1
|
Zhang TT, Li N, Xu X, Jiang N, Lv M. Measurement and prediction of the detachment of Aspergillus niger spores in turbulent flows. JOURNAL OF HAZARDOUS MATERIALS 2024; 475:134910. [PMID: 38889465 DOI: 10.1016/j.jhazmat.2024.134910] [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: 04/18/2024] [Revised: 06/11/2024] [Accepted: 06/12/2024] [Indexed: 06/20/2024]
Abstract
Aspergillus niger (A. niger) spores can induce numerous health problems. Once the airflow-imposed drag force on an A. niger spore exceeds its binding force with the colony, the spore is detached. Turbulent flow may considerably increase the spore detachment. No method is currently available for prediction of the drag force on a spore and its detachment in turbulent flows. This investigation measured the turbulent velocities and detachment of A. niger colonies in a wind tunnel. Computational fluid dynamics (CFD) was employed to model an A. niger unit subjected to turbulent flow blowing. The top 1 % quantile instantaneous velocity of the turbulent flow was specified as the steady entry flow boundary condition for solving the peak velocity distribution and the peak drag forces onto spores. The predicted spore detachment ratios were compared with the measurement data for model validation. The results revealed that the spore detachment ratios with a turbulence intensity of 17 % to 20 % can be twice to triple the ratio with a turbulence intensity of approximately 1 %, when the average velocity for blowing remains the same. The proposed CFD model can accurately predict the detachment ratios of the A. niger spores. ENVIRONMENTAL IMPLICATION: Some people are sensitive to the Aspergillus niger (A. niger) spores, and excessive exposure can cause nasal congestion, skin tingling, coughing, and even asthma. Turbulent flow can considerably increase the spore detachment, due to the increased airflow-imposed drag force on the spores during turbulence. This investigation developed a numerical model to solve for the peak velocity distribution and the peak drag forces onto spores in turbulent flows to predict the spore detachment. With the numerical tool, the airborne fungal spore concentrations would be predictable, which paves a way for intelligent and precise control of fungal aerosol pollution.
Collapse
Affiliation(s)
- Tengfei Tim Zhang
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China; School of Civil Engineering, Dalian University of Technology, Dalian, China
| | - Nuo Li
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China
| | - Xinzi Xu
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China; Department of Building Services Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong
| | - Nan Jiang
- School of Mechanical Engineering, Tianjin University, Tianjin, China
| | - Mengqiang Lv
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China.
| |
Collapse
|
2
|
Zhang TT, Xu X, Lv M. Measurement and prediction of the Aspergillus niger spore detachment from a vesicle unit subjected to air-blowing. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:168714. [PMID: 38007138 DOI: 10.1016/j.scitotenv.2023.168714] [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: 08/22/2023] [Revised: 11/17/2023] [Accepted: 11/18/2023] [Indexed: 11/27/2023]
Abstract
Detachment of fungal spores from growing colonies results in human exposure. Thus far, the distribution of the binding forces of the spores in a fungal unit is unknown, so that precise prediction of the spores detachment is quite challenging. This investigation used centrifugal separation to measure the binding forces of the spores. Aspergillus niger (A. niger) colonies on a culture plate were placed in a centrifuge, the detached spores were counted, and this number was used to obtain the distribution of binding forces. Next, the air-blowing of an A. niger unit was modeled by computational fluid dynamics (CFD). A spore was judged to be detached if the air-imposed drag force was greater than the binding force. For model validation, the predicted spore detachment ratios were compared with the ratios measured in a wind tunnel test. The results revealed that the binding forces of the spores obeyed the log-normal distribution. The binding forces of the distal spores from colonies with a growth age of 66 h ranged from 0 nN to 4.0 nN and had a mean of 0.65 nN. The CFD modeling predicted the detachment ratios of the distal spores with good accuracy.
Collapse
Affiliation(s)
- Tengfei Tim Zhang
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China; School of Civil Engineering, Dalian University of Technology, Dalian, China.
| | - Xinzi Xu
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China
| | - Mengqiang Lv
- Tianjin Laboratory of Indoor Air Environmental Quality Control, School of Environmental Science and Engineering, Tianjin University, Tianjin, China.
