Abstract
Exposure to allergenic tree pollen is a risk factor for multiple allergic disease outcomes. Little is known about how tree pollen levels vary within cities and whether such variation affects the development or exacerbation of allergic disease. Accordingly, we collected integrated pollen samples at uniform height at 45 sites across New York City during the 2013 pollen season. We used these monitoring results in combination with adjacent land use data to develop a land use regression model for tree pollen. We evaluated four types of land use variables for inclusion in the model: tree canopy, distributed building height (a measure of building volume density), elevation, and distance to water. When included alone in the model, percent tree canopy cover within a 0.5 km radial buffer explained 39% of the variance in tree pollen (1.9% increase in tree pollen per one-percentage point increase in tree canopy cover, P<0.0001). The inclusion of additional variables did not improve model fit. We conclude that intra-urban variation in tree canopy is an important driver of tree pollen exposure. Land use regression models can be used to incorporate spatial variation in tree pollen exposure in studies of allergic disease outcomes.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 6 print issues and online access
$259.00 per year
only $43.17 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
References
Bjorksten F, Suoniemi I, Koski V . Neonatal birch-pollen contact and subsequent allergy to birch pollen. Clin Allergy 1980; 10: 585–591.
Kihlstrom A, Lilja G, Pershagen G, Hedlin G . Exposure to high doses of birch pollen during pregnancy and risk of sensitization and atopic disease in the child. Allergy 2003; 58: 871–877.
Porsbjerg C, Linstow ML, Nepper-Christensen SC, Rasmussen A, Korsgaard J, Nolte H et al. Allergen sensitization and allergen exposure in Greenlander Inuit residing in Denmark and Greenland. Respir Med 2002; 96: 736–744.
Cakmak S, Dales RE, Burnett RT, Judek S, Coates F, Brook JR . Effect of airborne allergens on emergency visits by children for conjunctivitis and rhinitis. Lancet 2002; 359: 947–948.
Sheffield PE, Weinberger KR, Ito K, Matte TD, Mathes RW, Robinson GS et al. The association of tree pollen concentration peaks and allergy medication sales in New York City: 2003–2008. ISRN Allergy 2011; 2011: 1–7.
Ito K, Weinberger KR, Robinson GS, Sheffield PE, Lall R, Mathes R et al. The associations between daily spring pollen counts, over-the-counter allergy medication sales, and asthma emergency department visits syndrome in New York City, 2002–2012. Environ Health 2015; 14: 17.
Villeneuve PJ, Doiron MS, Stieb D, Dales R, Burnett RT, Dugandzic R . Is outdoor air pollution associated with physician visits for allergic rhinitis among the elderly in Toronto, Canada? Allergy 2006; 61: 750–758.
Dales RE, Cakmak S, Judek S, Coates F . Tree pollen and hospitalization for asthma in urban Canada. Int Arch Allergy Immunol 2008; 146: 241–247.
Darrow LA, Hess J, Rogers CA, Tobert PE, Klein M, Sarnat SE . Ambient pollen concentrations and emergency department visits for asthma and wheeze. J Allergy Clin Immunol 2012; 130: 630–638.
Delfino RJ, Zeiger RS, Seltzer JM, Street DH, McLaren CE . Association of asthma symptoms with peak particulate air pollution and effect modification by anti-inflammatory medication use. Environ Health Perspect 2002; 110: A607–A617.
Galan I, Prieto A, Rubio M, Herrero T, Cervigon P, Cantero JL et al Association between airborne pollen and epidemic asthma in Madrid, Spain: a case-control study. Thorax 2010; 65: 398–402.
Jariwala S, Toh J, Shum M, de Vos G, Zou K, Sindher S et al. The association between asthma-related emergency department visits and pollen and mold spore concentrations in the Bronx, 2001–2008. J Asthma 2014; 51: 79–83.
Blackwell DL, Lucas JW, Clarke TC . Summary health statistics for U.S. adults: National Health Interview Survey, 2012. Vital Health Stat 2014; 10: 1–161.
