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Volunteer-contributed observations of flowering often correlate with airborne pollen concentrations

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Abstract

Characterizing airborne pollen concentrations is crucial for supporting allergy and asthma management; however, pollen monitoring is labor intensive and, in the USA, geographically limited. The USA National Phenology Network (USA-NPN) engages thousands of volunteer observers in regularly documenting the developmental and reproductive status of plants. The reports of flower and pollen cone status contributed to the USA-NPN’s platform, Nature’s Notebook, have the potential to help address gaps in pollen monitoring by providing real-time, spatially explicit information from across the country. In this study, we assessed whether observations of flower and pollen cone status contributed to Nature’s Notebook can serve as effective proxies for airborne pollen concentrations. We compared daily pollen concentrations from 36 National Allergy Bureau (NAB) stations in the USA with flowering and pollen cone status observations collected within 200 km of each NAB station in each year, 2009–2021, for 15 common tree taxa using Spearman’s correlations. Of 350 comparisons, 58% of correlations were significant (p < 0.05). Comparisons could be made at the largest numbers of sites for Acer and Quercus. Quercus demonstrated a comparatively high proportion of tests with significant agreement (median ρ = 0.49). Juglans demonstrated the strongest overall coherence between the two datasets (median ρ = 0.79), though comparisons were made at only a small number of sites. For particular taxa, volunteer-contributed flowering status observations demonstrate promise to indicate seasonal patterns in airborne pollen concentrations. The quantity of observations, and therefore, their utility for supporting pollen alerts, could be substantially increased through a formal observation campaign.

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References

  • Basler D, Körner C (2014) Photoperiod and temperature responses of bud swelling and bud burst in four temperate forest tree species. Tree Physiol 34:377–388

    Article  Google Scholar 

  • Bell HEM (2015) prism: Download data from the Oregon prism project. https://doi.org/10.5281/zenodo.33663 R package version 0.0.6, https://github.com/ropensci/prism

    Book  Google Scholar 

  • Bornstein RD (1968) Observations of the urban heat island effect in New York City. J Appl Meteorol Climatol 7:575–582

    Article  Google Scholar 

  • Chmura HE, Kharouba HM, Ashander J, Ehlman SM, Rivest EB, Yang LH (2019) The mechanisms of phenology: the patterns and processes of phenological shifts. Ecolo. Monogr 89:e01337

    Article  Google Scholar 

  • Crimmins TM, Barnett L, Denny EG, Rosemartin AH, Schaffer S, Weltzin JF (2020) From tiny acorns grow mighty oaks: what we’ve learned from nurturing Nature’s Notebook. In: Lepczyk C, Vargo T, Boyle OD (eds) Handbook of Citizen Science in Ecology and Conservation. University of California Press, pp 191–222

    Chapter  Google Scholar 

  • Crimmins TM, Denny EG, Posthumus EE, Rosemartin AH, Croll R, Montano M, Panci H (2022) Science and management advancements made possible by the USA National Phenology Network’s Nature’s Notebook platform. BioScience 72:908–920

    Article  Google Scholar 

  • Crimmins TM, Weltzin JF, Rosemartin AH, Surina EM, Marsh L, Denny EG (2014) Targeted campaign increases activity among participants in Nature’s Notebook, a citizen science project. Nat Sci Educ 43:64–72

    Article  Google Scholar 

  • Dabrowska A (2012) Flowering phenology and pollen seasons of Corylus spp. in Lublin (Poland), 2008-2011. Acta Agrobot 65:13–24

    Article  Google Scholar 

  • Damialis A, Charalampopoulos A, Lazarina M, Diamanti E, Almpanidou V, Maraidoni AM, Symeonidou A, Staikidou E, Syropoulou E, Leontidou K, Tsiripidis I, Halley JM, Vokou D (2020) Plant flowering mirrored in airborne pollen seasons? Evidence from phenological observations in 14 woody taxa. Atmos Environ 240:117708

    Article  CAS  Google Scholar 

  • Denny EG, Gerst KL, Miller-Rushing AJ, Tierney GL, Crimmins TM, Enquist CAF, Guertin P, Rosemartin AH, Schwartz MD, Thomas KA, Weltzin JF (2014) Standardized phenology monitoring methods to track plants and animal activity for science and resource management applications. Int J Biometeorol 58:591–601

