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Meadow JF, Altrichter AE, Green JL. Mobile phones carry the personal microbiome of their owners. PeerJ 2014; 2:e447. [PMID: 25024916 PMCID: PMC4081285 DOI: 10.7717/peerj.447] [Citation(s) in RCA: 97] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2014] [Accepted: 06/03/2014] [Indexed: 12/21/2022] Open
Abstract
Most people on the planet own mobile phones, and these devices are increasingly being utilized to gather data relevant to our personal health, behavior, and environment. During an educational workshop, we investigated the utility of mobile phones to gather data about the personal microbiome - the collection of microorganisms associated with the personal effects of an individual. We characterized microbial communities on smartphone touchscreens to determine whether there was significant overlap with the skin microbiome sampled directly from their owners. We found that about 22% of the bacterial taxa on participants' fingers were also present on their own phones, as compared to 17% they shared on average with other people's phones. When considered as a group, bacterial communities on men's phones were significantly different from those on their fingers, while women's were not. Yet when considered on an individual level, men and women both shared significantly more of their bacterial communities with their own phones than with anyone else's. In fact, 82% of the OTUs were shared between a person's index and phone when considering the dominant taxa (OTUs with more than 0.1% of the sequences in an individual's dataset). Our results suggest that mobile phones hold untapped potential as personal microbiome sensors.
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Affiliation(s)
- James F Meadow
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon , Eugene, OR , USA
| | - Adam E Altrichter
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon , Eugene, OR , USA
| | - Jessica L Green
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon , Eugene, OR , USA ; Santa Fe Institute , Santa Fe, NM , USA
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152
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Hospodsky D, Pickering AJ, Julian TR, Miller D, Gorthala S, Boehm AB, Peccia J. Hand bacterial communities vary across two different human populations. MICROBIOLOGY-SGM 2014; 160:1144-1152. [PMID: 24817404 DOI: 10.1099/mic.0.075390-0] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
This study utilized pyrosequencing-based phylogenetic library results to assess bacterial communities on the hands of women in Tanzania and compared these communities with bacteria assemblages on the hands of US women. Bacterial population profiles and phylogenetically based ordinate analysis demonstrated that the bacterial communities on hands were more similar for selected populations within a country than between the two countries considered. Organisms that have commonly been identified in prior human skin microbiome studies, including members of the Propionibacteriaceae, Staphylococcaceae and Streptococceacea families, were highly abundant on US hands and drove the clustering of US hand microbial communities into a distinct group. The most abundant bacterial taxa on Tanzanian hands were the soil-associated Rhodobacteraceae and Nocardioidaceae. These results help to expand human microbiome results beyond US and European populations, and the identification and abundance of soil-associated bacteria on Tanzanian hands demonstrated the important role of the environment in shaping the microbial communities on human hands.
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Affiliation(s)
- Denina Hospodsky
- Department of Chemical and Environmental Engineering, Yale University, New Haven, CT 06520, USA
| | - Amy J Pickering
- Environmental and Water Studies, Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA
| | - Timothy R Julian
- Environmental Health Sciences, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205, USA
| | - Dana Miller
- Department of Chemical and Environmental Engineering, Yale University, New Haven, CT 06520, USA
| | - Sisira Gorthala
- Department of Chemical and Environmental Engineering, Yale University, New Haven, CT 06520, USA
| | - Alexandria B Boehm
- Environmental and Water Studies, Civil and Environmental Engineering, Stanford University, Stanford, CA 94305, USA
| | - Jordan Peccia
- Department of Chemical and Environmental Engineering, Yale University, New Haven, CT 06520, USA
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153
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Konya T, Koster B, Maughan H, Escobar M, Azad MB, Guttman DS, Sears MR, Becker AB, Brook JR, Takaro TK, Kozyrskyj AL, Scott JA. Associations between bacterial communities of house dust and infant gut. ENVIRONMENTAL RESEARCH 2014; 131:25-30. [PMID: 24637181 DOI: 10.1016/j.envres.2014.02.005] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2013] [Revised: 01/14/2014] [Accepted: 02/19/2014] [Indexed: 06/03/2023]
Abstract
The human gut is host to a diverse and abundant community of bacteria that influence health and disease susceptibility. This community develops in infancy, and its composition is strongly influenced by environmental factors, notably perinatal anthropogenic exposures such as delivery mode (Cesarean vs. vaginal) and feeding method (breast vs. formula); however, the built environment as a possible source of exposure has not been considered. Here we report on a preliminary investigation of the associations between bacteria in house dust and the nascent fecal microbiota from 20 subjects from the Canadian Healthy Infant Longitudinal Development (CHILD) Study using high-throughput sequence analysis of portions of the 16S rRNA gene. Despite significant differences between the dust and fecal microbiota revealed by Nonmetric Multidimensional Scaling (NMDS) analysis, permutation analysis confirmed that 14 bacterial OTUs representing the classes Actinobacteria (3), Bacilli (3), Clostridia (6) and Gammaproteobacteria (2) co-occurred at a significantly higher frequency in matched dust-stool pairs than in randomly permuted pairs, indicating an association between these dust and stool communities. These associations could indicate a role for the indoor environment in shaping the nascent gut microbiota, but future studies will be needed to confirm that our findings do not solely reflect a reverse pathway. Although pet ownership was strongly associated with the presence of certain genera in the dust for dogs (Agrococcus, Carnobacterium, Exiguobacterium, Herbaspirillum, Leifsonia and Neisseria) and cats (Escherichia), no clear patterns were observed in the NMDS-resolved stool community profiles as a function of pet ownership.
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Affiliation(s)
- T Konya
- Division of Occupational and Environmental Health, Dalla Lana School of Public Health, University of Toronto, Canada
| | - B Koster
- Division of Occupational and Environmental Health, Dalla Lana School of Public Health, University of Toronto, Canada
| | - H Maughan
- Department of Cell and Systems Biology, University of Toronto, Canada
| | - M Escobar
- Division of Occupational and Environmental Health, Dalla Lana School of Public Health, University of Toronto, Canada
| | - M B Azad
- Department of Pediatrics, University of Alberta, Canada
| | - D S Guttman
- Department of Cell and Systems Biology, University of Toronto, Canada
| | - M R Sears
- Department of Medicine, McMaster University, Canada
| | | | - J R Brook
- Division of Occupational and Environmental Health, Dalla Lana School of Public Health, University of Toronto, Canada; Environment Canada, Canada
| | - T K Takaro
- Faculty of Health Science, Simon Fraser University, Canada
| | - A L Kozyrskyj
- Department of Pediatrics, University of Alberta, Canada
| | - J A Scott
- Division of Occupational and Environmental Health, Dalla Lana School of Public Health, University of Toronto, Canada.
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154
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Diversity and transport of microorganisms in intertidal sands of the California coast. Appl Environ Microbiol 2014; 80:3943-51. [PMID: 24747906 DOI: 10.1128/aem.00513-14] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Forced by tides and waves, large volumes of seawater are flushed through the beach daily. Organic material and nutrients in seawater are remineralized and cycled as they pass through the beach. Microorganisms are responsible for most of the biogeochemical cycling in the beach; however, few studies have characterized their diversity in intertidal sands, and little work has characterized the extent to which microbes are transported between different compartments of the beach. The present study uses next-generation massively parallel sequencing to characterize the microbial community present at 49 beaches along the coast of California. In addition, we characterize the transport of microorganisms within intertidal sands using laboratory column experiments. We identified extensive diversity in the beach sands. Nearly 1,000 unique taxa were identified in sands from 10 or more unique beaches, suggesting the existence of a group of "cosmopolitan" sand microorganisms. A biogeographical analysis identified a taxon-distance relationship among the beaches. In addition, sands with similar grain size, organic carbon content, exposed to a similar wave climate, and having the same degree of anthropogenic influence tended to have similar microbial communities. Column experiments identified microbes readily mobilized by seawater infiltrating through unsaturated intertidal sands. The ease with which microbes were mobilized suggests that intertidal sands may represent a reservoir of bacteria that seed the beach aquifer where they may partake in biogeochemical cycling.
