COVID-19 pandemic microplastics environmental impacts predicted by deep random forest (DRF) predictive model DOI Creative Commons
Liping Chen, Arkan Kh Shakr Sabonchi, Yaser A. Nanehkaran

et al.

Environmental Sciences Europe, Journal Year: 2024, Volume and Issue: 36(1)

Published: Nov. 7, 2024

Microplastic pollution is a pressing issue with far-reaching environmental and public health consequences. This study delves into the intricacies of predicting microplastic during COVID-19 pandemic in Tehran, Iran. The research introduces rigorous comparative analysis that evaluates predictive prowess Deep Random Forest algorithm established benchmarks, such as Forest, Decision Trees, Gradient Boosting, AdaBoost, Support Vector Machine. evaluation process encompasses meticulous 70–30 training–testing split main data set. Performance assessed by metrics, including ROC statistical errors. primary set distinct categories, household wastes, hospital clinics unknown-originated susceptible waste which categorized Infected items, PPEs, SUPs, Test kits, Medical packages, Unknown-originated mircoplastic waste. Deliberately, this was partitioned training testing subsets, ensuring robustness reliability subsequent analyses. Approximately 70% database allocated to set, remaining 30% constituting findings underscore proposed algorithm's supremacy, boasting an impressive AUC = 0.941. exceptional score reflects model's precision categorizing microplastics. These results have profound implications for management pandemics. positions model potent tool prediction, encouraging further refine models tap new sources more comprehensive understanding dynamics urban settings.

Language: Английский

Probabilistic Estimation of Airborne Micro- and Nanoplastic Intake in Humans DOI
Yu Chen, Yuchuan Meng, Guodong Liu

et al.

Environmental Science & Technology, Journal Year: 2024, Volume and Issue: 58(21), P. 9071 - 9081

Published: May 15, 2024

Little research exists on the magnitude, variability, and uncertainty of human exposure to airborne micro- nanoplastics (AMNPs), despite their critical role in MNPs. We probabilistically estimate global intake AMNPs through three main pathways: indoor inhalation, outdoor ingestion during meals, for both children adults. The median inhalation AMPs is 1,207.7 (90% CI, 42.5–8.48 × 104) 1,354.7 47.4–9.55 N/capita/day adults, respectively. annual 13.18 mg/capita/a 19.10 which approximately one-fifth one-third mass a standard stamp, assuming consistent daily medians. majority AMP number occurs while deposited meals contributes most terms mass. Furthermore, ANP 9,638.1 N/day (8.23 10–6 μg/d) 5,410.6 (4.62 respectively, compared 5.30 105 (5.79 10–4 6.00 (6.55 via inhalation. Considering increased toxicity smaller MNPs, significant ANPs inhaled warrants great attention. Collaborative efforts are imperative further elucidate combat current MPN risks.

Language: Английский

Citations

9

Microplastics in Hong Kong's marine waters: Impact of rainfall and Pearl River discharge DOI
Kai Zhang,

Michael C Y Cheng,

Mengyang Liu

et al.

Marine Pollution Bulletin, Journal Year: 2024, Volume and Issue: 205, P. 116635 - 116635

Published: June 27, 2024

Language: Английский

Citations

9

ROS-dependent degeneration of human neurons induced by environmentally relevant levels of micro- and nanoplastics of diverse shapes and forms DOI Creative Commons

Kinga Vojnits,

Andrés de León,

Harneet Rathore

et al.

Journal of Hazardous Materials, Journal Year: 2024, Volume and Issue: 469, P. 134017 - 134017

Published: March 13, 2024

Our study explores the pressing issue of micro- and nanoplastics (MNPs) inhalation their subsequent penetration into brain, highlighting a significant environmental health concern. We demonstrate that MNPs can indeed penetrate murine warranting further investigation neurotoxic effects in humans. then proceed to test impact at environmentally relevant concentrations, with focusing on variations size shape. findings reveal these induce oxidative stress, cytotoxicity, neurodegeneration human neurons, cortical neurons being more susceptible than nociceptors. Furthermore, we examine role biofilms MNPs, demonstrating serve as vehicle for pathogenic significantly exacerbate effects. This sequence investigations reveals minimal accumulation cause stress risking brain highlights need understand neurological consequences inhaling MNPs. Overall, our developed vitro testing battery has significance elucidating factors associated pathological mechanisms neurons.

Language: Английский

Citations

8

Human inhalation exposure assessment of the airborne microplastics from indoor deposited dusts during winter in Dhaka, Bangladesh DOI Creative Commons

Md. Zubayer Islam,

Shahid Uz Zaman,

N. Sami

et al.