| |
Collapse
|
3
|
Du S, Tong X, Lai ACK, Chan CK, Mason CE, Lee PKH. Highly host-linked viromes in the built environment possess habitat-dependent diversity and functions for potential virus-host coevolution. Nat Commun 2023; 14:2676. [PMID: 37160974 PMCID: PMC10169181 DOI: 10.1038/s41467-023-38400-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 04/27/2023] [Indexed: 05/11/2023] Open
Abstract
Viruses in built environments (BEs) raise public health concerns, yet they are generally less studied than bacteria. To better understand viral dynamics in BEs, this study assesses viromes from 11 habitats across four types of BEs with low to high occupancy. The diversity, composition, metabolic functions, and lifestyles of the viromes are found to be habitat dependent. Caudoviricetes species are ubiquitous on surface habitats in the BEs, and some of them are distinct from those present in other environments. Antimicrobial resistance genes are identified in viruses inhabiting surfaces frequently touched by occupants and in viruses inhabiting occupants' skin. Diverse CRISPR/Cas immunity systems and anti-CRISPR proteins are found in bacterial hosts and viruses, respectively, consistent with the strongly coupled virus-host links. Evidence of viruses potentially aiding host adaptation in a specific-habitat manner is identified through a unique gene insertion. This work illustrates that virus-host interactions occur frequently in BEs and that viruses are integral members of BE microbiomes.
Collapse
Affiliation(s)
- Shicong Du
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Xinzhao Tong
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
- Department of Biological Sciences, School of Science, Xi'an Jiaotong-Liverpool University, Suzhou, P. R. China
| | - Alvin C K Lai
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Chak K Chan
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Christopher E Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
- The Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Patrick K H Lee
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China.
- State Key Laboratory of Marine Pollution, City University of Hong Kong, Hong Kong SAR, China.
| |
Collapse
|
4
|
Li X, Liu D, Yao J. Aerosolization of fungal spores in indoor environments. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 820:153003. [PMID: 35031366 DOI: 10.1016/j.scitotenv.2022.153003] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 01/05/2022] [Accepted: 01/05/2022] [Indexed: 06/14/2023]
Abstract
Fungi in indoor environments can cause adverse health effects through inhalation and epidermal exposure. The risk of fungal exposure originates from the aerosolization of fungal spores. However, spore aerosolization is still not well understood. This paper provides a review of indoor fungal contamination, especially the aerosolization of fungal spores. We attempted to summarize what is known today and to identify what more information is needed to predict the aerosolization of fungal spores. This paper first reviews fungal contamination in indoor environments and HVAC systems. The detachment of fungal spores from colonies and the spore aerosolization principle are then summarized. Based on the above discussion, prediction methods for spore aerosolization are discussed. This review further clarifies the current situation and future efforts required to accurately predict spore aerosolization. This information is useful for forecasting and controlling the aerosolization of fungal spores.
Collapse
Affiliation(s)
- Xian Li
- School of Civil Engineering and Architecture, Linyi University, Linyi 276000, China.
| | - Dan Liu
- School of Civil Engineering and Architecture, Linyi University, Linyi 276000, China
| | - Jian Yao
- School of Civil Engineering and Architecture, Linyi University, Linyi 276000, China
| |
Collapse
|
5
|
Tong X, Leung MHY, Shen Z, Lee JYY, Mason CE, Lee PKH. Metagenomic insights into the microbial communities of inert and oligotrophic outdoor pier surfaces of a coastal city. MICROBIOME 2021; 9:213. [PMID: 34724986 PMCID: PMC8562002 DOI: 10.1186/s40168-021-01166-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 09/20/2021] [Indexed: 05/25/2023]
Abstract
BACKGROUND Studies of the microbiomes on surfaces in built environment have largely focused on indoor spaces, while outdoor spaces have received far less attention. Piers are engineered infrastructures commonly found in coastal areas, and due to their unique locations at the interface between terrestrial and aquatic ecosystems, pier surfaces are likely to harbor interesting microbiology. In this study, the microbiomes on the metal and concrete surfaces at nine piers located along the coastline of Hong Kong were investigated by metagenomic sequencing. The roles played by different physical attributes and environmental factors in shaping the taxonomic composition and functional traits of the pier surface microbiomes were determined. Metagenome-assembled genomes were reconstructed and their putative biosynthetic gene clusters were characterized in detail. RESULTS Surface material was found to be the strongest factor in structuring the taxonomic and functional compositions of the pier surface microbiomes. Corrosion-related bacteria were significantly enriched on metal surfaces, consistent with the pitting corrosion observed. The differential enrichment of taxa mediating biodegradation suggests differences between the metal and concrete surfaces in terms of specific xenobiotics being potentially degraded. Genome-centric analysis detected the presence of many novel species, with the majority of them belonging to the phylum Proteobacteria. Genomic characterization showed that the potential metabolic functions and secondary biosynthetic capacity were largely correlated with taxonomy, rather than surface attributes and geography. CONCLUSIONS Pier surfaces are a rich reservoir of abundant novel bacterial species. Members of the surface microbial communities use different mechanisms to counter the stresses under oligotrophic conditions. A better understanding of the outdoor surface microbiomes located in different environments should enhance the ability to maintain outdoor surfaces of infrastructures. Video Abstract.
