Abstract
Pollen allergies are one of the most important problems among respiratory diseases in today’s society. The creation and development of aerobiological information tools are useful to provide information to patients and doctors. In this work, we analysed the pollen spectrum of Extremadura to generate pollen calendars for Badajoz, Cáceres, Don Benito, Plasencia and Zafra. Additionally, we analysed regional pollen gradients and plotted the main pollen season (MPS) characteristics (start date, peak date, end date and duration) in each city. In Extremadura, 35–40 different types of pollen are frequently identified, the most abundant of which (in decreasing order) belong to Quercus, Poaceae, Olea, Cupressaceae, Platanus, Plantago and Pinus. The dates when the highest accumulation of pollen occurs in the air are from mid-April to the end of May in Badajoz and Cáceres; from mid-March to early June for Don Benito; from mid-April to early June for Plasencia; and from mid-April to 10 June for Zafra. Moreover, it could be confirmed that in the Extremadura region, the start date and the peak date occur earlier in the cities in the south of the region and that the duration of the pollen season is longer in these cities. The differences observed among cities may be due to the varieties of urban species and their management (pruning and irrigation), the influence of peri-urban landscapes, medium- and long-distance pollen transport and climate. The representation and geolocation of pollen calendars obtained using geographic gradients provide information in a simple, fast and visual way and can be of great interest to allergic patients and health professionals.
Similar content being viewed by others
References
AEMET. (2020). Valores climatológicos normales: Badajoz Aeropuerto - Agencia Estatal de Meteorología - AEMET. Gobierno de España, 2020.
Aguilera, F., Dhiab, A. B., Msallem, M., Orlandi, F., Bonofiglio, T., Ruiz-Valenzuela, L., et al. (2015). Airborne-pollen maps for olive-growing areas throughout the Mediterranean region: spatio-temporal interpretation. Aerobiologia, 31, 421–434. https://doi.org/10.1007/s10453-015-9375-5.
Alcázar, P., García-Mozo, H., Trigo, M. D. M., Ruiz, L., González-Minero, F. J., Hidalgo, P., et al. (2011). Platanus pollen season in Andalusia (southern Spain): Trends and modeling. Journal of Environmental Monitoring, 13, 2502–2510. https://doi.org/10.1039/c1em10355e.
Boi, M., & Llorens, L. (2013). Annual pollen spectrum in the air of Palma de Mallorca (Balearic Islands, Spain). Aerobiologia, 29, 385–397. https://doi.org/10.1007/s10453-013-9288-0.
Caiaffa, M. F., Macchia, L., Strada, S., Bariletto, G., Scarpelli, F., & Tursi, A. (1993). Airborne Cupressaceae pollen in Southern Italy. Annals of Allergy, 71, 45–50.
Camacho, I. C., Caeiro, E., Ferro, R., Camacho, R., Câmara, R., Grinn-Gofroń, A., et al. (2017). Spatial and temporal variations in the Annual Pollen Index recorded by sites belonging to the Portuguese Aerobiology Network. Aerobiologia, 33, 265–279. https://doi.org/10.1007/s10453-016-9468-9.
Cariñanos, P., Casares-Porcel, M., & Quesada-Rubio, J. (2014). Estimating the allergenic potential of urban green spaces: A case-study in Granada, Spain. Landscape and Urban Planning, 123, 134–144. https://doi.org/10.1016/j.landurbplan.2013.12.009.
Charpin, D., Calleja, M., Lahoz, C., Pichot, C., & Waisel, Y. (2005). Allergy to cypress pollen. Allergy: European Journal of Allergy and Clinical Immunology, 60, 293–301. https://doi.org/10.1111/j.1398-9995.2005.00731.x.
Cristofori, A., Cristofolini, F., & Gottardini, E. (2010). Twenty years of aerobiological monitoring in Trentino (Italy): Assessment and evaluation of airborne pollen variability. Aerobiologia, 26, 253–261. https://doi.org/10.1007/s10453-010-9161-3.
Csépe, Z., Leelőssy, Á., Mányoki, G., Kajtor-Apatini, D., Udvardy, O., Péter, B., et al. (2019). The application of a neural network-based ragweed pollen forecast by the Ragweed Pollen Alarm System in the Pannonian biogeographical region. Aerobiologia. https://doi.org/10.1007/s10453-019-09615-w.
