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Sagisaka Y, Ishibashi M, Hosokawa D, Nakagawa H, Yonogi S, Minami K, Suzuki Y, Ogawa T, Ukimura A, Nakano T, Komano J. Regional and temporal genotype profiling of Clostridioides difficile in a multi-institutional study in Japan. Sci Rep 2024; 14:21559. [PMID: 39284883 PMCID: PMC11405520 DOI: 10.1038/s41598-024-72252-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Accepted: 09/05/2024] [Indexed: 09/22/2024] Open
Abstract
Clostridioides difficile, a cause of healthcare-associated infections, poses a significant global health threat. This multi-institutional retrospective study focuses on epidemic dynamics, emphasizing minor and toxin-negative clinical isolates through high-resolution genotyping. The genotype of the C. difficile clinical isolates during 2005 to 2022 was gathered from 14 hospitals across Japan (N = 982). The total number of unique genotypes was 294. Some genotypes were identified in every hospital (cross-regional genotypes), while others were unique to a specific hospital or those in close geographic proximity (region-specific genotypes). Notably, a hospital located in a sparsely populated prefecture exhibited the highest prevalence of region-specific genotypes. The isolation rate of cross-regional genotypes positively correlated with the human mobility flow. A 6-month interval analysis at a university hospital from 2019 to 2021 revealed a temporal transition of the genotype dominance. The frequent isolation of identical genotypes over a brief timeframe did not always align with the current criteria for defining nosocomial outbreaks. This study highlights the presence of diverse indigenous C. difficile strains in regional environments. The cross-regional strains may have a higher competency to spread in the human community. The longitudinal analysis underscores the need for further investigation into potential nosocomial spread.
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Affiliation(s)
- Yusaku Sagisaka
- Department of Microbiology and Infection Control, Faculty of Pharmacy, Osaka Medical and Pharmaceutical University, 4-20-1 Nasahara, Takatsuki, Osaka, 569-1094, Japan
| | - Miyako Ishibashi
- Department of Microbiology and Infection Control, Faculty of Pharmacy, Osaka Medical and Pharmaceutical University, 4-20-1 Nasahara, Takatsuki, Osaka, 569-1094, Japan
| | - Daisuke Hosokawa
- Department of Microbiology and Infection Control, Faculty of Pharmacy, Osaka Medical and Pharmaceutical University, 4-20-1 Nasahara, Takatsuki, Osaka, 569-1094, Japan
| | - Hikaru Nakagawa
- Department of Clinical Laboratory, National Hospital Organization Nagoya Medical Center, 1-1, 4-Chome, Sannomaru, Naka-ku, Nagoya, Aichi, 460-0001, Japan
| | - Shinya Yonogi
- Division of Microbiology, Osaka Institute of Public Health, 1-3-69, Nakamichi, Higashinari-ku, Osaka, 537-0025, Japan
| | - Kenta Minami
- Infection Control Center, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
- Department of Central Clinical Laboratory, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
| | - Youichi Suzuki
- Department of Central Clinical Laboratory, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
- Department of Microbiology and Infection Control, Faculty of Medicine, Osaka Medical and Pharmaceutical University, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
| | - Taku Ogawa
- Infection Control Center, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
| | - Akira Ukimura
- Infection Control Center, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
- Department of Central Clinical Laboratory, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
| | - Takashi Nakano
- Infection Control Center, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
- Department of Microbiology and Infection Control, Faculty of Medicine, Osaka Medical and Pharmaceutical University, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan
| | - Jun Komano
- Department of Microbiology and Infection Control, Faculty of Pharmacy, Osaka Medical and Pharmaceutical University, 4-20-1 Nasahara, Takatsuki, Osaka, 569-1094, Japan.
- Infection Control Center, Osaka Medical and Pharmaceutical University Hospital, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan.
- Department of Microbiology and Infection Control, Faculty of Medicine, Osaka Medical and Pharmaceutical University, 2-7 Daigaku-cho, Takatsuki City, Osaka, 569-8686, Japan.
