Geospatially-resolved public-health surveillance via wastewater sequencing
Author:
Tierney Braden T, Foox Jonathan, Ryon Krista A, Butler Daniel, Damle Namita, Young Benjamin G, Mozsary Christopher, Babler Kristina M., Yin Xue, Carattini Yamina, Andrews David, Solle Natasha Schaefer, Kumar Naresh, Shukla Bhavarth, Vidovic Dusica, Currall Benjamin, Williams Sion L., Schürer Stephan C., Stevenson Mario, Amirali Ayaaz, Beaver Cynthia C., Kobetz Erin, Boone Melinda M., Reding Brian, Laine Jennifer, Comerford Samuel, Lamar Walter E., Tallon John J., Hirschberg Jeremy Wain, Proszynski Jacqueline, Sharkey Mark E., Church George M, Grills George S, Solo-Gabriele Helena M., Mason Christopher EORCID
Abstract
AbstractWastewater, which contains everything from pathogens to pollutants, is a geospatially-and temporally-linked microbial fingerprint of a given population. As a result, it can be leveraged for monitoring multiple dimensions of public health across locales and time. Here, we integrate targeted and bulk RNA sequencing (n=1,419 samples) to track the viral, bacterial, and functional content over geospatially distinct areas within Miami Dade County from 2020-2022. First, we used targeted amplicon sequencing (n=966) to track diverse SARS-CoV-2 variants across space and time, and we found a tight correspondence with clinical caseloads from University students (N = 1,503) and Miami-Dade County hospital patients (N = 3,939 patients), as well as an 8-day earlier detection of the Delta variant in wastewater vs. in patients. Additionally, in 453 metatranscriptomic samples, we demonstrate that different wastewater sampling locations have clinically and public-health-relevant microbiota that vary as a function of the size of the human population they represent. Through assembly, alignment-based, and phylogenetic approaches, we also detect multiple clinically important viruses (e.g.,norovirus) and describe geospatial and temporal variation in microbial functional genes that indicate the presence of pollutants. Moreover, we found distinct profiles of antimicrobial resistance (AMR) genes and virulence factors across campus buildings, dorms, and hospitals, with hospital wastewater containing a significant increase in AMR abundance. Overall, this effort lays the groundwork for systematic characterization of wastewater to improve public health decision making and a broad platform to detect emerging pathogens.
Publisher
Cold Spring Harbor Laboratory
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