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155
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Meadow JF, Altrichter AE, Kembel SW, Moriyama M, O’Connor TK, Womack AM, Brown GZ, Green JL, Bohannan BJM. Bacterial communities on classroom surfaces vary with human contact. MICROBIOME 2014; 2:7. [PMID: 24602274 PMCID: PMC3945812 DOI: 10.1186/2049-2618-2-7] [Citation(s) in RCA: 66] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2013] [Accepted: 01/26/2014] [Indexed: 05/10/2023]
Abstract
BACKGROUND Humans can spend the majority of their time indoors, but little is known about the interactions between the human and built-environment microbiomes or the forces that drive microbial community assembly in the built environment. We sampled 16S rRNA genes from four different surface types throughout a university classroom to determine whether bacterial assemblages on each surface were best predicted by routine human interactions or by proximity to other surfaces within the classroom. We then analyzed our data with publicly-available datasets representing potential source environments. RESULTS Bacterial assemblages from the four surface types, as well as individual taxa, were indicative of different source pools related to the type of human contact each surface routinely encounters. Spatial proximity to other surfaces in the classroom did not predict community composition. CONCLUSIONS Our results indicate that human-associated microbial communities can be transferred to indoor surfaces following contact, and that such transmission is possible even when contact is indirect, but that proximity to other surfaces in the classroom does not influence community composition.
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Affiliation(s)
- James F Meadow
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
| | - Adam E Altrichter
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
| | - Steven W Kembel
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
- Department of Biological Sciences, University of Quebec, 320 Rue Sainte-Catherine Est, Montréal, QC H2X 1 L7, Canada
| | - Maxwell Moriyama
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
- Energy Studies in Buildings Laboratory, Department of Architecture, University of Oregon, 1206 University of Oregon, Eugene, OR 97403, USA
| | - Timothy K O’Connor
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
- Department of Ecology and Evolutionary Biology, University of Arizona, BioSciences West room 310, 1041 E. Lowell St, Tucson, AZ 85721, USA
| | - Ann M Womack
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
| | - G Z Brown
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
- Energy Studies in Buildings Laboratory, Department of Architecture, University of Oregon, 1206 University of Oregon, Eugene, OR 97403, USA
| | - Jessica L Green
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
- Santa Fe Institute, 1399 Hyde Park Rd, Santa Fe, NM 87501, USA
| | - Brendan J M Bohannan
- Biology and the Built Environment Center, Institute of Ecology and Evolution, University of Oregon, 5389 University of Oregon, Eugene, OR 97403, USA
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156
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Adams RI, Miletto M, Lindow SE, Taylor JW, Bruns TD. Airborne bacterial communities in residences: similarities and differences with fungi. PLoS One 2014; 9:e91283. [PMID: 24603548 PMCID: PMC3946336 DOI: 10.1371/journal.pone.0091283] [Citation(s) in RCA: 91] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2014] [Accepted: 02/08/2014] [Indexed: 01/31/2023] Open
Abstract
Genetic analysis of indoor air has uncovered a rich microbial presence, but rarely have both the bacterial and fungal components been examined in the same samples. Here we present a study that examined the bacterial component of passively settled microbes from both indoor and outdoor air over a discrete time period and for which the fungal component has already been reported. Dust was allowed to passively settle in five common locations around a home − living room, bedroom, bathroom, kitchen, and balcony − at different dwellings within a university-housing complex for a one-month period at two time points, once in summer and again in winter. We amplified the bacterial 16S rRNA gene in these samples and analyzed them with high-throughput sequencing. Like fungal OTU-richness, bacterial OTU-richness was higher outdoors then indoors and was invariant across different indoor room types. While fungal composition was structured largely by season and residential unit, bacterial composition varied by residential unit and room type. Bacteria from putative outdoor sources, such as Sphingomonas and Deinococcus, comprised a large percentage of the balcony samples, while human-associated taxa comprised a large percentage of the indoor samples. Abundant outdoor bacterial taxa were also observed indoors, but the reverse was not true; this is unlike fungi, in which the taxa abundant indoors were also well-represented outdoors. Moreover, there was a partial association of bacterial composition and geographic distance, such that samples separated by even a few hundred meters tended have greater compositional differences than samples closer together in space, a pattern also observed for fungi. These data show that while the outdoor source for indoor bacteria and fungi varies in both space and time, humans provide a strong and homogenizing effect on indoor bacterial bioaerosols, a pattern not observed in fungi.
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Affiliation(s)
- Rachel I. Adams
- Department of Plant & Microbial Biology, University of California, Berkeley, California, United States of America
- * E-mail:
| | - Marzia Miletto
- Department of Plant & Microbial Biology, University of California, Berkeley, California, United States of America
| | - Steven E. Lindow
- Department of Plant & Microbial Biology, University of California, Berkeley, California, United States of America
| | - John W. Taylor
- Department of Plant & Microbial Biology, University of California, Berkeley, California, United States of America
| | - Thomas D. Bruns
- Department of Plant & Microbial Biology, University of California, Berkeley, California, United States of America
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157
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Appelt S, Armougom F, Le Bailly M, Robert C, Drancourt M. Polyphasic analysis of a middle ages coprolite microbiota, Belgium. PLoS One 2014; 9:e88376. [PMID: 24586319 PMCID: PMC3938422 DOI: 10.1371/journal.pone.0088376] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2013] [Accepted: 01/06/2014] [Indexed: 11/19/2022] Open
Abstract
Paleomicrobiological investigations of a 14(th)-century coprolite found inside a barrel in Namur, Belgium were done using microscopy, a culture-dependent approach and metagenomics. Results were confirmed by ad hoc PCR--sequencing. Investigations yielded evidence for flora from ancient environment preserved inside the coprolite, indicated by microscopic observation of amoebal cysts, plant fibers, seeds, pollens and mold remains. Seventeen different bacterial species were cultured from the coprolite, mixing organisms known to originate from the environment and organisms known to be gut inhabitants. Metagenomic analyses yielded 107,470 reads, of which known sequences (31.9%) comprised 98.98% bacterial, 0.52% eukaryotic, 0.44% archaeal and 0.06% viral assigned reads. Most abundant bacterial phyla were Proteobacteria, Gemmatimonadetes, Actinobacteria and Bacteroidetes. The 16 S rRNA gene dataset yielded 132,000 trimmed reads and 673 Operational Taxonomic Units. Most abundant bacterial phyla observed in the 16 S rRNA gene dataset belonged to Proteobacteria, Firmicutes, Actinobacteria and Chlamydia. The Namur coprolite yielded typical gut microbiota inhabitants, intestinal parasites Trichuris and Ascaris and systemic pathogens Bartonella and Bordetella. This study adds knowledge to gut microbiota in medieval times.
