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Assessing the statistical relationships among water-derived climate variables, rainfall, and remotely sensed features of vegetation: implications for evaluating the habitat of ticks

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Abstract

Ticks are sensitive to changes in relative humidity and saturation deficit at the microclimate scale. Trends and changes in rainfall are commonly used as descriptors of field observations of tick populations, to capture the climate niche of ticks or to predict the climate suitability for ticks under future climate scenarios. We evaluated daily and monthly relationships between rainfall, relative humidity and saturation deficit over different ecosystems in Europe using daily climate values from 177 stations over a period of 10 years. We demonstrate that rainfall is poorly correlated with both relative humidity and saturation deficit in any of the ecological domains studied. We conclude that the amount of rainfall recorded in 1 day does not correlate with the values of humidity or saturation deficit recorded 24 h later: rainfall is not an adequate surrogate for evaluating the physiological processes of ticks at regional scales. We compared the Normalized Difference Vegetation Index (NDVI), a descriptor of photosynthetic activity, at a spatial resolution of 0.05°, with monthly averages of relative humidity and saturation deficit and also determined a lack of significant correlation. With the limitations of spatial scale and habitat coverage of this study, we suggest that the rainfall or NDVI cannot replace relative humidity or saturation deficit as descriptors of tick processes.

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References

  • Barandika JF, Berriatua E, Barral M, Juste RA, Anda P, García-Pérez AL (2006) Risk factors associated with ixodid tick species distributions in the Basque region in Spain. Med Vet Entomol 20:177–188

    Article  CAS  PubMed  Google Scholar 

  • Belozerov VN (1982) Diapause and biological rhythms in ticks. In: Obenchain FD, Galun R (eds) Physiology of ticks. Pergamon Press, Oxford, pp 469–500

    Chapter  Google Scholar 

  • Bisanzio D, Amore G, Ragagli C, Tomassone L, Bertolotti L, Mannelli A (2008) Temporal variations in the usefulness of Normalized Difference Vegetation Index as a predictor for Ixodes ricinus (Acari: Ixodidae) in a Borrelia lusitaniae focus in Tuscany, central Italy. J Med Entomol 45:547–555

    Article  PubMed  Google Scholar 

  • Brownstein JS, Holford TR, Fish D (2003) A climate-based model predicts the spatial distribution of the Lyme disease vector Ixodes scapularis in the United States. Environ Health Perspect 111:1152–1164

    Article  PubMed Central  PubMed  Google Scholar 

  • Bunn AG, Goetz SJ (2006) Trends in satellite-observed circumpolar photosynthetic activity from 1982 to 2003: the influence of seasonality, cover type, and vegetation density. Earth Interact 10:1–19

    Article  Google Scholar 

  • Bursali A, Tekin S, Keskin A, Ekici M, Dundar E (2011) Species diversity of ixodid ticks feeding on humans in Amasya, Turkey: seasonal abundance and presence of Crimean-Congo hemorrhagic fever virus. J Med Entomol 48:85–93

    Article  CAS  PubMed  Google Scholar 

  • Cumming GS (2002) Comparing climate and vegetation as limiting factors for species ranges of African ticks. Ecol 83:255–268

    Article  Google Scholar 

  • Daniels TJ, Falco RC, Curran KL, Fish D (1996) Timing of Ixodes scapularis (Acari: Ixodidae) oviposition and larval activity in southern New York. J Med Entomol 33:140–147

    CAS  PubMed  Google Scholar 

  • Diuk-Wasser MA, Gatewood AG, Cortinas MR, Yaremych-Hamer S, Tsao J, Kitron U, Hickling G, Brownstein JS, Walker E, Piesman J, Fish D (2006) Spatiotemporal patterns of host-seeking Ixodes scapularis nymphs (Acari: Ixodidae) in the United States. J Med Entomol 43:166–176

    Article  CAS  PubMed  Google Scholar 

  • Estrada-Peña A (1999) Geostatistics as predictive tools to estimate Ixodes ricinus (Acari: Ixodidae) habitat suitability in the western Palearctic from AVHRR satellite imagery. Exp Appl Acarol 23:337–349

    Article  Google Scholar 

  • Estrada-Peña A, Martinez JM, Acedo CS, Quilez J, Del Cacho E (2004) Phenology of the tick, Ixodes ricinus, in its southern distribution range (central Spain). Med Vet Entomol 18:387–397

    Article  PubMed  Google Scholar 

  • Franke J, Hildebrandt A, Dorn W (2013) Exploring gaps in our knowledge on Lyme borreliosis spirochaetes: updates on complex heterogeneity, ecology, and pathogenicity. Ticks Tick-Borne Dis 4:11–25

    Article  PubMed  Google Scholar 

  • Gray JS (1982) The development and questing activity of Ixodes ricinus (L) (Acari, Ixodidae) under field conditions in Ireland. Bull Entomol Res 72:263–270

