sampling frequency and the shedding load distribution on the ability to infer Re. To our knowledge, this is the first time Re has been estimated from wastewater. This method provides a low cost, rapid, and independent way to inform SARS-CoV-2 monitoring during the ongoing pandemic and is applicable to future wastewater-based epidemiology targeting other pathogens. Significance statementThe effective reproductive number, Re, is widely used during the COVID-19 pandemic to track disease dynamics, inform regional and national policies, and estimate the effectiveness of interventions. Re is typically estimated from clinical case data, and can be biased by e.g. changes in testing and reporting. We show longitudinal measurements of SARS-CoV-2 RNA in wastewater can be used to estimate Re, across different regions, and provide an independent assessment of the dynamics of COVID-19. Given widespread wastewater sampling during this pandemic, these Re estimates are directly applicable as a rapid, low-cost method to inform public health policy. The method can be adapted to other pathogens, including those for which clinical data is not available.
- Published
- 2021
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36. Scaling of SARS-CoV-2 RNA in Settled Solids from Multiple Wastewater Treatment Plants to Compare Incidence Rates of Laboratory-Confirmed COVID-19 in Their Sewersheds
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Mhara M. Coffman, Duc J. Vugia, Nasa Sinnott-Armstrong, Alexandria B. Boehm, Samuel Dorevich, Winnie Zambrana, Lorelay M. Mendoza Grijalva, Katherine E. Graham, Laura Roldan-Hernandez, David Catoe, Marlene K. Wolfe, Andrea I. Silverman, Sooyeol Kim, Alexander T. Yu, Anand Archana, and Krista R. Wigginton
- Subjects
0303 health sciences ,Veterinary medicine ,East coast ,Ecology ,Coronavirus disease 2019 (COVID-19) ,030306 microbiology ,Relative incidence ,Health, Toxicology and Mutagenesis ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Incidence (epidemiology) ,RNA ,010501 environmental sciences ,01 natural sciences ,Pollution ,Article ,03 medical and health sciences ,Environmental Chemistry ,Environmental science ,Sewage treatment ,Waste Management and Disposal ,U s population ,0105 earth and related environmental sciences ,Water Science and Technology - Abstract
Published and unpublished reports show that SARS-CoV-2 RNA in publicly owned treatment work (POTW) wastewater influent and solids is associated with new COVID-19 cases or incidence in associated sewersheds, but methods for comparing data collected from diverse POTWs to infer information about the relative incidence of laboratory-confirmed COVID-19 cases, and scaling to allow such comparisons, have not been previously established Here, we show that SARS-CoV-2 N1 and N2 concentrations in solids normalized by concentrations of PMMoV RNA in solids can be used to compare incidence of laboratory confirmed new COVID-19 cases across POTWs Using data collected at seven POTWs along the United States West Coast, Midwest, and East Coast serving ∼3% of the U S population (9 million people), we show that a 1 log change in N gene/PMMoV is associated with a 0 24 (range 0 19 to 0 29) log10 change in incidence of laboratory confirmed COVID-19 Scaling of N1 and N2 by PMMoV is consistent, conceptually, with a mass balance model relating SARS-CoV-2 RNA to the number of infected individuals shedding virus in their stool This information should support the application of wastewater-based epidemiology to inform the response to the COVID-19 pandemic and potentially future viral pandemics ©
- Published
- 2021
37. Predictive Modeling of Virus Inactivation by UV
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Kaitlyn Chin, James Henderson, Lutgarde Raskin, Krista R. Wigginton, and Nicole Rockey
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Virus inactivation ,Ultraviolet Rays ,Inactivation kinetics ,viruses ,Kinetics ,Computational biology ,Biology ,010501 environmental sciences ,medicine.disease_cause ,01 natural sciences ,Virus ,03 medical and health sciences ,DsDNA Virus ,Mice ,Marine bacteriophage ,Reaction rate constant ,Linear regression ,medicine ,Animals ,Environmental Chemistry ,030304 developmental biology ,0105 earth and related environmental sciences ,Coronavirus ,0303 health sciences ,Chemistry ,General Chemistry ,3. Good health ,Disinfection ,Viruses ,Biophysics ,Virus Inactivation - Abstract
Disinfection strategies are commonly applied to inactivate pathogenic viruses in water, food, air, and on surfaces to prevent the spread of infectious diseases. Determining how quickly viruses are inactivated to mitigate health risks is not always feasible due to biosafety restrictions or difficulties with virus culturability. Therefore, methods that would rapidly predict kinetics of virus inactivation by UV254would be valuable, particularly for emerging and difficult-to-culture viruses. We conducted a rapid systematic literature review to collect high-quality inactivation rate constants for a wide range of viruses. Using these data and basic virus information (e.g., genome sequence attributes), we developed and evaluated four different model classes, including linear and non-linear approaches, to find the top performing prediction model. For both the (+) ssRNA and dsDNA virus types, multiple linear regressions were the top performing model classes. In both cases, the cross-validated root mean squared relative prediction errors were similar to those associated with experimental rate constants. We tested the models by predicting and measuring inactivation rate constants for two viruses that were not identified in our systematic review, including a (+) ssRNA mouse coronavirus and a dsDNA marine bacteriophage; the predicted rate constants were within 7% and 71% of the experimental rate constants, respectively. Finally, we applied our models to predict the UV254rate constants of several viruses for which high-quality UV254inactivation data are not available. Our models will be valuable for predicting inactivation kinetics of emerging or difficult-to-culture viruses.