Collapse
Affiliation(s)
- Xinzhao Tong
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Marcus H Y Leung
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Zhiyong Shen
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Justin Y Y Lee
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
| | - Christopher E Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
- The Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Patrick K H Lee
- School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China.
- State Key Laboratory of Marine Pollution, City University of Hong Kong, Hong Kong SAR, China.
| |
Collapse
|
6
|
Biodiversity of Lignicolous Freshwater Hyphomycetes from China and Thailand and Description of Sixteen Species. J Fungi (Basel) 2021; 7:jof7080669. [PMID: 34436208 PMCID: PMC8399276 DOI: 10.3390/jof7080669] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 08/12/2021] [Accepted: 08/13/2021] [Indexed: 11/17/2022] Open
Abstract
Freshwater hyphomycetes are a highly diverse group of fungi with a worldwide distribution and have been mostly reported from tropical and subtropical regions. During investigations of freshwater fungi from the Greater Mekong subregion in China and Thailand, sixteen freshwater hyphomycetes (three of them belong to the class Dothideomycetes while thirteen belong to the class Sordariomycetes) were collected. Based on morphology and multi-gene phylogenetic analyses, Neospadicoides thailandica, Pseudodactylaria aquatica, Sporidesmium nujiangense, Tetraploa thailandica, Vamsapriyaaquatica and Wongia fusiformis are described as new species; Aquapteridospora bambusinum is proposed as a new combination; Acrodictys liputii, Chloridium gonytrichii, Pseudoberkleasmium chiangmaiense, Pleomonodictys capensis, Sporidesmium aturbinatum and Vamsapriya indica are reported as new country records; and Sporidesmium tropicale, Sporoschisma chiangraiense and Sporoschisma longicatenatum are introduced as three new collections. In addition, a checklist of freshwater fungi from China over the last five years is also provided.
Collapse
|
7
|
Andersen B, Frisvad JC, Dunn RR, Thrane U. A Pilot Study on Baseline Fungi and Moisture Indicator Fungi in Danish Homes. J Fungi (Basel) 2021; 7:jof7020071. [PMID: 33498446 PMCID: PMC7909426 DOI: 10.3390/jof7020071] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 01/08/2021] [Accepted: 01/18/2021] [Indexed: 11/29/2022] Open
Abstract
In many complaint cases regarding bad indoor environments, there is no evidence of visible fungal growth. To determine if the problems are fungi-related, dust sampling is the method of choice among building surveyors. However, there is a need to differentiate between species belonging to a normal, dry indoor environment and species belonging to a damp building envelope. The purposes of this pilot study were to examine which fungal species are present in problem-free Danish homes and to evaluate different detection and identification methods. Analyses showed that the fungal diversity outside was different from the diversity inside and that the composition of fungal species growing indoors was different compared to those found as spores, both indoors and outdoors. Common for most homes were Pseudopithomyceschartarum, Cladosporiumallicinum and Alternaria sect. Infectoriae together with Botrytis spp., Penicilliumdigitatum and Pen. glabrum. The results show that ITS sequencing of dust samples is adequate if supported by thorough building inspections and that food products play as large a role in the composition of the baseline spora as the outdoor air and surrounding vegetation. This pilot study provides a list of baseline fungal species found in Danish homes with a good indoor environment.