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2
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Palaz E, Menteşe S, Bayram A, Kara M, Elbir T. Seasonal variability of airborne mold concentrations as related to dust in a coastal urban area in the Eastern Mediterranean. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:40717-40731. [PMID: 37639105 DOI: 10.1007/s11356-023-29555-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 08/23/2023] [Indexed: 08/29/2023]
Abstract
Recent studies have demonstrated that the amount of specific airborne mold types and their concentrations increase during dust events. This study investigates the seasonal variation of airborne mold concentrations before, during, and after the dust transport in an eastern Mediterranean coastal area, Izmir city, Turkey. A total of 136 airborne mold samples were collected between September 2020 and May 2021. Two different culture media, namely Potato Dextrose Agar (PDA) and Malt-Extract Agar (MEA), were used for enumeration and genus-based identification of the airborne mold. In addition to culture media, the influences of air temperature, relative humidity, and particulate matter equal to or less than 10 µm (PM10) were also investigated seasonally. The HYSPLIT trajectory model and web-based simulation results were mainly used to determine dusty days. The mean total mold concentrations (TMC) on dusty days (543 Colony Forming Unit (CFU)/m3 on PDA and 668 CFU/m3 on MEA) were approximately 2-2.5 times higher than those on non-dusty days (288 CFU/m3 on PDA and 254 CFU/m3 on MEA) for both culture media. TMC levels showed seasonal variations (p < 0.001), indicating that meteorological parameters influenced mold concentrations and compositions. Some mold genera, including Cladosporium sp., Chrysosporium sp., Aspergillus sp., Bipolaris sp., Alternaria sp., and yeast, were found higher during dusty days than non-dusty days. Thus, dust event impacts levels and types of airborne molds and has implications for regions where long-range dust transport widely occurs.
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Affiliation(s)
- Elif Palaz
- Graduate School of Natural and Applied Science, Dokuz Eylul University, Buca-Izmir, Turkey
| | - Sibel Menteşe
- Department of Environmental Engineering, Faculty of Engineering, Canakkale Onsekiz Mart University, Canakkale, Turkey
| | - Abdurrahman Bayram
- Department of Environmental Engineering, Faculty of Engineering, Dokuz Eylul University, Buca-Izmir, Turkey
| | - Melik Kara
- Department of Environmental Engineering, Faculty of Engineering, Dokuz Eylul University, Buca-Izmir, Turkey
| | - Tolga Elbir
- Department of Environmental Engineering, Faculty of Engineering, Dokuz Eylul University, Buca-Izmir, Turkey.
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3
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Zhang T, Yan L, Wei M, Su R, Qi J, Sun S, Song Y, Li X, Zhang D. Bioaerosols in the coastal region of Qingdao: Community diversity, impact factors and synergistic effect. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 916:170246. [PMID: 38246385 DOI: 10.1016/j.scitotenv.2024.170246] [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: 10/19/2023] [Revised: 12/26/2023] [Accepted: 01/15/2024] [Indexed: 01/23/2024]
Abstract
Atmospheric bioaerosols are influenced by multiple factors, including physical, chemical, and biotic interactions, and pose a significant threat to the public health and the environment. The nonnegligible truth however is that the primary driver of the changes in bioaerosol community diversity remains unknown. In this study, putative biological association (PBA) was obtained by constructing an ecological network. The relationship between meteorological conditions, atmospheric pollutants, water-soluble inorganic ions, PBA and bioaerosol community diversity was analyzed using random forest regression (RFR)-An ensemble learning algorithm based on a decision tree that performs regression tasks by constructing multiple decision trees and integrating the predicted results, and the contribution of different rich species to PBA was predicted. The species richness, evenness and diversity varied significantly in different seasons, with the highest in summer, followed by autumn and spring, and was lowest in winter. The RFR suggested that the explanation rate of alpha diversity increased significantly from 73.74 % to 85.21 % after accounting for the response of the PBA to diversity. The PBA, temperature, air pollution, and marine source air masses were the most crucial factors driving community diversity. PBA, particularly putative positive association (PPA), had the highest significance in diversity. We found that under changing external conditions, abundant taxa tend to cooperate to resist external pressure, thereby promoting PPA. In contrast, rare taxa were more responsive to the putative negative association because of their sensitivity to environmental changes. The results of this research provided scientific advance in the understanding of the dynamic and temporal changes in bioaerosols, as well as support for the prevention and control of microbial contamination of the atmosphere.