Bloom B, Jones LI, Freeman G . Summary health statistics for U.S. children: National Health Interview Survey, 2012. Vital Health Stat 2013; 10: 1–81.
Centers for Disease Control and Prevention. Vital Signs, May 2011. Centers for Disease Control and Prevention, 2011. https://www.cdc.gov/vitalsigns/asthma/.
Soni A . Allergic Rhinitis: Trends in Use and Expenditures, 2000 and 2005. Agency for Healthcare Research and Quality, 2008. http://permanent.access.gpo.gov/lps102159/.
American Academy of Allergy Asthma & Immunology. National Allergy Bureau Pollen Counts (accessed on 7 May 2015). Available at: http://www.aaaai.org/global/nab-pollen-counts.aspx.
Alcazar P, Carinanos P, De Castro C, Guerra F, Moreno C, Dominguez-Vilches E et al. Airborne plane-tree (Platanus hispanica pollen distribution in the city of Cordoba, South-western Spain, and possible implications on pollen allergy. J Investig Allergol Clin Immunol 2004; 14: 238–243.
Celenk S, Bicakci A, Tamay Z, Guler N, Altunoglu MK, Canitez Y et al. Airborne pollen in European and Asian parts of Istanbul. Environ Monit Assess 2010; 164: 391–402.
Emberlin J, Norris-Hill J . Spatial variation of pollen deposition in North London. Grana 1991; 30: 190–195.
Gonzalo-Garjo MA, Tormo-Molina R, Munoz-Rodriguez AF, Silva-Palacios I . Differences in the spatial distribution of airborne pollen concentrations at different urban locations within a city. J Investig Allergol Clin Immunol 2006; 16: 37–43.
Ishibashi Y, Ohno H, Oh-ishi S, Matsuoka T, Kizaki T, Yoshizumi K . Characterization of pollen dispersion in the neighborhood of Tokyo, Japan in the spring of 2005 and 2006. Int J Environ Res Public Health 2008; 5: 76–85.
Katelaris CH, Burke TV, Byth K . Spatial variability in the pollen count in Sydney, Australia: can one sampling site accurately reflect the pollen count for a region? Ann Allergy Asthma Immunol 2004; 93: 131–136.
Myszkowska D, Stepalska D, Dyga W, Bokalska-Rajba J, Czarnobilska E . Survey of biological particles in the atmosphere of the Cracow center (southern Poland) in 2011. Preliminary study. Przegl Lek 2012; 69: 1254–1260.
Nowak M, Szymanska A, Grewling L . Allergic risk zones of plane tree pollen (Platanus sp.) in Poznan. Postep Derm Alergol 2012; 29: 156–160.
Raynor GS, Ogden EC, Hayes JV . Spatial variability in airborne pollen concentrations. J Allergy Clin Immunol 1975; 55: 195–202.
Rodriguez-Rajo FJ, Fdez-Sevilla D, Stach A, Jato V . Assessment between pollen seasons in areas with different urbanization level related to local vegetation sources and differences in allergen exposure. Aerobiologia 2010; 26: 1–14.
Velasco-Jiménez MJ, Alcázar P, Domínguez-Viches E, Galán C . Comparative study of airborne pollen counts located in different areas of the city of Córdoba (south-western Spain). Aerobiologia 2012; 29: 113–120.
Weinberger KR, Kinney PL, Lovasi GS . A review of spatial variation in allergenic tree pollen within cities. Arboric Urban For 2015; 41: 57–68.
Hjort J, Hugg TT, Antikainen H, Rusanen J, Sofiev M, Kukkonen J et al. Fine-scale exposure to allergenic pollen in the urban environment: evaluation of land use regression approach. Environ Health Perspect 2016; 124: 619–626.
Lovasi GS, O’Neil-Dunne JP, Lu JW, Sheehan D, Perzanowski MS, MacFaden SW et al. Urban tree canopy and asthma, wheeze, rhinitis, and allergic sensitization to tree pollen in a New York City birth cohort. Environ Health Perspect 2013; 121: 494–500.
Donovan GH, Michael YL, Butry DT, Sullivan AD, Chase JM . Urban trees and the risk of poor birth outcomes. Health Place 2011; 17: 390–393.
