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Considering biology when inferring range-limiting stress mechanisms for agricultural pests: a case study of the beet armyworm

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Abstract

Reliable niche models are a cornerstone of pest risk analyses, informing biosecurity policies and the management of biological invasions. Because species can invade and establish in areas with climates that are different from those that are found in their native range, it is important to accurately capture the range-limiting mechanisms in models that project climate suitability. We examined a published niche model for the beet armyworm, Spodoptera exigua, to assess its suitability for bioeconomic analyses of its pest threat, and identified issues with the model that rendered it unreliable for this purpose. Consequently, we refitted the CLIMEX model, paying close attention to the biology underpinning the stress mechanisms. This highlighted the necessity of carefully considering how the different stress mechanisms operate, and to select mechanisms which align with knowledge on the species’ biology. We also identified the important role of irrigation in modifying habitat suitability. The refitted model accords with both distribution data and our understanding of the biology of this species, including its seasonal range dynamics. The new model identifies establishment risks to South America, Africa, the Middle East and Asia, and highlights that under current climate, Europe is only climatically suitable during warm seasons when crops are available. The modelling exercise reinforced the importance of understanding the meaning of a location record (e.g. persistent versus ephemeral populations) and of carefully exploring the role of habitat-modifying factors, such as irrigation, in allowing species to persist in otherwise inclement localities.

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References

  • Adamczyk J Jr, Williams M, Reed J, Hubbard D, Hardee D (2003) Spatial and temporal occurrence of beet armyworm (Lepidoptera: Noctuidae) moths in Mississippi. Fla Entomol 86:229–232

    Article  Google Scholar 

  • ALA Atlas of Living Australia. http://bie.ala.org.au/species/urn:lsid:biodiversity.org.au:afd.taxon:94bb2aff-6dcc-4040-8d23-ac3c5cf59875. Accessed 6 Dec 2013

  • Ali A, Gaylor M (1992) Effects of temperature and larval diet on development of the beet armyworm (Lepidoptera: Noctuidae). Environ Entomol 21:780–786

    Article  Google Scholar 

  • Atapour M, Moharramipour S (2014) Cold hardiness process of beet armyworm larvae, Spodoptera exigua (Lepidoptera: Noctuidae). J Crop Prot 3:147–158

    Google Scholar 

  • Baker R, Sansford C, Jarvis C, Cannon R, MacLeod A, Walters K (2000) The role of climatic mapping in predicting the potential geographical distribution of non-indigenous pests under current and future climates. Agr Ecosyst Environ 82:57–71

    Article  Google Scholar 

  • Butler GD Jr (1966) Development of the beet armyworm and its parasite Chelonus texanus in relation to temperature. J Econ Entomol 59:1324–1327

    Article  PubMed  Google Scholar 

  • Carlson E (2010) Spodoptera exigua. Center for Invasive Species and Ecosystem Health. http://wiki.bugwood.org/Archive:GATop50/Spodoptera_exigua. Accessed 16 June 2016

  • Chamberlin TC (1965) The method of multiple working hypotheses. Science 148:754–759. https://doi.org/10.1126/science.148.3671.754

    Article  CAS  PubMed  Google Scholar 

  • De Villiers M, Hattingh V, Kriticos D (2013) Combining field phenological observations with distribution data to model the potential distribution of the fruit fly Ceratitis rosa Karsch (Diptera: Tephritidae). Bull Ent Res 103:60–73

    Article  Google Scholar 

  • De Villiers M, Hattingh V, Kriticos DJ, Brunel S, Vayssières J-F, Sinzogan A, Billah M, Mohamed S, Mwatawala M, Abdelgader H (2016) The potential distribution of Bactrocera dorsalis: considering phenology and irrigation patterns. Bull Ent Res 106:19–33. https://doi.org/10.1017/S0007485315000693

    Article  Google Scholar 

  • Eghtedar E (1989) Some biological researches on beet army worm (Spodoptera exigua Hb) in Shiraz region [Iran]. Entomol Phytopathol Appl (Iran) 56:57–63

    Google Scholar 

  • Elith J, Simpson J, Hirsch M, Burgman M (2013) Taxonomic uncertainty and decision making for biosecurity: spatial models for myrtle/guava rust. Australas Plant Pathol 42:43–51

