Abstract
This study aims to determine the potential origin of Olea pollen recorded in Badajoz in the Southwest of the Iberian Peninsula during 2009–2011. This was achieved using a combination of daily average and diurnal (hourly) airborne Olea pollen counts recorded at Badajoz (south-western Spain) and Évora (south-eastern Portugal), an inventory of olive groves in the studied area and air mass trajectory calculations computed using the HYSPLIT model. Examining olive pollen episodes at Badajoz that had distinctly different diurnal cycles in olive pollen in relation to the mean, allowed us to identify three different scenarios where olive pollen can be transported to the city from either distant or nearby sources during conditions with slow air mass movements. Back trajectory analysis showed that olive pollen can be transported to Badajoz from the West on prevailing winds, either directly or on slow moving air masses, and from high densities of olive groves situated to the Southeast (e.g. Andalucía). Regional scale transport of olive pollen can result in increased nighttime concentrations of this important aeroallergen. This could be particularly important in Mediterranean countries where people can be outdoors during this time due to climate and lifestyle. Such studies that examine sources and the atmospheric transport of pollen are valuable for allergy sufferers and health care professionals because the information can be incorporated into forecasts, the outputs of which are used for avoiding exposure to aeroallergens and planning medication. The results of studies of this nature can also be used for examining gene flow in this important agricultural crop.
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References
AAO (2011) Agency for olive oil. Sector information, Ministry of Environment and Rural and Marine Environment of Government of Spain. http://www.magrama.gob.es/en/ministerio/funciones-estructura/organizacion-organismos/organismos-publicos/aao/
AEMET (2011) Climate statistics. Badajoz Airport (1971–2000), Agencia Estatal de Meteorología. Gobierno de España. http://www.aemet.es/es/serviciosclimaticos/datosclimatologicos/valoresclimatologicos?k=ext
Alba F, Nieto-Lugilde D, Comtois P, 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(2):107–116
Aznarte-M JL, Benítez Sánchez JM, Lugilde DN, de Linares Fernández C, de la Guardia CD, Sánchez FA (2007) Forecasting airborne pollen concentration time series with neural and neuro-fuzzy models. Expert Syst Appl 32(4):1218–1225
Belmonte J, Alarcón M, Avila A, Scialabba E, Pino D (2008) Long-range transport of beech (Fagus sylvatica L.) pollen to Catalonia (north-eastern Spain). Int J Biometeorol 52(7):675–687
Bousquet J, Van Cauwenberge P, Khaltaev N, Ait-Khaled N, Annesi-Maesano I, Baena-Cagnani C, Bateman E, Bonini S, Canonica GW, Carlsen KH, Demoly P, Durham SR, Enarson D, Fokkens WJ, van Wijk RG, Howarth P, Ivanova NA, Kemp JP, Klossek JM, Lockey RF, Lund V, Mackay I, Malling HJ, Meltzer EO, Mygind N, Okunda M, Pawankar R, Price D, Scadding GK, Simons FER, Szczeklik A, Valovirta E, Vignola AM, Wang DY, Warner JO, Weiss KB (2001) Allergic rhinitis and its impact on asthma. J Allergy Clin Immunol 108:S147–S334
Bousquet J, Anto J, Auffray C, Akdis M, Cambon-Thomsen A, Keil T, Haahtela T, Lambrecht BN, Postma DS, Sunyer J, Valenta R, Akdis CA, Annesi-Maesano I, Arno A, Bachert C, Ballester F, Basagana X, Baumgartner U, Bindslev-Jensen C, Brunekreef B, Carlsen KH, Chatzi L, Crameri R, Eveno E, Forastiere F, Garcia-Aymerich J, Guerra S, Hammad H, Heinrich J, Hirsch D, Jacquemin B, Kauffmann F, Kerkhof M, Kogevinas M, Koppelman GH, Kowalski ML, Lau S, Lodrup-Carlsen KC, Lopez-Botet M, Lotvall J, Lupinek C, Maier D, Makela MJ, Martinez FD, Mestres J, Momas I, Nawijn MC, Neubauer A, Oddie S, Palkonen S, Pin I, Pison C, Rancé F, Reitamo S, Rial-Sebbag E, Salapatas M, Siroux V, Smagghe D, Torrent M, Toskala E, van Cauwenberge P, van Oosterhout AJM, Varraso R, von Hertzen L, Wickman M, Wijmenga C, Worm M, Wright J, Zuberbier T (2011) MeDALL (Mechanisms of the Development of ALLergy): an integrated approach from phenotypes to systems medicine. Allergy 66(5):596–604
