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Zappi A, Brattich E, Biondi M, Tositti L. How to use efficiently airborne criteria pollutants and radon-222 in source apportionment: A self-organizing maps approach. CHEMOSPHERE 2024; 367:143619. [PMID: 39454768 DOI: 10.1016/j.chemosphere.2024.143619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 10/21/2024] [Accepted: 10/22/2024] [Indexed: 10/28/2024]
Abstract
Pollutant source apportionment represents one of the fundamental activities in environmental science. Several efficient chemometric tools are available to the scope, mostly based on multivariate techniques and usually applied to aerosol chemical speciation data. In the present work, an alternative source profiling method is proposed, based on the self-organizing maps (SOM) algorithm. Moreover, the dataset used includes typical criteria pollutants and physical parameters related to airborne particulate matter widely used as a complement of aerosol source apportionment and largely available at a higher time resolution than bulk aerosol samplings, allowing the information on the dynamic behavior of the local airshed to be extended. In this work, data was collected at a coastal location in NW Italy, between January and July 2012. Hourly concentrations of typical gaseous pollutants (SO2, NO, NO2, benzene, toluene, (m-p)-xylene, o-xylene), black-carbon and particle number concentrations by an optical particle sizer (OPS) were collected. The dataset was integrated with radon-222 activity concentration and meteorological parameters to enrich and refine the information obtained by SOM computation as well as to improve the air pollution source localization. Despite the lower specificity of criteria pollutants, the approach developed was capable of revealing distinct pollution sources such as the urban background traffic, the coal-fired power plant active at the time of the study, and the harbor, in agreement with previous PM-based source apportionment studies carried out locally, while enlightening peculiar dynamical conditions detectable at the sub-daily time scale. The application of the SOM algorithm, with the integration of meteorological parameters and atmospheric radon, proved to be very efficient in unveiling the air pollution sources.
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Affiliation(s)
- Alessandro Zappi
- Department of Chemistry "G. Ciamician", University of Bologna, Via F. Selmi, 2, 40126, Bologna, Italy.
| | - Erika Brattich
- Department of Physics and Astronomy "Augusto Righi", University of Bologna, Viale Berti Pichat 6/2, 40127, Bologna, Italy
| | - Mariassunta Biondi
- Department of Chemistry "G. Ciamician", University of Bologna, Via F. Selmi, 2, 40126, Bologna, Italy
| | - Laura Tositti
- Department of Chemistry "G. Ciamician", University of Bologna, Via F. Selmi, 2, 40126, Bologna, Italy.
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Robinson JM, Liddicoat C, Sun X, Ramesh S, Hawken S, Lee K, Brame J, Fickling NW, Kuhn E, Hayward C, Deshmukh S, Robinson K, Cando‐Dumancela C, Breed MF. The climate change-pollution-aerobiome nexus: A 'systems thinking' mini-review. Microb Biotechnol 2024; 17:e70018. [PMID: 39401032 PMCID: PMC11472731 DOI: 10.1111/1751-7915.70018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Accepted: 09/07/2024] [Indexed: 10/15/2024] Open
Abstract
The interrelationship between climate change, pollution and the aerobiome (the microbiome of the air) is a complex ecological dynamic with profound implications for human and ecosystem health. This mini-review explores the multifaceted relationships among these factors. By synthesising existing research and integrating interdisciplinary perspectives, we examine the mechanisms driving interactions within the climate change-pollution-aerobiome nexus. We also explore synergistic and cascading effects and potential impacts on human health (including both communicable and non-communicable diseases) and that of wider ecosystems. Based on our mini-review results, climate change influences air pollution and, independently, air pollution affects the composition, diversity and activity of the aerobiome. However, we apply a 'systems thinking' approach and create a set of systems diagrams to show that climate change likely influences the aerobiome (including bacteria and fungi) via climate change-pollution interactions in complex ways. Due to the inherent complexity of these systems, we emphasise the importance of holistic and/or interdisciplinary approaches and collaborative efforts in understanding this nexus to safeguard planetary health in an era of rapid environmental change.
