Erik D Lamm, Kristina M Babler, Mark E Sharkey, Ayaaz Amirali, Cynthia Beaver, Melinda M Boone, Samuel Comerford, Daniel Cooper, Benjamin Currall, George S Grills, Erin Kobetz, Naresh Kumar, Jennifer Laine, Walter E Lamar, Jiangnan Lyu, Althea Kennedy, Stefan Perritano, Christopher E Mason, Brian D Reding, Matthew Roca, Stephan C Schürer, Bhavarth Shukla, Natasha Schaefer Solle, John J Tallon, Collette Thomas, Braden Tierney, Belkis Torres, Sreeharsha Venkatapuram, Dusica Vidovic, Sion L Williams, Xue Yin, Yalda Zarnegarnia, Helena M Solo-Gabriele
{"title":"纳入物理化学水质测量可以改善污水中SARS-CoV-2 RNA水平与小型下水道内COVID-19病例之间的关联。","authors":"Erik D Lamm, Kristina M Babler, Mark E Sharkey, Ayaaz Amirali, Cynthia Beaver, Melinda M Boone, Samuel Comerford, Daniel Cooper, Benjamin Currall, George S Grills, Erin Kobetz, Naresh Kumar, Jennifer Laine, Walter E Lamar, Jiangnan Lyu, Althea Kennedy, Stefan Perritano, Christopher E Mason, Brian D Reding, Matthew Roca, Stephan C Schürer, Bhavarth Shukla, Natasha Schaefer Solle, John J Tallon, Collette Thomas, Braden Tierney, Belkis Torres, Sreeharsha Venkatapuram, Dusica Vidovic, Sion L Williams, Xue Yin, Yalda Zarnegarnia, Helena M Solo-Gabriele","doi":"10.1061/joeedu.eeeng-8138","DOIUrl":null,"url":null,"abstract":"<p><p>Measurements of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) in wastewater can be used to understand the prevalence of COVID-19 cases within a community. Environmental conditions inclusive of physical-chemical water quality characteristics are known to impact wastewater SARS-CoV-2 signals, but they are rarely measured within the sewer infrastructure in areas upstream of wastewater treatment plants (WWTPs). The objectives of this study were to report on measurements of environmental parameters [flow and physical-chemical water quality (water temperature, pH, specific conductivity, dissolved oxygen, and turbidity)] upstream of a WWTP and to evaluate whether the inclusion of these environmental parameters improves correlations between SARS-CoV-2 RNA levels in wastewater, and COVID-19 prevalence in the sewershed community. Measurements of environmental parameters and SARS-CoV-2 RNA in wastewater spanned different time scales (minutes, hours and weeks) and population scales (building, campus, community). For short time scales, water quality parameters did not improve correlations between SARS-CoV-2 in wastewater and COVID-19 prevalence due to high variability of water quality and flows within the sewer system. When averaging data over weekly time scales, regressions showed that inclusion of pH improved correlations between RNA and COVID-19 prevalence. At the cluster scale, for the entire data set, the root mean square error decreased from 6.9 cases per week to 6.5 cases per week. At the community scale benefits were observed only for the delta wave with a decrease in root mean square error from 539 cases per week to 430 cases per week. The inclusion of pH improved correlations between wastewater SARS-CoV-2 and COVID-19 prevalence more frequently when evaluating the cluster sewershed scale (populations of a few thousand) in comparison to the community scale (populations of several 100,000). Given the simplicity of measuring pH and other physical-chemical water quality parameters, their inclusion should be considered as part of wastewater-based epidemiology programs.</p>","PeriodicalId":15715,"journal":{"name":"Journal of Environmental Engineering","volume":"151 9","pages":""},"PeriodicalIF":1.6000,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12445732/pdf/","citationCount":"0","resultStr":"{\"title\":\"Inclusion of Physical-Chemical Water Quality Measurements Can Improve Associations between SARS-CoV-2 RNA Levels in Wastewater and COVID-19 Cases within Smaller Sewersheds.\",\"authors\":\"Erik D Lamm, Kristina M Babler, Mark E Sharkey, Ayaaz Amirali, Cynthia Beaver, Melinda M Boone, Samuel Comerford, Daniel Cooper, Benjamin Currall, George S Grills, Erin Kobetz, Naresh Kumar, Jennifer Laine, Walter E Lamar, Jiangnan Lyu, Althea Kennedy, Stefan Perritano, Christopher E Mason, Brian D Reding, Matthew Roca, Stephan C Schürer, Bhavarth Shukla, Natasha Schaefer Solle, John J Tallon, Collette Thomas, Braden Tierney, Belkis Torres, Sreeharsha Venkatapuram, Dusica Vidovic, Sion L Williams, Xue Yin, Yalda Zarnegarnia, Helena M Solo-Gabriele\",\"doi\":\"10.1061/joeedu.eeeng-8138\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Measurements of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) in wastewater can be used to understand the prevalence of COVID-19 cases within a community. Environmental conditions inclusive of physical-chemical water quality characteristics are known to impact wastewater SARS-CoV-2 signals, but they are rarely measured within the sewer infrastructure in areas upstream of wastewater treatment plants (WWTPs). The objectives of this study were to report on measurements of environmental parameters [flow and physical-chemical water quality (water temperature, pH, specific conductivity, dissolved oxygen, and turbidity)] upstream of a WWTP and to evaluate whether the inclusion of these environmental parameters improves correlations between SARS-CoV-2 RNA levels in wastewater, and COVID-19 prevalence in the sewershed community. Measurements of environmental parameters and SARS-CoV-2 RNA in wastewater spanned different time scales (minutes, hours and weeks) and