Citywide wastewater SARS-CoV-2 levels strongly correlated with multiple disease surveillance indicators and outcomes over three COVID-19 waves

被引:30
作者
Hopkins, Loren [1 ,2 ]
Persse, David [1 ,3 ,4 ]
Caton, Kelsey [1 ]
Ensor, Katherine [2 ]
Schneider, Rebecca [1 ]
McCall, Camille [5 ]
Stadler, Lauren B. [5 ]
机构
[1] Houston Hlth Dept, 8000 N Stadium Dr, Houston, TX USA
[2] Rice Univ, Dept Stat, 6100 Main St MS 138, Houston, TX 77251 USA
[3] Baylor Coll Med, Dept Med & Surg, Houston, TX 77030 USA
[4] City Houston Emergency Med Serv, Houston, TX USA
[5] Rice Univ, Dept Civil & Environm Engn, 6100 Main St MS 519, Houston, TX 77005 USA
基金
美国国家科学基金会;
关键词
Wastewater-based epidemiology; COVID-19; SARS-CoV-2; Syndromic surveillance; Lead time; Hospitalizations; Positivity rate;
D O I
10.1016/j.scitotenv.2022.158967
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Public health surveillance systems for COVID-19 are multifaceted and include multiple indicators reflective of different aspects of the burden and spread of the disease in a community. With the emergence of wastewater disease surveillance as a powerful tool to track infection dynamics of SARS-CoV-2, there is a need to integrate and validate wastewater information with existing disease surveillance systems and demonstrate how it can be used as a routine surveillance tool. A first step toward integration is showing how it relates to other disease surveillance indicators and outcomes, such as case positivity rates, syndromic surveillance data, and hospital bed use rates. Here, we present an 86-week long surveillance study that covers three major COVID-19 surges. City-wide SARS-CoV-2 RNA viral loads in wastewater were measured across 39 wastewater treatment plants and compared to other disease metrics for the city of Houston, TX. We show that wastewater levels are strongly correlated with positivity rate, syndromic surveillance rates of COVID-19 visits, and COVID-19-related general bed use rates at hospitals. We show that the relative timing of wastewater relative to each indicator shifted across the pandemic, likely due to a multitude of factors including testing availability, health-seeking behavior, and changes in viral variants. Next, we show that individual WWTPs led city-wide changes in SARS-CoV-2 viral loads, indicating a distributed monitoring system could be used to enhance the early-warning capability of a wastewater monitoring system. Finally, we describe how the results were used in real-time to inform public health response and resource allocation.
引用
收藏
页数:9
相关论文
共 52 条
  • [41] Population-Based Estimates of SARS-CoV-2 Seroprevalence in Houston, Texas as of September 2020
    Symanski, Elaine
    Ensor, Katherine B.
    Piedra, Pedro A.
    Sheth, Komal
    Caton, Kelsey
    Williams, Stephen L.
    Persse, David
    Banerjee, Deborah
    Hopkins, Loren
    [J]. JOURNAL OF INFECTIOUS DISEASES, 2021, 224 (10) : 1649 - 1657
  • [42] Detection and quantification of SARS-CoV-2 RNA in wastewater influent in relation to reported COVID-19 incidence in Finland
    Tiwari, Ananda
    Lipponen, Anssi
    Hokajarvi, Anna-Maria
    Luomala, Oskari
    Sarekoski, Anniina
    Rytkonen, Annastiina
    Osterlund, Pamela
    Al-Hello, Haider
    Juutinen, Aapo
    Miettinen, Ilkka T.
    Savolainen-Kopra, Carita
    Pitkanen, Tarja
    [J]. WATER RESEARCH, 2022, 215
  • [43] Establishment of local wastewater-based surveillance programmes in response to the spread and infection of COVID-19-case studies from South Africa, the Netherlands, Turkey and England
    Tlhagale, M.
    Liphadzi, S.
    Bhagwan, J.
    Naidoo, V
    Jonas, K.
    van Vuuren, L.
    Medema, G.
    Andrews, L.
    Been, F.
    Ferreira, M. L.
    Saatci, A. M.
    Kocamemi, B. Alpaslan
    Hassard, F.
    Singer, A. C.
    Bunce, J. T.
    Grimsley, J. M. S.
    Brown, M.
    Jones, D. L.