    Article  Google Scholar 

  • El-Refai S, Degheele D (1988) Development time of the beet armyworm, Spodoptera exigua (Hübner) and the tobacco budworm, Heliothis virescens (F.) (Lepidoptera, Noctuidae) in function of temperature. Mededelingen van de Faculteit Landbouwwetenschappen Rijksuniversiteit Gent (Belgium)

  • Ezumah H, Knight A (1978) Some notes on the mealybug, Phenacoccus manihoti Mat. Ferr. incidence on manioc (Manihot esculenta) in Bas-Zaïre. In: Proceedings of the international workshop on the cassava mealybug, Phenacoccus manihoti Mat. Ferr, pp 26–29

  • FAO (2006) International standards for phytosanitary measures: 1 to 24. Secretariat of the International Plant Protection Convention, Rome

    Google Scholar 

  • Farahani S, Talebi AA, Fathipour Y (2012) Life table of Spodoptera exigua (Lepidoptera: Noctuidae) on five soybean cultivars. Psyche (Camb Mass), p 7. https://doi.org/10.1155/2012/513824

  • Feng H-Q, Wu K-M, Cheng D-F, Guo Y-Y (2003) Radar observations of the autumn migration of the beet armyworm Spodoptera exigua (Lepidoptera: Noctuidae) and other moths in northern China. Bull Ent Res 93:115–124

    Article  Google Scholar 

  • French R (1969) Migration of Laphygma exigua Hübner (Lepidoptera: Noctuidae) to the British Isles in relation to large-scale weather systems. J Anim Ecol 38:199–210

    Article  Google Scholar 

  • Fye R (1978) Pupation preferences of bollworms, tobacco budworms, and beet armyworms and impact on mortality resulting from cultivation of irrigated cotton. J Econ Entomol 71:570–572

    Article  Google Scholar 

  • Fye R, Carranza R (1973) Cotton pests: overwintering of three lepidopterous species in Arizona. J Econ Entomol 66:657–660

    Article  Google Scholar 

  • GBIF Global Biodiversity Information Facility. Free and open access to biodiversity data. http://www.gbif.org/occurrence/search?TAXON_KEY=5109890. Accessed 6 Dec 2013

  • Greenberg S, Sappington T, Legaspi B, Liu T, Setamou M (2001) Feeding and life history of Spodoptera exigua (Lepidoptera: Noctuidae) on different host plants. Ann Entomol Soc Am 94:566–575

    Article  Google Scholar 

  • Guerra A, Ouye M (1968) Hatch, larval development, and adult longevity of four lepidopterous species after thermal treatment of eggs. J Econ Entomol 61:14–16

    Article  Google Scholar 

  • Hall M, Wall R (1995) Myiasis of humans and domestic animals. Adv Parasit 35:257–334

    Article  CAS  Google Scholar 

  • Han L, Zhai B, Zhang X (2002) Life table of the laboratory population of Spodoptera exigua (Hübner) at different temperatures. Acta Entomol Sin 46:184–189

    Google Scholar 

  • Herren HR, Neuenschwander P (1991) Biological control of cassava pests in Africa. Annu Rev Entomol 36:257–283. https://doi.org/10.1146/annurev.en.36.010191.001353

    Article  Google Scholar 

  • Hogg DB, Gutierrez AP (1980) A model of the flight phenology of the beet armyworm (Lepidoptera: Noctuidae) in central California. Hilgardia 48:1–36

    Article  Google Scholar 

  • Hutchinson M, Xu T, Houlder D, Nix H, McMahon J (2009) ANUCLIM 6.0 user’s guide. Australian National University, Fenner School of Environment and Society, Canberra

  • Jiang X-F, Luo L-Z, Li K-B, Zhao T-C, Hu Y (2001) A study on the cold hardiness of the beet armyworm, Spodoptera exigua. Acta Ecol Sin 21:1576–1583

    Google Scholar 

  • Jiang X, Zhai H, Wang L, Luo L, Sappington TW, Zhang L (2011) Cloning of the heat shock protein 90 and 70 genes from the beet armyworm, Spodoptera exigua, and expression characteristics in relation to thermal stress and development. Cell Stress Chaperon 17:67–80