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Affiliation(s)
- Ting Zhang
- Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, PR China
| | - Lingchong Yan
- Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, PR China
| | - Mingming Wei
- Laoshan District Meteorological Bureau, Qingdao 266107, PR China
| | - Rongguo Su
- Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, PR China
| | - Jianhua Qi
- Key Laboratory of Marine Environment and Ecology, Ministry of Education, Ocean University of China, Qingdao 266100, PR China
| | - Shaohua Sun
- Laoshan District Meteorological Bureau, Qingdao 266107, PR China
| | - Yongzhong Song
- Jufeng Peak Tourist Management Service Center of Laoshan Scenic Spot, Qingdao 266100, PR China
| | - Xianguo Li
- Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, PR China
| | - Dahai Zhang
- Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, PR China.
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Navarro A, Del Moral A, Weber B, Weber J, Molinero A, Delgado R, Párraga J, Martínez-Checa F. Microbial composition of Saharan dust plumes deposited as red rain in Granada (Southern Spain). THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 913:169745. [PMID: 38163611 DOI: 10.1016/j.scitotenv.2023.169745] [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: 10/16/2023] [Revised: 12/26/2023] [Accepted: 12/26/2023] [Indexed: 01/03/2024]
Abstract
During durst storms, also biological material is transported from arid areas such as the Sahara Desert. In the present work, rain samples containing significant amounts of mineral dust have been collected in Granada during different red rain episodes. Biological features (bacteria, biofilm, pollen grain and fungal spore) as well as size-particle distribution and mineralogical composition were studied by SEM. Nanobacteria were observed for the first time in red rain samples. A preliminary metabarcoding analysis was performed on three red rain samples. Here, Bacillota made up 18 % and Pseudomonadota 23 % of the whole prokaryotic community. The fungal community was characterized by a high abundance of Ascomycota and, dependent on the origin, the presence of Chytridiomycota. By means of 16S rRNA sequencing, 18 cultivable microorganisms were identified. In general, members of the phyla Pseudomonadota and Bacillota made up the majority of taxa. Some species, such as Peribacillus frigoritolerans and Bacillus halotolerans were isolated during three different red rain episodes. Generally, red rain carries a wide variety of microorganisms, being their ecosystem and health effects largely unknown.
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Affiliation(s)
- Azahara Navarro
- Department of Edaphology and Agricultural Chemistry, University of Granada, Granada, Spain
| | - Ana Del Moral
- Department of Microbiology, University of Granada, Granada, Spain.