Caeiro E, Brandão R, Carmo S, Lopes L, Morais de Almeida M, Gaspar Â, Ferraz J, Todo-Bom A, Leitão T, Nunes C (2007) Rede Portuguesa de Aerobiologia: Resultados da monitorização do pólen atmosférico (2002–2006). Rev Port Imunoalergol 15(3):235–250
Cecchi L, Morabito M, Domeneghetti MP, Crisci A, Onorari M, Orlandini S (2006) Long distance transport of ragweed pollen as a potential cause of allergy in central Italy. Ann Allergy Asthma Immunol 96(1):86–91
Cecchi L, Torrigiani Malaspina T, Albertini R, Zanca M, Ridolo E, Usberti I, Morabito M, Dall’ Aglio P, Orlandini S (2007) The contribution of long-distance transport to the presence of Ambrosia pollen in central northern Italy. Aerobiologia 23:145–151
D’Amato G, Cecchi L, Bonini S, Nunes C, Annesi-Maesano I, Behrendt H, Liccardi G, Popov T, Van Cauwenberge P (2007) Allergenic pollen and pollen allergy in Europe. Allergy 62:976–990
Damialis A, Gioulekas D, Lazopoulou C, Balafoutis C, Vokou D (2005) Transport of airborne pollen into the city of Thessaloniki: the effects of wind direction, speed and persistence. Int J Biometeorol 49(3):139–145
De Linares C, Nieto-Lugilde D, Alba F, Díaz de la Guardia C, Galán C, Trigo MM (2007) Detection of airborne allergen (Ole e 1) in relation to Olea europaea pollen in S Spain. Clin Exp Allergy 37(1):125–132
De Melo-Abreu JP, Barranco D, Cordeiro AM, Tous J, Rogado BM, Villalobos FJ (2004) Modelling olive flowering date using chilling for dormancy release and thermal time. Agric For Meteorol 125(1–2):117–127
Demoly P, Bousquet J (2006) The relation between asthma and allergic rhinitis. Lancet 368:711–713
Díaz de la Guardia C, Alba F, Del Mar Trigo M, Galán C, Ruíz L, Sabariego S (2003) Aerobiological analysis of Olea europaea L. pollen in different localities of southern Spain. Grana 42(4):234–243
Draxler RR, Hess GD (1998) An overview of the HYSPLIT_4 modelling system for trajectories, dispersion and deposition. Aust Meteorol Mag 47:295–308
Draxler RR, Stunder B, Rolph G, Taylor A (2009) HYSPLIT_4 User’s Guide, NOAA Air Resources Laboratory
EC (2005) European Commission. Image2000 and CLC2000 Products and Methods. Maria Vanda Nunes de Lima, European Commision, Joint Research Centre (DG JRC), Institute for Environment and Sustainability, Land Management Unit, I-21020 Ispra (VA), Italy, pp 1–152
Emberlin J (2000) Aerobiology. In: Busse WW, Holgate ST (eds) Asthma and rhinitis, vol 2. Blackwell, Oxford, pp 1083–1105
Fagerli H, Aas W (2008) Trends of nitrogen in air and precipitation: model results and observations at EMEP sites in Europe, 1980–2003. Environ Pollut 154:448–461
Fagerli H, Simpson D, Svetlana T (2004) Unified EMEP Model: Updates EMEP MSC-W, Norwegian Meteorological Institute. ISSN: 0806-4520
Fernández-Florido J, Gonzalez-Delgado P, Saenz de San Pedro B, Quiralte J, Arias de Saavedtra JM, Peralta V, Ruiz-Valenzuela L (1999) High levels of Olea europaea pollen and relation with clinical findings. Int Arch Allergy Immunol 119:133–137
Filon F, Sauli M, Longo L (1998) Oleaceae in Trieste (NE Italy): aerobiological and clinical data. Aerobiologia 14(1):51–58
Fornaciari M, Pieroni L, Ciuchi P, Romano B (1998) A regression model for the start of the pollen season in Olea europea. Grana 37:110–113
Galán C, Tormo R, Cuevas J, Infante F, Domínguez E (1991) Theoretical daily variation patterns of airborne pollen in the southwest of spain. Grana 30(1):201–209