population scales (building, campus, community). For short time scales, water quality parameters did not improve correlations between SARS-CoV-2 in wastewater and COVID-19 prevalence due to high variability of water quality and flows within the sewer system. When averaging data over weekly time scales, regressions showed that inclusion of pH improved correlations between RNA and COVID-19 prevalence. At the cluster scale, for the entire data set, the root mean square error decreased from 6.9 cases per week to 6.5 cases per week. At the community scale benefits were observed only for the delta wave with a decrease in root mean square error from 539 cases per week to 430 cases per week. The inclusion of pH improved correlations between wastewater SARS-CoV-2 and COVID-19 prevalence more frequently when evaluating the cluster sewershed scale (populations of a few thousand) in comparison to the community scale (populations of several 100,000). Given the simplicity of measuring pH and other physical-chemical water quality parameters, their inclusion should be considered as part of wastewater-based epidemiology programs.</p>\",\"PeriodicalId\":15715,\"journal\":{\"name\":\"Journal of Environmental Engineering\",\"volume\":\"151 9\",\"pages\":\"\"},\"PeriodicalIF\":1.6000,\"publicationDate\":\"2025-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12445732/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Environmental Engineering\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://doi.org/10.1061/joeedu.eeeng-8138\",\"RegionNum\":4,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/7/3 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q3\",\"JCRName\":\"ENGINEERING, CIVIL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Environmental Engineering","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1061/joeedu.eeeng-8138","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/7/3 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"ENGINEERING, CIVIL","Score":null,"Total":0}
Inclusion of Physical-Chemical Water Quality Measurements Can Improve Associations between SARS-CoV-2 RNA Levels in Wastewater and COVID-19 Cases within Smaller Sewersheds.
Measurements of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) in wastewater can be used to understand the prevalence of COVID-19 cases within a community. Environmental conditions inclusive of physical-chemical water quality characteristics are known to impact wastewater SARS-CoV-2 signals, but they are rarely measured within the sewer infrastructure in areas upstream of wastewater treatment plants (WWTPs). The objectives of this study were to report on measurements of environmental parameters [flow and physical-chemical water quality (water temperature, pH, specific conductivity, dissolved oxygen, and turbidity)] upstream of a WWTP and to evaluate whether the inclusion of these environmental parameters improves correlations between SARS-CoV-2 RNA levels in wastewater, and COVID-19 prevalence in the sewershed community. Measurements of environmental parameters and SARS-CoV-2 RNA in wastewater spanned different time scales (minutes, hours and weeks) and population scales (building, campus, community). For short time scales, water quality parameters did not improve correlations between SARS-CoV-2 in wastewater and COVID-19 prevalence due to high variability of water quality and flows within the sewer system. When averaging data over weekly time scales, regressions showed that inclusion of pH improved correlations between RNA and COVID-19 prevalence. At the cluster scale, for the entire data set, the root mean square error decreased from 6.9 cases per week to 6.5 cases per week. At the community scale benefits were observed only for the delta wave with a decrease in root mean square error from 539 cases per week to 430 cases per week. The inclusion of pH improved correlations between wastewater SARS-CoV-2 and COVID-19 prevalence more frequently when evaluating the cluster sewershed scale (populations of a few thousand) in comparison to the community scale (populations of several 100,000). Given the simplicity of measuring pH and other physical-chemical water quality parameters, their inclusion should be considered as part of wastewater-based epidemiology programs.
期刊介绍:
The Journal of Environmental Engineering presents broad interdisciplinary information on the practice and status of research in environmental engineering science, systems engineering, and sanitation. Papers focus on design, development of engineering methods, management, governmental policies, and societal impacts of wastewater collection and treatment; the fate and transport of contaminants on watersheds, in surface waters, in groundwater, in soil, and in the atmosphere; environmental biology, microbiology, chemistry, fluid mechanics, and physical processes that control natural concentrations and dispersion of wastes in air, water, and soil; nonpoint-source pollution on watersheds, in streams, in groundwater, in lakes, and in estuaries and coastal areas; treatment, management, and control of hazardous wastes; control and monitoring of air pollution and acid deposition; airshed management; and design and management of solid waste facilities. A balanced contribution from consultants, practicing engineers, and researchers is sought on engineering solutions, and professional obligations and responsibilities.