Evidence map›Paper›PMID 39312241›Full record

ArticleJAMA network open2024

Drug Use Patterns in Wastewater and Socioeconomic and Demographic Indicators.

Xiaowei Zhuang, Michael A Moshi, Oscar Quinones, Rebecca A Trenholm, Ching-Lan Chang, Dietmar Cordes, Brett J Vanderford, Van Vo, Daniel Gerrity, Edwin C Oh

Abstract read
In one paragraph

Article in JAMA network open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Microorganisms · 2025
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors.

Xiaowei ZhuangLaboratory of Neurogenetics and Precision Medicine, University of Nevada Las Vegas.
Michael A MoshiLaboratory of Neurogenetics and Precision Medicine, University of Nevada Las Vegas.
Oscar QuinonesApplied Research and Development Center, Southern Nevada Water Authority, Las Vegas.
Rebecca A TrenholmApplied Research and Development Center, Southern Nevada Water Authority, Las Vegas.
Ching-Lan ChangLaboratory of Neurogenetics and Precision Medicine, University of Nevada Las Vegas.
Dietmar CordesCleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, Nevada.
Brett J VanderfordApplied Research and Development Center, Southern Nevada Water Authority, Las Vegas.
Van VoLaboratory of Neurogenetics and Precision Medicine, University of Nevada Las Vegas.
Daniel GerrityApplied Research and Development Center, Southern Nevada Water Authority, Las Vegas.
Edwin C OhLaboratory of Neurogenetics and Precision Medicine, University of Nevada Las Vegas.

Funding

Outreach/Diversity/Pipeline ProjectP20GM103440 · NIGMS · UNIVERSITY OF NEVADA RENO · PI Eduardo A Robleto · 2012 to 2026
$58.0M
Renewal of Centers of Biomedical Research Excellence (COBRE) (Phase 2) CNTN - ResubmissionP20GM109025 · NIGMS · CLEVELAND CLINIC FOUNDATION · PI JESSICA KIRKLAND CALDWELL · 2015 to 2026
$22.8M
Linking Ciliary Biology to the Functional Annotation of Psychiatric DistordersR01MH109706 · NIMH · UNIVERSITY OF NEVADA LAS VEGAS · PI OH, EDWIN C. · 2016 to 2020
$1.9M
Machine and deep learning for finding multimodal imaging biomarkers in prodromal ADR01AG071566 · NIA · CLEVELAND CLINIC LERNER COM-CWRU · PI CORDES, DIETMAR, LOWE, MARK J · 2024 to 2025
$1.6M
CDC HHS NH75OT000057-01-00NIA NIH HHS R01 AG071566NIGMS NIH HHS P20 GM103440NIGMS NIH HHS P20 GM109025NIMH NIH HHS R01 MH109706
6 · The paper itself

Abstract

Importance: Measuring drug use behaviors in individuals and across large communities presents substantial challenges, often complicated by socioeconomic and demographic variables. Objectives: To detect spatial and temporal changes in community drug use by analyzing concentrations of analytes in influent wastewater and exploring their associations with area-based socioeconomic and sociodemographic metrics like the area deprivation index (ADI) and rural-urban commuting area (RUCA) codes. Design, Setting, and Participants: This longitudinal, cross-sectional wastewater study was performed from May 2022 to April 2023 and included biweekly influent wastewater samples of 39 analytes from 8 sampling locations across 6 wastewater treatment plants in southern Nevada. Statistical analyses were conducted in December 2023. Main Outcomes and Measures: It was hypothesized that wastewater monitoring of pharmaceuticals and personal care products (PPCPs) and high-risk substances (HRSs) could reveal true spatial and temporal drug use patterns in near-real time. Data collection of samples for PPCPs and HRSs was performed using mass spectrometry. Both ADI and RUCA scores were utilized to characterize neighborhood contexts in the analysis. The false discovery rate (FDR) method was utilized to correct for multiple comparisons (PFDR). Results: Over the 12-month wastewater monitoring period, 208 samples for PPCPs and HRSs were collected, and analysis revealed an increase in the consumption of HRSs and the seasonal variation in PPCP use in southern Nevada. There was a significant increase in levels of stimulant-associated analytes, such as cocaine (β = 9.17 × 10-4; SE = 1.29 × 10-4; PFDR = 1.40 × 10-10), and opioids or their metabolites, notably norfentanyl (β = 1.48 × 10-4; SE = 1.88 × 10-4; PFDR = 1.66 × 10-12). In contrast, DEET, an active ingredient in mosquito and tick repellents, demonstrated a seasonal use pattern (β = -4.85 × 10-4; SE = 2.09 × 10-4; PFDR = 4.87 × 10-2). Wastewater from more disadvantaged or rural neighborhoods, as assessed through ADI and RUCA scores, was more likely to show a significant positive correlation with HRSs, such as cocaine (β = 0.075; SE = 0.038; P = .05) and norfentanyl (β = 0.004; SE = 0.001; P = 1.64 × 10-5). Conclusions and Relevance: These findings suggest that wastewater monitoring of PPCPs and HRSs offers a complementary method to existing public health tools, providing timely data for tracking substance use behaviors and use of PPCPs at a population level.

Indexed as

WastewaterCross-Sectional StudiesHumansLongitudinal StudiesNevadaSocioeconomic FactorsSubstance-Related DisordersWater Pollutants, ChemicalWastewaterWater Pollutants, Chemical

Identifiers

PMID39312241
PMCPMC11420698

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.