| | - Bettina Weber
- Institute of Plant Sciences, University of Graz, Graz, Austria; Multiphase Chemistry Department, Max Planck Institute for Chemistry, Mainz, Germany
| | - Jens Weber
- Institute of Plant Sciences, University of Graz, Graz, Austria
| | - Alberto Molinero
- Department of Edaphology and Agricultural Chemistry, University of Granada, Granada, Spain
| | - Rafael Delgado
- Department of Edaphology and Agricultural Chemistry, University of Granada, Granada, Spain
| | - Jesús Párraga
- Department of Edaphology and Agricultural Chemistry, University of Granada, Granada, Spain
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5
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Das S, McEwen A, Prospero J, Spalink D, Chellam S. Respirable Metals, Bacteria, and Fungi during a Saharan-Sahelian Dust Event in Houston, Texas. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:19942-19955. [PMID: 37943153 PMCID: PMC10862556 DOI: 10.1021/acs.est.3c04158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 10/20/2023] [Accepted: 10/23/2023] [Indexed: 11/10/2023]
Abstract
Although airborne bacteria and fungi can impact human, animal, plant, and ecosystem health, very few studies have investigated the possible impact of their long-range transport in the context of more commonly measured aerosol species, especially those present in an urban environment. We report first-of-kind simultaneous measurements of the elemental and microbial composition of North American respirable airborne particulate matter concurrent with a Saharan-Sahelian dust episode. Comprehensive taxonomic and phylogenetic profiles of microbial communities obtained by 16S/18S/ITS rDNA sequencing identified hundreds of bacteria and fungi, including several cataloged in the World Health Organization's lists of global priority human pathogens along with numerous other animal and plant pathogens and (poly)extremophiles. While elemental analysis sensitively tracked long-range transported Saharan dust and its mixing with locally emitted aerosols, microbial diversity, phylogeny, composition, and abundance did not well correlate with the apportioned African dust mass. Bacterial/fungal diversity, phylogenetic signal, and community turnover were strongly correlated to apportioned sources (especially vehicular emissions and construction activities) and elemental composition (especially calcium). Bacterial communities were substantially more dissimilar from each other across sampling days than were fungal communities. Generalized dissimilarity modeling revealed that daily compositional turnover in both communities was linked to calcium concentrations and aerosols from local vehicles and Saharan dust. Because African dust is known to impact large areas in northern South America, the Caribbean Basin, and the southern United States, the microbiological impacts of such long-range transport should be assessed in these regions.
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Affiliation(s)
- Sourav Das
- Department
of Civil & Environmental Engineering, Texas A&M University, College Station, Texas 77843, United States
| | - Alyvia McEwen
- Department
of Civil & Environmental Engineering, Texas A&M University, College Station, Texas 77843, United States
| | - Joseph Prospero
- Rosenstiel
School of Marine and Atmospheric Science, University of Miami, Miami, Florida 33149, United States
| | - Daniel Spalink
- Department
of Ecology and Conservation Biology, Texas
A&M University, College
Station, Texas 77843, United States
| | - Shankararaman Chellam
- Department
of Civil & Environmental Engineering, Texas A&M University, College Station, Texas 77843, United States
- Department
of Chemical Engineering, Texas A&M University, College Station, Texas 77843, United States
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6
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Cappelletti D, Ežerinskis Ž, Šapolaitė J, Bučinskas L, Luks B, Nawrot A, Larose C, Tuccella P, Gallet JC, Crocchianti S, Bruschi F, Moroni B, Spolaor A. Long-range transport and deposition on the Arctic snowpack of nuclear contaminated particulate matter. JOURNAL OF HAZARDOUS MATERIALS 2023; 452:131317. [PMID: 37003004 DOI: 10.1016/j.jhazmat.2023.131317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Revised: 03/24/2023] [Accepted: 03/27/2023] [Indexed: 06/19/2023]
Abstract
The primary environmental concern related to nuclear power is the production of radioactive waste hazardous to humans and the environment. The main scientific and technological problems to address this are related to the storage and disposal of the nuclear waste and monitoring the dispersion of radioactive species into the environment. In this work, we determined an anomalously high 14C activity, well above the modern natural background, on surface and seasonal snow sampled in early May 2019 on glaciers in the Hornsund fjord area (Svalbard). Due to the lack of local sources, the high snow concentrations of 14C suggest long-range atmospheric transport of nuclear waste particles from lower latitudes, where nuclear power plants and treatment stations are located. The analysis of the synoptic and local meteorological data allowed us to associate the long-range transport of this anomalous 14C concentration to an intrusion event of a warm and humid air mass that likely brought pollutants from Central Europe to the Arctic in late April 2019. Elemental and organic carbon, trace element concentration data, and scanning electron microscopy morphological analysis were performed on the same snow samples to better constrain the transport process that might have led to the high 14C radionuclide concentrations in Svalbard. In particular, the highest 14C values found in the snowpack (> 200 percent of Modern Carbon, pMC) were associated with the lowest OC/EC ratios (< 4), an indication of an anthropogenic industrial source, and with the presence of spherical particles rich in iron, zirconium, and titanium which, altogether, suggest an origin related to nuclear waste reprocessing plants. This study highlights the role of long-range transport in exposing Arctic environments to human pollution. Given that the frequency and intensity of these atmospheric warming events are predicted to increase due to ongoing climate change, improving our knowledge of their possible impact to Arctic pollution is becoming urgent.