Collapse
Affiliation(s)
- Birgitte Andersen
- Division of Energy Efficiency, Indoor Climate and Sustainability of Buildings, Department of the Built Environment, Aalborg University, A.C. Meyers Vænge 15, DK-2450 Copenhagen SV, Denmark
- Correspondence: ; Tel.: +45-9940-2312
| | - Jens C. Frisvad
- Section for Synthetic Biology, Department of Biotechnology and Biomedicine, Technical University of Denmark, Søltofts Plads 221, DK-2800 Kongens Lyngby, Denmark;
| | - Robert R. Dunn
- Department of Applied Ecology, Campus Box 7617, NC State University Campus, Raleigh, NC 27695-7617, USA;
| | - Ulf Thrane
- Wood and Biomaterials, Building and Construction, Danish Technological Institute, Gregersensvej 1, DK-2630 Taastrup, Denmark;
| |
Collapse
|
8
|
Ishida Y, Vyas R, Chauhan G, Delgado L, Kourai H. Bacterial Contamination Analysis of Residential Toilet Room Environment and Delivery of Residual Bacterial Growth Prevention Efficacy on Residential Toilet Permeable Surfaces Using Toilet Air Freshener Product. Biocontrol Sci 2021; 26:85-93. [PMID: 34092718 DOI: 10.4265/bio.26.85] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Abstract
Toilet malodor is one of the most concerned malodor in residential houses, so that many technologies and products have been developed by which is aiming to remove or reduce such toilet malodor. Toilet malodour is generated from human faecal matters left inside of toilet bowl and from that deposited outside of toilet bowl such as toilet floors. In order to remove or prevent the malodor generated outside of toilet bowl, it is effective to do more frequent cleaning of toilet room surfaces or place a deodorizer which mask the malodour by perfume. We developed a toilet deodorizer which is preventing malodor generation outside of toilet bowl more effectively by delivering antibacterial efficacy on toilet room permeable surfaces. We analyzed microbiological quality of residential toilet rooms and found that toilet floor is the most contaminated location by bacteria, so that we developed a test method using materials frequently used for residential toilet floors such as vinyl cushion and using bacteria commonly found in toilet room environment. As the results, we found the product can provide bacterial growth prevention efficacy on permeable materials and prevent toilet malodor effectively.
Collapse
Affiliation(s)
- Yoshiki Ishida
- Procter and Gamble International Operations SA Singapore branch
| | - Rahul Vyas
- Procter and Gamble International Operations SA Singapore branch
| | - Garima Chauhan
- Procter and Gamble International Operations SA Singapore branch
| | - Liliana Delgado
- Procter and Gamble International Operations SA Singapore branch
| | | |
Collapse
|
9
|
Novak Babič M, Gostinčar C, Gunde-Cimerman N. Microorganisms populating the water-related indoor biome. Appl Microbiol Biotechnol 2020; 104:6443-6462. [PMID: 32533304 PMCID: PMC7347518 DOI: 10.1007/s00253-020-10719-4] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 05/22/2020] [Accepted: 06/02/2020] [Indexed: 12/17/2022]
Abstract
Modernisation of our households created novel opportunities for microbial growth and thus changed the array of microorganisms we come in contact with. While many studies have investigated microorganisms in the air and dust, tap water, another major input of microbial propagules, has received far less attention. The quality of drinking water in developed world is strictly regulated to prevent immediate danger to human health. However, fungi, algae, protists and bacteria of less immediate concern are usually not screened for. These organisms can thus use water as a vector of transmission into the households, especially if they are resistant to various water treatment procedures. Good tolerance of unfavourable abiotic conditions is also important for survival once microbes enter the household. Limitation of water availability, high or low temperatures, application of antimicrobial chemicals and other measures are taken to prevent indoor microbial overgrowth. These conditions, together with a large number of novel chemicals in our homes, shape the diversity and abundance of indoor microbiota through constant selection of the most resilient species, resulting in a substantial overlap in diversity of indoor and natural extreme environments. At least in fungi, extremotolerance has been linked to human pathogenicity, explaining why many species found in novel indoor habitats (such as dishwasher) are notable opportunistic pathogens. As a result, microorganisms that often enter our households with water and are then enriched in novel indoor habitats might have a hitherto underestimated impact on the well-being of the increasingly indoor-bound human population. KEY POINTS: Domestic environment harbours a large diversity of microorganisms. Microbiota of water-related indoor habitats mainly originates from tap water. Bathrooms, kitchens and household appliances select for polyextremotolerant species. Many household-related microorganisms are human opportunistic pathogens.
