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Viteri G, Aranda A, de Mera YD, Rodríguez A, Rodríguez D, Rodríguez-Fariñas N, Valiente N, Seseña S. Air quality in a small city: criteria pollutants, volatile organic compounds, metals, and microbes. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:58119-58135. [PMID: 39312116 DOI: 10.1007/s11356-024-35096-7] [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: 02/05/2024] [Accepted: 09/17/2024] [Indexed: 10/11/2024]
Abstract
This work presents a year-long integral study of air quality parameters in Ciudad Real, a small city in the center of Spain, and its influence on the nearby national park, Las Tablas de Daimiel. The study covers meteorological parameters and criteria pollutants such as O3, NO, NO2, SO2, and PM10. Additionally, for each month, a 1-week campaign was performed sampling air in sorbent tubes with 8-h time resolution to analyze anthropogenic volatile organic compounds and the effects of seasons, daytime, and working-weekend days. During these campaigns, 24-h PM2.5 samples were also collected to measure the load of bacteria and fungi, as well as the trace concentrations of elements.The city and the national park NOx profiles showed that emissions from the town had a non-perceivable effect on the protected area. PM10 levels in Ciudad Real were influenced by Saharan intrusions, as was the national park; however, Ciudad Real had a higher contribution from anthropogenic sources. Ozone levels were lower in the city during the cold season due to the higher concentration of NOx and have not changed significantly in the last decade.The VOCs with higher average concentrations were toluene, m,p-xylene, benzene, methylene chloride, and o-xylene, with traffic being the main source of these pollutants in the city. For benzene and carbon tetrachloride levels, weak carcinogenic risks were estimated. In PM2.5, the most abundant metals were Na, Zn, Mg, Ca, Al, Fe, and K. The carcinogenic and non-carcinogenic risks estimated from the levels of the studied metals were negligible. Bacterial and fungal counts positively correlated with the concentration of PM2.5. Microbial community composition showed seasonal variability, with the dominance of human pathogenic bacteria which correlated with certain pollutants such as SO2. Bacillus and Cutibacterium were the most abundant genera.
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Affiliation(s)
- Gabriela Viteri
- Facultad de Ciencias y Tecnologías Químicas, Avenida Camilo José Cela S/N, 13071, Ciudad Real, Spain
| | - Alfonso Aranda
- Facultad de Ciencias y Tecnologías Químicas, Avenida Camilo José Cela S/N, 13071, Ciudad Real, Spain.
| | - Yolanda Díaz de Mera
- Facultad de Ciencias y Tecnologías Químicas, Avenida Camilo José Cela S/N, 13071, Ciudad Real, Spain
| | - Ana Rodríguez
- Facultad de Ciencias Ambientales y Bioquímica, Avenida Carlos III S/N, 45071, Toledo, Spain
| | - Diana Rodríguez
- Facultad de Ciencias Ambientales y Bioquímica, Avenida Carlos III S/N, 45071, Toledo, Spain
| | | | - Nicolas Valiente
- Departamento de Cienciay , Tecnología Agroforestal y Genética, Campus Universitario S/N, 02071, Albacete, Spain
| | - Susana Seseña
- Facultad de Ciencias Ambientales y Bioquímica, Avenida Carlos III S/N, 45071, Toledo, Spain
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Chen Y, Liang Z, Li G, An T. Indoor/Outdoor airborne microbiome characteristics in residential areas across four seasons and its indoor purification. ENVIRONMENT INTERNATIONAL 2024; 190:108857. [PMID: 38954924 DOI: 10.1016/j.envint.2024.108857] [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: 02/17/2024] [Revised: 06/04/2024] [Accepted: 06/27/2024] [Indexed: 07/04/2024]
Abstract
Bioaerosols are more likely to accumulate in the residential environment, and long-term inhalation may lead to a variety of diseases and allergies. Here, we studied the distribution, influencing factors and diffusion characteristics of indoor and outdoor microbiota pollution in six residential buildings in Guangzhou, southern China over a period of one year. The results showed that the particle sizes of bioaerosol were mainly in the range of inhalable particle size (<4.7 μm) with a small difference among four seasons (74.61 % ± 2.17 %). The microbial communities showed obvious seasonal differences with high abundance in summer, but no obvious geographical differences. Among them, the bacteria were more abundant than the fungi. The dominant microbes in indoor and outdoor environments were similar, with Anoxybacillu, Brevibacillus and Acinetobacter as the dominant bacteria, and Cladosporium, Penicillium and Alternaria as the dominant fungi. The airborne microbiomes were more sensitive to temperature and particulate matter (PM2.5, PM10) concentrations. Based on the Sloan neutral model, bacteria were more prone to random diffusion than fungi, and the airborne microbiome can be randomly distributed in indoor and outdoor environments and between the two environments in each season. Bioaerosol in indoor was mainly from outdoor. The health risk evaluation showed that the indoor inhalation risks were higher than those outdoor. The air purifier had a better removal efficiency on 1.1-4.7 μm microorganisms, and the removal efficiency on Gram-negative bacteria was better than that on Gram-positive bacteria. This study is of great significance for the risk assessment and control of residential indoor bioaerosol exposure.