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Affiliation(s)
- David Cappelletti
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy; ISP-CNR, Istituto di Scienze Polari, del Consiglio Nazionale delle Ricerche, Venezia, Italy.
| | - Žilvinas Ežerinskis
- Department of Nuclear Research, Accelerator Mass Spectrometry Laboratory, Center for Physical Sciences and Technology, Vilnius, Lithuania
| | - Justina Šapolaitė
- Department of Nuclear Research, Accelerator Mass Spectrometry Laboratory, Center for Physical Sciences and Technology, Vilnius, Lithuania
| | - Laurynas Bučinskas
- Department of Nuclear Research, Accelerator Mass Spectrometry Laboratory, Center for Physical Sciences and Technology, Vilnius, Lithuania
| | - Bartłomiej Luks
- Institute of Geophysics, Polish Academy of Sciences, Warsaw, Poland
| | - Adam Nawrot
- Institute of Geophysics, Polish Academy of Sciences, Warsaw, Poland
| | - Catherine Larose
- Univ Lyon, CNRS, INSA Lyon, Université Claude Bernard Lyon 1, Ecole Centrale de Lyon, Ampère, UMR5005, 69134 Ecully cedex, France
| | - Paolo Tuccella
- Department of Physical and Chemical Sciences, University of L'Aquila, Via Vetoio 46, 67100 Coppito, L'Aquila, Italy; Center of Excellence Telesensing of Environment and Model Prediction of Severe Events (CETEMPS), Via Vetoio, 67100 Coppito, L'Aquila, Italy
| | | | - Stefano Crocchianti
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Federica Bruschi
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Beatrice Moroni
- Department of Chemistry, Biology and Biotechnology, University of Perugia, Perugia, Italy
| | - Andrea Spolaor
- ISP-CNR, Istituto di Scienze Polari, del Consiglio Nazionale delle Ricerche, Venezia, Italy; Ca'Foscari University of Venice, Department of Environmental Sciences, Informatics and Statistics, Via Torino 155, 30172 Venice Mestre, Italy
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7
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Sorkheh M, Asgari HM, Zamani I, Ghanbari F. The Relationship Between Dust Sources and Airborne Bacteria in the Southwest of Iran. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:82045-82063. [PMID: 35748994 PMCID: PMC9244375 DOI: 10.1007/s11356-022-21563-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 06/14/2022] [Indexed: 05/30/2023]
Abstract
The biological agents are carried from deserts and dried lands to long distances by high dust volumes. Their adverse effects can be reduced by specifying and controlling dust sources and their related biological agents. Thus, the current work examined the relationship between the bacteria in air and soil samples by taking samples from the soil surface of two dust sources, as well as from air samples during spring from Khorramshahr and Abadan cities. The dust event is the most influential factor on airborne bacteria. There is an insignificant negative (-0.06), insignificant positive (0.14), and weak positive (0.24) correlation between airborne bacteria and UV radiation, relative humidity, and temperature, respectively. After preparing a 16S ribosomal DNA (rDNA) clone library from the soil and air samples, operational taxonomic unit picking and taxonomic assignment were conducted using QIIME Virtual Box. In the present work, Bacillus was the dominant species. The relationship between dust sources and air samples was determined by principal component analysis. Bacteria in the Hoor-Al-Azim dust source and airborne bacteria on dusty and non-dusty days showed a more significant correlation compared to bacteria in the Shadegan dust source. Source Tracker software was used to estimate the contribution of dust sources. The primary source of dust was associated with the dried areas of Hoor-Al-Azim on the non-dusty and dusty days. Finally, the long transport of airborne bacteria was assessed by moderate resolution imaging spectroradiometer (MODIS) and the back trajectory model of Hybrid Single-Particle Lagrangian Integrated Trajectory (HYSPLIT) data. The research findings can help decision-makers prioritize dust sources to control the adverse effects of dust.