Collapse
Affiliation(s)
- Monika Novak Babič
- Department of Biology, Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
| | - Cene Gostinčar
- Department of Biology, Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- Lars Bolund Institute of Regenerative Medicine, BGI-Qingdao, Qingdao, 266555, China
| | - Nina Gunde-Cimerman
- Department of Biology, Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia.
| |
Collapse
|
10
|
Qureshi SS, Kedo M, Berthrong ST. Gender-neutral bathroom surfaces recolonized by microbes more quickly than single-gender bathrooms. Lett Appl Microbiol 2020; 71:134-137. [PMID: 32410293 DOI: 10.1111/lam.13316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 05/07/2020] [Accepted: 05/09/2020] [Indexed: 11/30/2022]
Abstract
As humans become increasingly urban and spend more time inside the built environment, there will be increased interactions between humans and shared public surface microbiomes. Recent cultural changes in the United States have led to increased numbers of gender-neutral bathrooms. Given that bathroom surfaces are frequently sanitized, we used this increased availability of gender-neutral bathrooms to examine how single-gender or gender-neutral surfaces are recolonized with microbes. Given that male and female microbiomes vary, we hypothesized that rates of recolonization would differ between male, female and gender-neutral bathroom surfaces. We collected swabs from common hand-contacted surfaces in bathrooms and cultured microbes on selective and rich media to determine microbial abundance after cleaning. Recolonization was dominated by Gram-positive bacteria and was slowest on male, intermediate on female and fastest on gender-neutral surfaces. These results imply that gender-neutral surfaces approach normal climax microbial communities more quickly than single-gender bathrooms. SIGNIFICANCE OF IMPACT OF THE STUDY: Humans now spend substantial amount of time within the built environment, and as a consequence the human microbiome interacts frequently with indoor surfaces. Social changes are making gender-neutral public bathrooms more common, so it is important to study how humans and microbiomes interact with these bathroom surfaces. We found that the gender-neutral bathroom surfaces recolonize more quickly than single-gender, which suggests that there are more potential human-surface microbiome connections in these public spaces. These results will potentially add a new layer to our understanding of the interactions of humans, our microbiomes and how we design our built environment.
Collapse
Affiliation(s)
- S S Qureshi
- Department of Biological Sciences, Butler University, Indianapolis, IN, USA
| | - M Kedo
- Department of Biological Sciences, Butler University, Indianapolis, IN, USA
| | - S T Berthrong
- Department of Biological Sciences, Butler University, Indianapolis, IN, USA.,Center for Urban Ecology and Sustainability, Butler University, Indianapolis, IN, USA
| |
Collapse
|
11
|
McGhee JJ, Rawson N, Bailey BA, Fernandez-Guerra A, Sisk-Hackworth L, Kelley ST. Meta-SourceTracker: application of Bayesian source tracking to shotgun metagenomics. PeerJ 2020; 8:e8783. [PMID: 32231882 PMCID: PMC7100590 DOI: 10.7717/peerj.8783] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 02/21/2020] [Indexed: 11/20/2022] Open
Abstract
Background Microbial source tracking methods are used to determine the origin of contaminating bacteria and other microorganisms, particularly in contaminated water systems. The Bayesian SourceTracker approach uses deep-sequencing marker gene libraries (16S ribosomal RNA) to determine the proportional contributions of bacteria from many potential source environments to a given sink environment simultaneously. Since its development, SourceTracker has been applied to an extensive diversity of studies, from beach contamination to human behavior. Methods Here, we demonstrate a novel application of SourceTracker to work with metagenomic datasets and tested this approach using sink samples from a study of coastal marine environments. Source environment metagenomes were obtained from metagenomics studies of gut, freshwater, marine, sand and soil environments. As part of this effort, we implemented features for determining the stability of source proportion estimates, including precision visualizations for performance optimization, and performed domain-specific source-tracking analyses (i.e., Bacteria, Archaea, Eukaryota and viruses). We also applied SourceTracker to metagenomic libraries generated from samples collected from the International Space Station (ISS). Results SourceTracker proved highly effective at predicting the composition of known sources using shotgun metagenomic libraries. In addition, we showed that different taxonomic domains sometimes presented highly divergent pictures of environmental source origins for both the coastal marine and ISS samples. These findings indicated that applying SourceTracker to separate domains may provide a deeper understanding of the microbial origins of complex, mixed-source environments, and further suggested that certain domains may be preferable for tracking specific sources of contamination.