Galán C, Cariñanos P, Garcia Mozo H, Alcazar P, Dominguez-Vilches E (2001) Model for forecasting Olea europaea L. airborne pollen in South-west Andalusia, Spain. Int J Biometeorol 45:59–63
Galán C, García-Mozo H, Vázquez L, Ruiz L, Díaz de la Guardia C, Trigo MM (2005) Heat requirement for the onset of the Olea europaea L. pollen season in several sites in Andalusia and the effect of the expected future climate change. Int J Biometeorol 49:184–188
Galán C, Cariñanos P, Alcázar P, Dominguez-Vilches E (2007) Spanish Aerobiology Network (REA) Management and Quality Manual, Servicio de Publicaciones Universidad de Córdoba. Córdoba, Spain. ISBN 978-84-690-6353-8
Galán C, García-Mozo H, Vázquez L, Ruiz L, Díaz de la Guardia C, Domínguez-Vilches E (2008) Modeling olive crop yield in Andalusia, Spain. Agron J 100(1):98–104
Geller-Bernstein C, Arad G, Keynan N, Lahoz C, Cardaba B, Waisal Y (1996) Hypersensitivity to pollen of Olea europaea in Israel. Allergy 51:356–359
Gioulekas D, Chatzigeorgiou G, Lykogiannis S, Papakosta D, Mpalafoutis C, Spieksma F (1991) Olea Europea 3-year pollen record in the area of Thessaloniki, Greece and its sensitizing significance. Aerobiologia 7(1):57–61
Gioulekas D, Papakosta D, Damialis A, Spieksma F, Giouleka P, Patakas D (2004) Allergenic pollen records (15 years) and sensitization in patients with respiratory allergy in Thessaloniki, Greece. Allergy 59(2):174–184
González-Minero FJ, Fernández-Mensaque PC (1996) Prediction of the beginning of the olive full season in south-west Spain. Aerobiologia 12:91–96
Hernández-Ceballos M, García-Mozo H, Adame J, Domínguez-Vilches E, De la Morena B, Bolívar J, Galán C (2011a) Synoptic and meteorological characterisation of olive pollen transport in Córdoba province (south-western Spain). Int J Biometeorol 55(1):17–34
Hernández-Ceballos MA, García-Mozo H, Adame JA, Domínguez-Vilches E, Bolívar JP, De la Morena BA, Pérez-Badía R, Galán C (2011b) Determination of potential sources of Quercus airborne pollen in Córdoba city (southern Spain) using back-trajectory analysis. Aerobiologia 27:261–276. doi:10.1007/s10453-011-9195-1
Hidalgo PJ, Mangin A, Galán C, Hembise O, Vázquez LM, Sánchez O (2002) An automated system for surveying and forecasting Olea pollen dispersion. Aerobiologia 18(1):23–31
Hirst JM (1952) An automatic volumetric spore trap. Ann Appl Biol 39(2):257–265
Kasprzyk I, Myszkowska D, Grewling Ł, Stach A, Šikoparija B, Skjøth CA, Smith M (2011) The occurrence of Ambrosia pollen in Rzeszów, Kraków and Poznań, Poland: investigation of trends and possible transport of Ambrosia pollen from Ukraine. Int J Biometeorol 55(4):633–644
Kirmaz C, Yuksel H, Bayrak P, Yilmaz O (2005) Symptoms of the olive pollen allergy: Do they really occur only in the pollination season? J Investig Allergol Clin Immunol 15(2):140–145
Konijnendijk CC, Nilsson K, Randrup TB, Schipperin J (2005) Urban forest and trees. Springer, Berlin
Liccardi G, Russo M, Saggese M, Lobefalo G, Noschese P, Piccolo A, Visone A, D’Amato M, D’Amato G (1994) Clinical significance of allergic sensitization to Olea europaea L. pollen in Naples area, Italy. Aerobiologia 10(1):59–64
Mahura A, Korsholm U, Baklanov A, Rasmussen A (2007) Elevated birch pollen episodes in Denmark: contributions from remote sources. Aerobiologia 23(3):171–179
Nilsson S (1988) A survey of the pollen morphology of Olea with particular reference to Olea europaea sens. lat. Kew Bull 43(2):303–315
Nilsson S, Persson S (1981) Tree pollen spectra in the Stockholm region (Sweden), 1973–1980. Grana 20:179–182
NSI (2009) Agricultural census. Analysis of the principle results. Statistical yearbook. National Institute of Statistics. Lisbon, Portugal
NSI (2011) Population by cities. National Institute of Statistics. Madrid, Spain