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Affiliation(s)
- Maryam Sorkheh
- Faculty of Marine Natural Resources, Khorramshahr University of Marine Science and Technology, Khorramshahr, Iran
| | - Hossein Mohammad Asgari
- Department of Marine Environment, Faculty of Marine Natural Resources, Khorramshahr University of Marine Science and Technology, Khorramshahr, Iran.
| | - Isaac Zamani
- Department of Marine Biology, Faculty of Marine Science and Oceanography, Khorramshahr University of Marine Science and Technology, Khorramshahr, Iran
| | - Farshid Ghanbari
- Research Center for Environmental Contaminants (RCEC), Abadan University of Medical Sciences, Abadan, Iran
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8
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Regionalization and Shaping Factors for Microbiomes and Core Resistomes in Atmospheric Particulate Matters. mSystems 2022; 7:e0069822. [PMID: 36154139 PMCID: PMC9600985 DOI: 10.1128/msystems.00698-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Antimicrobial resistance (AMR) seriously threatens public health by reducing antibiotic effectiveness in curing bacterial infections. Atmospheric particulate matter (APM) is a common environmental hazard that affects human health by causing various diseases and disseminating bacterial pathogenesis, of which pathogenic bacteria and AMR are essential parts. The properties of APM microbiomes and resistomes, along with their shaping factors and mutual relationships, need further examination. To address this, we analyzed APMs collected from 13 cities within four clusters (North and South China, Inner Mongolia, and Tibet). Significant regionalization was found for both the microbiomes (P < 0.001) and core resistomes (P < 0.001) for APMs, with statistical analyses showing significant differences in different regions. Principal coordinate analysis (PCoA) and accompanying ANOSIM analyses showed that microbiomes and core resistomes followed the same regional subclustering hierarchy patterns. This finding, together with response analysis of APM microbiomes and core resistomes to environmental parameters that showed similar response patterns, as well as Procrustes analysis (M2 = 0.963, P < 0.05) between APM microbiomes and core resistomes, strongly suggested that APM microbiomes and core resistomes are correlated. Co-occurrence network analysis further revealed key taxa and antimicrobial resistance determinants in the interactions between APM microbiomes and core resistomes. Thus, it was concluded that APM microbiome and resistome compositions were highly regional, that environmental pollutants and APM levels impacted APM microbiomes and resistomes, and that microbiomes and resistomes in APMs are significantly correlated (P < 0.05). IMPORTANCE Bacteria associated with atmospheric particulate matter (APMs) can transmit over long distances. A large portion of these bacteria can potentially threaten human health. The antimicrobial resistance (AMR) of pathogenic bacteria carried by APMs prevents curing from infections. Therefore, both the pathogenic bacteria in APMs and their AMR are receiving more attention. The literature suggests a knowledge gap that exists for bacterial AMR and bacterial pathogenesis in APMs, including their distribution patterns, mutual relationships, and factors influencing their compositions. This work aimed to bridge this knowledge gap by studying APM samples collected from 13 cities. The results demonstrated that both bacteria and antibiotic resistance determinants were highly regional and that their composition patterns were significantly correlated, and influenced by the same group of environmental factors. This study thus determined the relationship between the two important aspects of bacterial pathogenesis in APMs and represents significant progress in understanding bacterial pathogenesis in APMs.