Donovan GH, Butry DT, Michael YL, Prestemon JP, Liebhold AM, Gatziolis D et al. The relationship between trees and human health: evidence from the spread of the emerald ash borer. Am J Prev Med 2013; 44: 139–145.
Lovasi GS, Jacobson JS, Quinn JW, Neckerman KM, Ashby-Thompson MN, Rundle A . Is the environment near home and school associated with physical activity and adiposity of urban preschool children? J Urban Health 2011; 88: 1143–1157.
Lovasi GS, Bader MD, Quinn J, Neckerman K, Weiss C, Rundel A . Body mass index, safety hazards, and neighborhood attractiveness. Am J Prev Med 2012; 43: 378–384.
Lovasi GS, Schwartz-Soicher O, Quinn JW, Berger DK, Neckerman K, Jaslow R et al. Neighborhood safety and green space as predictors of obesity among preschool children from low-income families in New York City. Prev Med 2013; 57: 189–193.
Matte TD, Ross Z, Kheirbek I, Eisl H, Johnson S, Gorczynski JE et al. Monitoring intraurban spatial patterns of multiple combustion air pollutants in New York City: design and implementation. J Expo Sci Environ Epidemiol 2013; 23: 223–231.
MacFaden SW, O’Neil-Dunne JPM, Royar AR, Lu JWT, Rundle A . High-resolution tree canopy mapping for New York City using LiDAR and object-based image analysis. J Appl Remote Sens 2012; 6: 063567.
Tauber H . A static non-overload pollen collector. New Phytol 1974; 73: 359–369.
Hall SA . Modern pollen influx in tallgrass and shortgrass prairies, southern Great Plains USA. Grana 1994; 33: 321–326.
Dvorin DJ, Lee JJ, Belecanech GA, Goldstein MF, Dunsky EH . A comparative, volumetric survey of airborne pollen in Philadelphia, Pennsylvania (1991–1997) and Cherry Hill, New Jersey (1995–1997). Ann Allergy Asthma Immunol 2001; 87: 394–404.
Burney DA, Burney LP . Modern pollen deposition in cave sites: experimental results from New York state. New Phytol 1993; 124: 523–535.
Faegri K, Iversen J . Textbook of Pollen Analysis, 4th edn. Faegri K, Kaland PE, Krzywinski K (eds). John Wiley and Sons: Chichester, UK. 1989.
Hall SA . Pollen deposition and vegetation in the southern Rocky Mountains and the southwest Plains, USA. Grana 1990; 29: 47–61.
Hall SA . Comparative pollen influx at a nine-trap array in the Grand Prairie of northern Texas. Tex J Sci 1992; 44: 469–474.
Levetin E, Rogers CA, Hall SA . Comparison of pollen sampling with a Burkard Spore Trap and a Tauber Trap in a warm temperate climate. Grana 2002; 39: 294–302.
Maher LJ . Statistics for microfossil concentration measurements employing samples spiked with marker grains. Rev Palaeobot Palynol 1981; 32: 153–191.
Lin RY, Claus AE, Bennett ES . Hypersensitivity to common tree pollens in New York City patients. Allergy Asthma Proc 2002; 23: 253–258.
Olmedo O, Goldstein IF, Acosta L, Divjan A, Rundle AG, Chew GL et al. Neighborhood differences in exposure and sensitization to cockroach, mouse, dust mite, cat, and dog allergens in New York City. J Allergy Clin Immunol 2011; 128: 284–92, e7.
White JF, Bernstein DI . Key pollen allergens in North America. Ann Allergy Asthma Immunol 2003; 91: 425–435.
Kinney PL, Thurston GD . Field evaluation of instrument performance: statistical considerations. Appl Occup Environ Hyg 1993; 8: 267–271.
Arnold E, Strohbach MW, Warren PS. Allergenic potential of street trees in Boston, Massachusetts. In: Kabisch N, Larondelle N, Reeve A (eds). Human-Environmental Interactions in Cities: Challenges and Opportunities of Urban Land Use Planning and Green Infrastructure. Cambridge Scholars Publishing: Newcastle upon Tyne, UK, 2014.