    Article  Google Scholar 

  • Karimi-Malati A, Fathipour Y, Talebi A, Bazoubandi M (2012) Comparative life table parameters of beet armyworm, Spodoptera exigua (Lep.: Noctuidae), on four commercial sugar beet cultivars. J Entomol Soc Iran 32:109–124

    Google Scholar 

  • Karimi-Malati A, Fathipour Y, Talebi AA (2014a) Development response of Spodoptera exigua to eight constant temperatures: linear and nonlinear modeling. J Asia Pac Entomol 17:349–354. https://doi.org/10.1016/j.aspen.2014.03.002

    Article  Google Scholar 

  • Karimi-Malati A, Fathipour Y, Talebi AA, Bazoubandi M (2014b) Life table parameters and survivorship of Spodoptera exigua (Lepidoptera: Noctuidae) at constant temperatures. Environ Entomol 43:795–803

    Article  PubMed  Google Scholar 

  • Kim Y, Kim N (1997) Cold hardiness in Spodoptera exigua (Lepidoptera: Noctuidae). Environ Entomol 26:1117–1123

    Article  Google Scholar 

  • Kriticos DJ (2016) CLIMEX publications up until April 2015. CSIRO, Canberra, p 37

    Google Scholar 

  • Kriticos DJ, Leriche A (2010) The effects of climate data precision on fitting and projecting species niche models. Ecography 33:115–127. https://doi.org/10.1111/j.1600-0587.2009.06042.x

    Article  Google Scholar 

  • Kriticos D, Sutherst R, Brown J, Adkins S, Maywald G (2003a) Climate change and biotic invasions: a case history of a tropical woody vine. Biol Invasions 5:147–165

    Article  Google Scholar 

  • Kriticos D, Sutherst R, Brown J, Adkins S, Maywald G (2003b) Climate change and the potential distribution of an invasive alien plant: Acacia nilotica ssp. indica in Australia. J Appl Ecol 40:111–124

    Article  Google Scholar 

  • Kriticos D, Yonow T, McFadyen R (2005) The potential distribution of Chromolaena odorata (Siam weed) in relation to climate. Weed Res 45:246–254

    Article  Google Scholar 

  • Kriticos DJ, Potter KJ, Alexander NS, Gibb AR, Suckling D (2007) Using a pheromone lure survey to establish the native and potential distribution of an invasive Lepidopteran, Uraba lugens. J Appl Ecol 44:853–863

    Article  Google Scholar 

  • Kriticos DJ, Webber BL, Leriche A, Ota N, Macadam I, Bathols J, Scott JK (2012) CliMond: global high-resolution historical and future scenario climate surfaces for bioclimatic modelling. Methods Ecol Evol 3:53–64

    Article  Google Scholar 

  • Kriticos DJ, Jarošik V, Ota N (2014) Extending the suite of bioclim variables: a proposed registry system and case study using principal components analysis. Methods Ecol Evol 5:956–960

    Article  Google Scholar 

  • Kriticos DJ, Maywald GF, Yonow T, Zurcher EJ, Herrmann NI, Sutherst RW (2015a) CLIMEX version 4: exploring the effects of climate on plants, animals and diseases. CSIRO, Canberra

    Google Scholar 

  • Kriticos DJ, Ota N, Hutchison WD, Beddow J, Walsh T, Tay WT, Borchert DM, Paula-Moreas SV, Czepak C, Zalucki MP (2015b) The potential distribution of invading Helicoverpa armigera in North America: is it just a matter of time? PLoS ONE 10:e0119618

    Article  PubMed  PubMed Central  Google Scholar 

  • Kurdov M (1986) Prognosis of massive multiplication of the small ground moth Spodoptera exigua Hbn. (Laphygma exigua Hbn.) in Turkmenistan. (Prognoz massovogo razmnozheniya maloj nazemnoj sovki Spodoptera exigua (Laphygma exigua Hbn.) v Turkmenistane) Isvestiia Akademii Nauk Turkmenskoi SSR Seriia biologicheskikh nauk 1:25–28

