Evidence map›Paper›PMID 37198181›Full record

ArticleNature communications2023

Enabling accurate and early detection of recently emerged SARS-CoV-2 variants of concern in wastewater.

Nicolae Sapoval, Yunxi Liu, Esther G Lou, Loren Hopkins, Katherine B Ensor, Rebecca Schneider, Lauren B Stadler, Todd J Treangen

Abstract read
In one paragraph

Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

17 citing papers in PubMed.

  1. Understanding patterns of variant emergence and spread in an ongoing epidemic.medRxiv : the preprint server for health sciences · 2026
    Article
  2. Article
  3. bronko: ultrafast, alignment-free detection of viral genome variation.bioRxiv : the preprint server for biology · 2026
    Article
  4. Review
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  6. Article
  7. Article
  8. Article
  9. Article
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  14. Crykey: Rapid Identification of SARS-CoV-2 Cryptic Mutations in Wastewater.medRxiv : the preprint server for health sciences · 2023
    Article
  15. Article
  16. Article
  17. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Nicolae SapovalDepartment of Computer Science, Rice University, 6100 Main Street, Houston, TX, 77005, USA.ORCID 0000-0002-0736-5075
Yunxi LiuDepartment of Computer Science, Rice University, 6100 Main Street, Houston, TX, 77005, USA.
Esther G LouDepartment of Civil and Environmental Engineering, Rice University, 6100 Main Street, Houston, TX, 77005, USA.
Loren HopkinsHouston Health Department, 8000 N. Stadium Dr., Houston, TX, 77054, USA.ORCID 0000-0003-0626-9775
Katherine B EnsorDepartment of Statistics, Rice University, 6100 Main Street, Houston, TX, 77005, USA.
Rebecca SchneiderHouston Health Department, 8000 N. Stadium Dr., Houston, TX, 77054, USA.
Lauren B StadlerDepartment of Civil and Environmental Engineering, Rice University, 6100 Main Street, Houston, TX, 77005, USA. lauren.stadler@rice.edu.
Todd J TreangenDepartment of Computer Science, Rice University, 6100 Main Street, Houston, TX, 77005, USA. treangen@rice.edu.ORCID 0000-0002-3760-564X

Funding

Project 3: Functional Microbiome and Host Signatures in Transition from Commensal to pathogenP01AI152999 · NIAID · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI ARIAS, CESAR AUGUSTO, SAVIDGE, TOR C. · 2020 to 2025
$12.0M
Bringing Modern Data Science Tools to Bear on Environmental Mixtures: Administrative Supplement for U3 PopulationsR01ES028819 · NIEHS · UNIVERSITY OF NOTRE DAME · PI MIRANDA, MARIE LYNN · 2018 to 2021
$2.4M
CDC HHSNIAID NIH HHS P01 AI152999NIEHS NIH HHS R01 ES028819
6 · The paper itself

Abstract

As clinical testing declines, wastewater monitoring can provide crucial surveillance on the emergence of SARS-CoV-2 variant of concerns (VoCs) in communities. In this paper we present QuaID, a novel bioinformatics tool for VoC detection based on quasi-unique mutations. The benefits of QuaID are three-fold: (i) provides up to 3-week earlier VoC detection, (ii) accurate VoC detection (>95% precision on simulated benchmarks), and (iii) leverages all mutational signatures (including insertions & deletions).

Indexed as

COVID-19BenchmarkingHumansSARS-CoV-2WastewaterWastewater

Identifiers

PMID37198181
PMCPMC10191095

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.