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Affiliation(s)
- Sandra Appelt
- Unité de Recherche sur les Maladies Infectieuses Tropicales Emergentes, UM63, Centre national de la recherche scientifique 7278, IRD 198, Institut National de la Santé et de la Recherche Médicale 1095, Aix Marseille Université, Marseille, France
| | - Fabrice Armougom
- Unité de Recherche sur les Maladies Infectieuses Tropicales Emergentes, UM63, Centre national de la recherche scientifique 7278, IRD 198, Institut National de la Santé et de la Recherche Médicale 1095, Aix Marseille Université, Marseille, France
| | - Matthieu Le Bailly
- Centre national de la recherche scientifique UMR 6249 Chrono-Environnement, Franche-Comté Université, Besançon, France
| | - Catherine Robert
- Unité de Recherche sur les Maladies Infectieuses Tropicales Emergentes, UM63, Centre national de la recherche scientifique 7278, IRD 198, Institut National de la Santé et de la Recherche Médicale 1095, Aix Marseille Université, Marseille, France
| | - Michel Drancourt
- Unité de Recherche sur les Maladies Infectieuses Tropicales Emergentes, UM63, Centre national de la recherche scientifique 7278, IRD 198, Institut National de la Santé et de la Recherche Médicale 1095, Aix Marseille Université, Marseille, France
- * E-mail:
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158
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Berg G, Mahnert A, Moissl-Eichinger C. Beneficial effects of plant-associated microbes on indoor microbiomes and human health? Front Microbiol 2014; 5:15. [PMID: 24523719 PMCID: PMC3905206 DOI: 10.3389/fmicb.2014.00015] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2013] [Accepted: 01/10/2014] [Indexed: 11/29/2022] Open
Affiliation(s)
- Gabriele Berg
- Institute of Environmental Biotechnology, Graz University of Technology Graz, Austria
| | - Alexander Mahnert
- Institute of Environmental Biotechnology, Graz University of Technology Graz, Austria
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159
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Kembel SW, Meadow JF, O’Connor TK, Mhuireach G, Northcutt D, Kline J, Moriyama M, Brown GZ, Bohannan BJM, Green JL. Architectural design drives the biogeography of indoor bacterial communities. PLoS One 2014; 9:e87093. [PMID: 24489843 PMCID: PMC3906134 DOI: 10.1371/journal.pone.0087093] [Citation(s) in RCA: 140] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2013] [Accepted: 12/18/2013] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Architectural design has the potential to influence the microbiology of the built environment, with implications for human health and well-being, but the impact of design on the microbial biogeography of buildings remains poorly understood. In this study we combined microbiological data with information on the function, form, and organization of spaces from a classroom and office building to understand how design choices influence the biogeography of the built environment microbiome. RESULTS Sequencing of the bacterial 16S gene from dust samples revealed that indoor bacterial communities were extremely diverse, containing more than 32,750 OTUs (operational taxonomic units, 97% sequence similarity cutoff), but most communities were dominated by Proteobacteria, Firmicutes, and Deinococci. Architectural design characteristics related to space type, building arrangement, human use and movement, and ventilation source had a large influence on the structure of bacterial communities. Restrooms contained bacterial communities that were highly distinct from all other rooms, and spaces with high human occupant diversity and a high degree of connectedness to other spaces via ventilation or human movement contained a distinct set of bacterial taxa when compared to spaces with low occupant diversity and low connectedness. Within offices, the source of ventilation air had the greatest effect on bacterial community structure. CONCLUSIONS Our study indicates that humans have a guiding impact on the microbial biodiversity in buildings, both indirectly through the effects of architectural design on microbial community structure, and more directly through the effects of human occupancy and use patterns on the microbes found in different spaces and space types. The impact of design decisions in structuring the indoor microbiome offers the possibility to use ecological knowledge to shape our buildings in a way that will select for an indoor microbiome that promotes our health and well-being.
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Affiliation(s)
- Steven W. Kembel
- Département des sciences biologiques, Université du Québec à Montréal, Montréal, Québec, Canada
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, United States of America
| | - James F. Meadow
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, United States of America
- * E-mail:
| | - Timothy K. O’Connor
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, United States of America
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, Arizona, United States of America
| | - Gwynne Mhuireach
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Energy Studies in Buildings Laboratory, University of Oregon, Eugene, Oregon, United States of America
| | - Dale Northcutt
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Energy Studies in Buildings Laboratory, University of Oregon, Eugene, Oregon, United States of America
| | - Jeff Kline
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Energy Studies in Buildings Laboratory, University of Oregon, Eugene, Oregon, United States of America
| | - Maxwell Moriyama
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Energy Studies in Buildings Laboratory, University of Oregon, Eugene, Oregon, United States of America
| | - G. Z. Brown
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Energy Studies in Buildings Laboratory, University of Oregon, Eugene, Oregon, United States of America
- Department of Architecture, University of Oregon, Eugene, Oregon, United States of America
| | - Brendan J. M. Bohannan
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, United States of America
| | - Jessica L. Green
- Biology and the Built Environment Center, University of Oregon, Eugene, Oregon, United States of America
- Institute of Ecology and Evolution, University of Oregon, Eugene, Oregon, United States of America
- Santa Fe Institute, Santa Fe, New Mexico, United States of America
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160
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Adams RI, Miletto M, Taylor JW, Bruns TD. The diversity and distribution of fungi on residential surfaces. PLoS One 2013; 8:e78866. [PMID: 24223861 PMCID: PMC3815347 DOI: 10.1371/journal.pone.0078866] [Citation(s) in RCA: 109] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2013] [Accepted: 09/23/2013] [Indexed: 01/29/2023] Open
Abstract
The predominant hypothesis regarding the composition of microbial assemblages in indoor environments is that fungal assemblages are structured by outdoor air with a moderate contribution by surface growth, whereas indoor bacterial assemblages represent a mixture of bacteria entered from outdoor air, shed by building inhabitants, and grown on surfaces. To test the fungal aspect of this hypothesis, we sampled fungi from three surface types likely to support growth and therefore possible contributors of fungi to indoor air: drains in kitchens and bathrooms, sills beneath condensation-prone windows, and skin of human inhabitants. Sampling was done in replicated units of a university-housing complex without reported mold problems, and sequences were analyzed using both QIIME and the new UPARSE approach to OTU-binning, to the same result. Surfaces demonstrated a mycological profile similar to that of outdoor air from the same locality, and assemblages clustered by surface type. "Weedy" genera typical of indoor air, such as Cladosporium and Cryptococcus, were abundant on sills, as were a diverse set of fungi of likely outdoor origin. Drains supported more depauperate assemblages than the other surfaces and contained thermotolerant genera such as Exophiala, Candida, and Fusarium. Most surprising was the composition detected on residents' foreheads. In addition to harboring Malassezia, a known human commensal, skin also possessed a surprising richness of non-resident fungi, including plant pathogens such as ergot (Claviceps purperea). Overall, fungal richness across indoor surfaces was high, but based on known autecologies, most of these fungi were unlikely to be growing on surfaces. We conclude that while some endogenous fungal growth on typical household surfaces does occur, particularly on drains and skin, all residential surfaces appear - to varying degrees - to be passive collectors of airborne fungi of putative outdoor origin, a view of the origins of the indoor microbiome quite different from bacteria.