Cuevas, E., Vianna, J. A., Botero-Delgadillo, E., Doussang, D., González-Acuña, D., Barroso, O., et al. (2020). Latitudinal gradients of haemosporidian parasites: Prevalence, diversity and drivers of infection in the Thorn-tailed Rayadito (Aphrastura spinicauda). IJP: Parasites and Wildlife, 11, 1–11. https://doi.org/10.1016/j.ijppaw.2019.11.002.
Dai, J., Wang, H., & Ge, Q. (2014). The spatial pattern of leaf phenology and its response to climate change in China. International Journal of Biometeorology, 58, 521–528.
D’amato, G., & Spieksma, F. T. M. (1992). European allergenic pollen types. Aerobiologia, 8, 447–450. https://doi.org/10.1007/BF02272914.
De Weger, L. A., Bergmann, K. C., Rantio-Lehtimäki, A., Dahl, A., Buters, J., Déchamp, C., et al. (2013). Impact of pollen. Allergenic pollen: A review of the production, release, distribution and health impacts, 9789400748811, 161–215. https://doi.org/10.1007/978-94-007-4881-1_6.
Dominguez, Vilches E., Infante, Garcia-Pantaleon F., Galan, Soldevilla C., Guerra, Pasadas F., & Villamandos De La Torre, F. (1993). Variations in the concentrations of airborne Olea pollen and associated pollinosis in Cordoba (Spain): A study of the 10-year period 1982-1991. Journal of Investigational Allergology and Clinical Immunology, 3, 121–129.
Elvira-Rendueles, B., Moreno, J. M., Costa, I., Bañón, D., Martínez-García, M. J., & Moreno-Grau, S. (2019). Pollen calendars of Cartagena, Lorca, and Murcia (Region of Murcia), southeastern Iberian Peninsula: 2010–2017. Aerobiologia, 35, 477–496. https://doi.org/10.1007/s10453-019-09578-y.
Fernández, J. (1992). Allergenic activity of date palm (Phoenix dactylifera) pollen. Journal of Allergy and Clinical Immunology, 89, 148.
Fernández-Rodríguez, S., Cortés-Pérez, J. P., Muriel, P. P., Tormo-Molina, R., & Maya-Manzano, J. M. (2018a). Environmental impact assessment of Pinaceae airborne pollen and green infrastructure using BIM. Automation in Construction, 96, 494–507. https://doi.org/10.1016/j.autcon.2018.10.011.
Fernández-Rodríguez, S., Durán-Barroso, P., Silva-Palacios, I., Tormo-Molina, R., Maya-Manzano, J. M., Gonzalo-Garijo, Á., et al. (2018b). Environmental assessment of allergenic risk provoked by airborne grass pollen through forecast model in a Mediterranean region. Journal of Cleaner Production, 176, 1304–1315. https://doi.org/10.1016/j.jclepro.2017.11.226.
Fernández-Rodríguez, S., Maya-Manzano, J. M., Colín, A. M., Pecero-Casimiro, R., Buters, J., & Oteros, J. (2020). Understanding hourly patterns of Olea pollen concentrations as tool for the environmental impact assessment. Science of the Total Environment. https://doi.org/10.1016/j.scitotenv.2020.139363.
Fernández-Rodríguez, S., Skjøth, C. A., Tormo-Molina, R., Brandao, R., Caeiro, E., Silva-Palacios, I., et al. (2014a). Identification of potential sources of airborne Olea pollen in the Southwest Iberian Peninsula. International Journal of Biometeorology, 58, 337–348. https://doi.org/10.1007/s00484-012-0629-4.
Fernández-Rodríguez, S., Tormo-Molina, R., Maya-Manzano, J. M., Silva-Palacios, I., & Gonzalo-Garijo, Á. (2014b). Comparative study of the effect of distance on the daily and hourly pollen counts in a city in the south-western Iberian Peninsula. Aerobiologia, 30, 173–187. https://doi.org/10.1007/s10453-013-9316-0.
Galán, C., Ariatti, A., Bonini, M., Clot, B., Crouzy, B., Dahl, A., et al. (2017). Recommended terminology for aerobiological studies. Aerobiologia, 33, 293–295. https://doi.org/10.1007/s10453-017-9496-0.
Galán C., Cariñanos P., Alcázar P., & Dominguez-Vilches E. (2007). Spanish Aerobiology Network (REA) Management and Quality Manual. Servicio de Publicaciones Universidad de Córdoba.
Galán, C., Cuevas, J., Infante, F., & Domínguez, E. (1989). Seasonal and diurnal variation of pollen from Gramineae in the atmosphere of Córdoba Spain. Allergologia et Immunopathologia, 17, 245–249.
