Abstract
Fungi are ubiquitous in outdoor air, and their concentration, aerodynamic diameters and taxonomic composition have potentially important implications for human health. Although exposure to fungal allergens is considered a strong risk factor for asthma prevalence and severity, limitations in tracking fungal diversity in air have thus far prevented a clear understanding of their human pathogenic properties. This study used a cascade impactor for sampling, and quantitative real-time PCR plus 454 pyrosequencing for analysis to investigate seasonal, size-resolved fungal communities in outdoor air in an urban setting in the northeastern United States. From the 20 libraries produced with an average of ∼800 internal transcribed spacer (ITS) sequences (total 15 326 reads), 12 864 and 11 280 sequences were determined to the genus and species levels, respectively, and 558 different genera and 1172 different species were identified, including allergens and infectious pathogens. These analyses revealed strong relationships between fungal aerodynamic diameters and features of taxonomic compositions. The relative abundance of airborne allergenic fungi ranged from 2.8% to 10.7% of total airborne fungal taxa, peaked in the fall, and increased with increasing aerodynamic diameter. Fungi that can cause invasive fungal infections peaked in the spring, comprised 0.1–1.6% of fungal taxa and typically increased in relative abundance with decreasing aerodynamic diameter. Atmospheric fungal ecology is a strong function of aerodynamic diameter, whereby through physical processes, the size influences the diversity of airborne fungi that deposit in human airways and the efficiencies with which specific groups of fungi partition from outdoor air to indoor environments.
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Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ . (1990). Basic local alignment search tool. J Mol Biol 215: 403–410.
Amend AS, Seifert KA, Samson R, Bruns TD . (2010). Indoor fungal composition is geographically patterned and more diverse in temperate zones than in the tropics. P Natl Acad Sci USA 107: 13748–13753.
Ariya PA, Sun J, Eltouny NA, Hudson ED, Hayes CT, Kos G . (2009). Physical and chemical characterization of bioaerosols—Implications for nucleation processes. Int Rev Phys Chem 28: 1–32.
Burge HA . (2002). An update on pollen and fungal spore aerobiology. J Allergy Clin Immunol 110: 544–552.
Burt EA . (1920). The Thelephoraceae of North America. XII. Stereum. Ann Mo Bot Gard 7: 81–249.
Buée M, Reich M, Murat C, Morin E, Nilsson RH, Uroz S et al. (2009). 454 Pyrosequencing analyses of forest soils reveal an unexpectedly high fungal diversity. New Phytol 184: 449–456.
Caporaso JG, Kuczynski J, Stombaugh J, Bittinger K, Bushman FD, Costello EK et al. (2010). QIIME allows analysis of high-throughput community sequencing data. Nat Methods 7: 335–336.
Cho SH, Seo SC, Schmechel D, Grinshpun SA, Reponen T . (2005). Aerodynamic characteristics and respiratory deposition of fungal fragments. Atmos Environ 39: 5454–5465.
Cole GT, Samson RA . (1984). The conidia. In: Al-Doory Y, Domson JF (eds) Mould allergy. Lea & Fibiger, Philadelphia, pp 66–104.
Cole JR, Chai B, Farris RJ, Wang Q, Kulam SA, McGarrell DM et al. (2005). The Ribosomal Database Project (RDP-II): sequences and tools for high-throughput rRNA analysis. Nucleic Acids Res 33: D294–D296.
Crameri R, Weichel M, Fluckiger S, Glaser AG, Rhyner C . (2006). Fungal allergies: a yet unsolved problem. Chem Immunol Allergy 91: 121–133.
D'Amato G, Chatzigeorgiou G, Corsico R, Gioulekas D, Jager L, Jager S et al. (1997). Evaluation of the prevalence of skin prick test positivity to Alternaria and Cladosporium in patients with suspected respiratory allergy—a European multicenter study promoted by the subcommittee on aerobiology and environmental aspects of inhalant allergens of the European Academy of Allergology and Clinical Immunology. Allergy 52: 711–716.
Denning DW, O'Driscoll BR, Hogaboam CM, Bowyer P, Niven RM . (2006). The link between fungi and severe asthma: a summary of the evidence. Eur Respir J 27: 615–626.
Elbert W, Taylor PE, Andreae MO, Pöschl U . (2007). Contribution of fungi to primary biogenic aerosols in the atmosphere: wet and dry discharged spores, carbohydrates, and inorganic ions. Atmos Chem Phys 7: 4569–4588.
Fletcher J . (1969). Morphology and nuclear behaviour of germinating conidia of Penicillium griseofulvum. T Brit Mycol Soc 53: 425–432.
