Literature DB >> 33653938

High-Throughput Wastewater SARS-CoV-2 Detection Enables Forecasting of Community Infection Dynamics in San Diego County.

Smruthi Karthikeyan1, Nancy Ronquillo2, Pedro Belda-Ferre1, Destiny Alvarado2, Tara Javidi2, Christopher A Longhurst1,3, Rob Knight4,5,6,7.   

Abstract

Large-scale wastewater surveillance has the ability to greatly augment the tracking of infection dynamics especially in communities where the prevalence rates far exceed the testing capacity. However, current methods for viral detection in wastewater are severely lacking in terms of scaling up for high throughput. In the present study, we employed an automated magnetic-bead-based concentration approach for viral detection in sewage that can effectively be scaled up for processing 24 samples in a single 40-min run. The method compared favorably to conventionally used methods for viral wastewater concentrations with higher recovery efficiencies from input sample volumes as low as 10 ml and can enable the processing of over 100 wastewater samples in a day. The sensitivity of the high-throughput protocol was shown to detect 1 asymptomatic individual in a building of 415 residents. Using the high-throughput pipeline, samples from the influent stream of the primary wastewater treatment plant of San Diego County (serving 2.3 million residents) were processed for a period of 13 weeks. Wastewater estimates of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral genome copies in raw untreated wastewater correlated strongly with clinically reported cases by the county, and when used alongside past reported case numbers and temporal information in an autoregressive integrated moving average (ARIMA) model enabled prediction of new reported cases up to 3 weeks in advance. Taken together, the results show that the high-throughput surveillance could greatly ameliorate comprehensive community prevalence assessments by providing robust, rapid estimates.IMPORTANCE Wastewater monitoring has a lot of potential for revealing coronavirus disease 2019 (COVID-19) outbreaks before they happen because the virus is found in the wastewater before people have clinical symptoms. However, application of wastewater-based surveillance has been limited by long processing times specifically at the concentration step. Here we introduce a much faster method of processing the samples and show its robustness by demonstrating direct comparisons with existing methods and showing that we can predict cases in San Diego by a week with excellent accuracy, and 3 weeks with fair accuracy, using city sewage. The automated viral concentration method will greatly alleviate the major bottleneck in wastewater processing by reducing the turnaround time during epidemics.
Copyright © 2021 Karthikeyan et al.

Entities:  

Keywords:  COVID-19; SARS-CoV-2; epidemiology; wastewater

Year:  2021        PMID: 33653938     DOI: 10.1128/mSystems.00045-21

Source DB:  PubMed          Journal:  mSystems        ISSN: 2379-5077            Impact factor:   6.496


  20 in total

1.  Viral variant-resolved wastewater surveillance of SARS-CoV-2 at national scale.

Authors:  Fabian Amman; Rudolf Markt; Lukas Endler; Sebastian Hupfauf; Benedikt Agerer; Anna Schedl; Lukas Richter; Melanie Zechmeister; Martin Bicher; Georg Heiler; Petr Triska; Matthew Thornton; Thomas Penz; Martin Senekowitsch; Jan Laine; Zsofia Keszei; Peter Klimek; Fabiana Nägele; Markus Mayr; Beatrice Daleiden; Martin Steinlechner; Harald Niederstätter; Petra Heidinger; Wolfgang Rauch; Christoph Scheffknecht; Gunther Vogl; Günther Weichlinger; Andreas Otto Wagner; Katarzyna Slipko; Amandine Masseron; Elena Radu; Franz Allerberger; Niki Popper; Christoph Bock; Daniela Schmid; Herbert Oberacher; Norbert Kreuzinger; Heribert Insam; Andreas Bergthaler
Journal:  Nat Biotechnol       Date:  2022-07-18       Impact factor: 68.164

2.  Wastewater-Based Estimation of the Effective Reproductive Number of SARS-CoV-2.

Authors:  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; Timothy R Julian
Journal:  Environ Health Perspect       Date:  2022-05-26       Impact factor: 11.035

3.  Unlocking capacities of genomics for the COVID-19 response and future pandemics.

Authors:  Sergey Knyazev; Karishma Chhugani; Varuni Sarwal; Ram Ayyala; Harman Singh; Smruthi Karthikeyan; Dhrithi Deshpande; Pelin Icer Baykal; Zoia Comarova; Angela Lu; Yuri Porozov; Tetyana I Vasylyeva; Joel O Wertheim; Braden T Tierney; Charles Y Chiu; Ren Sun; Aiping Wu; Malak S Abedalthagafi; Victoria M Pak; Shivashankar H Nagaraj; Adam L Smith; Pavel Skums; Bogdan Pasaniuc; Andrey Komissarov; Christopher E Mason; Eric Bortz; Philippe Lemey; Fyodor Kondrashov; Niko Beerenwinkel; Tommy Tsan-Yuk Lam; Nicholas C Wu; Alex Zelikovsky; Rob Knight; Keith A Crandall; Serghei Mangul
Journal:  Nat Methods       Date:  2022-04       Impact factor: 47.990

Review 4.  A State-of-the-Art Scoping Review on SARS-CoV-2 in Sewage Focusing on the Potential of Wastewater Surveillance for the Monitoring of the COVID-19 Pandemic.

