Recovering wastewater RNA for virome sequencing by systematically optimized tangential-flow ultrafiltration and Nanotrap microbiome particles

Municipal wastewater harbors diverse RNA viruses, which are responsible for many emerging and reemerging diseases in humans, animals, and plants. Although genomic sequencing can be a high-throughput approach for profiling the RNA virome in wastewater, wastewater processing methods often influence sequencing outcomes. Here, we systematically evaluated two wastewater processing methods, tangential-flow ultrafiltration (TFF) and Nanotrap Microbiome A Particles, for detecting the target RNA virus severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) via amplicon sequencing and characterizing the RNA virome using whole-transcriptome shotgun sequencing. Our results from paired comparison tests showed that the TFF and Nanotrap methods recovered similar SARS-CoV-2 variants at the lineage level (analysis of similarity [ANOSIM] <i>R</i> = -0.012, <i>P</i> = 0.874). Optimizing automated procedures for the Nanotrap method and concentration factors for the TFF method was critical for achieving high-depth and high-breadth coverage of the target virus genome. Notably, the two methods enriched distinct RNA viromes from the same wastewater samples (ANOSIM <i>R</i> = 0.260, <i>P</i> = 0.002), with TFF samples showing 22-fold and 7-fold higher relative abundances of <i>Reoviridae</i> and <i>Coronaviridae</i>, respectively. These differences are likely due to the distinct virus concentration mechanisms employed by each method, which are influenced by liquid-solid partitioning of virus particles and interactions of viral surface proteins with ligands. Our findings underscore the importance of optimizing wastewater processing methods for genomic monitoring and have implications for broader environmental applications.IMPORTANCEWastewater genomic sequencing is an emerging technology for tracking viral infections within communities. However, different methods for concentrating viruses and extracting nucleic acids can influence the recoveries of RNA virome from wastewater. An in-depth understanding of virus concentration mechanisms and their impact on sequencing data quality and bioinformatic output would be critical to guide method selection and optimization. Specifically, this study systematically evaluated tangential-flow ultrafiltration and Nanotrap microbiome particles for their application to sequence SARS-CoV-2 and whole RNA virome from wastewater. Both methods yielded high-quality sequencing data for amplicon sequencing of SARS-CoV-2, but their outcomes diverged in the recovered RNA virome. We identified RNA viruses that are preferentially recovered by each of these two methods and proposed considerations of method selection for future studies of wastewater RNA virome.

Authors

Institutions

Publication Details

Journal
Applied and Environmental Microbiology
Published
2025-08-29
DOI
https://doi.org/10.1128/aem.00777-25
Citations
1
Primary Topic
SARS-CoV-2 detection and testing
Type
article
Field-Weighted Citation Impact
1.40

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Recovering wastewater RNA for virome sequencing by systematically optimized tangential-flow ultrafiltration and Nanotrap microbiome particles

Donald Yergeau, Jennifer A. Surtees, Jonathan Bard, Ian Bradley et al.
1 citations
Applied and Environmental Microbiology
SARS-CoV-2 detection and testing
1.40
article

Recovering wastewater RNA for virome sequencing by systematically optimized tangential-flow ultrafiltration and Nanotrap microbiome particles

Donald Yergeau, Jennifer A. Surtees, Jonathan Bard, Ian Bradley, Yinyin Ye, Alyssa Pohlman, Emily Segelhurst, Vicky Huang, Sydney Gallo
article en
1 citations

Abstract

Municipal wastewater harbors diverse RNA viruses, which are responsible for many emerging and reemerging diseases in humans, animals, and plants. Although genomic sequencing can be a high-throughput approach for profiling the RNA virome in wastewater, wastewater processing methods often influence sequencing outcomes. Here, we systematically evaluated two wastewater processing methods, tangential-flow ultrafiltration (TFF) and Nanotrap Microbiome A Particles, for detecting the target RNA virus severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) via amplicon sequencing and characterizing the RNA virome using whole-transcriptome shotgun sequencing. Our results from paired comparison tests showed that the TFF and Nanotrap methods recovered similar SARS-CoV-2 variants at the lineage level (analysis of similarity [ANOSIM] <i>R</i> = -0.012, <i>P</i> = 0.874). Optimizing automated procedures for the Nanotrap method and concentration factors for the TFF method was critical for achieving high-depth and high-breadth coverage of the target virus genome. Notably, the two methods enriched distinct RNA viromes from the same wastewater samples (ANOSIM <i>R</i> = 0.260, <i>P</i> = 0.002), with TFF samples showing 22-fold and 7-fold higher relative abundances of <i>Reoviridae</i> and <i>Coronaviridae</i>, respectively. These differences are likely due to the distinct virus concentration mechanisms employed by each method, which are influenced by liquid-solid partitioning of virus particles and interactions of viral surface proteins with ligands. Our findings underscore the importance of optimizing wastewater processing methods for genomic monitoring and have implications for broader environmental applications.IMPORTANCEWastewater genomic sequencing is an emerging technology for tracking viral infections within communities. However, different methods for concentrating viruses and extracting nucleic acids can influence the recoveries of RNA virome from wastewater. An in-depth understanding of virus concentration mechanisms and their impact on sequencing data quality and bioinformatic output would be critical to guide method selection and optimization. Specifically, this study systematically evaluated tangential-flow ultrafiltration and Nanotrap microbiome particles for their application to sequence SARS-CoV-2 and whole RNA virome from wastewater. Both methods yielded high-quality sequencing data for amplicon sequencing of SARS-CoV-2, but their outcomes diverged in the recovered RNA virome. We identified RNA viruses that are preferentially recovered by each of these two methods and proposed considerations of method selection for future studies of wastewater RNA virome.

Applied and Environmental MicrobiologyVol. 91(10)
Institut thématique Génétique, génomique et bioinformatique (FR), Water Research Institute (IT), Jacobs Institute (US), Jacobs (United Kingdom) (GB), Jacobs (United States) (US), University at Buffalo, State University of New York (US)
National Science Foundation of Sri Lanka
Openalex Percentile: Top 17%
SARS-CoV-2 detection and testing
1.40
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.