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Affiliation(s)
- Yuying Chen
- Guangdong-Hong Kong-Macao Joint Laboratory for Contaminants Exposure and Health, Guangdong Key Laboratory of Environmental Catalysis and Health Risk Control, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China
| | - Zhishu Liang
- Guangdong-Hong Kong-Macao Joint Laboratory for Contaminants Exposure and Health, Guangdong Key Laboratory of Environmental Catalysis and Health Risk Control, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China; Guangzhou Key Laboratory of Environmental Catalysis and Pollution Control, Key Laboratory for City Cluster Environmental Safety and Green Development of the Ministry of Education, School of Environmental Science and Engineering, Guangdong University of Technology, Guangzhou 510006, China
| | - Guiying Li
- Guangdong-Hong Kong-Macao Joint Laboratory for Contaminants Exposure and Health, Guangdong Key Laboratory of Environmental Catalysis and Health Risk Control, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China; Guangzhou Key Laboratory of Environmental Catalysis and Pollution Control, Key Laboratory for City Cluster Environmental Safety and Green Development of the Ministry of Education, School of Environmental Science and Engineering, Guangdong University of Technology, Guangzhou 510006, China.
| | - Taicheng An
- Guangdong-Hong Kong-Macao Joint Laboratory for Contaminants Exposure and Health, Guangdong Key Laboratory of Environmental Catalysis and Health Risk Control, Institute of Environmental Health and Pollution Control, Guangdong University of Technology, Guangzhou 510006, China; Guangzhou Key Laboratory of Environmental Catalysis and Pollution Control, Key Laboratory for City Cluster Environmental Safety and Green Development of the Ministry of Education, School of Environmental Science and Engineering, Guangdong University of Technology, Guangzhou 510006, China
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Maimone NM, Apaza-Castillo GA, Quecine MC, de Lira SP. Accessing the specialized metabolome of actinobacteria from the bulk soil of Paullinia cupana Mart. on the Brazilian Amazon: a promising source of bioactive compounds against soybean phytopathogens. Braz J Microbiol 2024; 55:1863-1882. [PMID: 38421597 PMCID: PMC11153476 DOI: 10.1007/s42770-024-01286-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 02/10/2024] [Indexed: 03/02/2024] Open
Abstract
The Amazon rainforest, an incredibly biodiverse ecosystem, has been increasingly vulnerable to deforestation. Despite its undeniable importance and potential, the Amazonian microbiome has historically received limited study, particularly in relation to its unique arsenal of specialized metabolites. Therefore, in this study our aim was to assess the metabolic diversity and the antifungal activity of actinobacterial strains isolated from the bulk soil of Paullinia cupana, a native crop, in the Brazilian Amazon Rainforest. Extracts from 24 strains were subjected to UPLC-MS/MS analysis using an integrative approach that relied on the Chemical Structural and Compositional Similarity (CSCS) metric, GNPS molecular networking, and in silico dereplication tools. This procedure allowed the comprehensive understanding of the chemical space encompassed by these actinobacteria, which consists of features belonging to known bioactive metabolite classes and several unannotated molecular families. Among the evaluated strains, five isolates exhibited bioactivity against a panel of soybean fungal phytopathogens (Rhizoctonia solani, Macrophomina phaseolina, and Sclerotinia sclerotiorum). A focused inspection led to the annotation of pepstatins, oligomycins, hydroxamate siderophores and dorrigocins as metabolites produced by these bioactive strains, with potentially unknown compounds also comprising their metabolomes. This study introduces a pragmatic protocol grounded in established and readily available tools for the annotation of metabolites and the prioritization of strains to optimize further isolation of specialized metabolites. Conclusively, we demonstrate the relevance of the Amazonian actinobacteria as sources for bioactive metabolites useful for agriculture. We also emphasize the importance of preserving this biome and conducting more in-depth studies on its microbiota.