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Affiliation(s)
- Rachel I. Adams
- Plant & Microbial Biology, University of California, Berkeley, California, United States of America
| | - Marzia Miletto
- Plant & Microbial Biology, University of California, Berkeley, California, United States of America
| | - John W. Taylor
- Plant & Microbial Biology, University of California, Berkeley, California, United States of America
| | - Thomas D. Bruns
- Plant & Microbial Biology, University of California, Berkeley, California, United States of America
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161
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Jeon YS, Chun J, Kim BS. Identification of household bacterial community and analysis of species shared with human microbiome. Curr Microbiol 2013; 67:557-63. [PMID: 23743600 PMCID: PMC3790245 DOI: 10.1007/s00284-013-0401-y] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Accepted: 05/09/2013] [Indexed: 11/23/2022]
Abstract
Microbial populations in indoor environments, where we live and eat, are important for public health. Various bacterial species reside in the kitchen, and refrigerators, the major means of food storage within kitchens, can be a direct source of food borne illness. Therefore, the monitoring of microbiota in the refrigerator is important for food safety. We investigated and compared bacterial communities that reside in the vegetable compartment of the refrigerator and on the seat of the toilet, which is recognized as highly colonized by microorganisms, in ten houses using high-throughput sequencing. Proteobacteria, Firmicutes, Actinobacteria, and Bacteroidetes were predominant in refrigerator and toilet samples. However, Proteobacteria was more abundant in the refrigerator, and Firmicutes was more abundant in the toilet. These household bacterial communities were compared with those of human skin and gut to identify potential sources of household bacteria. Bacterial communities from refrigerators and toilets shared more species in common with human skin than gut. Opportunistic pathogens, including Propionibacterium acnes, Bacteroides vulgatus, and Staphylococcus epidermidis, were identified as species shared with human skin and gut microbiota. This approach can provide a general background of the household microbiota and a potential method of source-tracking for public health purposes.
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Affiliation(s)
- Yoon-Seong Jeon
- ChunLab, Inc., Seoul National University, Seoul, Republic of Korea
- Interdisciplinary Graduate Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea
| | - Jongsik Chun
- ChunLab, Inc., Seoul National University, Seoul, Republic of Korea
- Interdisciplinary Graduate Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea
- School of Biological Sciences, Seoul National University, Seoul, Republic of Korea
| | - Bong-Soo Kim
- ChunLab, Inc., Seoul National University, Seoul, Republic of Korea
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162
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Oberauner L, Zachow C, Lackner S, Högenauer C, Smolle KH, Berg G. The ignored diversity: complex bacterial communities in intensive care units revealed by 16S pyrosequencing. Sci Rep 2013; 3:1413. [PMID: 23475210 PMCID: PMC3593336 DOI: 10.1038/srep01413] [Citation(s) in RCA: 127] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2012] [Accepted: 02/22/2013] [Indexed: 12/18/2022] Open
Abstract
Indoor microbial communities play an important role in everyday human health, especially in the intensive care units (ICUs) of hospitals. We used amplicon pyrosequencing to study the ICU microbiome and were able to detect diverse sequences, in comparison to the currently used standard cultivation technique that only detected 2.5% of the total bacterial diversity. The phylogenetic spectrum combined species associated with the outside environment, taxa closely related to potential human pathogens, and beneficials as well as included 7 phyla and 76 genera. In addition, Propionibacterium spp., Pseudomonas spp., and Burkholderia spp. were identified as important sources of infections. Despite significantly different bacterial area profiles for floors, medical devices, and workplaces, similarities by network analyses and strains with identical molecular fingerprints were detected. This information will allow for new assessment of public health risks in ICUs, help create new sanitation protocols, and further our understanding of the development of hospital-acquired infections.
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Affiliation(s)
- Lisa Oberauner
- Austrian Centre of Industrial Biotechnology (ACIB GmbH), Graz, Austria
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163
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Kirkup BC, Mahlen S, Kallstrom G. Future-Generation Sequencing and Clinical Microbiology. Clin Lab Med 2013; 33:685-704. [DOI: 10.1016/j.cll.2013.03.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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164
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DINGSDAG S, COLEMAN NV. Bacterial communities on food court tables and cleaning equipment in a shopping mall. Epidemiol Infect 2013; 141:1647-51. [PMID: 22995219 PMCID: PMC9151585 DOI: 10.1017/s0950268812002142] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2012] [Revised: 08/14/2012] [Accepted: 08/22/2012] [Indexed: 11/07/2022] Open
Abstract
The food court at a shopping mall is a potential transfer point for pathogenic microbes, but to date, this environment has not been the subject of detailed molecular microbiological study. We used a combination of culture-based and culture-independent approaches to investigate the types and numbers of bacteria present on food court tables, and on a food court cleaning cloth. Bacteria were found at 10²-10⁵ c.f.u./m² on food court tables and 10¹⁰ c.f.u./m² on the cleaning cloth. Tag-pyrosequencing of amplified 16S rRNA genes revealed that the dominant bacterial types on the cleaning cloth were genera known to include pathogenic species (Stenotrophomonas, Aeromonas), and that these genera were also evident at lower levels on table surfaces, suggesting possible cross-contamination. The evidence suggests a public health threat is posed by bacteria in the food court, and that this may be due to cross-contamination between cleaning equipment and table surfaces.
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MESH Headings
- Bacteria/classification
- Bacteria/genetics
- Bacteria/isolation & purification
- Bacteria, Aerobic/classification
- Bacteria, Aerobic/genetics
- Bacteria, Aerobic/isolation & purification
- Colony Count, Microbial/methods
- Commerce
- Environmental Microbiology
- Environmental Monitoring/methods
- New South Wales
- Polymerase Chain Reaction/methods
- RNA, Bacterial/genetics
- RNA, Bacterial/metabolism
- RNA, Ribosomal, 16S/genetics
- RNA, Ribosomal, 16S/metabolism
- Seasons
- Sequence Analysis, DNA
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Affiliation(s)
- S. DINGSDAG
- School of Molecular Bioscience, University of Sydney, Australia
| | - N. V. COLEMAN
- School of Molecular Bioscience, University of Sydney, Australia
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165
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Facility-specific "house" microbiome drives microbial landscapes of artisan cheesemaking plants. Appl Environ Microbiol 2013; 79:5214-23. [PMID: 23793641 DOI: 10.1128/aem.00934-13] [Citation(s) in RCA: 184] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Cheese fermentations involve the growth of complex microbial consortia, which often originate in the processing environment and drive the development of regional product qualities. However, the microbial milieus of cheesemaking facilities are largely unexplored and the true nature of the fermentation-facility relationship remains nebulous. Thus, a high-throughput sequencing approach was employed to investigate the microbial ecosystems of two artisanal cheesemaking plants, with the goal of elucidating how the processing environment influences microbial community assemblages. Results demonstrate that fermentation-associated microbes dominated most surfaces, primarily Debaryomyces and Lactococcus, indicating that establishment of these organisms on processing surfaces may play an important role in microbial transfer, beneficially directing the course of sequential fermentations. Environmental organisms detected in processing environments dominated the surface microbiota of washed-rind cheeses maturing in both facilities, demonstrating the importance of the processing environment for populating cheese microbial communities, even in inoculated cheeses. Spatial diversification within both facilities reflects the functional adaptations of microbial communities inhabiting different surfaces and the existence of facility-specific "house" microbiota, which may play a role in shaping site-specific product characteristics.
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166
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Bokulich NA, Ohta M, Richardson PM, Mills DA. Monitoring Seasonal Changes in Winery-Resident Microbiota. PLoS One 2013; 8:e66437. [PMID: 23840468 PMCID: PMC3686677 DOI: 10.1371/journal.pone.0066437] [Citation(s) in RCA: 122] [Impact Index Per Article: 11.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2013] [Accepted: 05/08/2013] [Indexed: 01/19/2023] Open
Abstract
During the transformation of grapes to wine, wine fermentations are exposed to a large area of specialized equipment surfaces within wineries, which may serve as important reservoirs for two-way transfer of microbes between fermentations. However, the role of winery environments in shaping the microbiota of wine fermentations and vectoring wine spoilage organisms is poorly understood at the systems level. Microbial communities inhabiting all major equipment and surfaces in a pilot-scale winery were surveyed over the course of a single harvest to track the appearance of equipment microbiota before, during, and after grape harvest. Results demonstrate that under normal cleaning conditions winery surfaces harbor seasonally fluctuating populations of bacteria and fungi. Surface microbial communities were dependent on the production context at each site, shaped by technological practices, processing stage, and season. During harvest, grape- and fermentation-associated organisms populated most winery surfaces, acting as potential reservoirs for microbial transfer between fermentations. These surfaces harbored large populations of Saccharomyces cerevisiae and other yeasts prior to harvest, potentially serving as an important vector of these yeasts in wine fermentations. However, the majority of the surface communities before and after harvest comprised organisms with no known link to wine fermentations and a near-absence of spoilage-related organisms, suggesting that winery surfaces do not overtly vector wine spoilage microbes under normal operating conditions.