    Article  Google Scholar 

  • Gray JS (1991) The development and seasonal activity of the tick Ixodes ricinus: a vector of Lyme borreliosis. Rev Med Vet Entomol 79:323–333

    Google Scholar 

  • Haylock MR, Hofstra N, Klein Tank AMG, Klok EJ, Jones PD, New M (2008) A European daily high-resolution gridded data set of surface temperature and precipitation for 1950–2006. J Geophys Res Atmos (1984–2012) 113:D20

    Google Scholar 

  • Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A (2005) Very high resolution interpolated climate surfaces for global land areas. Int J Climatol 25:1965–1978

    Article  Google Scholar 

  • Ichii L, Kawabata A, Yamaguchi Y (2002) Global correlation analysis for NDVI and climatic variables and NDVI trends: 1982–1990. Int J Remote Sens 23:3873–3878

    Article  Google Scholar 

  • Jaenson TG, Eisen L, Comstedt P, Mejlon HA, Lindgren E, Bergström S, Olsen B (2009) Risk indicators for the tick Ixodes ricinus and Borrelia burgdorferi sensu lato in Sweden. Med Vet Entomol 23:226–237

    Article  CAS  PubMed  Google Scholar 

  • Kahl O, Alidousti I (1997) Bodies of liquid water as a source of water gain for Ixodes ricinus ticks (Acari: Ixodidae). Exp Appl Acarol 21:731–746

    Article  Google Scholar 

  • Kahl O, Knülle W (1988) Water vapour uptake from subsaturated atmospheres by engorged immature ixodid ticks. Exp Appl Acarol 4:73–83

    Article  CAS  PubMed  Google Scholar 

  • Kawabata A, Ichii K, Yamaguchi Y (2001) Global monitoring of interannual changes in vegetation activities using NDVI and its relationships to temperature and precipitation. Int J Remote Sens 22:1377–1382

    Article  Google Scholar 

  • Kerr YH, Waldteufel P, Wigneron JP, De lwart S, Cabot F, Boutin J, Escorihuela MJ, Font J, Reul N, Gruhier C, Juglea SE, Drinkwater MR, Hahne A, Martin-Neira M, Mecklenburg S (2010) The SMOS Mission: new tool for monitoring key elements of the global water cycle. Proc IEEE 98:666–687

    Article  Google Scholar 

  • Kitron U, Kazmierczak JJ (1997) Spatial analysis of the distribution of Lyme disease in Wisconsin. Am J Epidemiol 145:558–566

    Article  CAS  PubMed  Google Scholar 

  • Knülle W, Wharton GW (1964) Equilibrium humidities in arthropods and their ecological significance. Acarologia 6:299–306

    Google Scholar 

  • Lees AD (1946) The water balance in Ixodes ricinus L. and certain other species of ticks. Parasitology 37:1–20

    Article  CAS  PubMed  Google Scholar 

  • Lees AD, Milne A (1951) The seasonal and diurnal activities of individual sheep ticks (Ixodes ricinus L). Parasitology 41:189–208

    Article  CAS  PubMed  Google Scholar 

  • Leschnik M, Kirtz G, Tichy A, Leidinger E (2008) Seasonal occurrence of canine babesiosis is influenced by local climate conditions. Int J Med Microbiol 298:243–248

    Article  Google Scholar 

  • Li B, Tao S, Dawson RW (2002) Relations between AVHRR NDVI and ecoclimatic parameters in China. Int J Remote Sens 23:989–999

    Article  CAS  Google Scholar 

  • Lindsay LR, Mathison SW, Barker IK, Mcewen SA, Gillespie TJ, Surgeoner GA (1999) Microclimate and habitat in relation to Ixodes scapularis (Acari: Ixodidae) populations on Long Point, Ontario, Canada. J Med Entomol 36:255–262

    CAS  PubMed  Google Scholar 

  • Mücher CA, Klijn JA, Wascher DM, Schaminée JHJ (2010) A new European Landscape Classification (LANMAP): a transparent, flexible and user-oriented methodology to distinguish landscapes. Ecol Indic 10:87–103

    Article  Google Scholar 

  • Ogden NH, St-Onge L, Barker IK, Brazeau S, Bigras-Poulin M, Charron DF, Francis CM, Heagy A, Lindsay LR, Maarouf A, Michel P, Milord F, O’Callaghan CJ, Trudel L, Thompson RA (2008) Risk maps for range expansion of the Lyme disease vector, Ixodes scapularis, in Canada now and with climate change. Int J Health Geogr 7:24–35

    Article  PubMed Central  PubMed  Google Scholar 

  • Ostfeld RS, Glass GE, Keesing F (2005) Spatial epidemiology: an emerging (or re-emerging) discipline. Trends Ecol Evol 20:328–336

    Article  PubMed  Google Scholar 

  • Pegram RG, Banda DS (1990) Ecology and phenology of cattle ticks in Zambia: development and survival of free-living stages. Exp Appl Acarol 8:291–301