Collapse
Affiliation(s)
- Jordan J McGhee
- Bioinformatics and Medical Informatics Program, San Diego State University, San Diego, CA, United States of America
| | - Nick Rawson
- Department of Mathematics and Statistics, San Diego State University, San Diego, CA, United States of America
| | - Barbara A Bailey
- Department of Mathematics and Statistics, San Diego State University, San Diego, CA, United States of America
| | - Antonio Fernandez-Guerra
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany.,Current affiliation: Lundbeck Foundation GeoGenetics Centre, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Laura Sisk-Hackworth
- Department of Biology, San Diego State University, San Diego, CA, United States of America
| | - Scott T Kelley
- Department of Biology, San Diego State University, San Diego, CA, United States of America
| |
Collapse
|
12
|
Prussin AJ, Torres PJ, Shimashita J, Head SR, Bibby KJ, Kelley ST, Marr LC. Seasonal dynamics of DNA and RNA viral bioaerosol communities in a daycare center. MICROBIOME 2019; 7:53. [PMID: 30935423 PMCID: PMC6444849 DOI: 10.1186/s40168-019-0672-z] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 03/22/2019] [Indexed: 05/21/2023]
Abstract
BACKGROUND Viruses play an important role in ecosystems, including the built environment (BE). While numerous studies have characterized bacterial and fungal microbiomes in the BE, few have focused on the viral microbiome (virome). Longitudinal microbiome studies provide insight into the stability and dynamics of microbial communities; however, few such studies exist for the microbiome of the BE, and most have focused on bacteria. Here, we present a longitudinal, metagenomic-based analysis of the airborne DNA and RNA virome of a children's daycare center. Specifically, we investigate how the airborne virome varies as a function of season and human occupancy, and we identify possible sources of the viruses and their hosts, mainly humans, animals, plants, and insects. RESULTS Season strongly influenced the airborne viral community composition, and a single sample collected when the daycare center was unoccupied suggested that occupancy also influenced the community. The pattern of influence differed between DNA and RNA viromes. Human-associated viruses were much more diverse and dominant in the winter, while the summertime virome contained a high relative proportion and diversity of plant-associated viruses. CONCLUSIONS This airborne microbiome in this building exhibited seasonality in its viral community but not its bacterial community. Human occupancy influenced both types of communities. By adding new data about the viral microbiome to complement burgeoning information about the bacterial and fungal microbiomes, this study contributes to a more complete understanding of the airborne microbiome.
Collapse
Affiliation(s)
- Aaron J. Prussin
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA 24061 USA
| | - Pedro J. Torres
- Department of Biology, San Diego State University, San Diego, CA 92182 USA
| | - John Shimashita
- Next Generation Sequencing and Microarray Core Facility, The Scripps Research Institute, La Jolla, CA 92037 USA
| | - Steven R. Head
- Next Generation Sequencing and Microarray Core Facility, The Scripps Research Institute, La Jolla, CA 92037 USA
| | - Kyle J. Bibby
- Department of Civil and Environmental Engineering, University of Notre Dame, Notre Dame, IN 46556 USA
| | - Scott T. Kelley
- Department of Biology, San Diego State University, San Diego, CA 92182 USA
| | - Linsey C. Marr
- Department of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA 24061 USA
| |
Collapse
|
13
|
Li X, Zhang T, Wang S. Measuring detachment of Aspergillus niger spores from colonies with an atomic force microscope. INDOOR AIR 2018; 28:744-753. [PMID: 29943883 DOI: 10.1111/ina.12486] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 06/20/2018] [Indexed: 06/08/2023]
Abstract
Detachment of fungal spores from moldy surfaces and the subsequent aerosolization can lead to adverse health effects. Spore aerosolization occurs when the forces for aerosolization exceed the binding forces of spores with their colonies. The threshold force to detach a spore from a growing colony remains unknown. This investigation measured the detachment of spores of Aspergillus niger from a colony using an atomic force microscope (AFM). The spores were first affixed to the cantilever of the AFM with ultraviolet curing glue, and then, the colony was moved downward until the spores detached. The threshold detachment forces were inferred from the deflection of the cantilever. In addition, the spores were aerosolized in a wind tunnel by a gradual increase of the blowing air speed. The forces measured by the AFM were compared with the hydrodynamic forces for aerosolization. The AFM measurements revealed that a force of 3.27 ± 0.25 nN was required to detach a single spore from the 4-day-old colony, while 1.98 ± 0.13 nN was sufficient for the 10-day-old colony. Slightly smaller detachment forces were observed by the AFM than were determined by the aerosolization tests.