Orlandi F, Garcia-Mozo H, Vazquez-Ezquerra L, Romano B, Dominguez E, Galan C, Fornaciari M (2004) Phenological olive chilling requirements in Umbria (Italy) and Andalusia (Spain). Plant Biosyst 138(2):111–116
Orlandi F, Ruga L, Romano B, Fornaciari M (2005a) An integrated use of aerobiological and phenological data to analyse flowering in olive groves. Grana 44(1):51–56
Orlandi F, Vazquez LM, Ruga L, Bonofiglio T, Fornaciari M, Garcia-Mozo H, Domínguez E, Romano B, Galán C (2005b) Bioclimatic requirements for olive flowering in two Mediterranean regions located at the same latitude (Andalucía, Spain, and Sicily, Italy). Ann Agric Environ Med 12:47–52
Orlanski I (1975) A rational subdivision of scales for atmospheric processes. Bull Am Meteorol Soc 56(5):527–530
Pérez-Landa G, Ciais P, Gangoiti G, Palau JL, Carrara A, Gioli B, Miglietta F, Schumacher M, Millán MM, Sanz MJ (2007a) Mesoscale circulations over complex terrain in the Valencia coastal region, Spain. Part 2: Modeling CO2 transport using idealized surface fluxes. Atmos Chem Phys 7:1851–1868
Pérez-Landa G, Ciais P, Sanz MJ, Gioli B, Miglietta F, Palau JL, Gangoiti G, Millán MM (2007b) Mesoscale circulations over complex terrain in the Valencia coastal region, Spain. Part 1: Simulation of diurnal circulation regimes. Atmos Chem Phys 7:1835–1849
Pidek I, Svitavská-Svobodová H, van der Knaap W, Noryśkiewicz A, Filbrandt-Czaja A, Noryśkiewicz B, Latałowa M, Zimny M, Święta-Musznicka J, Bozilova E, Tonkov S, Filipova-Marinova M, Poska A, Giesecke T, Gikov A (2010) Variation in annual pollen accumulation rates of Fagus along a N–S transect in Europe based on pollen traps. Veg Hist Archaeobot 19(4):259–270
Ribeiro H, Cunha M, Abreu I (2007) Improving early-season estimates of olive production using airborne pollen multi-sampling sites. Aerobiologia 23(1):71–78
Rodríguez-Ariza MO, Montes E (2005) On the origin and domestication of Olea europaea L. (olive) in Andalucía, Spain, based on the biogeographical distribution of its finds. Veg Hist Archaeobot 14:551–561
Sánchez-Mesa JA, Serrano P, Cariñanos P, Prieto-Baena JC, Moreno C, Guerra F, Galán C (2005) Pollen allergy in Cordoba city: frequency of sensitization and relation with antihistamine sales. J Investig Allergol Clin Immunol 15(1):50–56
Šikoparija B, Smith M, Skjøth CA, Radišić P, Milkovska S, Šimić S, Brandt J (2009) The Pannonian Plain as a source of Ambrosia pollen in the Balkans. Int J Biometeorol 53:263–272
Silva I, Gonzalo MA, Muñoz AF, Tormo R (1996) Estudio aerobiológico del polen de Olea en Badajoz. Rev Esp Alergol Inmunol Clin 11(2):206
Silva-Palacios I, Tormo-Molina R, Munoz-Rodriguez AF (2000) Influence of wind direction on pollen concentration in the atmosphere. Int J Biometeorol 44:128–133
Silva-Palacios I, Tormo-Molina R, Muñoz-Rodríguez A (2007) The importance of interactions between meteorological conditions when interpreting their effect on the dispersal of pollen from homogeneously distributed sources. Aerobiologia 23(1):17–26
Skjøth AC, Hertel O, Ellermann T (2002) Use of the ACDEP trajectory model in the Danish nation-wide Background Monitoring Programme. Phys Chem Earth B 27(35):1469–1477
Skjøth CA, Sommer J, Stach A, Smith M, Brandt J (2007) The long range transport of birch (Betula) pollen from Poland and Germany causes significant pre-season concentrations in Denmark. Clin Exp Allergy 37:1204–1212
Skjøth CA, Geels C, Hvidberg M, Hertel O, Brandt J, Frohn LM, Hansen KM, Hedegård GB, Christensen J, Moseholm L (2008a) An inventory of tree species in Europe - an essential data input for air pollution modelling. Ecol Model 217:292–304
Skjøth CA, Sommer J, Brandt J, Hvidberg M, Geels C, Hansen KM, Hertel O, Frohn LM, Christensen JH (2008b) Copenhagen - significant source to birch (Betula) pollen? Int J Biometeorol 52(6):453–462