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- 2021
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38. Metagenomic Quantification of Genes with Internal Standards
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Emily Crossette, Melissa B. Duhaime, Kathryn Langenfeld, Krista R. Wigginton, Jordan Gumm, and Lutgarde Raskin
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Gene Dosage ,Computational biology ,010501 environmental sciences ,Biology ,01 natural sciences ,Microbiology ,Polymerase Chain Reaction ,03 medical and health sciences ,chemistry.chemical_compound ,Virology ,antimicrobial resistance ,Gene ,030304 developmental biology ,0105 earth and related environmental sciences ,2. Zero hunger ,0303 health sciences ,Applied and Environmental Science ,Sample mass ,Tetracycline Resistance ,Drug Resistance, Microbial ,16S ribosomal RNA ,QR1-502 ,genomic DNA ,Real-time polymerase chain reaction ,chemistry ,Metagenomics ,gene quantification ,Primer (molecular biology) ,Erratum ,Databases, Nucleic Acid ,DNA ,Research Article - Abstract
qPCR and metagenomics are central molecular techniques that have offered insights into biological processes for decades, from monitoring spatial and temporal gene dynamics to tracking ARGs or pathogens. Still needed is a tool that can quantify thousands of relevant genes in a sample as gene copies per sample mass or volume., We demonstrate that an assembly-independent and spike-in facilitated metagenomic quantification approach can be used to screen and quantify over 2,000 genes simultaneously, while delivering absolute gene concentrations comparable to those for quantitative PCR (qPCR). DNA extracted from dairy manure slurry, digestate, and compost was spiked with genomic DNA from a marine bacterium and sequenced using the Illumina HiSeq4000. We compared gene copy concentrations, in gene copies per mass of sample, of five antimicrobial resistance genes (ARGs) generated with (i) our quantitative metagenomic approach, (ii) targeted qPCR, and (iii) a hybrid quantification approach involving metagenomics and qPCR-based 16S rRNA gene quantification. Although qPCR achieved lower quantification limits, the metagenomic method avoided biases caused by primer specificity inherent to qPCR-based methods and was able to detect orders of magnitude more genes than is possible with qPCR assays. We used the approach to simultaneously quantify ARGs in the Comprehensive Antimicrobial Resistance Database (CARD). We observed that the total abundance of tetracycline resistance genes was consistent across different stages of manure treatment on three farms, but different samples were dominated by different tetracycline resistance gene families.
- Published
- 2021
39. SARS-CoV-2 RNA in Wastewater Settled Solids Is Associated with COVID-19 Cases in a Large Urban Sewershed
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Sooyeol Kim, Katherine E. Graham, Laura Roldan-Hernandez, David Catoe, Nasa Sinnott-Armstrong, Alexandria B. Boehm, Marlene K. Wolfe, Lauren M. Sassoubre, Stephanie K. Loeb, Krista R. Wigginton, Kevan M. Yamahara, Kathryn Langenfeld, and Lorelay M. Mendoza Grijalva
- Subjects
Pepper mild mottle virus ,Veterinary medicine ,Coronaviridae ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,viruses ,010501 environmental sciences ,Wastewater ,medicine.disease_cause ,01 natural sciences ,Article ,medicine ,Environmental Chemistry ,Animals ,Humans ,skin and connective tissue diseases ,0105 earth and related environmental sciences ,Bovine coronavirus ,Coronavirus ,biology ,Chemistry ,SARS-CoV-2 ,fungi ,RNA ,virus diseases ,COVID-19 ,General Chemistry ,biology.organism_classification ,body regions ,RNA, Viral ,Sewage treatment ,Cattle ,Coronavirus Infections - Abstract
Wastewater-based epidemiology may be useful for informing public health response to viral diseases like COVID-19 caused by SARS-CoV-2. We quantified SARS-CoV-2 RNA in wastewater influent and primary settled solids in two wastewater treatment plants to inform the preanalytical and analytical approaches and to assess whether influent or solids harbored more viral targets. The primary settled solids samples resulted in higher SARS-CoV-2 detection frequencies than the corresponding influent samples. Likewise, SARS-CoV-2 RNA was more readily detected in solids using one-step digital droplet (dd)RT-PCR than with two-step RT-QPCR and two-step ddRT-PCR, likely owing to reduced inhibition with the one-step ddRT-PCR assay. We subsequently analyzed a longitudinal time series of 89 settled solids samples from a single plant for SARS-CoV-2 RNA as well as coronavirus recovery (bovine coronavirus) and fecal strength (pepper mild mottle virus) controls. SARS-CoV-2 RNA targets N1 and N2 concentrations correlated positively and significantly with COVID-19 clinically confirmed case counts in the sewershed. Together, the results demonstrate that measuring SARS-CoV-2 RNA concentrations in settled solids may be a more sensitive approach than measuring SARS-CoV-2 in influent.
