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Forecasting the start of Quercus pollen season using several methods – the evaluation of their efficiency

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Abstract

Forecasting the time when the atmospheric pollen season of allergenic plants begins is particularly important for doctors and their patients. The aim of this paper is to determine whether it is possible to forecast the start of the oak (Quercus) pollen season in Rzeszów, Poland. In the elaboration of the most effective model, various forecasting techniques were tested: growth degree days (GDD°C); meteorological factors; bioclimatic factors; and indicator taxon. The aerobiological monitoring was carried out in 1997–2005 and 2007 in Rzeszów (SE Poland). In the presented investigation, three methods defining the start of the Quercus pollen season were selected on the basis of accumulated sums of pollen or the constant occurrence of pollen grains in air. Despite the application of different combinations of GDD°C methods and threshold temperatures, the correlation coefficients between the expected and obtained values were low. In some cases, however, they proved highly effective for the test years (2005, 2007) with the accuracy of a few days. For GDD°C methods, the best threshold temperatures range between 5 and 6°C. Models based on bioclimatic indices and meteorological variables were not satisfactory. On the basic of the 10 years of results, the method of indicator species were good for forecast the start of oak pollen season. Birch was the best indicator taxa.

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References

  • Alba F, Nieto-Lugilde D, Comtois P, Díaz de la Guardia C, De Linares C, Ruiz L (2006) Airborne-pollen map for Olea europaea L. in eastern Andalusia (Spain) using GIS: estimation models. Aerobiologia 22:107–116

    Article  Google Scholar 

  • Boratyński A, Boratyńska K, Filipiak M (2006) Systematics and geographical distribution. In: Bugała W (ed.) Oaks. Quercus robur L., Quercus petraea (Matt.) Liebl. Nasze Drzewa Leśne, Monografie popularnonaukowe t.11, Inst. Dendrologii, PAN, Poznań-Kórnik pp. 85-113. (in Polish)

  • Bricchi E, Frenguelli G, Mincigrucci G, Fornaciari M, Ferranti F, Romano B (1995) Time linkages between pollination onsets of different taxa over an 11-year period in Perugia, Central Italy. Aerobiologia 11:57–61

    Article  Google Scholar 

  • Cenci CA, Pitzalis M, Lorenzetti MC (1997) Forecasting anthesis dates of wild vegetation on the basis of thermal and photothermal indices. In: Lieth H, Schwartz MD (eds) Phenology and seasonal climates I. Backhuys, Lieden, The Netherlands, pp 93–104

    Google Scholar 

  • Chałupka W (2006) Generative phase in onthogenesis. In: Bugała W. (ed.) Oaks. Quercus robur L., Quercus petraea (Matt.) Liebl. Nasze Drzewa Leśne, Monografie popularnonaukowe t.11, Inst. Dendrologii, PAN, Poznań-Kórnik, pp.185-211. (in Polish)

  • Chuine I, Belmonte J (2004) Improving prophylaxis for pollen allergies: predicting the time course of the pollen load of the atmosphere of major allergenic plants in France and Spain. Grana 43:65–80

    Article  Google Scholar 

  • Corden J, Millington W (1999) A study of Quercus pollen in Derby area, UK. Aerobiologia 15:29–37

    Article  Google Scholar 

  • Emberlin J, Laaidi M, Detandt M, Gehrig R, Jäger S, Myszkowska D, Nolard N, Rantio–Lehtimaki A, Stach A (2007) Climate change and evolution of the pollen content of the air in seven European countries: the example of birch. Rev Fr Allergol Immunol Clin 47(2):57–63

    Google Scholar 

  • Fairley D, George LB (1986) A study of oak-pollen production and phenology in northern California: prediction of annual variation in pollen counts based on geographic and meteorological factors. J Allergy Clin Immunol 78:300–307

    Article  PubMed  CAS  Google Scholar 

  • Frenguelli G, Bricchi E (1998) The use of the pheno-climatic model for forecasting the pollination of some arboreal taxa. Aerobiologia 14:39–44

    Article  Google Scholar 

  • Fuertes-Rodríguez CR, González-Parrado Z, Vega-Maray AM, Valencia-Barrera RM, Fernández-González D (2007) Effect of air temperature on forecasting the start of Cupressaceae pollen type in Ponferrada (León, Spain). Ann Agric Environ Med 14:237–242

    PubMed  Google Scholar 

  • García-Mozo H, Galán C, Aira MJ, Belmonte J, Díaz de la Guardia C, Fernández D, Gutiérrez AM, Rodriguez FJ, Trigo MM, Domínguez-Vilches E (2002) Modelling start of oak pollen season in different climatic zones in Spain. Agric Forest Meteorol 110:247–257

    Article  Google Scholar 

  • García-Mozo H, Galán C, Jato V, Belmonte J, Díaz de la Guardia C, Fernández D, Gutiérrez AM, Roure AMJ, JM RL, Trigo MM, Domínguez-Vilches E (2006) Quercus pollen season dynamics in the Iberian Penisula: response to meteorological parameters and possible consequence of climate change. Ann Agric Environ Med 13:209–224

    PubMed  Google Scholar 

  • García-Mozo H, Domínguez-Vilches E, Galán C (2007) Airborne allergenic pollen in natural aeras: Hornachuelos National Park, Cordoba, Southern Spain. Ann Agric Environ Med 14:63–69

    PubMed  Google Scholar 

  • Gómez-Casero MT, Hidalgo PJ, García-Mozo H, Domínguez E, Galán C (2004) Pollen biology in four Mediterranean Quercus species. Grana 43:22–30

