Evidence map›Paper›PMID 42151255›Full record

ArticleScientific reports2026

Inhalation exposure and non-carcinogenic risk assessment of bacterial and fungal bioaerosols among wastewater treatment plants workers.

Sirwan Zarei, Sima Darabian, Naser Alizadeh, Ali Behroozy

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

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0 citing papers in PubMed.

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4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Sirwan ZareiDepartment of Occupational Health and Safety Engineering, School of Public Health, Zanjan University of Medical Sciences (ZUMS), Parvin E'tesamee Blvd, Zanjan, 45157-86349, Iran.
Sima DarabianDepartment of Medical Parasitology and Mycology, School of Medicine, Zanjan University of Medical Sciences (ZUMS), Zanjan, Iran.
Naser AlizadehDepartment of Microbiology, School of Medicine, Zanjan University of Medical Sciences (ZUMS), Zanjan, Iran.
Ali BehroozyDepartment of Occupational Health and Safety Engineering, School of Public Health, Zanjan University of Medical Sciences (ZUMS), Parvin E'tesamee Blvd, Zanjan, 45157-86349, Iran. abehroozy@zums.ac.ir.ORCID http://orcid.org/0000-0002-9755-7491

Funding

Zanjan University of Medical Sciences (ZUMS) A-12-580-11
6 · The paper itself

Abstract

Workers in wastewater treatment plants (WWTPs) are routinely exposed to airborne bacterial and fungal bioaerosols generated during wastewater processing. Although bioaerosol exposure has been widely reported, integrated assessments that capture spatial variability across treatment units, diurnal work shifts, and combined bacterial-fungal exposure remain limited, particularly in developing-country WWTPs. This study aimed to evaluate occupational inhalation exposure to culturable bacterial and fungal bioaerosols in municipal WWTPs and to estimate potential non-carcinogenic health risks using hazard-based metrics. A cross-sectional study was conducted in August 2024 at the Sanandaj WWTP, Kurdistan Province, Iran. Airborne bioaerosols were sampled across ten operational units, including influent wastewater, screening, grit chamber, aeration tank, settling units, anaerobic digester, and office areas. Sampling was performed over four consecutive working days during morning and evening shifts using a BioStage single-stage impactor connected to a calibrated Quick Take 30 pump. A total of 320 air samples (160 bacterial and 160 fungal) were collected at breathing-zone height (1.5 m). Non-carcinogenic inhalation risks were estimated using hazard quotient (HQ) and hazard index (HI) approaches based on standard exposure assumptions. Culturable bacterial bioaerosols were dominated by Gram-positive bacilli (~ 41%), followed by Gram-negative bacilli (30-36%), Gram-positive cocci (17-23%), and Gram-negative cocci (4-8%). Mean bacterial concentrations were highest in the aeration tank (921.67 CFU m⁻³) and grit chamber (743.52 CFU m⁻³), while the activated sludge bed and office areas showed minimal concentrations (~ 20 CFU m⁻³). Nineteen fungal species were identified, with Aspergillus niger, A. flavus, Mucor, and A. fumigatus being most prevalent. Comparisons between high-exposure units (aeration tank and grit chamber) and low-exposure areas (office building and activated sludge bed) showed a very large contrast in mean bioaerosol concentrations (Cohen's d = 2.14; 95% CI: 1.61-2.66; p < 0.001). HQ values were highest in the aeration tank (0.60) and grit chamber (0.49). The cumulative HI for the facility was 1.9, indicating exceedance of the selected reference concentration. The findings revealed marked spatial and temporal variability in bacterial and fungal bioaerosol exposure within WWTPs operations. While the estimated HI suggests potential concern, results should be interpreted cautiously due to methodological uncertainties. Targeted exposure control measures, routine monitoring, and future studies incorporating molecular techniques are recommended to better characterize occupational bioaerosol risks.

Indexed as

Air Pollutants, OccupationalBacteriaFungiInhalation ExposureOccupational ExposureWastewaterAerosolsAir MicrobiologyCross-Sectional StudiesEnvironmental MonitoringHumansIranRisk AssessmentWater PurificationWorking ConditionsAerosolsAir Pollutants, OccupationalWastewaterBioaerosolsInhalationNon-carcinogenic risk assessmentOccupational exposureWastewater treatment plants (WWTPs)

Identifiers

PMID42151255
PMCPMC13377171

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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.