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- 2020
40. Comparison of ultrafiltration and iron chloride flocculation in the preparation of aquatic viromes from contrasting sample types
- Author
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Kathryn Langenfeld, Ariel Roy, Melissa B. Duhaime, Kaitlyn Chin, and Krista R. Wigginton
- Subjects
Viral metagenomics ,Flocculation ,Lysis ,Ultrafiltration ,Wastewater ,Microbiology ,General Biochemistry, Genetics and Molecular Biology ,DNase ,03 medical and health sciences ,Virology ,Seawater ,Human virome ,Molecular Biology ,Effluent ,030304 developmental biology ,0303 health sciences ,Chromatography ,Viral concentration ,Iron chloride flocculation ,030306 microbiology ,Chemistry ,General Neuroscience ,Viral purification ,General Medicine ,Viromes ,Medicine ,Chloroform ,General Agricultural and Biological Sciences - Abstract
Viral metagenomes (viromes) are a valuable untargeted tool for studying viral diversity and the central roles viruses play in host disease, ecology, and evolution. Establishing effective methods to concentrate and purify viral genomes prior to sequencing is essential for high quality viromes. Using virus spike-and-recovery experiments, we stepwise compared two common approaches for virus concentration, ultrafiltration and iron chloride flocculation, across diverse matrices: wastewater influent, wastewater secondary effluent, river water, and seawater. Viral DNA was purified by removing cellular DNA via chloroform cell lysis, filtration, and enzymatic degradation of extra-viral DNA. We found that viral genomes were concentrated 1-2 orders of magnitude more with ultrafiltration than iron chloride flocculation for all matrices and resulted in higher quality DNA suitable for amplification-free and long-read sequencing. Given its widespread use and utility as an inexpensive field method for virome sampling, we nonetheless sought to optimize iron flocculation. We found viruses were best concentrated in seawater with five-fold higher iron concentrations than the standard used, inhibition of DNase activity reduced purification effectiveness, and five-fold more iron was needed to flocculate viruses from freshwater than seawater—critical knowledge for those seeking to apply this broadly used method to freshwater virome samples. Overall, our results demonstrated that ultrafiltration and purification performed better than iron chloride flocculation and purification in the tested matrices. Given that the method performance depended on the solids content and salinity of the samples, we suggest spike-and-recovery experiments be applied when concentrating and purifying sample types that diverge from those tested here.