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Affiliation(s)
- Nicholas A. Bokulich
- Department of Viticulture and Enology, University of California Davis, Davis, California, United States of America
- Department of Food Science and Technology, University of California Davis, Davis, California, United States of America
- Foods for Health Institute, University of California Davis, Davis, California, United States of America
| | - Moe Ohta
- Department of Viticulture and Enology, University of California Davis, Davis, California, United States of America
- Department of Food Science and Technology, University of California Davis, Davis, California, United States of America
- Foods for Health Institute, University of California Davis, Davis, California, United States of America
| | | | - David A. Mills
- Department of Viticulture and Enology, University of California Davis, Davis, California, United States of America
- Department of Food Science and Technology, University of California Davis, Davis, California, United States of America
- Foods for Health Institute, University of California Davis, Davis, California, United States of America
- * E-mail:
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167
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Abstract
The recent era of exploring the human microbiome has provided valuable information on microbial inhabitants, beneficials and pathogens. Screening efforts based on DNA sequencing identified thousands of bacterial lineages associated with human skin but provided only incomplete and crude information on Archaea. Here, we report for the first time the quantification and visualization of Archaea from human skin. Based on 16 S rRNA gene copies Archaea comprised up to 4.2% of the prokaryotic skin microbiome. Most of the gene signatures analyzed belonged to the Thaumarchaeota, a group of Archaea we also found in hospitals and clean room facilities. The metabolic potential for ammonia oxidation of the skin-associated Archaea was supported by the successful detection of thaumarchaeal amoA genes in human skin samples. However, the activity and possible interaction with human epithelial cells of these associated Archaea remains an open question. Nevertheless, in this study we provide evidence that Archaea are part of the human skin microbiome and discuss their potential for ammonia turnover on human skin.
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Affiliation(s)
- Alexander J. Probst
- Institute for Microbiology and Archaea Center, University of Regensburg, Regensburg, Germany
| | - Anna K. Auerbach
- Institute for Microbiology and Archaea Center, University of Regensburg, Regensburg, Germany
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168
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Surface microbes in the neonatal intensive care unit: changes with routine cleaning and over time. J Clin Microbiol 2013; 51:2617-24. [PMID: 23740726 DOI: 10.1128/jcm.00898-13] [Citation(s) in RCA: 61] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Premature infants in neonatal intensive care units (NICUs) are highly susceptible to infection due to the immaturity of their immune systems, and nosocomial infections are a significant risk factor for death and poor neurodevelopmental outcome in this population. To investigate the impact of cleaning within a NICU, a high-throughput short-amplicon-sequencing approach was used to profile bacterial and fungal surface communities before and after cleaning. Intensive cleaning of surfaces in contact with neonates decreased the total bacterial load and the percentage of Streptococcus species with similar trends for total fungal load and Staphylococcus species; this may have clinical relevance since staphylococci and streptococci are the most common causes of nosocomial NICU infections. Surfaces generally had low levels of other taxa containing species that commonly cause nosocomial infections (e.g., Enterobacteriaceae) that were not significantly altered with cleaning. Several opportunistic yeasts were detected in the NICU environment, demonstrating that these NICU surfaces represent a potential vector for spreading fungal pathogens. These results underline the importance of routine cleaning as a means of managing the microbial ecosystem of NICUs and of future opportunities to minimize exposures of vulnerable neonates to potential pathogens and to use amplicon-sequencing tools for microbial surveillance and hygienic testing in hospital environments.
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169
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Dunn RR, Fierer N, Henley JB, Leff JW, Menninger HL. Home life: factors structuring the bacterial diversity found within and between homes. PLoS One 2013; 8:e64133. [PMID: 23717552 PMCID: PMC3661444 DOI: 10.1371/journal.pone.0064133] [Citation(s) in RCA: 211] [Impact Index Per Article: 19.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2013] [Accepted: 04/09/2013] [Indexed: 02/03/2023] Open
Abstract
Most of our time is spent indoors where we are exposed to a wide array of different microorganisms living on surfaces and in the air of our homes. Despite their ubiquity and abundance, we have a limited understanding of the microbial diversity found within homes and how the composition and diversity of microbial communities change across different locations within the home. Here we examined the diversity of bacterial communities found in nine distinct locations within each of forty homes in the Raleigh-Durham area of North Carolina, USA, using high-throughput sequencing of the bacterial 16S rRNA gene. We found that each of the sampled locations harbored bacterial communities that were distinct from one another with surfaces that are regularly cleaned typically harboring lower levels of diversity than surfaces that are cleaned infrequently. These location-specific differences in bacterial communities could be directly related to usage patterns and differences in the likely sources of bacteria dispersed onto these locations. Finally, we examined whether the variability across homes in bacterial diversity could be attributed to outdoor environmental factors, indoor habitat structure, or the occupants of the home. We found that the presence of dogs had a significant effect on bacterial community composition in multiple locations within homes as the homes occupied by dogs harbored more diverse communities and higher relative abundances of dog-associated bacterial taxa. Furthermore, we found a significant correlation between the types of bacteria deposited on surfaces outside the home and those found inside the home, highlighting that microbes from outside the home can have a direct effect on the microbial communities living on surfaces within our homes. Together this work provides the first comprehensive analysis of the microbial communities found in the home and the factors that shape the structure of these communities both within and between homes.
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Affiliation(s)
- Robert R Dunn
- Department of Biology and Keck Center for Behavioral Biology, North Carolina State University, Raleigh, North Carolina, United States of America.
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170
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Azad MB, Konya T, Maughan H, Guttman DS, Field CJ, Sears MR, Becker AB, Scott JA, Kozyrskyj AL. Infant gut microbiota and the hygiene hypothesis of allergic disease: impact of household pets and siblings on microbiota composition and diversity. Allergy Asthma Clin Immunol 2013; 9:15. [PMID: 23607879 PMCID: PMC3655107 DOI: 10.1186/1710-1492-9-15] [Citation(s) in RCA: 185] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2012] [Accepted: 03/07/2013] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Multiple studies have demonstrated that early-life exposure to pets or siblings affords protection against allergic disease; these associations are commonly attributed to the "hygiene hypothesis". Recently, low diversity of the infant gut microbiota has also been linked to allergic disease. In this study, we characterize the infant gut microbiota in relation to pets and siblings. METHODS The study population comprised a small sub-sample of 24 healthy, full term infants from the Canadian Healthy Infant Longitudinal Development (CHILD) birth cohort. Mothers reported on household pets and siblings. Fecal samples were collected at 4 months of age, and microbiota composition was characterized by high-throughput signature gene sequencing. RESULTS Microbiota richness and diversity tended to be increased in infants living with pets, whereas these measures were decreased in infants with older siblings. Infants living with pets exhibited under-representation of Bifidobacteriaceae and over-representation of Peptostreptococcaceae; infants with older siblings exhibited under-representation of Peptostreptococcaceae. CONCLUSIONS This study provides new evidence that exposure to pets and siblings may influence the early development of the gut microbiota, with potential implications for allergic disease. These two traditionally protective "hygiene hypothesis" factors appear to differentially impact gut microbiota composition and diversity, calling into question the clinical significance of these measures. Further research is required to confirm and expand these findings.