    Article  Google Scholar 

  • González-Parrado Z, Fuertes-Rodríguez CR, Vega-Maray AM, Valencia-Barrera RM, Rodríguez-Rajo FJ, Fernández-González D (2006) Chilling and heat requirements for the predicting on the beginning of the pollen season of Alnus glutinosa (L.) Gaertner in Ponferrada (León, Spain). Aerobiologia 22:47–53

    Article  Google Scholar 

  • Jato V, Rodríguez-Raja FJ, Alcázar P, De Nuntiis P, Galán C (2006) May the definition of pollen season influence aerobiological results? Aerobiologia 22:13–25

    Article  Google Scholar 

  • Jato V, Rodríguez-Rajo FJ, Aira MJ (2007a) Use of Quercus ilex subsp. ballota phenological and pollen production data for interpreting Quercus pollen curves. Aerobiologia 22:91–105

    Article  Google Scholar 

  • Jato V, Rodríguez-Rajo FJ, Aira MJ (2007b) Use of phenological and pollen-production data for interpreting atmospheric birch pollen curves. Ann Agric Environ Med 14:271–280

    PubMed  Google Scholar 

  • Masin P, Zuin MC, Zanin G (2005) Phenological observations on shrubs to predict weed emergence in turf. Int J Biometeorol 50:23–32

    Article  PubMed  Google Scholar 

  • Menzel A, Estrella N (2001) Plant phenological changes. In: Walther GR, Burga CA, Edwards PJ (eds) ’Fingerprints’ of climate change–adapted behaviour and shifting species ranges. Kluwer Academic, New York, pp 123–138

    Google Scholar 

  • Modrzyński J, Robakowski P, Zientarski J (2006) Outline of ecology. In: Bugała W (ed.) Oaks. Quercus robur L., Quercus petraea (Matt.) Liebl. Nasze Drzewa Leśne, Monografie popularnonaukowe t.11, Inst. Dendrologii, PAN, pp.411-473 (in Polish)

  • Mothes N, Valenta R (2004) Biology of tree pollen allergens. Curr Allergy Asthma Rep 4:384–390

    Article  PubMed  Google Scholar 

  • Nilsson S, Persson S (1981) Tree pollen spectra in the Stockholm region (Sweden), 1973–1980. Grana 20:179–182

    Article  Google Scholar 

  • Norris-Hill J (1998) A method to forecast the start of the Betula, Platanus and Quercus pollen season in North London. Aerobiologia 14:165–170

    Article  Google Scholar 

  • Pasken R, Pietrowicz JA (2005) Using dispersion and mesoscale meteorological models to forecast pollen concentrations. Atmosph Environ 39:7689–7701

    Article  CAS  Google Scholar 

  • Rodríguez-Rajo FJ, Frenguelli G, Jato V (2003) The influence of air temperature on the starting date of Quercus pollination in the south of Europe. Grana 42:145–152

    Article  Google Scholar 

  • Rodríguez-Rajo FJ, Dopazo A, Jato V (2004) Environmental factors affecting the start of pollen season and concentrations of airborne Alnus pollen in two localities of Galicia (NW Spain). Ann Agric Environ Med 11:35–44

    PubMed  Google Scholar 

  • Rodríguez-Rajo FJ, Valencia-Barrea RM, Vega-Maray AM, Suárez FJ, Fernández-Gonzales D, Jato V (2006) Prediction of airborne Alnus pollen concentration by using Arima models. Ann Agric Environ Med 13:25–32

    PubMed  Google Scholar 

  • Sánchez-Mesa JA, Galán C, Hervás C (2005) The use of discriminant analysis and neural networks to forecast the severity of the Poaceae pollen season in a region with a typical Mediterranean climate. Int J Biometeorol 49:355–362

    Article  PubMed  Google Scholar 

  • Schieber B (2006) Spring phenology of European beech (Fagus sylvatica L. ) in a submountain beech stand with different stocking in 1995–2004. J For Science 52:208–216

    Google Scholar 

  • Snyder RL, Spano D, Cesaraccio C, Duce P (1999) Determining degree-day thresholds from field observations. Int J Biometeorol 42:177–182

    Article  Google Scholar 

  • Sparks TH, Jeffree EP, Jeffree CE (2000) An examination of the relationship between flowering times and temperature at the national scale using long-term phenological records from the UK. Int J Biometeorol 44:82–87

    Article  PubMed  CAS  Google Scholar 

  • Valencia-Barrera RM, Comtois P, Fernández-González D (2002) Bioclimatic indices as a tool in pollen forecasting. Int J Biometeorol 46:171–175

    Article  PubMed  Google Scholar 

  • Weryszko-Chmielewska E, Puc M, Piotrowska K (2006) Effect of meteorological factors on Betula, Fraxinus and Quercus pollen concentrations in the atmosphere of Lublin and Szczecin, Poland. Ann Agric Environ Med 2006(13):243–249

    Google Scholar 

  • Woś A (1999) The climate of Poland. Wyd. Nauk. PWN, Warszawa, pp 207–209 (in Polish)

    Google Scholar 

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Acknowledgement

The results presented here address one of the main scientific challenges described in COST Action ES0603 (EUPOL) (http://www.cost.esf.org/index.php?id=1080), specifically Work Package 1 (pollen production and release).

The author would like to thank Matt Smith for assistance in proofreading.

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Correspondence to Idalia Kasprzyk.

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Kasprzyk, I. Forecasting the start of Quercus pollen season using several methods – the evaluation of their efficiency. Int J Biometeorol 53, 345–353 (2009). https://doi.org/10.1007/s00484-009-0221-8

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  • DOI: https://doi.org/10.1007/s00484-009-0221-8

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