  • Lawson BE, Day MD, Bowen M, van Klinken RD, Zalucki MP (2010) The effect of data sources and quality on the predictive capacity of CLIMEX models: an assessment of Teleonemia scrupulosa and Octotoma scabripennis for the biocontrol of Lantana camara in Australia. Biol Control 52:68–76

    Article  Google Scholar 

  • Lee S, Ahn S, Cho W, Choi K (1991) Effects of temperature on the development of beet armyworm, Spodoptera exigua Hübner (Lepidoptera: Noctuidae). Res Rep Rural Dev Adm (Crop Prot) 33:58–62

    Google Scholar 

  • Mikkola K (1970) The interpretation of long-range migrations of Spodoptera exigua Hb. (Lepidoptera: Noctuidae). J Anim Ecol 39:593–598

    Article  Google Scholar 

  • Mitchell E (1979) Migration by Spodoptera exigua and S. frugiperda, North American style. In: Rabb R, Kennedy G (eds) Movement of highly mobile insects: concepts and methodology in research. North Carolina State University, Raleigh, pp 386–393

    Google Scholar 

  • Portmann FT, Siebert S, Döll P (2010) MIRCA2000—global monthly irrigated and rainfed crop areas around the year 2000: a new high-resolution data set for agricultural and hydrological modeling. Glob Biogeochem Cycles 24:24. https://doi.org/10.1029/2008GB003435

    Article  Google Scholar 

  • Rodda GH, Jarnevich CS, Reed RN (2009) What parts of the US mainland are climatically suitable for invasive alien pythons spreading from Everglades National Park? Biol Invasions 11:241–252

    Article  Google Scholar 

  • Shelford VE (1963) The ecology of North America. University of Illinois Press, Urbana

    Google Scholar 

  • Singh T (1982) The mealybug problem and its control. In: Root crops in Eastern Africa. Proceedings of a workshop held in Kigali, Rwanda, 23–27 November 1980. International Development Research Centre, Ottowa, pp 70–72

  • Sparks JA, Riley DG (2015) Beet armyworm. University of Georgia College of Agricultural and Environmental Sciences. http://www.ent.uga.edu/veg/solanaceous/beetarmyworm.htm. Accessed 16 June 2016

  • Sutherst RW (2003) Prediction of species geographical ranges. J Biogeogr 30:805–816

    Article  Google Scholar 

  • Sutherst RW (2014) Pest species distribution modelling: origins and lessons from history. Biol Invasions 16:239–256

    Article  Google Scholar 

  • Sutherst R, Bourne A (2009) Modelling non-equilibrium distributions of invasive species: a tale of two modelling paradigms. Biol Invasions 11:1231–1237

    Article  Google Scholar 

  • Sutherst RW, Maywald GF (1985) A computerised system for matching climates in ecology. Agr Ecosyst Environ 13:281–299

    Article  Google Scholar 

  • Trumble JT, Baker TC (1984) Flight phenology and pheromone trapping of Spodoptera exigua (Hübner) (Lepidoptera: Noctuidae) in southern coastal California. Environ Entomol 13:1278–1282

    Article  Google Scholar 

  • van der Ploeg RR, Kirkham M (1999) On the origin of the theory of mineral nutrition of plants and the law of the minimum. Soil Sci Soc Am J 63:1055–1062

    Article  Google Scholar 

  • Van Klinken RD, Lawson BE, Zalucki MP (2009) Predicting invasions in Australia by a Neotropical shrub under climate change: the challenge of novel climates and parameter estimation. Glob Ecol Biogeogr 18:688–700

    Article  Google Scholar 

  • Venette RC, Kriticos DJ, Magarey R, Koch F, Baker RHA, Worner S, Gómez Raboteaux NN, McKenney D, Dobesberger E, Yemshanov D, De Barro P, Hutchison WD, Fowler G, Kalaris T, Pedlar J (2010) Pest risk maps for invasive alien species: a roadmap for improvement. Bioscience 80:349–362