Galán, C., Smith, M., Thibaudon, M., Frenguelli, G., Oteros, J., Gehrig, R., et al. (2014). Pollen monitoring: minimum requirements and reproducibility of analysis. Aerobiologia, 30, 385–395. https://doi.org/10.1007/s10453-014-9335-5.
García-Mozo, H., Galán, C., Belmonte, J., Bermejo, D., Candau, P., Díaz de la Guardia, C., et al. (2009). Predicting the start and peak dates of the Poaceae pollen season in Spain using process-based models. Agricultural and Forest Meteorology, 149, 256–262. https://doi.org/10.1016/j.agrformet.2008.08.013.
González-Naharro, R., Quirós, E., Fernández-Rodríguez, S., Silva-Palacios, I., Maya-Manzano, J. M., Tormo-Molina, R., et al. (2019). Relationship of NDVI and oak (Quercus) pollen including a predictive model in the SW Mediterranean region. Science of the Total Environment, 676, 407–419. https://doi.org/10.1016/j.scitotenv.2019.04.213.
Gonzalo-Garijo, M. A., Tormo-Molina, R., Muñoz-Rodríguez, A. F., & Silva-Palacios, I. (2006). Differences in the spatial distribution of airborne pollen concentrations at different urban locations within a city. Journal of Investigational Allergology and Clinical Immunology, 16, 37–43.
Grégori, M., Schmitt, J. P., Pallarès, C., Rozenfarb, D., Pautz, F., Astafieff, K., et al. (2019). Pollin’air: un réseau de citoyens au service des personnes allergiques. Revue Française d’Allergologie, 59, 533–542. https://doi.org/10.1016/j.reval.2019.09.004.
Hirst, J. M. (1952). An automatic volumetric spore trap. Annals of Applied Biology, 39, 257–265.
Katotomichelakis, M., Nikolaidis, C., Makris, M., Zhang, N., Aggelides, X., Constantinidis, T. C., et al. (2015). The clinical significance of the pollen calendar of the Western Thrace/northeast Greece region in allergic rhinitis. International Forum of Allergy and Rhinology, 5, 1156–1163. https://doi.org/10.1002/alr.21623.
Lo, F., Bitz, C. M., Battisti, D. S., & Hess, J. J. (2019). Pollen calendars and maps of allergenic pollen in North America. Aerobiologia, 35, 613–633. https://doi.org/10.1007/s10453-019-09601-2.
Martínez-Bracero, M., Alcázar, P., Díaz de la Guardia, C., González-Minero, F. J., Ruiz, L., Trigo Pérez, M. M., et al. (2015). Pollen calendars: A guide to common airborne pollen in Andalusia. Aerobiologia, 31, 549–557. https://doi.org/10.1007/s10453-015-9385-3.
Maya Manzano, J. M., Tormo, Molina R., Fernández, Rodríguez S., Silva, Palacios I., & Gonzalo, Garijo Á. (2017). Distribution of ornamental urban trees and their influence on airborne pollen in the SW of Iberian Peninsula. Landscape and Urban Planning, 157, 434–446. https://doi.org/10.1016/j.landurbplan.2016.08.011.
Maya-Manzano, J. M., Fernández-Rodríguez, S., Monroy-Colín, A., Silva-Palacios, I., Tormo-Molina, R., & Gonzalo-Garijo, Á. (2017a). Allergenic pollen of ornamental plane trees in a Mediterranean environment and urban planning as a prevention tool. Urban Forestry and Urban Greening, 27, 352–362. https://doi.org/10.1016/j.ufug.2017.09.009.
Maya-Manzano, J. M., Fernández-Rodríguez, S., Silva-Palacios, I., Gonzalo-Garijo, Á., & Tormo-Molina, R. (2018). Comparison between two adhesives (silicone and petroleum jelly) in Hirst pollen traps in a controlled environment. Grana, 57(1–2), 137–143.
Maya-Manzano, J. M., Fernández-Rodríguez, S., Smith, M., Tormo-Molina, R., Reynolds, A. M., Silva-Palacios, I., et al. (2016). Airborne Quercus pollen in SW Spain: Identifying favourable conditions for atmospheric transport and potential source areas. Science of the Total Environment, 571, 1037–1047. https://doi.org/10.1016/j.scitotenv.2016.07.094.
Maya-Manzano, J. M., Sadys, M., Tormo-Molina, R., Fernández-Rodríguez, S., Oteros, J., Silva-Palacios, I., et al. (2017b). Relationships between airborne pollen grains, wind direction and land cover using GIS and circular statistics. Science of the Total Environment, 584–585, 603–613. https://doi.org/10.1016/j.scitotenv.2017.01.085.