    [J]. JOURNAL OF WATER AND HEALTH, 2022, 20 (02) : 287 - 299
  • [44] Vallejo J.A., 2020, MEDRXIV, DOI [10.1101/2020.07.02.20144865 2020.07.02.20144865, DOI 10.1101/2020.07.02.201448652020.07.02.20144865]
  • [45] van Boven M., 2022, MEDRXIV, DOI [10.1101/2022.05.25.22275569 2022.05.25.22275569, DOI 10.1101/2022.05.25.222755692022.05.25.22275569]
  • [46] Understanding and managing uncertainty and variability for wastewater monitoring beyond the pandemic: Lessons learned from the United Kingdom national COVID-19 surveillance programmes
    Wade, Matthew J.
    Lo Jacomo, Anna
    Armenise, Elena
    Brown, Mathew R.
    Bunce, Joshua T.
    Cameron, Graeme J.
    Fang, Zhou
    Farkas, Kata
    Gilpin, Deidre F.
    Graham, David W.
    Grimsley, Jasmine M. S.
    Hart, Alwyn
    Hoffmann, Till
    Jackson, Katherine J.
    Jones, David L.
    Lilley, Chris J.
    McGrath, John W.
    McKinley, Jennifer M.
    McSparron, Cormac
    Nejad, Behnam F.
    Morvan, Mario
    Quintela-Baluja, Marcos
    Roberts, Adrian M. I.
    Singer, Andrew C.
    Souque, Celia
    Speight, Vanessa L.
    Sweetapple, Chris
    Walkers, David
    Watts, Glenn
    Weightman, Andrew
    Kasprzyk-Hordern, Barbara
    [J]. JOURNAL OF HAZARDOUS MATERIALS, 2022, 424
  • [47] Wang P, 2021, ENVIRON SCI-WAT RES, V7, P2282, DOI [10.1039/d1ew00586c, 10.1039/D1EW00586C]
  • [48] Viral RNA in City Wastewater as a Key Indicator of COVID-19 Recrudescence and Containment Measures Effectiveness
    Wurtz, Nathalie
    Lacoste, Alexandre
    Jardot, Priscilla
    Delache, Alain
    Fontaine, Xavier
    Verlande, Maxime
    Annessi, Alexandre
    Giraud-Gatineau, Audrey
    Chaudet, Herve
    Fournier, Pierre-Edouard
    Augier, Patrick
    La Scola, Bernard
    [J]. FRONTIERS IN MICROBIOLOGY, 2021, 12
  • [49] SARS-CoV-2 genome quantification in wastewaters at regional and city scale allows precise monitoring of the whole outbreaks dynamics and variants spreading in the population
    Wurtzer, S.
    Waldman, P.
    Levert, M.
    Cluzel, N.
    Almayrac, J. L.
    Charpentier, C.
    Masnada, S.
    Gillon-Ritz, M.
    Mouchel, J. M.
    Maday, Y.
    Boni, M.
    Marechal, V.
    Moulin, L.
    Le Guyader, S.
    Bertrand, I.
    Gantzer, C.
    Descamps, Diane
    Charpentier, Charlotte
    Houhou, Nadhira
    Visseaux, Benoit
    Calvez, Vincent
    Marcelin, Anne-Genevieve
    Marot, Stephane
    Jary, Aude
    Chaix, Marie-Laure
    Delaugerre, Constance
    Salmona, Maud
    Legoff, Jerome
    Gault, Elyanne
    Rameix-Welti, Marie-Anne
    L'honneur, Anne-Sophie
    Mariaggi, Alice Andree
    Rozenberg, Flore
    Roque, Anne-Marie
    Mouna, Lina
    Fenaux, Honorine
    Leruez-Ville, Marianne
    Morand-Joubert, Laurence
    Lambert-Niclot, Sidonie
    Schnuriger, Aurelie
    Dubois, Claire
    Bourgeois-Nicolaos, Nadege
    Brichler, Segolene
    Delagreverie, Heloise
    Bouvier-Alias, Magali
    Fourati, Slim
    Rodriguez, Christophe
    Pawlotsky, Jean-Michel
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2022, 810
  • [50] Metrics to relate COVID-19 wastewater data to clinical testing dynamics
    Xiao, Amy
    Wu, Fuqing
    Bushman, Mary
    Zhang, Jianbo
    Imakaev, Maxim
    Chai, Peter R.
    Duvallet, Claire
    Endo, Noriko
    Erickson, Timothy B.
    Armas, Federica
    Arnold, Brian
    Chen, Hongjie
    Chandra, Franciscus
    Ghaeli, Newsha
    Gu, Xiaoqiong
    Hanage, William P.
    Lee, Wei Lin
    Matus, Mariana
    McElroy, Kyle A.
    Moniz, Katya
    Rhode, Steven F.
    Thompson, Janelle
    Alm, Eric J.
    [J]. WATER RESEARCH, 2022, 212