    Article  Google Scholar 

  • Webber BL, Yates CJ, Le Maitre DC, Scott JK, Kriticos DJ, Ota N, McNeill A, Le Roux JJ, Midgley GF (2011) Modelling horses for novel climate courses: insights from projecting potential distributions of native and alien Australian acacias with correlative and mechanistic models. Divers Distrib 17:978–1000

    Article  Google Scholar 

  • Weedon GP, Balsamo G, Bellouin N, Gomes S, Best MJ, Viterbo P (2014) The WFDEI meteorological forcing data set: WATCH forcing data methodology applied to ERA-interim reanalysis data. Water Resour Res 50:7505–7514

    Article  Google Scholar 

  • Wilson J (1932) Notes on the biology of Laphygma exigua Hübner. Fla Entomol 16:33–39

    Article  Google Scholar 

  • Xu J, Zhipeng H, Yueping Y, Xiong G (1998) The bionomics and control effects of chemical insecticides for Spodoptera exigua. J Fujian Agric Univ (Nat Sci) 1:73–77

    Google Scholar 

  • Xu J, Xiong G, Zhipeng H, Yueping Y (1999) Effects of temperature on development of experimental beet armyworm population. Acta Phytophylacica Sin 26:20–24

    Google Scholar 

  • Yonow T, Sutherst RW (1998) The geographical distribution of the Queensland fruit fly, Bactrocera (Dacus) tryoni, in relation to climate. Aust J Agric Res 49:935–953

    Article  Google Scholar 

  • Yonow T, Hattingh V, de Villiers M (2013) CLIMEX modelling of the potential global distribution of the citrus black spot disease caused by Guignardia citricarpa and the risk posed to Europe. Crop Prot 44:18–28

    Article  Google Scholar 

  • Yonow T, Kriticos DJ, Ota N, Van Den Berg J, Hutchison WD (2017) The potential global distribution of Chilo partellus, including consideration of irrigation and cropping patterns. J Pest Sci 90:459–477

    Article  Google Scholar 

  • Zheng X-L, Cong X-P, Wang X-P, Lei C-L (2011a) A review of geographic distribution, overwintering and migration in Spodoptera exigua Hübner (Lepidoptera: Noctuidae). J Ent Res Soc 13:39–48

    Google Scholar 

  • Zheng X, Cheng W, Wang X, Lei C (2011b) Enhancement of supercooling capacity and survival by cold acclimation, rapid cold and heat hardening in Spodoptera exigua. Cryobiology 63:164–169

    Article  PubMed  Google Scholar 

  • Zheng X-L, Wang P, Cheng W-J, Wang X-P, Lei C-L (2012) Projecting overwintering regions of the beet armyworm, Spodoptera exigua in China using the CLIMEX model. J Insect Sci 12:13

    Article  PubMed  PubMed Central  Google Scholar 

  • Zheng X-L, Wang P, Lei C-L, Lu W, Xian Z-H, Wang X-P (2013) Effect of soil moisture on overwintering pupae in Spodoptera exigua (Lepidoptera: Noctuidae). Appl Entomol Zool 48:365–371

    Article  Google Scholar 

  • Zhu G, Bu W, Gao Y, Liu G (2012) Potential geographic distribution of brown marmorated stink bug invasion (Halyomorpha halys). PLoS ONE 7:e31246

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

This work was led by InSTePP (International Science and Technology Practice and Policy), University of Minnesota, and CSIRO (Commonwealth Scientific and Industrial Research Organization, Australia), and was funded by the Bill and Melinda Gates Foundation by way of the HarvestChoice Project. Thanks are due to Philip Pardey and Jason Beddow for supporting the work, and to Matt Hill and Dean Paini for comments on the draft manuscript.

Funding

Work on this Project was funded by the Bill and Melinda Gates Foundation. Award No. 2010X446.UMN. Award title: HarvestChoice: Supporting Strategic Investment Choices in Agricultural Technology Development and Adoption.

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Correspondence to Tania Yonow or Darren J. Kriticos.

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Yonow, T., Kriticos, D.J., Kirichenko, N. et al. Considering biology when inferring range-limiting stress mechanisms for agricultural pests: a case study of the beet armyworm. J Pest Sci 91, 523–538 (2018). https://doi.org/10.1007/s10340-017-0938-9

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