Authors:  G Bonanno Ferraro; C Veneri; P Mancini; M Iaconelli; E Suffredini; L Bonadonna; L Lucentini; A Bowo-Ngandji; C Kengne-Nde; D S Mbaga; G Mahamat; H R Tazokong; J T Ebogo-Belobo; R Njouom; S Kenmoe; G La Rosa
Journal:  Food Environ Virol       Date:  2021-11-02       Impact factor: 4.034

5.  A sensitive, simple, and low-cost method for COVID-19 wastewater surveillance at an institutional level.

Authors:  Pengbo Liu; Makoto Ibaraki; Jamie VanTassell; Kelly Geith; Matthew Cavallo; Rebecca Kann; Lizheng Guo; Christine L Moe
Journal:  Sci Total Environ       Date:  2021-10-18       Impact factor: 7.963

6.  Wastewater sequencing uncovers early, cryptic SARS-CoV-2 variant transmission.

Authors:  Smruthi Karthikeyan; Joshua I Levy; Peter De Hoff; Greg Humphrey; Amanda Birmingham; Kristen Jepsen; Sawyer Farmer; Helena M Tubb; Tommy Valles; Caitlin E Tribelhorn; Rebecca Tsai; Stefan Aigner; Shashank Sathe; Niema Moshiri; Benjamin Henson; Adam M Mark; Abbas Hakim; Nathan A Baer; Tom Barber; Pedro Belda-Ferre; Marisol Chacón; Willi Cheung; Evelyn S Cresini; Emily R Eisner; Alma L Lastrella; Elijah S Lawrence; Clarisse A Marotz; Toan T Ngo; Tyler Ostrander; Ashley Plascencia; Rodolfo A Salido; Phoebe Seaver; Elizabeth W Smoot; Daniel McDonald; Robert M Neuhard; Angela L Scioscia; Alysson M Satterlund; Elizabeth H Simmons; Dismas B Abelman; David Brenner; Judith C Bruner; Anne Buckley; Michael Ellison; Jeffrey Gattas; Steven L Gonias; Matt Hale; Faith Hawkins; Lydia Ikeda; Hemlata Jhaveri; Ted Johnson; Vince Kellen; Brendan Kremer; Gary Matthews; Ronald W McLawhon; Pierre Ouillet; Daniel Park; Allorah Pradenas; Sharon Reed; Lindsay Riggs; Alison Sanders; Bradley Sollenberger; Angela Song; Benjamin White; Terri Winbush; Christine M Aceves; Catelyn Anderson; Karthik Gangavarapu; Emory Hufbauer; Ezra Kurzban; Justin Lee; Nathaniel L Matteson; Edyth Parker; Sarah A Perkins; Karthik S Ramesh; Refugio Robles-Sikisaka; Madison A Schwab; Emily Spencer; Shirlee Wohl; Laura Nicholson; Ian H Mchardy; David P Dimmock; Charlotte A Hobbs; Omid Bakhtar; Aaron Harding; Art Mendoza; Alexandre Bolze; David Becker; Elizabeth T Cirulli; Magnus Isaksson; Kelly M Schiabor Barrett; Nicole L Washington; John D Malone; Ashleigh Murphy Schafer; Nikos Gurfield; Sarah Stous; Rebecca Fielding-Miller; Richard S Garfein; Tommi Gaines; Cheryl Anderson; Natasha K Martin; Robert Schooley; Brett Austin; Duncan R MacCannell; Stephen F Kingsmore; William Lee; Seema Shah; Eric McDonald; Alexander T Yu; Mark Zeller; Kathleen M Fisch; Christopher Longhurst; Patty Maysent; David Pride; Pradeep K Khosla; Louise C Laurent; Gene W Yeo; Kristian G Andersen; Rob Knight
Journal:  medRxiv       Date:  2022-04-04

7.  SARS-CoV-2 RNA is enriched by orders of magnitude in primary settled solids relative to liquid wastewater at publicly owned treatment works.

Authors:  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; Alexandria B Boehm
Journal:  Environ Sci (Camb)       Date:  2022-02-15       Impact factor: 4.251

8.  Building knowledge of university campus population dynamics to enhance near-to-source sewage surveillance for SARS-CoV-2 detection.

Authors:  Chris Sweetapple; Peter Melville-Shreeve; Albert S Chen; Jasmine M S Grimsley; Joshua T Bunce; William Gaze; Sean Fielding; Matthew J Wade
Journal:  Sci Total Environ       Date:  2021-09-20       Impact factor: 7.963

9.  Tools for interpretation of wastewater SARS-CoV-2 temporal and spatial trends demonstrated with data collected in the San Francisco Bay Area.

Authors:  Hannah D Greenwald; Lauren C Kennedy; Adrian Hinkle; Oscar N Whitney; Vinson B Fan; Alexander Crits-Christoph; Sasha Harris-Lovett; Avi I Flamholz; Basem Al-Shayeb; Lauren D Liao; Matt Beyers; Daniel Brown; Alicia R Chakrabarti; Jason Dow; Dan Frost; Mark Koekemoer; Chris Lynch; Payal Sarkar; Eileen White; Rose Kantor; Kara L Nelson
Journal:  Water Res X       Date:  2021-07-31

10.  Rapid, Large-Scale Wastewater Surveillance and Automated Reporting System Enable Early Detection of Nearly 85% of COVID-19 Cases on a University Campus.

Authors:  Smruthi Karthikeyan; Andrew Nguyen; Daniel McDonald; Yijian Zong; Nancy Ronquillo; Junting Ren; Jingjing Zou; Sawyer Farmer; Greg Humphrey; Diana Henderson; Tara Javidi; Karen Messer; Cheryl Anderson; Robert Schooley; Natasha K Martin; Rob Knight
Journal:  mSystems       Date:  2021-08-10       Impact factor: 6.496

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