Heliyon, Journal Year: 2024, Volume and Issue: 10(16), P. e36449 - e36449

Published: Aug. 1, 2024

Highlights•Indoor dust all around Dhaka contained a high abundance of microplastics.•Fiber's length in the range 50–250 μm were predominant.•Deposition rates microplastics varied based on different indoor factors.•Various polymers identified atmospheric Dhaka.AbstractMicroplastic (MP) contamination has become concern due to its ubiquitous presence. Recent studies have found MPs be present multiple human organs. This study was carried out evaluate presence and characterize deposition. Deposited collected from fifteen households city. The samples underwent quantification using stereomicroscopy. Fourier Transform Infrared (FTIR) spectroscopy performed understand polymer composition. size group ranging 50 250 most dominant. deposition 7.52 × 10³ MPs/m2/day 66.29 MPs/m2/day, with mean rate being 34 MPs/m2/day. Notably, number occupants height sampling location above ground level influence rates. Various polymers, including polyester (PET), polyethylene (PE), Nylon, polypropylene (PP), identified. estimated inhalation exposure 2986 ± 1035 MPs/kg-BW/day. work highlights need for additional research explore microplastic potential effect health densely inhabited severely polluted megapolis Dhaka, Bangladesh.Graphical abstract

Language: Английский

Citations

5

Atmospheric deposition of microplastics in an urban conglomerate near to the foothills of Indian Himalayas: investigating the quantity, chemical character, possible sources and transport mechanisms DOI Creative Commons
Yadav Ankit, Ajay Kumar,

Sharma Nischal

et al.

Environmental Pollution, Journal Year: 2024, Volume and Issue: 361, P. 124629 - 124629

Published: July 27, 2024

The global apprehension regarding the ubiquitous presence of microplastics (MPs) and their associated health risks underscore a significant challenge. However, our understanding on occurrence characteristics this emerging class pollutants in different environmental compartments remains limited. For instance, despite housing approximately 20-25% population, evidence atmospheric MPs Indian Subcontinent is exceedingly rare. Hence, we for first-time present data depositional flux, chemical composition, morphological features collected from foothills Himalayas. total number samples ranged 65 to 752 particles, with an average 317 ± 171 particles count. flux was 2256 1221 particles/m

Language: Английский

Citations

4

Atmospheric Microplastic Pollution in Textile Industrial Areas: Source, Composition, and Health Risk Assessment DOI

Riajul Haq Tanjil,

Md. Safiqul Islam, Zubayer Islam

et al.

Bulletin of Environmental Contamination and Toxicology, Journal Year: 2025, Volume and Issue: 114(4)

Published: March 22, 2025

Language: Английский

Citations

0

Stock and vertical distribution of microplastics and tire and road wear particles into the soils of a high-traffic roadside biofiltration swale DOI
Max Beaurepaire, Tiago De Oliveira, Johnny Gaspéri

et al.

Environmental Pollution, Journal Year: 2025, Volume and Issue: unknown, P. 126092 - 126092

Published: March 1, 2025

Language: Английский

Citations

0

Characterization of atmospheric microplastics in Hangzhou, a Megacity of the Yangtze River Delta, China DOI Creative Commons

Liang Xu,

Jiefeng Li,

Shushen Yang

et al.

Environmental Science Atmospheres, Journal Year: 2024, Volume and Issue: 4(10), P. 1161 - 1169

Published: Jan. 1, 2024

Atmospheric microplastics in Hangzhou were predominantly fibers, with tires (27.0%) and PET (19.7%) as the dominant types. The annual MP dry deposition flux urban area was estimated to be 16.9 ± 2.9 tons.

Language: Английский

Citations

1

Quantitative analysis of microplastics in Nile tilapia from a recirculating aquaculture system using pyrolysis–gas chromatography–mass spectrometry DOI Creative Commons
Feride Öykü Sefiloğlu, Martin Brits, Azora König Kardgar

et al.

Environmental Sciences Europe, Journal Year: 2024, Volume and Issue: 36(1)

Published: Sept. 30, 2024

Language: Английский

Citations

1

From the highway to receiving water bodies: identification and simultaneous quantification of small microplastics (< 100 µm) in highway stormwater runoff DOI
Beatrice Rosso, Luca Vezzaro,

Barbara Bravo

et al.

Environmental Science and Pollution Research, Journal Year: 2024, Volume and Issue: 31(52), P. 61845 - 61859

Published: Oct. 23, 2024

Language: Английский

Citations

0