Abstract
Species distribution models are increasingly used in regional biodiversity assessments, pest management strategies, conservation biology, ecology and evolution. The Maximum Entropy model was applied to predict the potential distribution of four egg parasitoids, e.g., Psix saccharicola, Trissolcus agriope, Trissolcus basalis and Trissolcus volgensis (all Hymenoptera: Scelionidae) in Kerman province, south of Iran. Presence records of the species sampled during 2012–2014 were used alongside with seven environmental predictors. Besides describing the climatic profile of the species, the contribution percentage of the bioclimatic variables was explored. The accuracy and performance of distribution models were also evaluated by the area under receiver operating characteristic curve (AUC) index. According to Jackknife, the minimum temperature of the coldest month was the most important predictor for the P. saccharicola distribution model. The temperature annual range and the minimum temperature of the coldest quarter were the most effective variables of species distribution for T. agriope and T. basalis, respectively. The mean diurnal range was the most important environmental factor for T. volgensis. The AUC values, based on training data, were 0.87 for P. saccharicola, 0.92 for T. agriope, 0.95 for T. basalis, and 0.89 for T. volgensis, confirming the high accuracy of MaxEnt in predicting the distribution model of these scelionid wasps.
Acknowledgements
We are grateful to Prof. N.F. Johnson, the Ohio State University, for examination and identification of the wasp specimens. We thank the Agricultural Services Centers in Kerman province for providing of sampling facilities.
References
Amir-Maafi M. & Parker B.L. 2003. Efficiency of Trissolcus spp. (Hym.: Scelionidae) as an egg parasitoids of Eurygaster integriceps Puton (Het.: Scutelleridae) in Iran. Arab. J. Plant Protection 21: 69–72.Search in Google Scholar
Amir-Maafi M. & Parker B.L. 2011. Biological parameters of the egg parasitoid Trissolcus grandis (Hym.: Scelionidae) on Eurygaster integriceps (Hem.: Scutelleridae). J. Entomol. Soc. Iran 30 (2): 67–81.Search in Google Scholar
Awadalla S.S. 1996. Influence of temperature and age of Nezara viridula L. eggs on the scelionid egg parasitoid, Trissolcus megalocephalus (Ashm.) (Hym. Scelionidae). J. Appl. Entomol. 120: 445-448. DOI: 10.1111/j.1439-0418.1996.tb01634.x10.1111/j.1439-0418.1996.tb01634.xSearch in Google Scholar
Bakhtiyari S. 1998. Complete Atlas of Gitashenasi. Tehran, Iran: Gitashenasi Geographic and Cartography Institute, pp. 1–28.Search in Google Scholar
Bin F. & Johnson N.F. 1982. Potential of Telenominae in biocontrol with egg parasitoids (Hym., Scelionidae). Colloques de l’INRA 9: 275–287.Search in Google Scholar
Bolle H.J. (ed.) 2003. Mediterranean Climate: Variability and Trends. Springer-Verlag, Berlin Heidelberg, 372 pp. DOI: 10.1007/978-3-642-55657-9. ISBN: 3-540-43838-610.1007/978-3-642-55657-9Search in Google Scholar
Cantón-Ramos J.M. & Callejón-Ferre A.J. 2010. Raising Trissolcus basalis for the biological control of Nezara viridula in greenhouses of Almería (Spain). Afr. J. Agric. Res. 5 (23): 3207–3212. DOI: 10.5897/AJAR10.65110.5897/AJAR10.651Search in Google Scholar