- Published
- 2020
41. Humidity and Deposition Solution Play a Critical Role in Virus Inactivation by Heat Treatment of N95 Respirators
- Author
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Nancy G. Love, Katherine R. Harrison, Bridget Hegarty, Kathryn Langenfeld, Keith S Kaye, Nicole Rockey, William W. Roberts, Adam S. Lauring, Krista R. Wigginton, William J. Fitzsimmons, Lutgarde Raskin, Lucinda Li, and Peter J. Arts
- Subjects
0301 basic medicine ,Hot Temperature ,business.product_category ,viruses ,coronavirus ,010501 environmental sciences ,Virus Physiological Phenomena ,medicine.disease_cause ,01 natural sciences ,Influenza A virus ,Respirator ,Pathogen ,Decontamination ,Coronavirus ,biology ,Chemistry ,respirator ,Serum Albumin, Bovine ,Human decontamination ,fomite ,QR1-502 ,Deposition (aerosol physics) ,Virus Diseases ,Saline Solution ,influenza ,Coronavirus Infections ,Research Article ,bacteriophages ,Virus inactivation ,Pneumonia, Viral ,030106 microbiology ,Microbiology ,Virus ,Betacoronavirus ,03 medical and health sciences ,Mouse hepatitis virus ,medicine ,Humans ,inactivation ,Saliva ,Pandemics ,Molecular Biology ,0105 earth and related environmental sciences ,mouse hepatitis virus ,Ventilators, Mechanical ,Applied and Environmental Science ,SARS-CoV-2 ,N95 ,humidity ,COVID-19 ,Humidity ,Editor's Pick ,biology.organism_classification ,Virology ,Virus Inactivation ,droplet ,heat ,business - Abstract
Shortages of personal protective equipment, including N95 respirators, during the coronavirus (CoV) disease 2019 (COVID-19) pandemic have highlighted the need to develop effective decontamination strategies for their reuse. This is particularly important in health care settings for reducing exposure to respiratory viruses, like severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus that causes COVID-19. Although several treatment methods are available, a widely accessible strategy will be necessary to combat shortages on a global scale. We demonstrate that the combination of heat and humidity inactivates a range of RNA viruses, including both viral pathogens and common viral pathogen surrogates, after deposition on N95 respirators and achieves the necessary virus inactivation detailed by the U.S. Food and Drug Administration guidelines to validate N95 respirator decontamination technologies. We further demonstrate that depositing viruses onto surfaces when suspended in culture media can greatly enhance observed inactivation, adding caution to how heat and humidity treatment methods are validated., Supply shortages of N95 respirators during the coronavirus disease 2019 (COVID-19) pandemic have motivated institutions to develop feasible and effective N95 respirator reuse strategies. In particular, heat decontamination is a treatment method that scales well and can be implemented in settings with variable or limited resources. Prior studies using multiple inactivation methods, however, have often focused on a single virus under narrowly defined conditions, making it difficult to develop guiding principles for inactivating emerging or difficult-to-culture viruses. We systematically explored how temperature, humidity, and virus deposition solutions impact the inactivation of viruses deposited and dried on N95 respirator coupons. We exposed four virus surrogates across a range of structures and phylogenies, including two bacteriophages (MS2 and phi6), a mouse coronavirus (murine hepatitis virus [MHV]), and a recombinant human influenza A virus subtype H3N2 (IAV), to heat treatment for 30 min in multiple deposition solutions across several temperatures and relative humidities (RHs). We observed that elevated RH was essential for effective heat inactivation of all four viruses tested. For heat treatments between 72°C and 82°C, RHs greater than 50% resulted in a >6-log10 inactivation of bacteriophages, and RHs greater than 25% resulted in a >3.5-log10 inactivation of MHV and IAV. Furthermore, deposition of viruses in host cell culture media greatly enhanced virus inactivation by heat and humidity compared to other deposition solutions, such as phosphate-buffered saline, phosphate-buffered saline with bovine serum albumin, and human saliva. Past and future heat treatment methods must therefore explicitly account for deposition solutions as a factor that will strongly influence observed virus inactivation rates. Overall, our data set can inform the design and validation of effective heat-based decontamination strategies for N95 respirators and other porous surfaces, especially for emerging viruses that may be of immediate and future public health concern. IMPORTANCE Shortages of personal protective equipment, including N95 respirators, during the coronavirus (CoV) disease 2019 (COVID-19) pandemic have highlighted the need to develop effective decontamination strategies for their reuse. This is particularly important in health care settings for reducing exposure to respiratory viruses, like severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the virus that causes COVID-19. Although several treatment methods are available, a widely accessible strategy will be necessary to combat shortages on a global scale. We demonstrate that the combination of heat and humidity inactivates a range of RNA viruses, including both viral pathogens and common viral pathogen surrogates, after deposition on N95 respirators and achieves the necessary virus inactivation detailed by the U.S. Food and Drug Administration guidelines to validate N95 respirator decontamination technologies. We further demonstrate that depositing viruses onto surfaces when suspended in culture media can greatly enhance observed inactivation, adding caution to how heat and humidity treatment methods are validated.