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Affiliation(s)
- Naydja Moralles Maimone
- College of Agriculture "Luiz de Queiroz", Department of Exact Sciences, University of São Paulo, Piracicaba, SP, 13418-900, Brazil
| | - Gladys Angélica Apaza-Castillo
- College of Agriculture "Luiz de Queiroz", Department of Genetics, University of São Paulo, Piracicaba, SP, 13418-900, Brazil
| | - Maria Carolina Quecine
- College of Agriculture "Luiz de Queiroz", Department of Genetics, University of São Paulo, Piracicaba, SP, 13418-900, Brazil
| | - Simone Possedente de Lira
- College of Agriculture "Luiz de Queiroz", Department of Exact Sciences, University of São Paulo, Piracicaba, SP, 13418-900, Brazil.
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Esperança VJR, Moreira PIO, Chávez DWH, Freitas-Silva O. Evaluation of the safety and quality of Brazil nuts ( Bertholletia excelsa) using the tools of dna sequencing technology and aflatoxin profile. Front Nutr 2024; 11:1357778. [PMID: 38665301 PMCID: PMC11044678 DOI: 10.3389/fnut.2024.1357778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 03/18/2024] [Indexed: 04/28/2024] Open
Abstract
Introduction Brazil nuts (BNs) result from sustainable extraction and are widely exploited in the Amazon region. Due to the production characteristics in the forest and the nutritional characteristics of these nuts, the occurrence of fungal contamination and the presence of aflatoxins are extensively discussed in the literature as a great aspect of interest and concern. This study aims to evaluate the microbial profile through DNA sequencing and amplification of 16S and ITS genes for bacterial and fungal analysis, respectively, and the presence of mycotoxins using high-performance liquid chromatography with fluorescence detection (HPLC-FD) from different fractions of the nuts processed. Methods The BN samples, harvest A (HA) and harvest B (HB), from two different harvests were collected in an extractive cooperative in the Amazon region for microbiological analysis (from DNA extraction and amplification of 16S genes, bacteria analysis, and ITS for fungi) and mycotoxins (aflatoxins AFB1, AFB2, AFG1, and AFG2) using HPLC-FD/KobraCell®. Results and discussion The samples showed a very different microbiome and aflatoxin profile. Genera such as Rothia (HA) and Cronobacter (HB) were abundant during the analysis of bacteria; as for fungi, the genera Aspergillus, Fusarium, Penicillium, and Alternaria were also considered prevalent in these samples. Soil microorganisms, including those pathogenic and related to inadequate hygienic-sanitary production practices, as well as aflatoxins, were found in the samples. However, they were within the established limits permitted by Brazilian legislation. Nuts have a diverse microbiota and are not restricted to fungi of the genus Aspergillus. The microbiological and toxicological profile can vary significantly within the same nut in the same extraction region and can be exacerbated by global climate changes. Therefore, it is necessary to advance sanitary educational actions by applying good production practices and inspection programs to ensure the sustainability and quality of the BN production chain.