Corręa-Ferreira B.S. 2002. Trissolcus basalis para o controle de percevejos da soja, pp. 449–476. In: Parra J.R.R., Botelho P.S., Corręa-Ferreira B.S. & Bento J.M. (eds), Controle Biológico no Brasil: Parasitóides e Predadores. São Paulo, Manole, 609 pp. ISBN: 8520415547Search in Google Scholar
Corręa-Ferreira B. & Zamataro C.E.O. 1989. Reproductive capacity and longevity of the egg parasitoids Trissolcus basalis (Wollaston) and Trissolcus mitsukurii Ashmead (Hymenoptera: Scelionidae). Rev. Bras. Biol. 49 (2): 621–626.Search in Google Scholar
Cusumano A., Peri E., Vinson S.B. & Colazza S. 2011. Intraguild interactions between two egg parasitoids exploring host patches. BioControl 56 (2): 173–184. DOI: 10.1007/s10526-010-9320-z10.1007/s10526-010-9320-zSearch in Google Scholar
de Pauw E.D., Gaffari A. & Gasemi V. 2002. Agro-climatic Zone Maps of Iran. Seed and Plant Improvement Research Institute (SPII), 44 pp.Search in Google Scholar
Doutt R.L., Annecke D.P. & Tremblay E. 1976. Biology and host relationships in parasitoids, pp. 143–168. In: Huffaker C.B. & Messenger P.S. (eds), Theory and Practice of Biological Control, Academic Press, New York, 788 pp. ISBN: 978-012-360350-010.1016/B978-0-12-360350-0.50012-XSearch in Google Scholar
Ehler L.E. 2002. An evaluation of some natural enemies of Nezara viridula (Heteroptera: Pentatomidae) in northern California. BioControl 47: 309-325. DOI: 10.1023/A:101489502845110.1023/A:1014895028451Search in Google Scholar
Elith J., Graham C.H., Anderson R.P., Dudik M., Ferrier S., Guisan A., Hijmans R.J., Huettmann F., Leathwick J.R., Lehmann A., Li J., Lohmann L.G., Loiselle B.A., Manion G., Moritz C., Nakamura M., Nakazawa Y., Overton J.M., Peterson A.T., Phillips S.J., Richardson K., Scachetti-Pereira R., Schapire R.E., Soberon J., Williams S., Wisz M.S. & Zimmermann N.E. 2006. Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29: 129–151. DOI: 10.1111/j.2006.0906-7590.04596.x10.1111/j.2006.0906-7590.04596.xSearch in Google Scholar
Erfanfar D., Sarafrazi A., Nouri Ghanbalani G., 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.Search in Google Scholar
Galloway I.D. & Austin A.D. 1983. Revision of the Scelioninae (Hymenoptera: Scelionidae) in Australia. Aust. J. Zool. 99: 1-138. DOI: 10.1071/AJZS09910.1071/AJZS099Search in Google Scholar
Habibi-Nokhandan M., Sarafrazi A., Shamsipour A. & Imani S. 2012. Modelling and predicting the potential distribution of Pentatomidae in Golestan province of Iran, p. 52. In: Proceedings, the Sixth European Hemiptera Congress, 25–29 June 2012, Blagoevgrad, Bulgaria.Search in Google Scholar
Hashemi Rad H. 2011. Study on egg parasitoids Trissolcus. Agriope & Psix sp. using egg of five Bug species in the laboratory conditions. Acta Hortic. 912: 723–730. DOI: 10.17660/Acta-Hortic.2011.912.10810.17660/Acta-Hortic.2011.912.108Search in Google Scholar
Hoffmann M.P., Davidson N.A., Wilson L.T., Ehler L.E., Jones W.A. & Zalom F.G. 1991. Imported wasp helps control southern green stink bug. Calif. Agric. 45 (3): 20–22.10.3733/ca.v045n03p20Search in Google Scholar
Iranipour S., Nozadbonab Z. & Michaud J.P. 2010. Thermal requirements of Trissolcus grandis (Hymenoptera: Scelionidae), an egg parasitoid of sunn pest. Eur. J. Entomol. 107: 47–53. DOI: 10.14411/eje.2010.00510.14411/eje.2010.005Search in Google Scholar
Jarnevich C.S. & Reynolds L.V. 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. DOI: 10.1007/s10530-010-9798-410.1007/s10530-010-9798-4Search in Google Scholar