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Affiliation(s)
- Jake M. Robinson
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Craig Liddicoat
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Xin Sun
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
- Key Laboratory of Urban Environment and Health, Ningbo Observation and Research Station, Fujian Key Laboratory of Watershed Ecology, Institute of Urban EnvironmentChinese Academy of SciencesXiamenChina
| | - Sunita Ramesh
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Scott Hawken
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
- School of Architecture and Civil EngineeringThe University of AdelaideAdelaideSouth AustraliaAustralia
| | - Kevin Lee
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
- Department of Food Science and Microbiology, School of ScienceAuckland University of TechnologyEast Auckland CityNew Zealand
| | - Joel Brame
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- School of Biotechnology and Biomolecular SciencesUniversity of New South WalesKensingtonNew South WalesAustralia
| | - Nicole W. Fickling
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Emma Kuhn
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
- Environmental Health, College of Science and EngineeringFlinders UniversityAdelaideSouth AustraliaAustralia
| | - Claire Hayward
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
- Environmental Health, College of Science and EngineeringFlinders UniversityAdelaideSouth AustraliaAustralia
| | - Sonali Deshmukh
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
- Environmental Health, College of Science and EngineeringFlinders UniversityAdelaideSouth AustraliaAustralia
| | - Kate Robinson
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Christian Cando‐Dumancela
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
| | - Martin F. Breed
- College of Science and EngineeringFlinders UniversityBedford ParkSouth AustraliaAustralia
- The Aerobiome Innovation and Research HubFlinders UniversityBedford ParkSouth AustraliaAustralia
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Wang Y, Zhu H, Zhang S, Yang K, Liu Y, Lai B, Yu F. Disruption and recovery of outdoor bioaerosols before, during, and after the COVID-19 outbreak at a campus in Central China: pathogen composition, particle size distribution, influencing factors, and exposure risk. ENVIRONMENTAL SCIENCE. PROCESSES & IMPACTS 2024; 26:421-435. [PMID: 38258910 DOI: 10.1039/d3em00496a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Before (2019), during (2020), and after (2021) the COVID-19 outbreak, different response methods and measures were taken on campuses to control the spread of COVID-19 within schools. These response methods may have changed the outdoor bioaerosol characteristics, which may affect staff and student health. Therefore, we analyzed the bacterial concentrations, particle size distribution, microbial populations, exposure risks, and environmental influences of bioaerosols at a campus before, during, and after the COVID-19 outbreak. This study used eight-stage Andersen samplers to collect and analyze culturable bacteria in bioaerosols from various locations, high-throughput sequencing to analyze microbial species, principal component analysis to compare differences in samples, RDA to investigate the effects of environmental factors on bioaerosols, and hazard quotient (HQ) and BugBase to evaluate human health risks. The study findings revealed that average bacterial concentrations before, during, and after COVID-19 were 75 CFU m-3, 136 CFU m-3, and 78 CFU m-3, respectively. Moreover, the average percentage of bacteria attached to PM2.5 was 49.2%, 42.7%, and 29.9%, respectively. High-throughput sequencing revealed that species composition changed significantly during the three years of COVID-19. The proportion of Pantoea and Bacillus increased with the development of COVID-19 and these became the dominant strains after COVID-19, whereas Pseudomonas had the maximum proportion during COVID-19. Both risk assessment and BugBase phenotype prediction results indicated that the potential pathogenic risk was the highest in the outdoor environment of the campus during COVID-19 and that bioaerosol contamination was the most severe compared to the outdoor bioaerosol characteristics of the campus recovered after COVID-19.
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Affiliation(s)
- Yanjie Wang
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
| | - Haoran Zhu
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
| | - Song Zhang
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
| | - Kai Yang
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
| | - Yang Liu
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
| | - Bisheng Lai
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
| | - Fangfang Yu
- School of Public Health, Zhengzhou University, Zhengzhou 450001, P. R. China.
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Toyoda A, Shibata Y, Matsuo Y, Terada K, Sugimoto H, Higashi K, Mori H, Ikeuchi A, Ito M, Kurokawa K, Katahira S. Diversity and compositional differences of the airborne microbiome in a biophilic indoor environment. Sci Rep 2023; 13:8179. [PMID: 37210416 DOI: 10.1038/s41598-023-34928-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 05/10/2023] [Indexed: 05/22/2023] Open
Abstract
Biophilic design based on indoor planting plays an important role in human physical and mental well-being. To investigate and assess the effects of indoor planting on air quality, we sequenced 16S rRNA gene amplicons to compare the airborne bacterial microbiomes of three planting rooms before and after installing natural materials (plants, soil, water, etc.) with distinct biophilic attributes. Incorporation of indoor plantings significantly increased the taxonomic diversity of the airborne microbiome in each room, and we observed different microbiome compositions in each room. The proportional contribution of each bacterial source to the airborne microbiome in the indoor planting rooms was estimated by SourceTracker2. This analysis revealed that the proportion of airborne microbial sources (e.g., plants and soil) varied depending on the natural materials installed. Our results have important implications for indoor planting with biophilic design to control the indoor airborne microbiome.
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Affiliation(s)
- Akinobu Toyoda
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan
| | - Yusuke Shibata
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan
| | - Yuzy Matsuo
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan
| | - Kumi Terada
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan
| | - Hiroki Sugimoto
- Toyota Central R&D Labs, Inc., Nagakute, Aichi, 480-1192, Japan
| | - Koichi Higashi
- Department of Informatics, National Institute of Genetics, Mishima, Shizuoka, 411-8540, Japan
| | - Hiroshi Mori
- Department of Informatics, National Institute of Genetics, Mishima, Shizuoka, 411-8540, Japan
| | - Akinori Ikeuchi
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan
| | - Masakazu Ito
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan
| | - Ken Kurokawa
- Department of Informatics, National Institute of Genetics, Mishima, Shizuoka, 411-8540, Japan
| | - Satoshi Katahira
- Frontier Research Center, Toyota Motor Corporation, Toyota, Aichi, 471-8572, Japan.