    Article  Google Scholar 

  • Elmore AJ, Stylinski CD, Pradhan K (2016) Synergistic Use of citizen science and remote sensing for continental-scale measurements of forest tree phenology. Remote Sens 8:502

    Article  Google Scholar 

  • Fuccillo KK, Crimmins TM, DeRivera C, Elder TS (2015) Assessing accuracy in citizen science-based plant phenology monitoring. Int J Biometeorol 59:917–926

    Article  Google Scholar 

  • Gesualdo F, Stilo G, D’Ambrosio A, Carloni E, Pandolfi E, Velardi P, Fiocchi A, Tozzi AE (2015) Can Twitter be a source of information on allergy? Correlation of pollen concentrations with tweets reporting symptoms of allergic rhinoconjunctivitis and names of antihistamine drugs. PLoS One 10:e0133706

    Article  Google Scholar 

  • Hall J, Lo F, Saha S, Vaidyanathan A, Hess J (2020) Internet searches offer insight into early-season pollen patterns in observation-free zones. Sci Rep 10:11334

    Article  Google Scholar 

  • Hidalgo PJ, Galán C, Domínguez E (2003) Male phenology of three species of Cupressus: correlation with airborne pollen. Trees 17:336–344

    Article  Google Scholar 

  • Ito K, Weinberger KR, Robinson GS, Sheffield PE, Lall R, Mathes R, Ross Z, Kinney PL, Matte TD (2015) The associations between daily spring pollen counts, over-the-counter allergy medication sales, and asthma syndrome emergency department visits in New York City, 2002-2012. Environ Health 14:71

    Article  Google Scholar 

  • Jato V, Méndez J, Rodríguez-Rajo J, Seijo C (2002) The relationship between the flowering phenophase and airborne pollen of Betula in glaicia (N.W. Spain). Aerobiologia 18:55–64

    Article  Google Scholar 

  • Katz DSW, Dzul A, Kendel A, Batterman SA (2019) Effect of intra-urban temperature variation on tree flowering phenology, airborne pollen, and measurement error in epidemiological studies of allergenic pollen. Sci Total Environ 653:1213–1222. https://doi.org/10.1016/j.scitotenv.2018.11.020

  • Lo F, Bitz CM, Battisti DS, Hess JJ (2019) Pollen calendars and maps of allergenic pollen in North America. Aerobiologia 35:613–633

    Article  Google Scholar 

  • Maynard-Bean E, Kaye M, Wagner T, Burkhart EP (2020) Citizen scientists record novel leaf phenology of invasive shrubs in eastern U.S. forests. Biol Invasions 22:3325–3337

    Article  Google Scholar 

  • McDonough MacKenzie C, Primack RB, Miller-Rushing AJ (2018) Local environment, not local adaptation, drives leaf-out phenology in common gardens along an elevational gradient in Acadia National Park, Maine. Am J Bot 105:986–995

    Article  Google Scholar 

  • Melzer EO (2016) Allergic rhinitis: burden of illness, quality of life, comorbidities, and control. Immunol Allergy Clin N Am 36:235–248

    Article  Google Scholar 

  • Melzer EO, Blaiss MS, Derebery MJ, Mahr TA, Gordon BR, Sheth KK, Simmons AL, Wingertzahn MA, Boyle JM (2009) Burden of allergic rhinitis: results from the pediatric allergies in America survey. J Allergy Clin Immunol 124:S43–S70

    Article  Google Scholar 

  • Nur Husna SM, Tan HT, Shukri N, Mohd Ashari NS, Wong KK (2022) Allergic rhinitis: a clinical and pathophysiological overview. Front Med (Lausanne) 9:874114

    Article  Google Scholar 

  • Pebesma E (2018) Simple features for R: standardized support for spatial vector data. R J 10:439–446

    Article  Google Scholar 

  • Posthumus EE, Barnett L, Crimmins TM, Warren PL, Stancioff E, Einerson J (2019) Building local resilience to climate change through citizen science, environmental education, and decision-making. In: Lachapelle PR, Albrecht DE (eds) Addressing Climate Change at the Community Level in the United States. Routledge/Taylor & Francis, pp 50–64