- Published
- 2020
- Full Text
- View/download PDF
42. Comparison of ultrafiltration and iron chloride flocculation in the preparation of aquatic viromes from contrasting sample types
- Author
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Melissa B. Duhaime, Krista R. Wigginton, Kaitlyn Chin, and Kathryn Langenfeld
- Subjects
Flocculation ,genomic DNA ,chemistry.chemical_compound ,Lysis ,Microbial population biology ,Biochemistry ,Chemistry ,Metagenomics ,Ultrafiltration ,Human virome ,DNA - Abstract
Viral metagenomes (viromes) are a valuable untargeted tool for studying viral diversity and the central roles viruses play in host disease, ecology, and evolution. Establishing effective methods to concentrate and purify viral genomes prior to sequencing is essential for high quality viromes. Using virus spike-and-recovery experiments, we stepwise compared two common approaches for virus concentration, ultrafiltration and iron chloride flocculation, across diverse matrices: wastewater influent, wastewater secondary effluent, river water, and seawater. Viral DNA was purified by removing cellular DNA via chloroform cell lysis, filtration, and enzymatic degradation of extra-viral DNA. We found that viral genomes were concentrated 1-2 orders of magnitude more with ultrafiltration than iron chloride flocculation for all matrices and resulted in higher quality DNA suitable for amplification-free and long-read sequencing. Given its widespread use and utility as an inexpensive field method for virome sampling, we nonetheless sought to optimize iron flocculation. We found viruses were best concentrated in seawater with 5-fold higher iron concentrations than the standard used, inhibition of DNase activity reduced purification effectiveness, and five-fold more iron was needed to flocculate viruses from freshwater than seawater—critical knowledge for those seeking to apply this broadly used method to freshwater virome samples. Overall, our results demonstrated that ultrafiltration and purification performed better than iron chloride flocculation and purification in the tested matrices. Given that the method performance depended on the solids content and salinity of the samples, we suggest spike-and-recovery experiments be applied when concentrating and purifying sample types that diverge from those tested here.ImportanceViruses in diverse habitats numerically dominate microbial community members and are consequential for host fate and responsible for disease outbreaks. Metagenomics has provided novel insights into their presence, diversity, and ecosystem impacts. Yet the approach is hindered by the challenge that, despite their numbers, viral genomes comprise a minor portion of total community DNA in a sample. To comprehensively describe a viral community with metagenomics, viral genomes must be effectively concentrated and purified to capture low abundance and rare viruses amidst the overwhelming presence of cellular genomic DNA. We evaluated two commonly applied methods for concentrating and purifying viral DNA, ultrafiltration and iron chloride flocculation, across four aquatic sample types that differ in their solids content and salinity. Our findings demonstrated the importance of sample characteristics for method effectivity and provided performance measures for a variety of matrices. These findings contribute a more comprehensive understanding of the impacts of virome sample preparation across diverse matrices and are thus important for guiding future virome studies, given the wide range of habitats in which viruses are studied.
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- 2020
- Full Text
- View/download PDF
43. Validation of N95 Filtering Facepiece Respirator Decontamination Methods Available at a Large University Hospital
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John M. Doyle, Adam S. Lauring, Amy M. Cohn, Carol Young, William W. Roberts, Lucinda Li, Herek L. Clack, Loic Anderegg, William D. LeBar, Katherine R. Harrison, Cole Meisenhelder, Jania Torreblanca, Keith S Kaye, Peter J. Arts, William J. Fitzsimmons, Nicole Rockey, Krista R. Wigginton, Nancy G. Love, Mirko Gamba, and Lutgarde Raskin
- Subjects
0301 basic medicine ,medicine.medical_specialty ,business.product_category ,Coronavirus disease 2019 (COVID-19) ,030106 microbiology ,Economic shortage ,virus ,medicine.disease_cause ,law.invention ,Microbiology ,Major Articles ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,law ,Influenza A virus ,Infection control ,Medicine ,030212 general & internal medicine ,inactivation ,Respirator ,Intensive care medicine ,Hydrogen peroxide ,reprocessing ,Filtration ,biology ,business.industry ,N95 ,Human decontamination ,decontamination ,University hospital ,biology.organism_classification ,Infectious Diseases ,AcademicSubjects/MED00290 ,Oncology ,chemistry ,Staphylococcus aureus ,Vaporized hydrogen peroxide ,business ,Bacteria ,Healthcare system - Abstract
Background Due to unprecedented shortages in N95 filtering facepiece respirators, healthcare systems have explored N95 reprocessing. No single, full-scale reprocessing publication has reported an evaluation including multiple viruses, bacteria, and fungi along with respirator filtration and fit. Methods We explored reprocessing methods using new 3M 1860 N95 respirators, including moist (50%–75% relative humidity [RH]) heat (80–82°C for 30 minutes), ethylene oxide (EtO), pulsed xenon UV-C (UV-PX), hydrogen peroxide gas plasma (HPGP), and hydrogen peroxide vapor (HPV). Respirator samples were analyzed using 4 viruses (MS2, phi6, influenza A virus [IAV], murine hepatitis virus [MHV)]), 3 bacteria (Escherichia coli, Staphylococcus aureus, Geobacillus stearothermophilus spores, and vegetative bacteria), and Aspergillus niger. Different application media were tested. Decontaminated respirators were evaluated for filtration integrity and fit. Results Heat with moderate RH most effectively inactivated virus, resulting in reductions of >6.6-log10 MS2, >6.7-log10 Phi6, >2.7-log10 MHV, and >3.9-log10 IAV and prokaryotes, except for G stearothermohphilus. Hydrogen peroxide vapor was moderately effective at inactivating tested viruses, resulting in 1.5- to >4-log10 observable inactivation. Staphylococcus aureus inactivation by HPV was limited. Filtration efficiency and proper fit were maintained after 5 cycles of heat with moderate RH and HPV. Although it was effective at decontamination, HPGP resulted in decreased filtration efficiency, and EtO treatment raised toxicity concerns. Observed virus inactivation varied depending upon the application media used. Conclusions Both moist heat and HPV are scalable N95 reprocessing options because they achieve high levels of biological indicator inactivation while maintaining respirator fit and integrity., Several decontamination methods were evaluated for N95 reprocessing, with regards to inactivation of multiple viruses, bacteria, and fungi and with regards to perseveration of filtration and fit. Moist heat and hydrogen peroxide vapor were the most effective methods.
