Hsu Shu-Yu, Bayati Mohamed B, Li Chenhui, Hsieh Hsin-Yeh, Belenchia Anthony, Klutts Jessica, Zemmer Sally A, Reynolds Melissa, Semkiw Elizabeth, Johnson Hwei-Yiing, Foley Trevor, Wieberg Chris G, Wenzel Jeff, Johnson Marc C, Lin Chung-Ho
School of Natural Resources, University of Missouri, Columbia, MO 65201, USA.
Center for Agroforestry, University of Missouri, Columbia, MO 65201, USA.
medRxiv. 2022 Mar 15:2022.03.14.22272359. doi: 10.1101/2022.03.14.22272359.
Wastewater-based epidemiology (WBE) has been one of the most cost-effective approaches to track the SARS-CoV-2 levels in the communities since the COVID-19 outbreak in 2020. Normalizing SARS-CoV-2 concentrations by the population biomarkers in wastewater can be critical for interpreting the viral loads, comparing the epidemiological trends among the sewersheds, and identifying the vulnerable communities. In this study, five population biomarkers, pepper mild mottle virus (pMMoV), creatinine (CRE), 5-hydroxyindoleacetic acid (5-HIAA), caffeine (CAF) and its metabolite paraxanthine (PARA) were investigated for their utility in normalizing the SARS-CoV-2 loads through developed direct and indirect approaches. Their utility in assessing the real-time population contributing to the wastewater was also evaluated. The best performed candidate was further tested for its capacity for improving correlation between normalized SARS-CoV-2 loads and the clinical cases reported in the City of Columbia, Missouri, a university town with a constantly fluctuated population. Our results showed that, except CRE, the direct and indirect normalization approaches using biomarkers allow accounting for the changes in wastewater dilution and differences in relative human waste input over time regardless flow volume and population at any given WWTP. Among selected biomarkers, PARA is the most reliable population biomarker in determining the SARS-CoV-2 load per capita due to its high accuracy, low variability, and high temporal consistency to reflect the change in population dynamics and dilution in wastewater. It also demonstrated its excellent utility for real-time assessment of the population contributing to the wastewater. In addition, the viral loads normalized by the PARA-estimated population significantly improved the correlation ( =0.5878, <0.05) between SARS-CoV-2 load per capita and case numbers per capita. This chemical biomarker offers an excellent alternative to the currently CDC-recommended pMMoV genetic biomarker to help us understand the size, distribution, and dynamics of local populations for forecasting the prevalence of SARS-CoV2 within each sewershed.
The paraxanthine (PARA), the metabolite of the caffeine, is a more reliable population biomarker in SARS-CoV-2 wastewater-based epidemiology studies than the currently recommended pMMoV genetic marker.SARS-CoV-2 load per capita could be directly normalized using the regression functions derived from correlation between paraxanthine and population without flowrate and population data.Normalizing SARS-CoV-2 levels with the chemical marker PARA significantly improved the correlation between viral loads per capita and case numbers per capita.The chemical marker PARA demonstrated its excellent utility for real-time assessment of the population contributing to the wastewater.
自2020年新冠疫情爆发以来,基于废水的流行病学(WBE)一直是追踪社区中新冠病毒水平最具成本效益的方法之一。通过废水中的人群生物标志物对新冠病毒浓度进行标准化,对于解释病毒载量、比较排水区域之间的流行病学趋势以及识别脆弱社区至关重要。在本研究中,研究了五种人群生物标志物,即辣椒轻斑驳病毒(pMMoV)、肌酐(CRE)、5-羟吲哚乙酸(5-HIAA)、咖啡因(CAF)及其代谢物副黄嘌呤(PARA),通过开发的直接和间接方法来标准化新冠病毒载量的效用。还评估了它们在评估对废水有贡献的实时人口方面的效用。对表现最佳的候选物进一步测试其改善密苏里州哥伦比亚市(一个人口不断波动的大学城)归一化新冠病毒载量与报告临床病例之间相关性的能力。我们的结果表明,除了CRE之外,使用生物标志物的直接和间接标准化方法可以考虑废水稀释的变化以及随时间相对人类排泄物输入的差异,而无需考虑任何给定污水处理厂的流量和人口。在选定的生物标志物中,PARA由于其高精度、低变异性以及反映人口动态变化和废水稀释的高时间一致性而成为确定人均新冠病毒载量最可靠的人群生物标志物。它还证明了其在实时评估对废水有贡献的人口方面的出色效用。此外,通过PARA估计的人口进行标准化的病毒载量显著改善了人均新冠病毒载量与人均病例数之间的相关性(r = 0.5878,p < 0.05)。这种化学生物标志物为目前美国疾病控制与预防中心推荐的pMMoV基因生物标志物提供了一个很好的替代方案,以帮助我们了解当地人口的规模、分布和动态,从而预测每个排水区域内新冠病毒的流行情况。
咖啡因的代谢物副黄嘌呤(PARA)在基于新冠病毒废水的流行病学研究中是比目前推荐的pMMoV基因标志物更可靠的人群生物标志物。无需流量和人口数据,利用副黄嘌呤与人口之间的相关性得出的回归函数可直接对人均新冠病毒载量进行标准化。用化学标志物PARA对新冠病毒水平进行标准化显著改善了人均病毒载量与人均病例数之间的相关性。化学标志物PARA在实时评估对废水有贡献的人口方面表现出出色的效用。