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Sannino C, Cannone N, D'Alò F, Franzetti A, Gandolfi I, Pittino F, Turchetti B, Mezzasoma A, Zucconi L, Buzzini P, Guglielmin M, Onofri S. Fungal communities in European alpine soils are not affected by short-term in situ simulated warming than bacterial communities. Environ Microbiol 2022; 24:4178-4192. [PMID: 35691701 DOI: 10.1111/1462-2920.16090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 05/31/2022] [Indexed: 11/27/2022]
Abstract
The impact of global warming on biological communities colonizing European alpine ecosystems was recently studied. Hexagonal open top chambers (OTCs) were used for simulating a short-term in situ warming (estimated around 1°C) in some alpine soils to predict the impact of ongoing climate change on resident microbial communities. Total microbial DNA was extracted from soils collected either inside or outside the OTCs over 3 years of study. Bacterial and fungal rRNA copies were quantified by qPCR. Metabarcoding sequencing of taxonomy target genes was performed (Illumina MiSeq) and processed by bioinformatic tools. Alpha- and beta-diversity were used to evaluate the structure of bacterial and fungal communities. qPCR suggests that, although fluctuations have been observed between soils collected either inside and outside the OTCs, the simulated warming induced a significant (p < 0.05) shift only for bacterial abundance. Likewise, significant (p < 0.05) changes in bacterial community structure were detected in soils collected inside the OTCs, with a clear increase of oligotrophic taxa. On the contrary, fungal diversity of soils collected either inside and outside the OTCs did not exhibit significant (p < 0.05) differences, suggesting that the temperature increase in OTCs compared to ambient conditions was not sufficient to change fungal communities.
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Affiliation(s)
- Ciro Sannino
- Department of Agricultural, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Nicoletta Cannone
- Department of Theoretical and Applied Sciences, Insubria University, Varese, Italy
| | - Federica D'Alò
- Department of Ecological and Biological Sciences, University of Tuscia, Viterbo, Italy
| | - Andrea Franzetti
- Department of Earth and Environmental Sciences (DISAT), University of Milano-Bicocca, Milan, Italy
| | - Isabella Gandolfi
- Department of Earth and Environmental Sciences (DISAT), University of Milano-Bicocca, Milan, Italy
| | - Francesca Pittino
- Department of Earth and Environmental Sciences (DISAT), University of Milano-Bicocca, Milan, Italy
| | - Benedetta Turchetti
- Department of Agricultural, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Ambra Mezzasoma
- Department of Agricultural, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Laura Zucconi
- Department of Ecological and Biological Sciences, University of Tuscia, Viterbo, Italy
| | - Pietro Buzzini
- Department of Agricultural, Food and Environmental Sciences, University of Perugia, Perugia, Italy
| | - Mauro Guglielmin
- Department of Theoretical and Applied Sciences, Insubria University, Varese, Italy
| | - Silvano Onofri
- Department of Ecological and Biological Sciences, University of Tuscia, Viterbo, Italy
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Iakovides M, Tsiamis G, Tziaras T, Stathopoulou P, Nikolaki S, Iakovides G, Stephanou EG. Two-year systematic investigation reveals alterations induced on chemical and bacteriome profile of PM 2.5 by African dust incursions to the Mediterranean atmosphere. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 815:151976. [PMID: 34843760 DOI: 10.1016/j.scitotenv.2021.151976] [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: 09/07/2021] [Revised: 11/22/2021] [Accepted: 11/22/2021] [Indexed: 06/13/2023]
Abstract
PM2.5 atmospheric samples were regularly collected between January 2013 and March 2015 at a central location of Eastern Mediterranean (Island of Crete) during African dust events (DES) and periods of absence of such episodes as controls (CS). The elemental composition and microbiome DES and CS were thoroughly investigated. Fifty-six major and trace elements were determined by inductively coupled plasma-mass spectrometry. Relative mass abundances (RMA) of major crustal elements and lanthanoids were higher in DES than in CS. Conversely in CS, RMAs were higher for most anthropogenic transition metals. Lanthanum-to-other lanthanoids concentration ratios for DES approached the corresponding reference values for continental crust and several African dust source regions, while in CS they exceeded these values. USEPA's UNMIX receptor model, applied in all PM2.5 samples, established that African dust is the dominant contributing source (by 80%) followed by road dust/fuel oil emissions (17%) in the receptor area. Potential source contribution function (PSCF) identified dust hotspots in Tunisia, Libya and Egypt. The application of 16S rRNA gene amplicon sequencing revealed high variation of bacterial composition and diversity between DES and CS samples. Proteobacteria, Actinobacteria and Bacteroides were the most dominant in both DES and CS samples, representing ~88% of the total bacterial diversity. Cutibacterium, Tumebacillus and Sphingomonas dominated the CS samples, while Rhizobium and Brevundimonas were the most prevalent genera in DES. Mutual exclusion/co-occurrence network analysis indicated that Sphingomonas and Chryseobacterium exhibited the highest degrees of mutual exclusion in CS, while in DES the corresponding species were Brevundimonas, Delftia, Rubellimicrobium, Flavobacterium, Blastococcus, and Pseudarthrobacter. Some of these microorganisms are emerging global opportunistic pathogens and an increase in human exposure to them as a result of environmental changes, is inevitable.