- Published
- 2020
44. SARS-CoV-2 in wastewater settled solids is associated with COVID-19 cases in a large urban sewershed
- Author
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Alexandria B. Boehm, Linlin Li, Lorelay M. Mendoza, Nasa Sinnott-Armstrong, Kevan M. Yamahara, Stephanie K. Loeb, Katherine E. Graham, Laura Roldan-Hernandez, David Catoe, Lauren M. Sassoubre, Marlene K. Wolfe, Krista R. Wigginton, and Sooyeol Kim
- Subjects
Veterinary medicine ,Pepper mild mottle virus ,Coronavirus disease 2019 (COVID-19) ,biology ,Chemistry ,viruses ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,RNA ,biology.organism_classification ,medicine.disease_cause ,Wastewater ,medicine ,Sewage treatment ,Bovine coronavirus ,Coronavirus - Abstract
Wastewater-based epidemiology (WBE) may be useful for informing public health response to viral diseases like COVID-19 caused by SARS-CoV-2. We quantified SARS-CoV-2 RNA in wastewater influent and primary settled solids in two wastewater treatment plants to inform the pre-analytical and analytical approaches, and to assess whether influent or solids harbored more viral targets. The primary settled solids samples resulted in higher SARS-CoV-2 detection frequencies than the corresponding influent samples. Likewise, SARS-CoV-2 RNA was more readily detected in solids using one-step digital droplet (dd)RT-PCR than with two-step RT-QPCR and two-step ddRT-PCR, likely owing to reduced inhibition with the one-step ddRT-PCR assay. We subsequently analyzed a longitudinal time series of 89 settled solids samples from a single plant for SARS-CoV-2 RNA as well as coronavirus recovery (bovine coronavirus) and fecal strength (pepper mild mottle virus, PMMoV) controls. SARS-CoV-2 RNA targets N1 and N2 concentrations correlate positively and significantly with COVID-19 clinical confirmed case counts in the sewershed. Together, the results demonstrate that measuring SARS-CoV-2 RNA concentrations in settled solids may be a more sensitive approach than measuring SARs-CoV-2 in influent.Abstract Figure
- Published
- 2020
- Full Text
- View/download PDF
45. Microbial and Viral Communities and Their Antibiotic Resistance Genes Throughout a Hospital Wastewater Treatment System
- Author
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George Wells, Aviv Kaplan, Dror Avisar, Rachel S. Poretsky, Melissa B. Duhaime, Adi Zilberman, Yubo Wang, Kathryn Langenfeld, Krista R. Wigginton, Morgan L. Petrovich, and Gefen Ronen Eliraz
- Subjects
Microbiology (medical) ,Bacilli ,antibiotic resistance ,medicine.drug_class ,Antibiotics ,lcsh:QR1-502 ,virus ,Microbiology ,lcsh:Microbiology ,03 medical and health sciences ,Antibiotic resistance ,Gammaproteobacteria ,medicine ,Betaproteobacteria ,Original Research ,030304 developmental biology ,0303 health sciences ,metagenomics ,biology ,030306 microbiology ,biology.organism_classification ,wastewater treatment ,Wastewater ,Metagenomics ,hospital wastewater ,Bacteria - Abstract
Antibiotic resistance poses a serious threat to global public health, and antibiotic resistance determinants can enter natural aquatic systems through discharge of wastewater effluents. Hospital wastewater in particular is expected to contain high abundances of antibiotic resistance genes (ARGs) compared to municipal wastewater because it contains human enteric bacteria that may include antibiotic-resistant organisms originating from hospital patients, and can also have high concentrations of antibiotics and antimicrobials relative to municipal wastewater. Viruses also play an important role in wastewater treatment systems since they can influence the bacterial community composition through killing bacteria, facilitating transduction of genetic material between organisms, and modifying the chromosomal content of bacteria as prophages. However, little is known about the fate and connections between ARGs, viruses, and their associated bacteria in hospital wastewater systems. To address this knowledge gap, we characterized the composition and persistence of ARGs, dsDNA viruses, and bacteria from influent to effluent in a pilot-scale hospital wastewater treatment system in Israel using shotgun metagenomics. Results showed that ARGs, including genes conferring resistance to antibiotics of high clinical relevance, were detected in all sampling locations throughout the pilot-scale system, with only 16% overall depletion of ARGs per genome equivalent between influent and effluent. The most common classes of ARGs detected throughout the system conferred resistance to aminoglycoside, cephalosporin, macrolide, penam, and tetracycline antibiotics. A greater proportion of total ARGs were associated with plasmid-associated genes in effluent compared to in influent. No strong associations between viral sequences and ARGs were identified in viral metagenomes from the system, suggesting that phage may not be a significant vector for ARG transfer in this system. The majority of viruses in the pilot-scale system belonged to the families Myoviridae, Podoviridae, and Siphoviridae. Gammaproteobacteria was the dominant class of bacteria harboring ARGs and the most common putative viral host in all samples, followed by Bacilli and Betaproteobacteria. In the total bacterial community, the dominant class was Betaproteobacteria for each sample. Overall, we found that a variety of different types of ARGs and viruses were persistent throughout this hospital wastewater treatment system, which can be released to the environment through effluent discharge.