    Google Scholar 

  • PRISM Climate Group (2022) Oregon State University. https://prism.oregonstate.edu, data accessed 3-22-22

    Google Scholar 

  • Rathcke B, Lacey EP (1985) Phenological patterns of terrestrial plants. Annu Rev Ecol Evol Syst 1:179–214

    Article  Google Scholar 

  • Rosemartin, A, Chamberlain S, Marsh L, Wong K, LeBauer D (2022) Package ‘rnpn.’ The Comprehensive R Archive Network. https://cran.r-project.org/web/packages/rnpn/rnpn.pdf

    Google Scholar 

  • Rosemartin AH, Crimmins TM, Enquist CAF, Gerst KL, Kellermann JK, Posthumus EE, Denny EG, Guertin P, Marsh L, Weltzin JF (2014) Organizing phenological data resources to inform natural resource conservation. Biol Conserv 173:90–97

    Article  Google Scholar 

  • Rosemartin AH, Denny EG, Gerst KL, Marsh RL, Crimmins TM, Weltzin JF (2018) USA National Phenology Network Observational Data Documentation. U.S. Geological Survey Open-File Report 2018-1060. https://doi.org/10.3133/ofr20181060

    Book  Google Scholar 

  • USA National Phenology Network (2022) Plant phenology data. Data type: status and intensity. Jan 1, 2009-Dec 31, 2021 for the conterminous United States. USA-NPN, Tucson, Arizona, USA. Data set accessed 3-22-22. https://doi.org/10.5066/F78S4N1V

    Book  Google Scholar 

  • Veriankaite L, Šauliene I, Bukantis A (2010) Analysis of changes in flowering phases and airborne pollen disperson of the genus Betula (birch). J Environ Eng Landsc 18:137–144

    Article  Google Scholar 

  • Wickham H, Averick M, Bryan J, Chang W, McGowan LD, François R, Grolemund G, Hayes A, Henry L, Hester J, Kuhn M (2019) Welcome to the tidyverse. J Open Source Softw 4:1686

    Article  Google Scholar 

  • Ziska LH (2020) An overview of rising CO2 and climatic change on aeroallergens and allergic diseases. Allergy Asthma Immunol Res 12:771–782

    Article  CAS  Google Scholar 

Download references

Acknowledgements

We thank the following individuals and organizations for access to AAAAI-National Allergy Bureau pollen concentration data: K.W. Jacobson, F. Virant, L.M. Webb, A. Tevirzian, D.J. Harris, M. Liebhaber, J. Nelson, B. Huxtable, D. Dalan, T. Kavanaugh, G.D. Berman, L.B. Ford, W. Wilhelm, J. Adelglass, J.T. Love Jr., J. Matz, D. Goldman, S.E. Kosisky, J.A. MacLean, C.W. Bassett, P.E. Gallagher, F.H. Lewis, C. Randolph, B.R. Haymore, N.J. Amar, P.K. Daftary, A. Goldsobel, J. Wolfe, S.M. Amar, D.J. Shulan, S.S. Pragar, W. Brummond, R. Shah, G.S. Robinson, R.W. Honsinger Jr., R.T. Reid III, K.V. Sitz, W.E. Davis, R.L. Saunders Jr., G.W. Bensch, M.H. Fitzgerald, M.P. Wolbert, T. Huynh, W. Soong, S.U. Gogate, R. Anthony Gomez, D. Cypcar, G.S. Safadi, G.S. Safadi, M.A. Rank. L. Bielory, and S. Fineman. We also thank the many participants who contribute phenology observations to the Nature’s Notebook program. The findings and conclusions in this report are those of the author(s) and do not necessarily represent the views of the Centers for Disease Control and Prevention.

Funding

This study was supported by the US National Science Foundation Grant #2031660 to TC, YS and KZ were supported by US National Science Foundation grant #2306198.

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Correspondence to Theresa M. Crimmins.

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Crimmins, T.M., Vogt, E., Brown, C.L. et al. Volunteer-contributed observations of flowering often correlate with airborne pollen concentrations. Int J Biometeorol 67, 1363–1372 (2023). https://doi.org/10.1007/s00484-023-02506-3

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