Monroy-Colín, A., Maya-Manzano, J. M., Tormo-Molina, R., Pecero-Casimiro, R., Gonzalo-Garijo, M. Á., & Fernández-Rodríguez, S. (2020). HYSPLIT as an environmental impact assessment tool to study the data discrepancies between Olea europaea airborne pollen records and its phenology in SW Spain. Urban Forestry and Urban Greening. https://doi.org/10.1016/j.ufug.2020.126715.
Nilsson, S., & Persson, S. (1981). Tree pollen spectra in the Stockholm region (Sweden), 1973-1980. Grana, 20, 179–182. https://doi.org/10.1080/00173138109427661.
NSI N.S.I. (2019). Cifras oficiales de población de los municipios españoles, 2019.
O’Rourke, M. K. (1990). Comparative pollen calendars from Tucson, Arizona: Durham vs. Burkard samplers. Aerobiologia, 6, 136–140. https://doi.org/10.1007/BF02539105.
Oteros, J., Bergmann, K., Menzel, A., Damialis, A., Traidl-Hoffmann, C., Schmidt-Weber, C. B., et al. (2019). Spatial interpolation of current airborne pollen concentrations where no monitoring exists. Atmospheric Environment, 199, 435–442. https://doi.org/10.1016/j.atmosenv.2018.11.045.
Pauling, A., Gehrig, R., & Clot, B. (2014). Toward optimized temperature sum parameterizations for forecasting the start of the pollen season. Aerobiologia, 30, 45–57. https://doi.org/10.1007/s10453-013-9308-0.
Pawankar, R. (2014). Allergic diseases and asthma: A global public health concern and a call to action. World Allergy Organization Journal. https://doi.org/10.1186/1939-4551-7-12.
Pecero-Casimiro, R., Fernández-Rodríguez, S., Tormo-Molina, R., Monroy-Colín, A., Silva-Palacios, I., Cortés-Pérez, J. P., et al. (2019). Urban aerobiological risk mapping of ornamental trees using a new index based on LiDAR and Kriging: A case study of plane trees. Science of the Total Environment. https://doi.org/10.1016/j.scitotenv.2019.07.382.
Pellerin, M., Delestrade, A., Mathieu, G., Rigault, O., & Yoccoz, N. G. (2012). Spring tree phenology in the Alps: Effects of air temperature, altitude and local topography. European Journal of Forest Research, 131, 1957–1965.
Pérez-Badia, R., Rapp, A., Morales, C., Sardinero, S., Galán, C., & García-Mozo, H. (2010). Pollen spectrum and risk of pollen allergy in central Spain. Annals of Agricultural and Environmental Medicine, 17, 139–151.
R Core Team. (2017). R: A language and environment for statistical computing. Vienna: Austria.
Rodríguez-de la Cruz, D., Sánchez-Reyes, E., Dávila-González, I., Lorente-Toledano, F., & Sánchez-Sánchez, J. (2010). Airborne pollen calendar of Salamanca, Spain, 2000–2007. Allergology and Immunopathology (Allergologia et Immunopathologia), 38, 307–312. https://doi.org/10.1016/j.aller.2010.04.001.
Rojo, J., Picornell, A., & Oteros, J. (2019). AeRobiology: The computational tool for biological data in the air. Methods in Ecology and Evolution, 10, 1371–1376. https://doi.org/10.1111/2041-210X.13203.
Rojo, J., Rapp, A., Lara, B., Fernández-González, F., & Pérez-Badia, R. (2015). Effect of land uses and wind direction on the contribution of local sources to airborne pollen. Science of the Total Environment, 538, 672–682. https://doi.org/10.1016/j.scitotenv.2015.08.074.
Rojo, J., Rapp, A., Lara, B., Sabariego, S., Fernández-González, F., & Pérez-Badia, R. (2016). Characterisation of the airborne pollen spectrum in Guadalajara (central Spain) and estimation of the potential allergy risk. Environmental Monitoring and Assessment, 188, 1–13. https://doi.org/10.1007/s10661-016-5129-2.
SEAIC. (2017). Alergológica 2015. Retrieved December 22, 2019, from http://www.seaic.org/profesionales/alergologica-2015.
Sharma, C. M., Khanduri, V. P., & Ghildiyal, S. K. (2012). Reproductive ecology of male and female strobili and mating system in two different populations of Pinus roxburghii. Scientific World Journal, 2012, 271389. https://doi.org/10.1100/2012/271389.
