Abstract
Species distribution models (SDM) are increasingly used in the regional biodiversity assessments, pest management strategies, conservation biology, ecology, and evolution. In the present study, the maximum entropy model was used to predict the potential distribution of three hemipteran stink bugs, namely Acrosternum arabicum, A. breviceps, and A. millierei in Kerman province, south of Iran, using the presence records of the species sampled during 2012–2014 alongside seven environmental predictors. Besides, having described the climatic profile of the species, we explored the contribution percentage of the bioclimatic variables. The accuracy and performance of distribution models were also evaluated by the area under the receiver operating characteristic curve (AUC). According to Jackknife, the annual precipitation, the precipitation of the wettest month, and the precipitation of the coldest quarter were regarded as the most important predictors for A. arabicum distribution model. The maximum temperature of warmest month, the precipitation of the wettest month, and the precipitation of driest quarter for A. breviceps; and also for A. millierei temperature seasonality, the precipitation of coldest quarter, and the precipitation of wettest month were the most effective variables on species distribution. The AUC values, based on training data, were respectively 0.83 for A. arabicum, 0.89 for A. breviceps, and 0.83 for A. millierei. The suitable distribution sites and the most effective bioclimatic variables could be used in a more practical management program for three stink bugs. The MaxEnt algorithm had a good predictability based on the AUC values for the species under study.
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Notes
Calculation:
Bio 4 = SD{Tavg1, ..., Tavg12}
Tavgi: The average temperature for each month
References
Ahani H, Jalilvand H, Marjani SN (2013) Investigation of Rahimabad pistachio (Pistacia vera L.) forest of Mashhad, Iran. Int J Geol Agric Environ Sci 1(1):1–8
Bagheri F, Talebi K, Hosseini Naveh V (2010) Cellular energy allocation of pistachio green stink bug, Brachynema germari Kol. (Hemiptera: Pentatomidae) in relation to juvenoid pyriproxyfen. Afr J Biotechnol 9(35):5746–5753. https://doi.org/10.5897/AJB10.674
Campose MCS, Anderade AFA, Kunzmann B, Galvao DD, Silva FA, Cardoso AV, Carvalho MD, Mota HA (2014) Modelling of the potential distribution of Limnoperna fortunei (Dunker, 1857) on a global scale. Aquat Invasions 9(3):253–265. https://doi.org/10.3391/ai.2014.9.3.03
de Pauw ED, Gaffari A, Gasemi V (2002) Agro-climatic zone maps of Iran. Seed and Plant Improvement Research Institute (SPII), Tehran, pp 1–44
Delabie JHC (2001) Trophobiosis between Formicidae and Hemiptera (Sternorrhyncha and Auchenorrhyncha): an overview. Neotrop Entomol 30(4):501–516. https://doi.org/10.1590/S1519-566X2001000400001
Elith J, Graham CH, Anderson RP, Dudık M, Ferrier S, Guisan A, Hijmans RJ, Huettmann F, Leathwick JR, Lehmann A, Li J, Lohmann LG, Loiselle BA, Manion G, Moritz C, Nakamura M, Nakazawa Y, Overton JM, Peterson AT, Phillips SJ, Richardson K, Scachetti-Pereira R, Schapire RE, Soberon J, Williams S, Wisz M, Zimmermann NE (2006) Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29:129–151. https://doi.org/10.1111/j.2006.0906-7590.04596.x
Erfanfar D, Sarafrazi A, Nouri Ghanbalani GH, Ostovan H, Shojaei M (2014) Claims of potential expansion and future climatic scenarios for Orius species (Hemiptera: Anthocoridae) throughout Iran. Eur J Zool Res 3(2):43–55
Grimaldi D, Engel MS (eds) (2005) Evolution of the insects. Cambridge University Press, Cambridge