Fröhlich-Nowoisky J, Pickersgill DA, Després VR, Poschl U . (2009). High diversity of fungi in air particulate matter. P Natl Acad Sci USA 106: 12814–12819.
Greenberger PA . (2002). Allergic bronchopulmonary aspergillosis. J Allergy Clin Immun 110: 685–692.
Halonen M, Stern DA, Wright AL, Taussig LM, Martinez FD . (1997). Alternaria as a major allergen for asthma in children raised in a desert environment. Am J Respir Crit Care Med 155: 1356–1361.
Haugland R, Vesper S . (2002 Method of Identifying and Quantifying Specific Fungi and Bacteria. U.S. Environmental Protection Agency, USA.
Hawksworth DL . (2001). The magnitude of fungal diversity: the 1.5 million species estimate revisited. Mycol Res 105: 1422–1432.
Heald CL, Spracklen DV . (2009). Atmospheric budget of primary biological aerosol particles from fungal spores. Geophys Res Lett 36: L09806.
Heikkila P, Kotimaa M, Tuomi T, Salmi T, Louhelainen K . (1988). Identification and counting of fungal spores by scanning electron-microscope. Ann Occup Hyg 32: 241–248.
Hibbett DS, Pine EM, Langer E, Langer G, Donoghue MJ . (1997). Evolution of gilled mushrooms and puffballs inferred from ribosomal DNA sequences. P Natl Acad Sci USA 94: 12002–12006.
Hinds WC . (1999 Aerosol technology: Properties, behavior, and measurment of airborne particles. Wiley, New York.
Hospodsky D, Yamamoto N, Peccia J . (2010). Accuracy, precision, and method detection limits of quantitative PCR for airborne bacteria and fungi. Appl Environ Microbiol 76: 7004–7012.
Ingold CT . (1995). Types of reproductive cell in Exidia recisa and Sirobasidium intermediae. Mycol Res 99: 1187–1190.
Kern ME, Uecker FA . (1986). Maxillary sinus infection caused by the Homobasidiomycetous fungus Schizophyllum commune. J Clin Microbiol 23: 1001–1005.
Larena I, Salazar O, Gonzalez V, Julian MC, Rubio V . (1999). Design of a primer for ribosomal DNA internal transcribed spacer with enhanced specificity for ascomycetes. J Biotechnol 75: 187–194.
Lin SJ, Schranz J, Teutsch SM . (2001). Aspergillosis case—fatality rate: systematic review of the literature. Clin Infect Dis 32: 358–366.
Loftus BJ, Fung E, Roncaglia P, Rowley D, Amedeo P, Bruno D et al. (2005). The genome of the basidiomycetous yeast and human pathogen Cryptococcus neoformans. Science 307: 1321–1324.
Madelin TM, Johnson HE . (1992). Fungal and actinomycete spore aerosols measured at different humidities with an aerodynamic particle sizer. J Appl Bacteriol 72: 400–409.
Makimura K . (2001), Alphabetical List of Pathogenic Fungi Ver.1.2.7. Pathogenic Fungi Database (PFDB) Ver. 1.9.6.1.
Manter DK, Vivanco JM . (2007). Use of the ITS primers, ITS1F and ITS4, to characterize fungal abundance and diversity in mixed-template samples by qPCR and length heterogeneity analysis. J Microbiol Meth 71: 7–14.
McCartney HA, Schmechel D, Lacey ME . (1993). Aerodynamic diameter of conidia of Alternaria species. Plant Pathol 42: 280–286.
Mitchell TG, Perfect JR . (1995). Cryptococcosis in the era of AIDS—100 years after the discovery of Cryptococcus neoformans. Clin Microbiol Rev 8: 515–548.
Mueller GM, Schmit JP . (2007). Fungal biodiversity: what do we know? what can we predict? Biodivers Conserv 16: 1–5.
Nazaroff WW . (2004). Indoor particle dynamics. Indoor Air 14: 175–183.
Nierman WC, Pain A, Anderson MJ, Wortman JR, Kim HS, Arroyo J et al. (2005). Genomic sequence of the pathogenic and allergenic filamentous fungus Aspergillus fumigatus. Nature 438: 1151–1156.
Nilsson RH, Bok G, Ryberg M, Kristiansson E, Hallenberg N . (2009). A software pipeline for processing and identification of fungal ITS sequences. Source Code Biol Med 4: 1.