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Tan H, Wong KY, Nyakuma BB, Kamar HM, Chong WT, Wong SL, Kang HS. Systematic study on the relationship between particulate matter and microbial counts in hospital operating rooms. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:6710-6721. [PMID: 34458973 PMCID: PMC8403507 DOI: 10.1007/s11356-021-16171-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 08/22/2021] [Indexed: 06/04/2023]
Abstract
In this study, a systematic procedure for establishing the relationship between particulate matter (PM) and microbial counts in four operating rooms (ORs) was developed. The ORs are located in a private hospital on the western coast of Peninsular Malaysia. The objective of developing the systematic procedure is to ensure that the correlation between the PMs and microbial counts are valid. Each of the procedures is conducted based on the ISO, IEST, and NEBB standards. The procedures involved verifying the operating parameters are air change rate, room differential pressure, relative humidity, and air temperature. Upon verifying that the OR parameters are in the recommended operating range, the measurements of the PMs and sampling of the microbes were conducted. The TSI 9510-02 particle counter was used to measure three different sizes of PMs: PM 0.5, PM 5, and PM 10. The MAS-100ECO air sampler was used to quantify the microbial counts. The present study confirms that PM 0.5 does not have an apparent positive correlation with the microbial count. However, the evident correlation of 7% and 15% were identified for both PM 5 and PM 10, respectively. Therefore, it is suggested that frequent monitoring of both PM 5 and PM 10 should be practised in an OR before each surgical procedure. This correlation approach could provide an instantaneous estimation of the microbial counts present in the OR.
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Affiliation(s)
- Huiyi Tan
- School of Chemical and Energy Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia
| | - Keng Yinn Wong
- School of Mechanical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia.
- Process Systems Engineering Centre (PROSPECT), Faculty of Engineering, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia.
| | - Bemgba Bevan Nyakuma
- Department of Chemistry, Faculty of Sciences, Benue State University, Makurdi, Benue State, P. M. B 102119, Nigeria
| | - Haslinda Mohamed Kamar
- School of Mechanical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia
| | - Wen Tong Chong
- Department of Mechanical Engineering, Faculty of Engineering, University of Malaya, 50603, Kuala Lumpur, Malaysia
| | - Syie Luing Wong
- Dpto. Matemática Aplicada, Ciencia e Ingeniería de Materiales y Tecnología Electrónica, Universidad Rey Juan Carlos, C/ Tulipán s/n, Móstoles, Madrid, Spain
| | - Hooi Siang Kang
- School of Mechanical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, 81310, Skudai, Johor, Malaysia
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Michalska M, Zorena K, Marks R, Wąż P. The emergency discharge of sewage to the Bay of Gdańsk as a source of bacterial enrichment in coastal air. Sci Rep 2021; 11:20959. [PMID: 34697351 PMCID: PMC8546070 DOI: 10.1038/s41598-021-00390-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 10/07/2021] [Indexed: 11/12/2022] Open
Abstract
The purpose of this research was to study the presence of potential pathogenic bacteria in the seawater and air in five coastal towns (Hel, Puck, Gdynia, Sopot, Gdańsk-Brzeźno) as well as the enrichment of bacteria from the seawater into the coastal air after an emergency discharge of sewage into the Bay of Gdańsk. A total of 594 samples of air and seawater were collected in the coastal zone between spring and summer (between 2014 and 2018). Air samples were collected using the impact method with a SAS Super ISO 100. The multivariate analysis, conducted using contingency tables, showed a statistically significant variation between the concentration of coliforms, psychrophilic and mesophilic bacteria in the seawater microlayer and air in 2018, after an emergency discharge of sewage into the Bay of Gdańsk, compared to 2014-2017. Moreover, we detected a marine aerosol enrichment in psychrophilic, mesophilic bacteria, coliforms and Escherichia coli. We also showed a statistically significant relationship between the total concentration of bacteria and humidity, air temperature, speed and wind direction. This increased concentration of bacteria in the seawater and coastal air, and the high factor of air enrichment with bacteria maybe associated with the emergency discharge of wastewater into the Bay of Gdańsk. Therefore, it is suggested that in the event of a malfunction of a sewage treatment plant, as well as after floods or sudden rainfall, the public should be informed about the sanitary and epidemiological status of the coastal waters and be recommended to limit their use of coastal leisure areas.
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Affiliation(s)
- Małgorzata Michalska
- Department of Immunobiology and Environment Microbiology, Faculty of Health Sciences with Institute of Maritime and Tropical Medicine Medical University of Gdańsk, ul. Dębinki 7, 80-211, Gdańsk, Poland.
| | - Katarzyna Zorena
- Department of Immunobiology and Environment Microbiology, Faculty of Health Sciences with Institute of Maritime and Tropical Medicine Medical University of Gdańsk, ul. Dębinki 7, 80-211, Gdańsk, Poland
| | - Roman Marks
- Institute of Marine and Environmental Sciences, University of Szczecin, ul. Mickiewicza 16, 70-383, Szczecin, Poland
| | - Piotr Wąż
- Department of Nuclear Medicine, Faculty of Health Sciences with Institute of Maritime and Tropical Medicine, Medical University of Gdańsk, ul. Dębinki 7, 80-211, Gdańsk, Poland
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