Jaryan V., Datta A., Unial S.K., Kumar A., Guota R.C. & Singh R.D. 2013. Modelling potential distribution of Sapium sebiferum – an invasive tree species in western Himalaya. Research communications Curr. Sci. 105 (9): 1282–1288.Search in Google Scholar
Johnson N.F. 1985. Systematics of new world Trissolcus (Hymenoptera: Scelionidae): species related to T. basalis. Can. Entomol. 117: 431–445. DOI: 10.4039/Ent117431-410.4039/Ent117431-4Search in Google Scholar
Johnson N.F. 1992. Catalog of world species of Proctotrupoidea, exclusive of Platygastridae (Hymenoptera). Mem. Am. Entomol. Inst. (Gainesville) 51: 1–825.Search in Google Scholar
Justo H.D., Shepard B.M. & Elsey K.D. 1997. Dispersal of the egg parasitoid Trissolcus basalis (Hymenoptera: Scelionidae) in tomato. J. Agric. Entomol. 14 (2): 139–149.Search in Google Scholar
Kivan M. 1998. Eurygaster integriceps Put. (Heteroptera: Scutelleridae)’nin yumurta parazitoiti Trissolcus semistriatus Nees (Hymenoptera: Scelionidae)’un biyolojisi üzerinde ara stýrmalar [Investigation on the biology of Trissolcus semistriatus Nees (Hymenoptera: Scelionidae), an egg parasitoid of Eurygaster integriceps Put. (Heteroptera: Scutelleridae)]. Türk. Entomol. Derg. 22: 243–257.Search in Google Scholar
Laumann R.A., Blassioli Moraes M.C., Padilha da Silva J., Corręa Vieira A.C., da Silveira S. & Borges M. 2010. Egg parasitoid wasps as natural enemies of the neotropical stink bug Dichelops melacanthus. Vespas parasitoides de ovos como inimigos naturais do percevejo neotropical Dichelops melacanthus. Pesq. Agropec. Bras. 45 (5): 442–449. DOI: 10.1590/S0100-204X201000050000210.1590/S0100-204X2010000500002Search in Google Scholar
Manel S., Williams H.C. & Ormerod S.J. 2001. Evaluating presence-absence models in ecology: the need to account for prevalence. J. Appl. Ecol. 38: 921–931. DOI: 10.1046/j.1365-2664.2001.00647.x10.1046/j.1365-2664.2001.00647.xSearch in Google Scholar
Mehrnejad M.R. 2013. Abundance of parasitoids associated with two major stink bugs on pistachio trees. J. Appl. Entomol. Phytopathol. 81 (1): 83–84.Search in Google Scholar
Mehrnejad M.R. 2014. The Pests of Pistachio Trees in Iran, Natural Enemies and Control. 1st Edn. Rezvani A. (ed.), Sepehr Publication, Tehran, Iran, 271 pp. ISBN: 978-600-6200-16-3 (in Persian)Search in Google Scholar
Mohammadpour M., Jalali M.A., Michaud J.P., Ziaaddini M. & Hashemi Rad H. 2014. Multiparasitism of stink bug eggs: competitive interactions between Ooencyrtus pityocampae and Trissolcus agriope. BioControl. 59: 279–286. DOI: 10.1007/s10526-014-9565-z10.1007/s10526-014-9565-zSearch in Google Scholar
Orr D.B., Russin J.S. & Boethel D.J. 1986. Reproductive biology behavior of Telenomus calvus (Hymenoptera: Scelionidae), a phoretic egg parasitoid of Podisus maculiventris (Hemiptera: Pentatomidae). Can. Entomol. 118: 1063–1072. DOI: 10.4039/Ent1181063-1010.4039/Ent1181063-10Search in Google Scholar
Pacheco D.J.P. & Correa-Ferreira B. 1998. Reproductive potential and longevity of the parasitoid Telenomus podisi Ashmead in eggs of different stinkbug species. An. Soc. Entomol. Bras. 27: 585–591. DOI: 10.1590/S0301-8059199800040001110.1590/S0301-80591998000400011Search in Google Scholar
Panizzi A.R. 1997. Wild hosts of pentatomids: ecological significance and role in their pest status on crops. Annu. Rev. Entomol. 42: 99–122. DOI: 10.1146/annurev.ento.42.1.9910.1146/annurev.ento.42.1.99Search in Google Scholar PubMed