Collapse
Affiliation(s)
- Xian Li
- School of Civil Engineering, Dalian University of Technology (DUT), Dalian, China
| | - Tengfei Zhang
- School of Civil Engineering, Dalian University of Technology (DUT), Dalian, China
- School of Environmental Science and Engineering, Tianjin University, Tianjin, China
| | - Shugang Wang
- School of Civil Engineering, Dalian University of Technology (DUT), Dalian, China
| |
Collapse
|
14
|
Tong X, Leung MHY, Wilkins D, Lee PKH. City-scale distribution and dispersal routes of mycobiome in residences. MICROBIOME 2017; 5:131. [PMID: 28978345 PMCID: PMC5628474 DOI: 10.1186/s40168-017-0346-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2017] [Accepted: 09/20/2017] [Indexed: 05/10/2023]
Abstract
BACKGROUND Pathogenic and allergenic bacteria and fungi within the indoors can bring detrimental health effects on the occupants. We previously studied the bacterial communities found in households located throughout Hong Kong as well as the skin surfaces of the occupants. As a complementary study, here, we investigated the fungal communities (mycobiome) in the same residences and occupants and identified factors that are important in shaping their diversity, composition, distribution, and dispersal patterns. RESULTS We observed that common skin and environmental fungal taxa dominated air, surface, and skin samples. Individual and touch frequency strongly and respectively shaped the fungal community structure on occupant skin and residential surfaces. Cross-domain analysis revealed positive correlations between bacterial and fungal community diversity and composition, especially for skin samples. SourceTracker prediction suggested that some fungi can be transferred bidirectionally between surfaces and skin sites, but bacteria showed a stronger dispersal potential. In addition, we detected a modest but significant association between indoor airborne bacterial composition and geographic distance on a city-wide scale, a pattern not observed for fungi. However, the distance-decay effects were more pronounced at shorter local scale for both communities, and airflow might play a prominent role in driving the spatial variation of the indoor airborne mycobiome. CONCLUSIONS Our study suggests that occupants exert a weaker influence on surface fungal communities compared to bacterial communities, and local environmental factors, including air currents, appear to be stronger determinants of indoor airborne mycobiome than ventilation strategy, human occupancy, and room type.
Collapse
Affiliation(s)
- Xinzhao Tong
- School of Energy and Environment, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong
| | - Marcus H. Y. Leung
- School of Energy and Environment, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong
| | - David Wilkins
- School of Energy and Environment, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong
| | - Patrick K. H. Lee
- School of Energy and Environment, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong
| |
Collapse
|
15
|
van Nieuwenhuijzen EJ, Houbraken JAMP, Punt PJ, Roeselers G, Adan OCG, Samson RA. The fungal composition of natural biofinishes on oil-treated wood. Fungal Biol Biotechnol 2017; 4:2. [PMID: 28955471 PMCID: PMC5611603 DOI: 10.1186/s40694-017-0030-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2016] [Accepted: 01/07/2017] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Biofinished wood is considered to be a decorative and protective material for outdoor constructions, showing advantages compared to traditional treated wood in terms of sustainability and self-repair. Natural dark wood staining fungi are essential to biofinish formation on wood. Although all sorts of outdoor situated timber are subjected to fungal staining, the homogenous dark staining called biofinish has only been detected on specific vegetable oil-treated substrates. Revealing the fungal composition of various natural biofinishes on wood is a first step to understand and control biofinish formation for industrial application. RESULTS A culture-based survey of fungi in natural biofinishes on oil-treated wood samples showed the common wood stain fungus Aureobasidium and the recently described genus Superstratomyces to be predominant constituents. A culture-independent approach, based on amplification of the internal transcribed spacer regions, cloning and Sanger sequencing, resulted in clone libraries of two types of biofinishes. Aureobasidium was present in both biofinish types, but was only predominant in biofinishes on pine sapwood treated with raw linseed oil. Most cloned sequences of the other biofinish type (pine sapwood treated with olive oil) could not be identified. In addition, a more in-depth overview of the fungal composition of biofinishes was obtained with Illumina amplicon sequencing that targeted the internal transcribed spacer region 1. All investigated samples, that varied in wood species, (oil) treatments and exposure times, contained Aureobasidium and this genus was predominant in the biofinishes on pine sapwood treated with raw linseed oil. Lapidomyces was the predominant genus in most of the other biofinishes and present in all other samples. Surprisingly, Superstratomyces, which was predominantly detected by the cultivation-based approach, could not be found with the Illumina sequencing approach, while Lapidomyces was not detected in the culture-based approach. CONCLUSIONS Overall, the culture-based approach and two culture-independent methods that were used in this study revealed that natural biofinishes were composed of multiple fungal genera always containing the common wood staining mould Aureobasidium. Besides Aureobasidium, the use of other fungal genera for the production of biofinished wood has to be considered.