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Affiliation(s)
- Meghan B Azad
- Department of Pediatrics, University of Alberta, 3-527 Edmonton Clinic Health Academy 11405 - 87th Avenue, Edmonton, AB, T6G IC9, Canada
| | - Theodore Konya
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Heather Maughan
- Cell & Systems Biology, University of Toronto, Toronto, ON, Canada
| | - David S Guttman
- Cell & Systems Biology, University of Toronto, Toronto, ON, Canada
| | - Catherine J Field
- Agriculture, Food & Nutritional Sciences, University of Alberta, Edmonton, AB, Canada
| | - Malcolm R Sears
- Department of Medicine, McMaster University, Hamilton, ON, Canada
| | - Allan B Becker
- Pediatrics & Child Health, University of Manitoba, Winnipeg, MB, Canada ; Manitoba Institute of Child Health, Winnipeg, Canada
| | - James A Scott
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Anita L Kozyrskyj
- Department of Pediatrics, University of Alberta, 3-527 Edmonton Clinic Health Academy 11405 - 87th Avenue, Edmonton, AB, T6G IC9, Canada ; Manitoba Institute of Child Health, Winnipeg, Canada
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171
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Song SJ, Lauber C, Costello EK, Lozupone CA, Humphrey G, Berg-Lyons D, Caporaso JG, Knights D, Clemente JC, Nakielny S, Gordon JI, Fierer N, Knight R. Cohabiting family members share microbiota with one another and with their dogs. eLife 2013; 2:e00458. [PMID: 23599893 PMCID: PMC3628085 DOI: 10.7554/elife.00458] [Citation(s) in RCA: 700] [Impact Index Per Article: 63.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2012] [Accepted: 03/03/2013] [Indexed: 12/17/2022] Open
Abstract
Human-associated microbial communities vary across individuals: possible contributing factors include (genetic) relatedness, diet, and age. However, our surroundings, including individuals with whom we interact, also likely shape our microbial communities. To quantify this microbial exchange, we surveyed fecal, oral, and skin microbiota from 60 families (spousal units with children, dogs, both, or neither). Household members, particularly couples, shared more of their microbiota than individuals from different households, with stronger effects of co-habitation on skin than oral or fecal microbiota. Dog ownership significantly increased the shared skin microbiota in cohabiting adults, and dog-owning adults shared more ‘skin’ microbiota with their own dogs than with other dogs. Although the degree to which these shared microbes have a true niche on the human body, vs transient detection after direct contact, is unknown, these results suggest that direct and frequent contact with our cohabitants may significantly shape the composition of our microbial communities. DOI:http://dx.doi.org/10.7554/eLife.00458.001 The human body is home to many different microorganisms, with a range of bacteria, fungi and archaea living on the skin, in the intestine and at various other sites in the body. While many of these microorganisms are beneficial to their human hosts, we know very little about most of them. Early research focused primarily on comparing the microorganisms found in healthy individuals with those found in individuals suffering from a particular illness. More recently researchers have become interested in more general issues, such as understanding how these collections of microorganisms, which are also known as the human microbiota or the human microbiome, become established, and exploring the causes of similarities and differences between the microbiota of individuals. We now know that the communities of microorganisms found in the intestines of genetically related people tend to be more similar than those of people who are not related. Moreover, the communities of microorganisms found in the intestines of non-related adults living in the same household are more similar than those of unrelated adults living in different households. We also know that the range of microorganisms found in the intestine changes dramatically between birth and the age of 3 years. However, these studies have focused on the intestine, and little is known about the effect of relatedness, cohabitation and age on the microbiota at other body sites. Song et al. compared the microorganisms found on the skin, on the tongue and in the intestines of 159 people—and 36 dogs—in 60 families. They found that co-habitation resulted in the communities of microorganisms being more similar to each other, with those on the skin being the most similar. This was true for all comparisons, including human pairs, dog pairs and human–dog pairs. This suggests that humans probably acquire many of the microorganisms on their skin through direct contact with their surroundings, and that humans tend to share more microbes with individuals, including their pets, with which they are in frequent contact. Song et al. also discovered that, unlike what happens in the intestine, the microbial communities on the skin and tongue of infants and children were relatively similar to those of adults. Overall, these findings suggest that the communities of microorganisms found in the intestine changes with age in a way that differs significantly from those found on the skin and tongue. DOI:http://dx.doi.org/10.7554/eLife.00458.002
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Affiliation(s)
- Se Jin Song
- Department of Ecology and Evolutionary Biology , University of Colorado, Boulder , Boulder , United States
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172
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Genome of the pathogen Porphyromonas gingivalis recovered from a biofilm in a hospital sink using a high-throughput single-cell genomics platform. Genome Res 2013; 23:867-77. [PMID: 23564253 PMCID: PMC3638142 DOI: 10.1101/gr.150433.112] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Although biofilms have been shown to be reservoirs of pathogens, our knowledge of the microbial diversity in biofilms within critical areas, such as health care facilities, is limited. Available methods for pathogen identification and strain typing have some inherent restrictions. In particular, culturing will yield only a fraction of the species present, PCR of virulence or marker genes is mainly focused on a handful of known species, and shotgun metagenomics is limited in the ability to detect strain variations. In this study, we present a single-cell genome sequencing approach to address these limitations and demonstrate it by specifically targeting bacterial cells within a complex biofilm from a hospital bathroom sink drain. A newly developed, automated platform was used to generate genomic DNA by the multiple displacement amplification (MDA) technique from hundreds of single cells in parallel. MDA reactions were screened and classified by 16S rRNA gene PCR sequence, which revealed a broad range of bacteria covering 25 different genera representing environmental species, human commensals, and opportunistic human pathogens. Here we focus on the recovery of a nearly complete genome representing a novel strain of the periodontal pathogen Porphyromonas gingivalis (P. gingivalis JCVI SC001) using the single-cell assembly tool SPAdes. Single-cell genomics is becoming an accepted method to capture novel genomes, primarily in the marine and soil environments. Here we show for the first time that it also enables comparative genomic analysis of strain variation in a pathogen captured from complex biofilm samples in a healthcare facility.
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173
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Poisot T, Péquin B, Gravel D. High-throughput sequencing: a roadmap toward community ecology. Ecol Evol 2013; 3:1125-39. [PMID: 23610649 PMCID: PMC3631419 DOI: 10.1002/ece3.508] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2012] [Revised: 01/22/2013] [Accepted: 01/23/2013] [Indexed: 11/11/2022] Open
Abstract
High-throughput sequencing is becoming increasingly important in microbial ecology, yet it is surprisingly under-used to generate or test biogeographic hypotheses. In this contribution, we highlight how adding these methods to the ecologist toolbox will allow the detection of new patterns, and will help our understanding of the structure and dynamics of diversity. Starting with a review of ecological questions that can be addressed, we move on to the technical and analytical issues that will benefit from an increased collaboration between different disciplines.