Pearson R.G. 2007. Species’ Distribution Modeling for Conservation Educators and Practitioners. Lessons in Conservation 3: 54–89. Available at http://ncep.amnh.org/lincSearch in Google Scholar
Phillips S.J., Anderson R.P. & Schapire R.E. 2006. Maximum entropy modeling of species geographic distributions. Ecol. Model. 190: 231–256. DOI: 10.1016/j.ecolmodel.2005.03.02610.1016/j.ecolmodel.2005.03.026Search in Google Scholar
Phillips S.J. & Dudik M. 2008. Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 31: 161–175. DOI: 10.1111/j.2007.0906-7590.05203.x10.1111/j.2007.0906-7590.05203.xSearch in Google Scholar
Popovici O. 2005. New Scelionidae species (Hymenoptera, Platy-gasteroidae, Scelionidae) for Romanian’s fauna. Analele Ştiintifice ale Universităţii “Alexandru Ioan Cuza” din Iaşi (Serie nouă). Secţiunea I. Biologie Animală, Tom LI, pp. 103–106.Search in Google Scholar
Rajmohana K. 2006. A checklist of the Scelionidae (Hymenoptera: Platygastroidea) of India. Zoos Print J.21 (12): 2506–2613. DOI: 10.11609/JoTT.ZPJ.1570.2506-1310.11609/JoTT.ZPJ.1570.2506-13Search in Google Scholar
Safavi M. 1973. Cle dé détermination des families d’ Hémiptéres Hétéroteres de l Iran. J. Entomol. Soc. Iran 1 (1): 3-11.Search in Google Scholar
Solhjoy-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. DOI: 10.1111/ens.1206410.1111/ens.12064Search in Google Scholar
Solhjoy-Fard S., Sarafrazi A., Moeini M.M. & Ahadiyat A. 2013. Predicting habitat distribution of five heteropteran pest species in Iran. J. Insect Sci. 13 / Article 116: 1-16. DOI: 10.1673/031.013.11601.10.1673/031.013.11601Search in Google Scholar PubMed PubMed Central
Suntsova M.P. & Shirinyan Z.H.A. 1974. The rearing of egg parasites of the noxious Pentatomid on the eggs of other Pentatomid bugs. Zashch. Rast. 4: 31–32.Search in Google Scholar
Tillman P.G., Aldrich J.R., Khrimian A. & Cottrell T.E. 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. DOI: 10.1603/EN0911410.1603/EN09114Search in Google Scholar PubMed
Velayudhan R. & Senrayan R. 1989. Sib-mating and reproductive strategy of Gryon sp. (Hymenoptera: Scelionidae). Curr. Sci. 58: 824-826.Search in Google Scholar
Wilson C.D., Roberts D. & Reid N. 2011. Applying species distribution modelling to identify areas of high conservation value for endangered species: A case study using Margaritifera margaritifera (L.). Biol. Cons. 144: 821–829. DOI: 10.1016/j.biocon.2010.11.01410.1016/j.biocon.2010.11.014Search in Google Scholar
Xin-Rong L., Hong-Lang X., Jing-Guang Z. & Xin-Ping W. 2004. Long-term ecosystem effects of sand-binding vegetation in the Tengger desert, northern China. Restoration Ecol. 12 (3): 376–390. DOI: 10.1111/j.1061-2971.2004.00313.x10.1111/j.1061-2971.2004.00313.xSearch in Google Scholar
Yasemi M., Sarafrazi A., Tirgari S. & Shojaii M. 2015. Bio geographical distribution of Trissolcus semistriatus Nees (Polygasteroidea: Scelionidae) an egg parasitoid of sunn pest, Eurygaster integriceps puton (Hemiptera: Scutelleridae) in Iran. J. Biol. Envir. Sci. 7 (2): 61–67.Search in Google Scholar
Yoder M.J., Valerio A.A., Polaszek A., Noort S., Manser L. & Johnson N.F. 2014. Monograph of the Afrotropical species of Scelio Latreille (Hymenoptera, Platygastridae), egg parasitoids of acridid grasshoppers (Orthoptera, Acrididae). ZooKeys 380: 1–188. DOI: 10.3897/zookeys.380.575510.3897/zookeys.380.5755Search in Google Scholar PubMed PubMed Central