Collapse
Affiliation(s)
| | - Jos A. M. P. Houbraken
- Applied and Industrial Mycology, CBS-KNAW Fungal Biodiversity Centre, Utrecht, The Netherlands
| | - Peter J. Punt
- TNO, Microbiology and Systems Biology, Zeist, The Netherlands
- Dutch DNA Biotech BV, Zeist, The Netherlands
| | - Guus Roeselers
- TNO, Microbiology and Systems Biology, Zeist, The Netherlands
- Present Address: Danone Nutricia Research, Utrecht, The Netherlands
| | - Olaf C. G. Adan
- Department of Applied Physics, Section Transport in Permeable Media, University of Technology Eindhoven, Eindhoven, The Netherlands
| | - Robert A. Samson
- Applied and Industrial Mycology, CBS-KNAW Fungal Biodiversity Centre, Utrecht, The Netherlands
| |
Collapse
|
16
|
Abarenkov K, Adams RI, Laszlo I, Agan A, Ambrosio E, Antonelli A, Bahram M, Bengtsson-Palme J, Bok G, Cangren P, Coimbra V, Coleine C, Gustafsson C, He J, Hofmann T, Kristiansson E, Larsson E, Larsson T, Liu Y, Martinsson S, Meyer W, Panova M, Pombubpa N, Ritter C, Ryberg M, Svantesson S, Scharn R, Svensson O, Töpel M, Unterseher M, Visagie C, Wurzbacher C, Taylor AF, Kõljalg U, Schriml L, Nilsson RH. Annotating public fungal ITS sequences from the built environment according to the MIxS-Built Environment standard – a report from a May 23-24, 2016 workshop (Gothenburg, Sweden). MycoKeys 2016. [DOI: 10.3897/mycokeys.16.10000] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
|
17
|
Geography and Location Are the Primary Drivers of Office Microbiome Composition. mSystems 2016; 1:mSystems00022-16. [PMID: 27822521 PMCID: PMC5069741 DOI: 10.1128/msystems.00022-16] [Citation(s) in RCA: 93] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2016] [Accepted: 03/03/2016] [Indexed: 12/21/2022] Open
Abstract
Our study highlights several points that should impact the design of future studies of the microbiology of BEs. First, projects tracking changes in BE bacterial communities should focus sampling efforts on surveying different locations in offices and in different cities but not necessarily different materials or different offices in the same city. Next, disturbance due to repeated sampling, though detectable, is small compared to that due to other variables, opening up a range of longitudinal study designs in the BE. Next, studies requiring more samples than can be sequenced on a single sequencing run (which is increasingly common) must control for run effects by including some of the same samples in all of the sequencing runs as technical replicates. Finally, detailed tracking of indoor and material environment covariates is likely not essential for BE microbiome studies, as the normal range of indoor environmental conditions is likely not large enough to impact bacterial communities. In the United States, humans spend the majority of their time indoors, where they are exposed to the microbiome of the built environment (BE) they inhabit. Despite the ubiquity of microbes in BEs and their potential impacts on health and building materials, basic questions about the microbiology of these environments remain unanswered. We present a study on the impacts of geography, material type, human interaction, location in a room, seasonal variation, and indoor and microenvironmental parameters on bacterial communities in offices. Our data elucidate several important features of microbial communities in BEs. First, under normal office environmental conditions, bacterial communities do not differ on the basis of surface material (e.g., ceiling tile or carpet) but do differ on the basis of the location in a room (e.g., ceiling or floor), two features that are often conflated but that we are able to separate here. We suspect that previous work showing differences in bacterial composition with surface material was likely detecting differences based on different usage patterns. Next, we find that offices have city-specific bacterial communities, such that we can accurately predict which city an office microbiome sample is derived from, but office-specific bacterial communities are less apparent. This differs from previous work, which has suggested office-specific compositions of bacterial communities. We again suspect that the difference from prior work arises from different usage patterns. As has been previously shown, we observe that human skin contributes heavily to the composition of BE surfaces. IMPORTANCE Our study highlights several points that should impact the design of future studies of the microbiology of BEs. First, projects tracking changes in BE bacterial communities should focus sampling efforts on surveying different locations in offices and in different cities but not necessarily different materials or different offices in the same city. Next, disturbance due to repeated sampling, though detectable, is small compared to that due to other variables, opening up a range of longitudinal study designs in the BE. Next, studies requiring more samples than can be sequenced on a single sequencing run (which is increasingly common) must control for run effects by including some of the same samples in all of the sequencing runs as technical replicates. Finally, detailed tracking of indoor and material environment covariates is likely not essential for BE microbiome studies, as the normal range of indoor environmental conditions is likely not large enough to impact bacterial communities.
Collapse
|