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Affiliation(s)
- Victor J. R. Esperança
- Food and Nutrition Graduate Program, Federal University of State of Rio de Janeiro (PPGAN/UNIRIO), Rio de Janeiro, Brazil
| | - Paula I. O. Moreira
- Food and Nutrition Graduate Program, Federal University of State of Rio de Janeiro (PPGAN/UNIRIO), Rio de Janeiro, Brazil
| | - Davy W. H. Chávez
- Post Graduate Program in Food Science and Technology, Federal Rural University of Rio de Janeiro, Seropédica, Brazil
| | - Otniel Freitas-Silva
- Embrapa Food Technology, Office of Research and Development (Sector: Operational Units – Plan V), Rio de Janeiro, Brazil
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Hill MS, Gilbert JA. Microbiology of the built environment: harnessing human-associated built environment research to inform the study and design of animal nests and enclosures. Microbiol Mol Biol Rev 2023; 87:e0012121. [PMID: 38047636 PMCID: PMC10732082 DOI: 10.1128/mmbr.00121-21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2023] Open
Abstract
SUMMARYOver the past decade, hundreds of studies have characterized the microbial communities found in human-associated built environments (BEs). These have focused primarily on how the design and use of our built spaces have shaped human-microbe interactions and how the differential selection of certain taxa or genetic traits has influenced health outcomes. It is now known that the more removed humans are from the natural environment, the greater the risk for the development of autoimmune and allergic diseases, and that indoor spaces can be harsh, selective environments that can increase the emergence of antimicrobial-resistant and virulent phenotypes in surface-bound communities. However, despite the abundance of research that now points to the importance of BEs in determining human-microbe interactions, only a fraction of non-human animal structures have been comparatively explored. It is here, in the context of human-associated BE research, that we consider the microbial ecology of animal-built natural nests and burrows, as well as artificial enclosures, and point to areas of primary interest for future research.
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Affiliation(s)
- Megan S. Hill
- Department of Pediatrics, University of California San Diego School of Medicine, San Diego, California, USA
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Jack A. Gilbert
- Department of Pediatrics, University of California San Diego School of Medicine, San Diego, California, USA
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
- Center for Microbiome Innovation, University of California San Diego, La Jolla, California, USA
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Qin G, Zhang Q, Zhang Z, Chen Y, Zhu J, Yang Y, Peijnenburg WJGM, Qian H. Understanding the ecological effects of the fungicide difenoconazole on soil and Enchytraeus crypticus gut microbiome. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2023; 326:121518. [PMID: 36990340 DOI: 10.1016/j.envpol.2023.121518] [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: 01/12/2023] [Revised: 03/06/2023] [Accepted: 03/25/2023] [Indexed: 06/19/2023]
Abstract
Increasing knowledge of the impacts of pesticides on soil ecological communities is fundamental to a comprehensive understanding of the functional changes in the global agroecosystem industry. In this study, we examined microbial community shifts in the gut of the soil-dwelling organism Enchytraeus crypticus and functional shifts in the soil microbiome (bacteria and viruses) after 21 d of exposure to difenoconazole, one of the main fungicides in intensified agriculture. Our results demonstrated reduced body weight and increased oxidative stress levels of E. crypticus under difenoconazole treatment. Meanwhile, difenoconazole not only altered the composition and structure of the gut microbial community, but also interfered with the soil-soil fauna microecology stability by impairing the abundance of beneficial bacteria. Using soil metagenomics, we revealed that bacterial genes encoding detoxification and viruses encoding carbon cycle genes exhibited a dependent enrichment in the toxicity of pesticides via metabolism. Taken together, these findings advance the understanding of the ecotoxicological impact of residual difenoconazole on the soil-soil fauna micro-ecology, and the ecological importance of virus-encoded auxiliary metabolic genes under pesticide stress.