- Published
- 2020
- Full Text
- View/download PDF
46. UV Disinfection of Human Norovirus: Evaluating Infectivity Using a Genome-Wide PCR-Based Approach
- Author
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Christiane E. Wobus, Krista R. Wigginton, Nicole Rockey, Suzanne Young, Lutgarde Raskin, Tamar Kohn, and Brian M. Pecson
- Subjects
viruses ,Portable water purification ,010501 environmental sciences ,Biology ,medicine.disease_cause ,01 natural sciences ,Genome ,fluids and secretions ,medicine ,Environmental Chemistry ,Animals ,Humans ,Uv disinfection ,0105 earth and related environmental sciences ,Caliciviridae Infections ,Infectivity ,Norovirus ,virus diseases ,General Chemistry ,Virology ,digestive system diseases ,Disinfection ,Cats ,Virus Inactivation ,Calicivirus, Feline - Abstract
The removal and inactivation of infectious human norovirus is a major focus in water purification, but its fate through disinfection treatment processes is largely unknown owing to the lack of a readily available infectivity assay. In particular, norovirus behavior through unit processes may be over- or underestimated using current approaches for assessing human norovirus infectivity (e.g., surrogates, molecular methods). Here we fill a critical knowledge gap by estimating inactivation data for human norovirus after exposure to UV254, a commonly used disinfection process in the water industry. Specifically, we used a PCR-based approach that accurately tracks positive-sense single-stranded RNA virus inactivation without relying on culturing methods. We first confirmed that the approach is valid with a culturable positive-sense single-stranded RNA human virus, coxsackievirus B5, by applying both qPCR- and culture-based methods to measure inactivation kinetics with UV254 treatment. We then applied the qPCR-based method to establish a UV254 inactivation curve for human norovirus (inactivation rate constant = 0.27 cm2 mJ -1). Based on a comparison with previously published data, human norovirus exhibited similar UV254 susceptibility compared with other enteric single-stranded RNA viruses (e.g., Echovirus 12, feline calicivirus), but degraded much faster than MS2 (inactivation rate constant = 0.14 cm2 mJ-1). In addition to establishing a human norovirus inactivation rate constant, we developed an approach using a single qPCR assay that can be applied to estimate human norovirus inactivation in UV254 disinfection systems.
- Published
- 2020
47. An Environmental Science and Engineering Framework for Combating Antimicrobial Resistance
- Author
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Heather N. Bischel, Krista R. Wigginton, Emanuele Sozzi, Amy Pruden, Kaoru Ikuma, Youngwoo Seo, Xu Li, Dominic Frigon, Pedro J. J. Alvarez, Charles N. Haas, Patrick J. McNamara, Anthony D. Kappell, Mark D. Sobsey, Reinaldo E. Alcalde, Nicholas J. Ashbolt, Zhi Zhou, Lee K. Kimbell, Maria V. Riquelme, Mengyan Li, Kassandra L. Grimes, Lutgarde Raskin, Tala Navab-Daneshmand, Emily Crossette, Natalie L. Cápiro, Peter J. Vikesland, and Timothy M. LaPara
- Subjects
0301 basic medicine ,Engineering ,business.industry ,030106 microbiology ,010501 environmental sciences ,01 natural sciences ,Pollution ,03 medical and health sciences ,Antibiotic resistance ,Environmental engineering science ,Environmental Chemistry ,Engineering ethics ,Monitoring methods ,business ,Waste Management and Disposal ,0105 earth and related environmental sciences - Abstract
On June 20, 2017, members of the environmental engineering and science (EES) community convened at the Association of Environmental Engineering and Science Professors (AEESP) Biennial Conf...