Skjøth CA, Smith M, Brandt J, Emberlin J (2009) Are the birch trees in Southern England a source of Betula pollen for North London? Int J Biometeorol 53:75–86
Skjøth CA, Smith M, Sikoparija B, Stach A, Myszkowska D, Kasprzyk I, Radisic P, Stjepanovic B, Hrga I, Apatini D, Magyar D, Páldy A, Ianovici N (2010) A method for producing airborne pollen source inventories: an example of Ambrosia (ragweed) on the Pannonian Plain. Agric For Meteorol 150:1203–1210
Skjøth CA, Geels C, Berge H, Gyldenkærne S, Fagerli H, Ellermann T, Frohn LM, Christensen J, Hansen KM, Hansen K, Hertel O (2011) Spatial and temporal variations in ammonia emissions—a freely accessible model code for Europe. Atmos Chem Phys 11:5221–5236
Smith M, Emberlin J, Kress A (2005) Examining high magnitude grass pollen episodes at Worcester, United Kingdom, using back-trajectory analysis. Aerobiologia 21(2):85–94
Smith M, Skjøth CA, Myszkowska D, Uruska A, Puc M, Stach A, Balwierz Z, Chlopek K, Piotrowska K, Kasprzyk I, Brandt J (2008) Long-range transport of Ambrosia pollen to Poland. Agric For Meteorol 148(10):1402–1411
Stach A, Smith M, Skjøth CA, Brandt J (2007) Examining Ambrosia pollen episodes at Poznan (Poland) using back-trajectory analysis. Int J Biometeorol 51:275–286
Stohl A, Hittenberger M, Wotawa G (1998) Validation of the lagrangian particle dispersion model FLEXPART against large-scale tracer experiment data. Atmos Environ 32(24):4245–4264
Tormo R, Silva I, Gonzalo Á, Moreno A, Pérez R, Fernández S (2011) Phenological records as a complement to aerobiological data. Int J Biometeorol 55(1):51–65
Tormo-Molina R, Muñoz-Rodriguez A, Silva-Palacios I, Gallardo-Lopez F (1996) Pollen production in anemophilous trees. Grana 35(1):38–46
Tormo-Molina R, Gonzalo-Garijo A, Silva-Palacios I, Muñoz-Rodríguez A (2010) General trends in airborne pollen production and pollination periods at a Mediterranean site (Badajoz, Southwest, Spain). J Investig Allergol Clin Immunol 20(7):567–574
Traidl-Hoffmann C, Jakob T, Behrendt H (2009) Determinants of allergenicity. J Allergy Clin Immunol 123(3):558–566
Vázquez LM, Galán C, Domínguez-Vilches E (2003) Influence of meteorological parameters on Olea pollen concentrations in Córdoba (South-western Spain). Int J Biometeorol 48(2):83–90
Veriankaitė L, Siljamo P, Sofiev M, Šaulienė I, Kukkonen J (2010) Modelling analysis of source regions of long-range transported birch pollen that influences allergenic seasons in Lithuania. Aerobiologia 26(1):47–62
Vieno M, Dore AJ, Bealey WJ, Stevenson DS, Sutton MA (2010) The importance of source configuration in quantifying footprints of regional atmospheric sulphur deposition. Sci Total Environ 408(4):985–995
Ziska L, Knowlton K, Rogers C, Dalan D, Tierney N, Elder MA, Filley W, Shropshire J, Ford LB, Hedberg C, Fleetwood P, Hovanky KT, Kavanaugh T, Fulford G, Vrtis RF, Patz JA, Portnoy J, Coates F, Bielory L, Frenz D (2011) Recent warming by latitude associated with increased length of ragweed pollen season in central North America. Proc Natl Acad Sci USA 108(10):4248–4251
Acknowledgements
This work was made possible by the research projects PRI06A190, PRI BS10008 financed by the Regional Government, Junta de Extremadura (Spain) and the European Social Fund. This work was also partly funded by the Villum-Kann Rasmussen Foundation through a post-doctoral grant to C.A.S. The authors thanks the Portuguese Soc. Allergology Clin. Immunology for their permission to use Olea pollen data from Évora.
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Fernández-Rodríguez, S., Skjøth, C.A., Tormo-Molina, R. et al. Identification of potential sources of airborne Olea pollen in the Southwest Iberian Peninsula. Int J Biometeorol 58, 337–348 (2014). https://doi.org/10.1007/s00484-012-0629-4
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DOI: https://doi.org/10.1007/s00484-012-0629-4