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Affiliation(s)
- Timothée Poisot
- Département de biologie, chimie et géographie, Université du Québec à Rimouski300 Allée des Ursulines, Rimouski, QC, G5L 3A1, Canada
- Québec Centre for Biodiversity Sciences, Stewart Biological Sciences Building1205 Dr. Penfield Avenue, Montréal, QC, H3A 1B1, Canada
| | - Bérangère Péquin
- Département de Biologie, Université LavalQuébec, QC, G1V 0A6, Canada
- Québec-OcéanQuébec, QC, G1V 0A6, Canada
- Institut de Biologie Intégrative et des (IBIS) SystèmesQuébec, QC, G1V 0A6, Canada
| | - Dominique Gravel
- Département de biologie, chimie et géographie, Université du Québec à Rimouski300 Allée des Ursulines, Rimouski, QC, G5L 3A1, Canada
- Québec Centre for Biodiversity Sciences, Stewart Biological Sciences Building1205 Dr. Penfield Avenue, Montréal, QC, H3A 1B1, Canada
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174
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Tetracycline resistance genes acquired at birth. Arch Microbiol 2013; 195:447-51. [DOI: 10.1007/s00203-012-0864-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2012] [Revised: 12/09/2012] [Accepted: 12/16/2012] [Indexed: 10/27/2022]
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175
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Abstract
The majority of people in the developed world spend more than 90% of their lives indoors. Here, we examine our understanding of the bacteria that co-inhabit our artificial world and how they might influence human health.
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176
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Bacterial diversity in two Neonatal Intensive Care Units (NICUs). PLoS One 2013; 8:e54703. [PMID: 23372757 PMCID: PMC3553055 DOI: 10.1371/journal.pone.0054703] [Citation(s) in RCA: 96] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2012] [Accepted: 12/18/2012] [Indexed: 11/19/2022] Open
Abstract
Infants in Neonatal Intensive Care Units (NICUs) are particularly susceptible to opportunistic infection. Infected infants have high mortality rates, and survivors often suffer life-long neurological disorders. The causes of many NICU infections go undiagnosed, and there is debate as to the importance of inanimate hospital environments (IHEs) in the spread of infections. We used culture-independent next-generation sequencing to survey bacterial diversity in two San Diego NICUs and to track the sources of microbes in these environments. Thirty IHE samples were collected from two Level-Three NICU facilities. We extracted DNA from these samples and amplified the bacterial small subunit (16S) ribosomal RNA gene sequence using 'universal' barcoded primers. The purified PCR products were pooled into a single reaction for pyrosequencing, and the data were analyzed using QIIME. On average, we detected 93+/-39 (mean +/- standard deviation) bacterial genera per sample in NICU IHEs. Many of the bacterial genera included known opportunistic pathogens, and many were skin-associated (e.g., Propionibacterium). In one NICU, we also detected fecal coliform bacteria (Enterobacteriales) in a high proportion of the surface samples. Comparison of these NICU-derived sequences to previously published high-throughput 16S rRNA amplicon studies of other indoor environments (offices, restrooms and healthcare facilities), as well as human- and soil-associated environments, found the majority of the NICU samples to be similar to typical building surface and air samples, with the notable exception of the IHEs which were dominated by Enterobacteriaceae. Our findings provide evidence that NICU IHEs harbor a high diversity of human-associated bacteria and demonstrate the potential utility of molecular methods for identifying and tracking bacterial diversity in NICUs.
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177
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Mkrtchyan HV, Russell CA, Wang N, Cutler RR. Could public restrooms be an environment for bacterial resistomes? PLoS One 2013; 8:e54223. [PMID: 23349833 PMCID: PMC3547874 DOI: 10.1371/journal.pone.0054223] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2012] [Accepted: 12/10/2012] [Indexed: 11/19/2022] Open
Abstract
Antibiotic resistance in bacteria remains a major problem and environments that help to maintain such resistance, represent a significant problem to infection control in the community. Restrooms have always been regarded as potential sources of infectious diseases and we suggest they have the potential to sustain bacterial "resistomes". Recent studies have demonstrated the wide range of different bacterial phyla that can be found in non-healthcare restrooms. In our study we focused on the Staphylococci. These species are often skin contaminants on man and have been reported as common restroom isolates in recent molecular studies. We collected samples from 18 toilets sited in 4 different public buildings. Using MALDI-TOF-MS and other techniques, we identified a wide range of antibiotic resistant Staphylococci and other bacteria from our samples. We identified 19 different Staphylococcal species within our isolates and 37.8% of the isolates were drug resistant. We also identified different Staphylococcal species with the same antibiograms inhabiting the same restrooms. Bacterial "resistomes" are communities of bacteria often localised in specific areas and within these environments drug resistance determinants may be freely transferred. Our study shows that non-healthcare restrooms are a source of antibiotic resistant bacteria where a collection of antibiotic resistance genes in pathogenic and non-pathogenic bacteria could form a resistome containing a "nexus of genetic diversity"
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Affiliation(s)
- Hermine V. Mkrtchyan
- Pre-Clinical Drug Discovery Group, School of Biological and Chemical Sciences, Queen Mary University of London, London, United Kingdom
| | - Charlotte A. Russell
- School of Biological and Chemical Sciences, Queen Mary University of London, London, United Kingdom
| | - Nan Wang
- Pre-Clinical Drug Discovery Group, School of Biological and Chemical Sciences, Queen Mary University of London, London, United Kingdom
- School of Life Science and Technology, University of Electronic Science and Technology, Chengdu, China
| | - Ronald R. Cutler
- Pre-Clinical Drug Discovery Group, School of Biological and Chemical Sciences, Queen Mary University of London, London, United Kingdom
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178
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Dunn RR, Fierer N, Henley JB, Leff JW, Menninger HL. Home life: factors structuring the bacterial diversity found within and between homes. PLoS One 2013; 8:e64133. [PMID: 23717552 DOI: 10.1371/journal.pone.0064133.s005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2013] [Accepted: 04/09/2013] [Indexed: 05/22/2023] Open
Abstract
Most of our time is spent indoors where we are exposed to a wide array of different microorganisms living on surfaces and in the air of our homes. Despite their ubiquity and abundance, we have a limited understanding of the microbial diversity found within homes and how the composition and diversity of microbial communities change across different locations within the home. Here we examined the diversity of bacterial communities found in nine distinct locations within each of forty homes in the Raleigh-Durham area of North Carolina, USA, using high-throughput sequencing of the bacterial 16S rRNA gene. We found that each of the sampled locations harbored bacterial communities that were distinct from one another with surfaces that are regularly cleaned typically harboring lower levels of diversity than surfaces that are cleaned infrequently. These location-specific differences in bacterial communities could be directly related to usage patterns and differences in the likely sources of bacteria dispersed onto these locations. Finally, we examined whether the variability across homes in bacterial diversity could be attributed to outdoor environmental factors, indoor habitat structure, or the occupants of the home. We found that the presence of dogs had a significant effect on bacterial community composition in multiple locations within homes as the homes occupied by dogs harbored more diverse communities and higher relative abundances of dog-associated bacterial taxa. Furthermore, we found a significant correlation between the types of bacteria deposited on surfaces outside the home and those found inside the home, highlighting that microbes from outside the home can have a direct effect on the microbial communities living on surfaces within our homes. Together this work provides the first comprehensive analysis of the microbial communities found in the home and the factors that shape the structure of these communities both within and between homes.
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Affiliation(s)
- Robert R Dunn
- Department of Biology and Keck Center for Behavioral Biology, North Carolina State University, Raleigh, North Carolina, United States of America.