Rantio-Lehtimaki A, Koivikko A, Kupias R, Makinen Y, Pohjola A . Significance of sampling height of airborne particles for aerobiological information. Allergy 1991; 46: 68–76.
Clougherty JE, Kheirbek I, Eisl HM, Ross Z, Pezeshki G, Gorczynski JE et al. Intra-urban spatial variability in wintertime street-level concentrations of multiple combustion-related air pollutants: the New York City Community Air Survey (NYCCAS). J Expo Sci Environ Epidemiol 2013; 23: 232–240.
Canty A, Ripley B . boot: Bootstrap R (S-Plus) Functions. R package version 1.3-15 2015. https://cran.r-project.org/web/packages/boot/boot.pdf.
Davison AC, Hinkley DV . Bootstrap Methods and Their Applications. Cambridge University Press: Cambridge, UK. 1997.
Pebesma EJ . Multivariable geostatistics in S: the gstat package. Comput Geosci 2004; 30: 683–691.
Hirst J . An automatic volumetric spore trap. Ann Appl Biol 1952; 39: 257–265.
Sofiev M, Belmonte J, Gehrig R, Izquierdo R, Smith M, Dahl A et al Airborne pollen transport. In: Allergenic Pollen: A Review of the Production, Release, Distribution and Health Impacts. Springer: Dordrecht, The Netherlands. 2013.
New York City Department of Parks & Recreation. 2005–2006 Trees Count! Street Tree Census 2007 (accessed on 13 March 2015). Available at: http://www.nycgovparks.org/trees/tree-census/2005-2006.
New York City Department of Parks & Recreation. Landcover Raster Data (2010). Available at: https://data.cityofnewyork.us/Environment/Landcover-Raster-Data-2010-/9auy-76zt. 2010.
Department of Information Technology and Telecommunications. NYC Building Footprints 2013-09 Release with Roof Height and Ground Elevation. 2013. https://nygeog.github.io/pages/metadata/building_0913_metadata/index.html.
New York City Department of Environmental Protection. 1 Foot Digital Elevation Model. Available at: https://data.cityofnewyork.us/City-Government/1-foot-Digital-Elevation-Model-DEM-/dpc8-z3jc. 2013.
Department of Information Technology and Telecommunications. NYC Planimetrics Historic (2008). Available at: https://data.cityofnewyork.us/Transportation/NYC-Planimetrics-Historic-2008-/dja4-zgtf. 2008.
Acknowledgements
We thank Lisa Campbell and the New York Botanical Garden for providing lab space, as well as Michael Ivkov, Isabel Paul, and Alexis Fitts for their assistance in the installation of the pollen monitoring network. We also thank Sarah Johnson for providing advice on the development of the land use regression and kriging models. This project was supported by NIEHS grant #P30ES009089. Dr. Weinberger was supported by NIEHS training grants #T32ES007322 and #T32ES023770.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no conflict of interest.
Additional information
Supplementary Information accompanies the paper on the Journal of Exposure Science and Environmental Epidemiology website
Supplementary information
Rights and permissions
About this article
Cite this article
Weinberger, K., Kinney, P., Robinson, G. et al. Levels and determinants of tree pollen in New York City. J Expo Sci Environ Epidemiol 28, 119–124 (2018). https://doi.org/10.1038/jes.2016.72
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/jes.2016.72
Keywords
This article is cited by
-
Modeling airborne pollen concentrations at an urban scale with pollen release from individual trees
Aerobiologia (2023)
-
Strong variations in urban allergenicity riskscapes due to poor knowledge of tree pollen allergenic potential
Scientific Reports (2021)
-
Analysis of allergenic pollen data, focusing on a pollen load threshold statement
Aerobiologia (2021)
-
Urban-scale variation in pollen concentrations: a single station is insufficient to characterize daily exposure
Aerobiologia (2020)
-
Variation in airborne pollen concentrations among five monitoring locations in a desert urban environment
Environmental Monitoring and Assessment (2018)