Nilsson RH, Kristiansson E, Ryberg M, Hallenberg N, Larsson KH . (2008). Intraspecific ITS variability in the kingdom fungi as expressed in the international sequence databases and its implications for molecular species identification. Evol Bioinform 4: 193–201.
Noble JA, Crow SA, Ahearn DG, Kuhn FA . (1997). Allergic fungal sinusitis in the southeastern USA: involvement of a new agent Epicoccum nigrum Ehrenb ex Schlecht 1824. J Med Vet Mycol 35: 405–409.
O'Brien HE, Parrent JL, Jackson JA, Moncalvo JM, Vilgalys R . (2005). Fungal community analysis by large-scale sequencing of environmental samples. Appl Environ Microbiol 71: 5544–5550.
Pitman SK, Drew RH, Perfect JR . (2011). Addressing current medical needs in invasive fungal infection prevention and treatment with new antifungal agents, strategies and formulations. Expert Opin Emerg Drugs 16: 559–586.
Prospero JM, Blades E, Mathison G, Naidu R . (2005). Interhemispheric transport of viable fungi and bacteria from Africa to the Caribbean with soil dust. Aerobiologia 21: 1–19.
Quince C, Lanzen A, Curtis TP, Davenport RJ, Hall N, Head IM et al. (2009). Accurate determination of microbial diversity from 454 pyrosequencing data. Nat Methods 6: 639–641.
Quince C, Lanzen A, Davenport RJ, Turnbaugh PJ . (2011). Removing noise from pyrosequenced amplicons. BMC Bioinform 12: 38.
Reeder J, Knight R . (2009). The ‘rare biosphere’: a reality check. Nat Methods 6: 636–637.
Reponen T, Willeke K, Ulevicius V, Reponen A, Grinshpun SA . (1996). Effect of relative humidity on the aerodynamic diameter and respiratory deposition of fungal spores. Atmos Environ 30: 3967–3974.
Riley WJ, McKone TE, Lai ACK, Nazaroff WW . (2002). Indoor particulate matter of outdoor origin: importance of size-dependent removal mechanisms. Environ Sci Technol 36: 200–207.
Roux C . (1986). Leptosphaerulina chartarum sp.nov., the teleomorph of Pithomyces chartarum. Trans Br Mycol Soc 86: 319–323.
Schwab CJ, Cooley JD, Jumper CJ, Graham SC, Straus DC . (2004). Allergic inflammation induced by a Penicillium chrysogenum conidia-associated allergen extract in a murine model. Allergy 59: 758–765.
Shelton BG, Kirkland KH, Flanders WD, Morris GK . (2002). Profiles of airborne fungi in buildings and outdoor environments in the United States. Appl Environ Microbiol 68: 1743–1753.
Simon-Nobbe B, Denk U, Poll V, Rid R, Breitenbach M . (2008). The spectrum of fungal allergy. Int Arch Allergy Immunol 145: 58–86.
Tanaka K, Yamaguchi N, Baba T, Amano N, Nasu M . (2011). Rapid enumeration of low numbers of moulds in tea based drinks using an automated system. Int J Food Microbiol 145: 365–369.
Thatcher TL, Layton DW . (1995). Deposition, resuspension, and penetration of particles within a residence. Atmos Environ 29: 1487–1497.
Whelden RM . (1936). A comparative study of basidia and cystidia in Peniophora livida. Am J Bot 23: 539–545.
Yamamoto N, Shendell DG, Peccia J . (2011). Assessing allergenic fungi in house dust by floor wipe sampling and quantitative PCR. Indoor Air 21: 521–530.
Yeh HC, Cuddihy RG, Phalen RF, Chang IY . (1996). Comparisons of calculated respiratory tract deposition of particles based on the proposed NCRP model and the new ICRP66 model. Aerosol Sci Tech 25: 134–140.
Acknowledgements
Primary funding for this project was provided by the Alfred P Sloan Foundation. NY received a fellowship grant from the Japan Society for the Promotion of Science at the time this research was conducted.
Author contributions
NY and JP designed the research; NY, JQ, DH and HR-Y performed the research; NY, KB, WWN and JP analyzed the data; NY, KB and JP wrote the paper. The order in which the contributors are listed was agreed amongst the investigators. The first listed (NY) made the greatest contributions to the paper.
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Yamamoto, N., Bibby, K., Qian, J. et al. Particle-size distributions and seasonal diversity of allergenic and pathogenic fungi in outdoor air. ISME J 6, 1801–1811 (2012). https://doi.org/10.1038/ismej.2012.30
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DOI: https://doi.org/10.1038/ismej.2012.30
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