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Affiliation(s)
- Guoyan Qin
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Qi Zhang
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Ziyao Zhang
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Yiling Chen
- Institute of Environmental and Ecological Engineering, Guangdong University of Technology, Guangzhou, 510006, PR China
| | - Jichao Zhu
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - Yaohui Yang
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR China
| | - W J G M Peijnenburg
- Institute of Environmental Sciences (CML), Leiden University, Leiden, RA 2300, Netherlands; National Institute of Public Health and the Environment (RIVM), Center for Safety of Substances and Products, P.O. Box 1, Bilthoven, Netherlands
| | - Haifeng Qian
- College of Environment, Zhejiang University of Technology, Hangzhou, 310032, PR 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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Hou J, Fujiyoshi S, Perera IU, Nishiuchi Y, Nakajima M, Ogura D, Yarimizu K, Maruyama F. Perspectives on Sampling and New Generation Sequencing Methods for Low-Biomass Bioaerosols in Atmospheric Environments. J Indian Inst Sci 2023; 103:1-11. [PMID: 37362849 PMCID: PMC10176311 DOI: 10.1007/s41745-023-00380-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 03/13/2023] [Indexed: 06/28/2023]
Abstract
Bioaerosols play essential roles in the atmospheric environment and can affect human health. With a few exceptions (e.g., farm or rainforest environments), bioaerosol samples from wide-ranging environments typically have a low biomass, including bioaerosols from indoor environments (e.g., residential homes, offices, or hospitals), outdoor environments (e.g., urban or rural air). Some specialized environments (e.g., clean rooms, the Earth's upper atmosphere, or the international space station) have an ultra-low-biomass. This review discusses the primary sources of bioaerosols and influencing factors, the recent advances in air sampling techniques and the new generation sequencing (NGS) methods used for the characterization of low-biomass bioaerosol communities, and challenges in terms of the bias introduced by different air samplers when samples are subjected to NGS analysis with a focus on ultra-low biomass. High-volume filter-based or liquid-based air samplers compatible with NGS analysis are required to improve the bioaerosol detection limits for microorganisms. A thorough understanding of the performance and outcomes of bioaerosol sampling using NGS methods and a robust protocol for aerosol sample treatment for NGS analysis are needed. Advances in NGS techniques and bioinformatic tools will contribute toward the precise high-throughput identification of the taxonomic profiles of bioaerosol communities and the determination of their functional and ecological attributes in the atmospheric environment. In particular, long-read amplicon sequencing, viability PCR, and meta-transcriptomics are promising techniques for discriminating and detecting pathogenic microorganisms that may be active and infectious in bioaerosols and, therefore, pose a threat to human health. Supplementary Information The online version contains supplementary material available at 10.1007/s41745-023-00380-x.
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Affiliation(s)
- Jianjian Hou
- Microbial Genomics and Ecology, Center for the Planetary Health and Innovation Science (PHIS), The IDEC Institute, Hiroshima University, Hiroshima, 739-0046 Japan
| | - So Fujiyoshi
- Microbial Genomics and Ecology, Center for the Planetary Health and Innovation Science (PHIS), The IDEC Institute, Hiroshima University, Hiroshima, 739-0046 Japan
- Center for Holobiome and Built Environment (CHOBE), Hiroshima University, Hiroshima, 739-0046 Japan
| | - Ishara Uhanie Perera
- Microbial Genomics and Ecology, Center for the Planetary Health and Innovation Science (PHIS), The IDEC Institute, Hiroshima University, Hiroshima, 739-0046 Japan
| | - Yukiko Nishiuchi
- Microbial Genomics and Ecology, Center for the Planetary Health and Innovation Science (PHIS), The IDEC Institute, Hiroshima University, Hiroshima, 739-0046 Japan
| | - Makiko Nakajima
- Center for Holobiome and Built Environment (CHOBE), Hiroshima University, Hiroshima, 739-0046 Japan
- Department of Architectural Engineering, Faculty of Engineering, Hiroshima Institute of Technology, Hiroshima, 731-5193 Japan
| | - Daisuke Ogura
- Center for Holobiome and Built Environment (CHOBE), Hiroshima University, Hiroshima, 739-0046 Japan
- Department of Architecture and Architectural Engineering, Graduate School of Engineering, Kyoto University, Kyoto, 615-8540 Japan
| | - Kyoko Yarimizu
- Microbial Genomics and Ecology, Center for the Planetary Health and Innovation Science (PHIS), The IDEC Institute, Hiroshima University, Hiroshima, 739-0046 Japan
| | - Fumito Maruyama
- Microbial Genomics and Ecology, Center for the Planetary Health and Innovation Science (PHIS), The IDEC Institute, Hiroshima University, Hiroshima, 739-0046 Japan
- Center for Holobiome and Built Environment (CHOBE), Hiroshima University, Hiroshima, 739-0046 Japan
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Liang F, Ban S, Huang H, Che F, Wu Q, Xu Y. Predicting the effect of climatic factors on diversity of flavor compounds in Daqu fermentation. Lebensm Wiss Technol 2022. [DOI: 10.1016/j.lwt.2022.113984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
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Armstrong G, Rahman G, Martino C, McDonald D, Gonzalez A, Mishne G, Knight R. Applications and Comparison of Dimensionality Reduction Methods for Microbiome Data. FRONTIERS IN BIOINFORMATICS 2022; 2:821861. [PMID: 36304280 PMCID: PMC9580878 DOI: 10.3389/fbinf.2022.821861] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 02/08/2022] [Indexed: 01/05/2023] Open
Abstract
Dimensionality reduction techniques are a key component of most microbiome studies, providing both the ability to tractably visualize complex microbiome datasets and the starting point for additional, more formal, statistical analyses. In this review, we discuss the motivation for applying dimensionality reduction techniques, the special characteristics of microbiome data such as sparsity and compositionality that make this difficult, the different categories of strategies that are available for dimensionality reduction, and examples from the literature of how they have been successfully applied (together with pitfalls to avoid). We conclude by describing the need for further development in the field, in particular combining the power of phylogenetic analysis with the ability to handle sparsity, compositionality, and non-normality, as well as discussing current techniques that should be applied more widely in future analyses.