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Affiliation(s)
- Minas Iakovides
- Department of Chemistry, University of Crete, 71003 Heraklion, Greece
| | - George Tsiamis
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, 2 Seferi St, 30100 Agrinio, Greece
| | | | - Panagiota Stathopoulou
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, 2 Seferi St, 30100 Agrinio, Greece
| | - Sofia Nikolaki
- Laboratory of Systems Microbiology and Applied Genomics, Department of Environmental Engineering, University of Patras, 2 Seferi St, 30100 Agrinio, Greece
| | - Giannis Iakovides
- Department of Mathematics and Applied Mathematics, University of Crete, 71003 Heraklion, Greece
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Riccardi C, Di Filippo P, Pomata D, Simonetti G, Castellani F, Uccelletti D, Bruni E, Federici E, Buiarelli F. Comparison of analytical approaches for identifying airborne microorganisms in a livestock facility. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 783:147044. [PMID: 34088133 DOI: 10.1016/j.scitotenv.2021.147044] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 04/06/2021] [Accepted: 04/06/2021] [Indexed: 06/12/2023]
Abstract
An intensive study, applied to a site characterized by multiple sources of microorganisms, was aimed at understanding the best approach to study bioaerosol. Culture-based, molecular biological, and chemical methods were applied to Particulate Matter (PM) samples collected in a livestock facility, during spring and autumn seasons, in two different outdoor areas. The first one was close to a place where feed was stored and handled and the second next to an open cowshed. Qualitative analysis of bacteria was performed by sequencing techniques applied to DNA extracted from both isolated culturable bacteria and particulate matter samples. Quantification of microorganisms was achieved through three distinct approaches. Microorganism colonies were counted, after incubation at 28 °C, and expressed as colony-forming units (CFU) per m3. Chemical method consisted in the identification of individual biomarkers, and their conversion to number of microorganisms per m3, using proper conversion factors. Finally, qPCR was applied to DNA extracted from PM samples, and the results were expressed as total amount of bacteria present in the bioaerosol (UG/m3). The presence of airborne sterols was also studied to broaden the knowledge of bioaerosol components in atmosphere. Small seasonal differences and major sampling site differences occurred. Obviously, culture-dependent method identified less and different bacteria, than culture-independent approach. The chemical approach and the culture independent metagenomic method were in good agreement. As expected, CFU/m3 accounted for not more than 0.3% of bacteria calculated as the average of chemical and culture independent metagenomic methods. The complexity of the obtained results shows that the different approaches are complementary to obtain an exhaustive description of bioaresol in terms of concentration, speciation, viability, pathogenicity.
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Affiliation(s)
| | | | | | - Giulia Simonetti
- Department of Chemistry, Sapienza University of Rome, 00185 Rome, Italy
| | | | - Daniela Uccelletti
- Department of Biology and Biotechnology "C. Darwin", Sapienza University of Rome, 00185 Rome, Italy
| | - Erika Bruni
- Department of Biology and Biotechnology "C. Darwin", Sapienza University of Rome, 00185 Rome, Italy
| | - Ermanno Federici
- Department of Chemistry, Biology and Biotechnology, University of Perugia, 06123 Perugia, Italy
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