- Published
- 2018
- Full Text
- View/download PDF
48. Nucleic Acid Photolysis by UV254 and the Impact of Virus Encapsidation
- Author
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Zhong Qiao, Yinyin Ye, Pin Hsuan Chang, Devibaghya Thirunarayanan, and Krista R. Wigginton
- Subjects
0301 basic medicine ,Chemistry ,030106 microbiology ,Photodissociation ,Kinetics ,RNA ,General Chemistry ,010501 environmental sciences ,01 natural sciences ,Virus ,03 medical and health sciences ,RNA silencing ,chemistry.chemical_compound ,Reaction rate constant ,Nucleic acid ,Biophysics ,Environmental Chemistry ,DNA ,0105 earth and related environmental sciences - Abstract
Determining the influence of higher order structure on UVC photolysis will help inform predictions of nucleic acid fate and microorganism inactivation. We measured the direct UV254 photolysis kinetics of four model viral genomes composed of single-stranded and double-stranded RNA (ssRNA and dsRNA, respectively), as well as single-stranded and double-stranded DNA (ssDNA and dsDNA, respectively), in ultrapure water, in phosphate buffered saline (PBS), and encapsidated in their native virus particles. The photolysis rate constants of naked nucleic acids measured by qPCR (RT-qPCR for RNA) and normalized by the number of bases measured in a particular sequence exhibited the following trend: ssDNA > ssRNA ≈ dsDNA > dsRNA. In PBS, naked ssRNA bases reacted, on average, 24× faster than the dsRNA bases, whereas naked ssDNA bases reacted 4.3× faster than dsDNA bases. Endogenous indirect photolysis involving 1O2 and ·OH was ruled out as a major contributing factor in the reactions. A comparison of our measured rate ...
- Published
- 2018
- Full Text
- View/download PDF
49. Reactivity of Enveloped Virus Genome, Proteins, and Lipids with Free Chlorine and UV254
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John Hartert, Yinyin Ye, Pin Hsuan Chang, and Krista R. Wigginton
- Subjects
0301 basic medicine ,biology ,Chemistry ,viruses ,Inactivation kinetics ,chemistry.chemical_element ,General Chemistry ,010501 environmental sciences ,biology.organism_classification ,01 natural sciences ,Genome ,3. Good health ,03 medical and health sciences ,030104 developmental biology ,Biochemistry ,Viral envelope ,biology.protein ,Chlorine ,Environmental Chemistry ,Reactivity (chemistry) ,Coliphage ,Lipid bilayer ,Polymerase ,0105 earth and related environmental sciences - Abstract
The survivability of viruses in natural and engineered systems impacts public health. Inactivation mechanisms in the environment have been described for nonenveloped viruses, but it remains unclear how the membrane layer of enveloped viruses influences inactivation. We applied molecular tools and high-resolution mass spectrometry to measure reactions in the genome, proteins, and lipids of enveloped Pseudomonas phage Phi6 during inactivation by free chlorine and UV254. Free chlorine readily penetrated the lipid membrane to react with proteins in the nucleocapsid and polymerase complex. The most reactive Phi6 peptides were approximately 150 times more reactive with free chlorine than the most reactive peptides reported in nonenveloped coliphage MS2. The inactivation kinetics of Phi6 by UV254 was comparable with those of nonenveloped adenovirus and coliphage MS2 and were driven by UV254 reactions with viral genomes. Our research identifies molecular features of an enveloped virus that are susceptible to chem...
- Published
- 2018
- Full Text
- View/download PDF
50. Advancing Nutrient Recovery through Urine-Derived Fertilizers (UDF) in the U.S
- Author
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Glen T. Daigger, Diana S. Aga, Alexi Sinanaj, Greg Keoleian, Bowen Zhou, Dylan Raye-Leonard, Rebecca Wombacher, Enrique E Rodriguez, Audrey Pallmeyer, Phoebe Gooding, Rebecca Hardin, Tatiana Schreiber, Nicholas J Lowe, Neil Patel, Zerihun Getaneh, Rachel Mullen, Waylan Mui, Abraham Noe-Hays, Jose Jimenez, Alexandria Gagnon, Heather E. Goetsch, Arthur P. Davis, Nancy G. Love, Will Tarpeh, Kim Nace, Stephen Hilton, Linda Macpherson, Charles Bott, Joseph N. S. Eisenberg, and Krista R. Wigginton
- Subjects
Nutrient ,Animal science ,General Engineering ,Environmental science ,Urine - Published
- 2018
- Full Text
- View/download PDF
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