Habibi NM, Sarafrazi A, Shamsipour A, Imani S (2012) Modelling and predicting the potential distribution of Pentatomidae in Golestan province of Iran. In: Abstracts of the Sixth European Hemiptera Congress. Blagoevgrad, Bulgaria, Pensoft Sofia-Moscow, pp 52-53
Mehneh HA, Awal MM, Rahimi M (2010) Introduction pentatomids bugs (Pentatomidae: Pentatominae and Scutellerinae) from Mashhad region and urban (Khorasan Razavi province) and their distribution. Munis Entomol Zool 5:977–981
Hoberlandt L (1995) Results of the Czechoslovak-Iranian entomological expeditions to Iran 1970, 1973 and 1977. Heteroptera: Acanthosomatidae, Cydnidae, Scutelleridae, Pentatomidae. Acta Entomol Mus Nat Pragae 44:213–270
Hosseinifard J, Salehi MH, Esfandiaripour I, Mohammadi J (2008) Spatial variability of groundwater quality and its relationship with pistachio yield in Anar region, Iran. J Appl Sci 8:3697–3702. https://doi.org/10.3923/jas.2008.3697.3702
Jalaeian M, Golizadeh A, Sarafrazi A, Naimi B (2018) Inferring climatic controls of rice stem borers’ spatial distributions using maximum entropy modelling. J Appl Entomol 142:388–396. https://doi.org/10.1111/jen.12493
Jarnevich CS, Reynolds LV (2011) Challenges of predicting the potential distribution of a slow-spreading invader: a habitat suitability map for an invasive riparian tree. Biol Invasions 13:153–163. https://doi.org/10.1007/s10530-010-9798-4
Jaryan V, Datta A, Unial SK, Kumar A, Guota RC, Singh RD (2013) Modelling potential distribution of Sapium sebiferum – an invasive tree species in western Himalaya. Curr Sci 105(9):1282–1288
Javahery M (1994) Development of eggs in some true bugs (Hemiptera-Heteroptera). Part I. Pentatomoidea. Can Entomol 126(2):401–433. https://doi.org/10.4039/Ent126401-2
Kamminga LK, Herbert DA, Kuhar TP, Brewster CC (2009) Predicting black light trap catch and flight activity of Acrosternum hilare (Hemiptera: Pentatomidae) adults. Environ Entomol 38(6):1716–1723. https://doi.org/10.1603/022.038.0625
Kamminga LK, Koppel AL, Herbert DA, Kuhar TP (2012) Biology and Management of the Green Stink bug. J Integr Pest Manag 3(3):1–8. https://doi.org/10.1603/IPM12006
Lashkari M, Sahragard A, Manzari SH, Hosseini R, Erfan D (2013) Niche modeling of Asian citrus psyllid, Diaphorina citri Kuwayama (hem: Psyllidae), in Iran. Plant Pests Research 3(1):45–58
Linnavuori RE (2008) Studies on the Acantosomatidae, Scutelleridae and Pentatomidae (Heteroptera) of Gilan and the adjacent provinces in northern Iran. Acta Entomol Mus Nat Pragae 48(1):1–21
Liu JH, Xiong X, Pan Y, Xiong Z, Deng Z, Yong L (2011) Predicting potential distribution of oriental fruit fly, Bactrocera dorsalis in Jiangxi Province, South China based on maximum entropy model. Sci Res Essays 6(14):2888–2894
Manel S, Williams HC, Ormerod SJ (2001) Evaluating presence-absence models in ecology: the need to account for prevalence. J Appl Ecol 38:921–931. https://doi.org/10.1046/j.1365-2664.2001.00647.x
Mehrnejad MR (2001) The current status of pistachio pests in Iran. Cahiers Options Méditerranéenne 56:315–322
Mehrnejad MR (2013) Abundance of parasitoids associated with two major stink bugs on pistachio trees. Appl Entomol Phytopathol 81(1):83–84. https://doi.org/10.22092/jaep.2013.100470
Mehrnejad MR (2014) The pests of pistachio trees in Iran, natural enemies and control. In: Sepehr publication. Iran, Tehran
Mehrnejad MR, Linnavuori RE, Alavi SH (2013) Hemipteran bugs associated with pistachio trees and notes on major species. Zool Ecol 23:29–40
Mills N (2005) Parasitoids and predators. In: Leather S (ed) Insect sampling in Forest ecosystems. Blackwell, London, pp 254–278