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179
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Flores GE, Bates ST, Caporaso JG, Lauber CL, Leff JW, Knight R, Fierer N. Diversity, distribution and sources of bacteria in residential kitchens. Environ Microbiol 2012; 15:588-96. [PMID: 23171378 PMCID: PMC5100818 DOI: 10.1111/1462-2920.12036] [Citation(s) in RCA: 138] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2012] [Revised: 09/26/2012] [Accepted: 10/12/2012] [Indexed: 02/01/2023]
Abstract
Bacteria readily colonize kitchen surfaces, and the exchange of microbes between humans and the kitchen environment can impact human health. However, we have a limited understanding of the overall diversity of these communities, how they differ across surfaces and sources of bacteria to kitchen surfaces. Here we used high-throughput sequencing of the 16S rRNA gene to explore biogeographical patterns of bacteria across > 80 surfaces within the kitchens of each of four households. In total, 34 bacterial and two archaeal phyla were identified, with most sequences belonging to the Actinobacteria, Bacteroidetes, Firmicutes and Proteobacteria. Genera known to contain common food-borne pathogens were low in abundance but broadly distributed throughout the kitchens, with different taxa exhibiting distinct distribution patterns. The most diverse communities were associated with infrequently cleaned surfaces such as fans above stoves, refrigerator/freezer door seals and floors. In contrast, the least diverse communities were observed in and around sinks, which were dominated by biofilm-forming Gram-negative lineages. Community composition was influenced by conditions on individual surfaces, usage patterns and dispersal from source environments. Human skin was the primary source of bacteria across all kitchen surfaces, with contributions from food and faucet water dominating in a few specific locations. This study demonstrates that diverse bacterial communities are widely distributed in residential kitchens and that the composition of these communities is often predictable. These results also illustrate the ease with which human- and food-associated bacteria can be transferred in residential settings to kitchen surfaces.
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Affiliation(s)
- Gilberto E Flores
- Cooperative Institute for Research in Environmental Sciences, University of Colorado, Boulder, CO 80309, USA
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180
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Freschauf LR, McLane J, Sharma H, Khine M. Shrink-induced superhydrophobic and antibacterial surfaces in consumer plastics. PLoS One 2012; 7:e40987. [PMID: 22916100 PMCID: PMC3423404 DOI: 10.1371/journal.pone.0040987] [Citation(s) in RCA: 101] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2012] [Accepted: 06/14/2012] [Indexed: 12/04/2022] Open
Abstract
Structurally modified superhydrophobic surfaces have become particularly desirable as stable antibacterial surfaces. Because their self-cleaning and water resistant properties prohibit bacteria growth, structurally modified superhydrophobic surfaces obviate bacterial resistance common with chemical agents, and therefore a robust and stable means to prevent bacteria growth is possible. In this study, we present a rapid fabrication method for creating such superhydrophobic surfaces in consumer hard plastic materials with resulting antibacterial effects. To replace complex fabrication materials and techniques, the initial mold is made with commodity shrink-wrap film and is compatible with large plastic roll-to-roll manufacturing and scale-up techniques. This method involves a purely structural modification free of chemical additives leading to its inherent consistency over time and successive recasting from the same molds. Finally, antibacterial properties are demonstrated in polystyrene (PS), polycarbonate (PC), and polyethylene (PE) by demonstrating the prevention of gram-negative Escherichia coli (E. coli) bacteria growth on our structured plastic surfaces.
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Affiliation(s)
- Lauren R. Freschauf
- Department of Biomedical Engineering, University of California Irvine, Irvine, California, United States of America
| | - Jolie McLane
- Department of Biomedical Engineering, University of California Irvine, Irvine, California, United States of America
| | - Himanshu Sharma
- Department of Chemical Engineering and Materials Science, University of California Irvine, Irvine, California, United States of America
| | - Michelle Khine
- Department of Biomedical Engineering, University of California Irvine, Irvine, California, United States of America
- Department of Chemical Engineering and Materials Science, University of California Irvine, Irvine, California, United States of America
- * E-mail:
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181
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Coissac E, Riaz T, Puillandre N. Bioinformatic challenges for DNA metabarcoding of plants and animals. Mol Ecol 2012; 21:1834-47. [PMID: 22486822 DOI: 10.1111/j.1365-294x.2012.05550.x] [Citation(s) in RCA: 160] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Almost all empirical studies in ecology have to identify the species involved in the ecological process under examination. DNA metabarcoding, which couples the principles of DNA barcoding with next generation sequencing technology, provides an opportunity to easily produce large amounts of data on biodiversity. Microbiologists have long used metabarcoding approaches, but use of this technique in the assessment of biodiversity in plant and animal communities is under-explored. Despite its relationship with DNA barcoding, several unique features of DNA metabarcoding justify the development of specific data analysis methodologies. In this review, we describe the bioinformatics tools available for DNA metabarcoding of plants and animals, and we revisit others developed for DNA barcoding or microbial metabarcoding. We also discuss the principles and associated tools for evaluating and comparing DNA barcodes in the context of DNA metabarcoding, for designing new custom-made barcodes adapted to specific ecological question, for dealing with PCR and sequencing errors, and for inferring taxonomical data from sequences.
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Affiliation(s)
- Eric Coissac
- Laboratoire d'Ecologie Alpine, CNRS UMR 5553, Université Joseph Fourier, Grenoble, France.
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182
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Goga H. Comparison of bacterial DNA profiles of footwear insoles and soles of feet for the forensic discrimination of footwear owners. Int J Legal Med 2012; 126:815-23. [DOI: 10.1007/s00414-012-0733-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2012] [Accepted: 06/13/2012] [Indexed: 01/17/2023]
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183
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Hewitt KM, Gerba CP, Maxwell SL, Kelley ST. Office space bacterial abundance and diversity in three metropolitan areas. PLoS One 2012; 7:e37849. [PMID: 22666400 PMCID: PMC3364274 DOI: 10.1371/journal.pone.0037849] [Citation(s) in RCA: 92] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2012] [Accepted: 04/27/2012] [Indexed: 12/18/2022] Open
Abstract
People in developed countries spend approximately 90% of their lives indoors, yet we know little about the source and diversity of microbes in built environments. In this study, we combined culture-based cell counting and multiplexed pyrosequencing of environmental ribosomal RNA (rRNA) gene sequences to investigate office space bacterial diversity in three metropolitan areas. Five surfaces common to all offices were sampled using sterile double-tipped swabs, one tip for culturing and one for DNA extraction, in 30 different offices per city (90 offices, 450 total samples). 16S rRNA gene sequences were PCR amplified using bar-coded “universal” bacterial primers from 54 of the surfaces (18 per city) and pooled for pyrosequencing. A three-factorial Analysis of Variance (ANOVA) found significant differences in viable bacterial abundance between offices inhabited by men or women, among the various surface types, and among cities. Multiplex pyrosequencing identified more than 500 bacterial genera from 20 different bacterial divisions. The most abundant of these genera tended to be common inhabitants of human skin, nasal, oral or intestinal cavities. Other commonly occurring genera appeared to have environmental origins (e.g., soils). There were no significant differences in the bacterial diversity between offices inhabited by men or women or among surfaces, but the bacterial community diversity of the Tucson samples was clearly distinguishable from that of New York and San Francisco, which were indistinguishable. Overall, our comprehensive molecular analysis of office building microbial diversity shows the potential of these methods for studying patterns and origins of indoor bacterial contamination. “[H]umans move through a sea of microbial life that is seldom perceived except in the context of potential disease and decay.” – Feazel et al. (2009).
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Affiliation(s)
- Krissi M. Hewitt
- Department of Biology, San Diego State University, San Diego, California, United States of America
| | - Charles P. Gerba
- Department of Soil, Water and Environmental Science, University of Arizona, Tucson, Arizona, United States of America
| | - Sheri L. Maxwell
- Department of Soil, Water and Environmental Science, University of Arizona, Tucson, Arizona, United States of America
| | - Scott T. Kelley
- Department of Biology, San Diego State University, San Diego, California, United States of America
- * E-mail:
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