Šikoparija, B., Marko, O., Panic, M., Jakovetic, D., & Radišic, P. (2018). How to prepare a pollen calendar for forecasting daily pollen concentrations of Ambrosia, Betula and Poaceae. Aerobiologia, 34, 203–217. https://doi.org/10.1007/s10453-018-9507-9.
Silva, Palacios I., Silva, Palacios I., Tormo, Molina R., Tormo, Molina R., Muñoz, Rodríguez A., & 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, 17–26. https://doi.org/10.1007/s10453-006-9041-z.
Singh, N., Singh, U., Singh, D., Daya, M., & Singh, V. (2017). Correlation of pollen counts and number of hospital visits of asthmatic and allergic rhinitis patients. Lung India, 34, 127–131. https://doi.org/10.4103/0970-2113.201313.
Smith, M., Skjøth, C. A., Myszkowska, D., Uruska, A., Puc, M., Stach, A., et al. (2008). Long-range transport of Ambrosia pollen to Poland. Agricultural and Forest Meteorology, 148, 1402–1411. https://doi.org/10.1016/j.agrformet.2008.04.005.
Spieksma, F. T. M. (1991). Regional European pollen calendar. In G. D’Amato, F. T. M. Spieksma, & S. Bonini (Eds.), Allergenic Pollen and Pollinosis in Europe. Oxford: Blackwell Scientific Publications.
Sung, M., Kim, S. W., Kim, J. H., & Lim, D. H. (2017). Regional difference of causative pollen in children with allergic rhinitis. Journal of Korean Medical Science, 32, 926–932. https://doi.org/10.3346/jkms.2017.32.6.926.
Tormo, Molina R., Maya Manzano, J. M., Fernández, Rodríguez S., Gonzalo Garijo, Á., & Silva, Palacios I. (2013). Influence of environmental factors on measurements with Hirst spore traps. Grana, 52, 59–70. https://doi.org/10.1080/00173134.2012.718359.
Tormo-Molina, R., Maya-Manzano, J., Silva-Palacios, I., Fernández-Rodríguez, S., & Gonzalo-Garijo, Á. (2015). Flower production and phenology in Dactylis glomerata. Aerobiologia, 31, 469–479. https://doi.org/10.1007/s10453-015-9381-7.
Tormo-Molina, R., Rodríguez, A. M., Silva-Palacios, I., & López, F. G. (1996). Pollen production in anemophilous trees. Grana, 35, 38–46. https://doi.org/10.1080/00173139609430499.
Walk, J., Stauch, G., Reyers, M., Vásquez, P., Sepúlveda, F. A., Bartz, M., et al. (2020). Gradients in climate, geology, and topography affecting coastal alluvial fan morphodynamics in hyperarid regions—The Atacama perspective. Global and Planetary Change, 185, 102994. https://doi.org/10.1016/j.gloplacha.2019.102994.
Wang, Q., Nakamura, S., Lu, S., Nakajima, D., Suzuki, M., Sekiguchi, K., et al. (2013). Diurnal and nocturnal behaviour of airborne Cryptomeria japonica pollen grains and the allergenic species in urban atmosphere of saitama, Japan. Asian Journal of Atmospheric Environment, 7, 65–71. https://doi.org/10.5572/ajae.2013.7.2.065.
Werchan, M., Werchan, B., & Bergmann, K. (2018). German pollen calendar 4.0—update based on 2011–2016 pollen data. Allergo Journal International, 27, 69–71. https://doi.org/10.1007/s40629-018-0055-1.
Zewdie, G. K., Lary, D. J., Liu, X., Wu, D., & Levetin, E. (2019). Estimating the daily pollen concentration in the atmosphere using machine learning and NEXRAD weather radar data. Environmental Monitoring and Assessment. https://doi.org/10.1007/s10661-019-7542-9.
Acknowledgements
This work was possible by funds from research projects IB16029 and research group said GR18113 financed by the Regional Government, Junta de Extremadura (Spain) and FEDER. Particularly, the National Commission of Science and Technology of Mexico (CONACyT) funds to A.M.C.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Pecero-Casimiro, R., Maya-Manzano, J.M., Fernández-Rodríguez, S. et al. Pollen calendars and regional gradients as information tools in the Extremadura pollen monitoring network (SW Spain). Aerobiologia 36, 731–748 (2020). https://doi.org/10.1007/s10453-020-09667-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10453-020-09667-3