Mirzaie-Nodoushan H, Arefi HM (2001) Variability in seed blankness in Pistacia atlantica Desf. In a natural habitat. Plant Genet Resour Newsl 127:46–48
Molina GAR, Trumper EV (2012) Selection of soybean pods by the stink bugs, Nezara viridula and Piezodorus guildinii. J Insect Sci 12(104):1–16. https://doi.org/10.1673/2F031.012.10401
Oliveira MD, Hamilton SK, Calheiros DF, Jacobi CM, Latini RO (2010) Modeling the potential distribution of the invasive golden mussel Limnoperna fortunei in the upper Paraguay River system using limnological variables. Braz J Biol 70(3):831–840. https://doi.org/10.1590/S1519-69842010000400014
Panizzi AR, Mcpherson JE, James DG, Javahery M, Mcpherson RM (2000) Stink bugs (Pentatomidae). In: Schaefer CW, Panizzi AR (eds) Heteroptera of economic importance. CRC Press, Boca Raton, pp 421–474
Pearson RG (2010) Species’ distribution modeling for conservation educators and practitioners. Synthesis. Am Mus Nat His 3:54–89
Phillips SJ, Dudik M (2008) Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 31:161–175. https://doi.org/10.1111/j.0906-7590.2008.5203.x
Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190:231–256. https://doi.org/10.1016/j.ecolmodel.2005.03.026
Ribes J, Pagola-Carte S (2013) Faune de France 96: Hémiptères Pentatomoidea Euro-Méditerranéens. Fédération Française des Sociétés de Sciences Naturelles, Paris
Rider D A (2006a) Pentatomidae, number of genera 96 species. https://www.ndsu.edu/pubweb/~rider/Pentatomoidea/Classification/classification.htm. (Accessed 25.2.2018)
Rider DA (2006b) Family Pentatomidae. In: Aukema B, Rieger CH (eds) Catalogue of the Heteroptera of Palearctic region, vol 5. The Netherlands Entomological Society, Amsterdam, pp 233–402
Rider DA (2008) Genus index. https://www.ndsu.edu/pubweb/~rider/Pentatomoidea/Genus_Index/genus_index.htm. (Accessed 25.2. 2018)
Schaefer CW, Panizzi AR (2000) Heteroptera of economic importance. CRC Press LLC, Boca Raton
Solhjouy-Fard S, Sarafrazi A (2014) Potential impacts of climate change on distribution range of Nabis pseudoferus and N. palifer (Hemiptera: Nabidae) in Iran. Entomol Sci 17(3):283–292. https://doi.org/10.1111/ens.12064
Solhjouy-Fard S, Sarafrazi A, Moeini MM, Ahadiyat A (2013) Predicting habitat distribution of five heteropteran pest species in Iran. J Insect Sci 13(116):1–16. https://doi.org/10.1673/2F031.013.11601
Speight MR (2005) Sampling insects from tree: shoots, stems, and trunk. In: Leather S (ed) Insect sampling in forest ecosystems. Blackwell, London, pp 77–115
Tillman PG, Aldrich JR, Khrimian A, Cottrell TE (2010) Pheromone attraction and cross-attraction of Nezara, Acrosternum, and Euschistus spp. stink bugs (Heteroptera: Pentatomidae) in the field. Environ Entomol 39(2):610–617. https://doi.org/10.1603/EN09114
Willrich MM, Leonard BR, Cook DR (2003) Laboratory and field evaluations of insecticide toxicity to stink bugs (Heteroptera: Pentatomidae). J Cotton Sci 7(4):156–163
Acknowledgements
We thank the Hayk Mirzayans Insect Museum (Iranian Research Institute of Plant Protection, Tehran, Iran) for sharing the heteropteran stink bugs’ specimens. We are highly grateful to Prof. D. Rider, North Dakota State University, for examination and identification of the stink bugs specimens. Same goes for The Agricultural Services Center in Kerman province that provided sampling facilities.
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Tavanpour, T., Sarafrazi, A., Mehrnejad, M.R. et al. Distribution modelling of Acrosternum spp. (Hemiptera: Pentatomidae) in south of Iran. Biologia 74, 1627–1635 (2019). https://doi.org/10.2478/s11756-019-00266-3
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DOI: https://doi.org/10.2478/s11756-019-00266-3