©2017 Institute of Zoology, Slovak Academy of Sciences
Articles in the same Issue
- Cellular and Molecular Biology
- Potential Ebola drug targets – filling the gap: a critical step forward towards the design and discovery of potential drugs
- Botany
- Comparative seed micromorphology and morphometry of some orchid species (Orchidaceae) belong to the related Anacamptis, Orchis and Neotinea genera
- Botany
- The current state of steppe perennial plants populations: A case study on Iris pumila
- Botany
- Expression, activity of phenylalanine-ammonia-lyase and accumulation of phenolic compounds in Lotus japonicus under salt stress
- Botany
- Molecular characterisation and functional analysis of a cytochrome P450 gene in cotton
- Zoology
- Distribution modelling of four scelionid egg parasitoids of green stink bugs (Hemiptera: Pentatomidae)
- Zoology
- The rediscovery of Orthoceratium lacustre (Scopoli, 1763) (Diptera: Dolichopodidae) in Belgium, with data on its ecology and distribution in the Palaearctic region
- Zoology
- New records of long-legged flies (Diptera: Dolichopodidae) from Armenia, with description of Campsicnemus armeniacus sp. n.
- Zoology
- Redescription of male Sarcophaga disputata (Diptera: Sarcophagidae) using light and electron microscopy
- Zoology
- Effects of food and thermal regimes on body condition indices and skin colouration in corn snakes
- Zoology
- Effectiveness of non-antibiotic stimulators in Japanese quail diet: Gender comparison and economical annex
- Cellular and Molecular Biology
- What we know about the cellular microenvironment of clinically healthy human gingiva? An immunohistochemical and histological study
Articles in the same Issue
- Cellular and Molecular Biology
- Potential Ebola drug targets – filling the gap: a critical step forward towards the design and discovery of potential drugs
- Botany
- Comparative seed micromorphology and morphometry of some orchid species (Orchidaceae) belong to the related Anacamptis, Orchis and Neotinea genera
- Botany
- The current state of steppe perennial plants populations: A case study on Iris pumila
- Botany
- Expression, activity of phenylalanine-ammonia-lyase and accumulation of phenolic compounds in Lotus japonicus under salt stress
- Botany
- Molecular characterisation and functional analysis of a cytochrome P450 gene in cotton
- Zoology
- Distribution modelling of four scelionid egg parasitoids of green stink bugs (Hemiptera: Pentatomidae)
- Zoology
- The rediscovery of Orthoceratium lacustre (Scopoli, 1763) (Diptera: Dolichopodidae) in Belgium, with data on its ecology and distribution in the Palaearctic region
- Zoology
- New records of long-legged flies (Diptera: Dolichopodidae) from Armenia, with description of Campsicnemus armeniacus sp. n.
- Zoology
- Redescription of male Sarcophaga disputata (Diptera: Sarcophagidae) using light and electron microscopy
- Zoology
- Effects of food and thermal regimes on body condition indices and skin colouration in corn snakes
- Zoology
- Effectiveness of non-antibiotic stimulators in Japanese quail diet: Gender comparison and economical annex
- Cellular and Molecular Biology
- What we know about the cellular microenvironment of clinically healthy human gingiva? An immunohistochemical and histological study