    Article  CAS  PubMed  Google Scholar 

  • Perret JL, Guigoz E, Rais O, Gern L (2000) Influence of saturation deficit and temperature on Ixodes ricinus tick questing activity in a Lyme borreliosis-endemic area (Switzerland). Parasitol Res 86:554–557

    Article  CAS  PubMed  Google Scholar 

  • Perret JL, Guerin PM, Diehl PA, Vlimant M, Gern L (2003) Darkness induces mobility, and saturation deficit limits questing duration, in the tick Ixodes ricinus. J Exp Biol 206:1809–1815

    Article  PubMed  Google Scholar 

  • Perret JL, Rais O, Gern L (2004) Influence of climate on the proportion of Ixodes ricinus nymphs and adults questing in a tick population. J Med Entomol 41:361–365

    Article  PubMed  Google Scholar 

  • Perry BD, Kruska R, Lessard P, Norval RAI, Kundert K (1991) Estimating the distribution and abundance of Rhipicephalus appendiculatus in Africa. Prev Vet Med 11:261–268

    Article  Google Scholar 

  • Petney TN, Horak IG, Rechav Y (1987) The ecology of the African vectors of heartwater, with particular reference to Amblyomma hebraeum and Amblyomma variegatum. Ond J Vet Res 54:381–395

    CAS  Google Scholar 

  • Pettorelli N, Vik JO, Mysterud A, Gaillard JM, Tucker CJ, Stenseth NC (2005) Using the satellite-derived NDVI to assess ecological responses to environmental change. Trends Ecol Evol 20:503–510

    Article  PubMed  Google Scholar 

  • Randolph SE (1993) Climate, satellite imagery and the seasonal abundance of the tick Rhipicephalus appendiculatus in southern Africa: a new perspective. Med Vet Entomol 7:243–258

    Article  CAS  PubMed  Google Scholar 

  • Randolph SE (2000) Ticks and tick-borne disease systems in space and from space. Adv Parasitol 47:217–243

    Article  CAS  PubMed  Google Scholar 

  • Randolph SE (2002) Predicting the risk of tick-borne diseases. Int J Med Microbiol 291:6–10

    Article  PubMed  Google Scholar 

  • Randolph SE (2009) Tick-borne disease systems emerge from the shadows: the beauty lies in molecular detail, the message in epidemiology. Parasitology 136:1403–1413

    Article  CAS  PubMed  Google Scholar 

  • Randolph SE, Green RM, Hoodless AN, Peacey MF (2002) An empirical quantitative framework for the seasonal population dynamics of the tick Ixodes ricinus. Int J Parasitol 32:979–989

    Article  PubMed  Google Scholar 

  • Rao VB, Cavalcanti IFA, Hada K (1996) Annual variation of rainfall over Brazil and water vapor characteristics over South America. J Geophys Res Atmos 101:26539–26551

    Article  Google Scholar 

  • Rudolph D, Knülle W (1974) Site and mechanism of water vapour uptake from the atmosphere in ixodid ticks. Nature 249:84–85

    Article  CAS  PubMed  Google Scholar 

  • Schultz PA, Halpert MS (1993) Global correlation of temperature, NDVI and precipitation. Adv Space Res 13:277–280

    Article  Google Scholar 

  • Sonenshine DE, Mather TN (1994) Ecological dynamics of tick-borne zoonoses. Oxford University Press, Oxford

    Google Scholar 

  • Thornton PE, Hasenauer H, White MA (2000) Simultaneous estimation of daily solar radiation and humidity from observed temperature and precipitation: an application over complex terrain in Austria. Agric For Meteorol 104:255–271

    Article  Google Scholar 

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Authors and Affiliations

  1. Department of Geography and Territorial Planning, University of Zaragoza, Saragossa, Spain

    J. Alonso-Carné

  2. Centro Universitario de la Defensa de Zaragoza, Saragossa, Spain

    A. García-Martín

  3. GEOFOREST Group - Instituto Universitario de Ciencias Ambientales (IUCA), University of Zaragoza, Saragossa, Spain

    J. Alonso-Carné & A. García-Martín

  4. Department of Animal Pathology, Faculty of Veterinary Medicine, University of Zaragoza, Miguel Servet 177, 50013, Saragossa, Spain

    J. Alonso-Carné & A. Estrada-Peña

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  1. J. Alonso-Carné
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  2. A. García-Martín
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  3. A. Estrada-Peña
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Correspondence to A. Estrada-Peña.

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Alonso-Carné, J., García-Martín, A. & Estrada-Peña, A. Assessing the statistical relationships among water-derived climate variables, rainfall, and remotely sensed features of vegetation: implications for evaluating the habitat of ticks. Exp Appl Acarol 65, 107–124 (2015). https://doi.org/10.1007/s10493-014-9849-0

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  • DOI: https://doi.org/10.1007/s10493-014-9849-0

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