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Affiliation(s)
- George Armstrong
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, United States
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA, United States
| | - Gibraan Rahman
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, United States
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA, United States
| | - Cameron Martino
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, United States
- Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA, United States
- Center for Microbiome Innovation, Jacobs School of Engineering, University of California, San Diego, La Jolla, CA, United States
| | - Daniel McDonald
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, United States
| | - Antonio Gonzalez
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, United States
| | - Gal Mishne
- Halıcıoğlu Data Science Institute, University of California, San Diego, La Jolla, CA, United States
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, United States
| | - Rob Knight
- Department of Pediatrics, School of Medicine, University of California, San Diego, La Jolla, CA, United States
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, United States
- Department of Bioengineering, University of California, San Diego, La Jolla, CA, United States
- *Correspondence: Rob Knight,
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Morgado-Gamero WB, Parody A, Medina J, Rodriguez-Villamizar LA, Agudelo-Castañeda D. Multi-antibiotic resistant bacteria in landfill bioaerosols: Environmental conditions and biological risk assessment. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2021; 290:118037. [PMID: 34482243 DOI: 10.1016/j.envpol.2021.118037] [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: 04/24/2021] [Revised: 07/31/2021] [Accepted: 08/22/2021] [Indexed: 06/13/2023]
Abstract
Landfills, as well as other waste management facilities are well-known bioaerosols sources. These places may foment antibiotic-resistance in bacterial bioaerosol (A.R.B.) due to inadequate pharmaceutical waste disposal. This issue may foster the necessity of using last-generation antibiotics with extra costs in the health care system, and deaths. The aim of this study was to reveal the multi-antibiotic resistant bacterial bioaerosol emitted by a sanitary landfill and the surrounding area. We evaluated the influence of environmental conditions in the occurrence of A.R.B. and biological risk assessment. Antibiotic resistance found in the bacteria aerosols was compared with the AWaRE consumption classification. We used the BIOGAVAL method to assess the workers' occupational exposure to antibiotic-resistant bacterial bioaerosols in the landfill. This study confirmed the multi-antibiotic resistant in bacterial bioaerosol in a landfill and in the surrounding area. Obtained mean concentrations of bacterial bioaerosols, as well as antibiotic-resistant in bacterial bioaerosol (A.R.B.), were high, especially for fine particles that may be a threat for human health. Results suggest the possible risk of antibiotic-resistance interchange between pathogenic and non-pathogenic species in the landfill facilities, thus promoting antibiotic multi-resistance genes spreading into the environment.
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Affiliation(s)
- Wendy B Morgado-Gamero
- Department of Exact and Natural Sciences, Universidad de la Costa, Calle 58#55-66, Barranquilla, Colombia.
| | - Alexander Parody
- Engineering Faculty, Universidad Libre Barranquilla, Cra 46 No. 48-170, Barranquilla, Colombia.
| | - Jhorma Medina
- Department of Exact and Natural Sciences, Universidad de la Costa, Calle 58#55-66, Barranquilla, Colombia.
| | | | - Dayana Agudelo-Castañeda
- Department of Civil and Environmental Engineering, Universidad del Norte, Km 5 via Puerto, Colombia.
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