Environment-Dependent Control by Trichogramma-Based Preparations Against Ostrinia nubilalis and Helicoverpa armigera: Results from On-Farm Trials in Hungary
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Sites and Design
2.2. Insect Material
2.3. On-Farm Releases of Trichogramma-Based Preparations
2.4. Evaluation Methods
- 0: No damage;
- 1: 1–5 kernels damaged;
- 2: 6–20 kernels damaged;
- 3: More than 20 kernels damaged or an unsellable cob (where damage extends beyond just the cob ends).
2.5. Swarming Data
2.6. Meteorological Data
2.7. Statistical Analysis
2.7.1. Model for the Damages Caused by European Corn Borer (ECB)
2.7.2. Model for the Damages Caused by Cotton Bollworm (CBW)
3. Results
3.1. ECB
3.2. CBW
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Birkás, M. A kukorica talajkímélő művelése. Gyak. Agrofórum 2000, 11, 26–30. (In Hungarian) [Google Scholar]
- Arias-Martín, M.; Haidukowski, M.; Farinós, G.P.; Patiño, B. Role of Sesamia nonagrioides and Ostrinia nubilalis as Vectors of Fusarium spp. and Contribution of Corn Borer-Resistant Bt Maize to Mycotoxin Reduction. Toxins 2021, 13, 780. [Google Scholar] [CrossRef] [Scilit]
- Faostat. Available online: https://www.fao.org/faostat/en/#data/QCL (accessed on 11 October 2025).
- Meissle, M.; Mouron, P.; Musa, T.; Bigler, F.; Pons, X.; Vasileiadis, V.P.; Otto, S.; Anitchi, D.; Kiss, J.; Pálinkás, Z.; et al. Pests, pesticide use and alternative options in European maize production: Current status and future prospects. J. Appl. Entomol. 2010, 134, 357–375. [Google Scholar] [CrossRef] [Scilit]
- Huzsvai, L.; Fejér, P.; Illés, Á.; Bojtor, C.; Bojté, C.; Horváth, É.; Demeter, C. Analysis of sweet corn nutritional values using multivariate statistical methods. Acta Agrar. Debreceniensis 2021, 1, 103–108. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Keszthelyi, S. Szántóföldi Növények Kártevői; Agroinform Kiadó: Budapest, Hungary, 2016; pp. 163–176. [Google Scholar]
- Darvas, B.; Bánáti, H.; Takács, E.; Lauber, É.; Szécsi, Á.; Székács, A. Relationships of Helicoverpa armigera, Ostrinia nubilalis and Fusarium verticillioides on MON 810 Maize. Insects 2011, 2, 1–11. [Google Scholar] [CrossRef] [Scilit]
- Trotuş, E.; Buburuz, A.-A.; Ursache, P.L. New data regarding the appearance, evolution and the attack produced by Ostrinia nubilalis Hbn. species, at maize crop, under the center of Moldavia conditions. Rom. Agric. Res. 2018, 35, 229–236. [Google Scholar] [CrossRef] [Scilit]
- Svobodová, E.; Trnka, M.; Dubrovský, M.; Semerádová, D.; Eitzinger, J.; Žalud, Z.; Štěpánek, P. Pests occurrence model in current climate—Validation study for European Domain. Acta Univ. Agric. Silvic. Mendel. Brun. 2013, 61, 205–214. [Google Scholar] [CrossRef] [Scilit]
- Szőke, C.; Zsubori, Z.; Pók, I.; Rácz, F.; Illés, O.; Szegedi, I. Significance of the European corn borer (Ostrinia nubilalis Hübn.) in maize production. Acta Agron. Hung. 2002, 50, 447–461. [Google Scholar] [CrossRef] [Scilit]
- Firempong, S.; Zalucki, M.P. Host Plant Preferences of Populations of Helicoverpa-Armigera (Hubner) (Lepidoptera, Noctuidae) From Different Geographic Locations. Aust. J. Zool. 1989, 37, 665–673. [Google Scholar] [CrossRef] [Scilit]
- Talekar, N.S.; Opeña, R.T.; Hanson, P. Helicoverpa armigera management: A review of AVRDC’s research on host plant resistance in tomato. Crop Prot. 2006, 25, 461–467. [Google Scholar] [CrossRef] [Scilit]
- Hemati, S.A.; Naseri, B.; Nouri Ganbalani, G.; Rafiee Dastjerdi, H.; Golizadeh, A. Effect of different host plants on nutritional indices of the pod borer, Helicoverpa armigera. J. Insect Sci. 2012, 12, 55. [Google Scholar] [CrossRef] [Scilit]
- Riaz, S.; Johnson, J.B.; Ahmad, M.; Fitt, G.P.; Naiker, M. A review on biological interactions and management of the cotton bollworm, Helicoverpa armigera (Lepidoptera: Noctuidae). J. Appl. Entomol. 2021, 145, 467–498. [Google Scholar] [CrossRef] [Scilit]
- Dourado, P.M.; Pantoja-Gomez, L.M.; Horikoshi, R.J.; Carvalho, R.A.; Omoto, C.; Corrêa, A.S.; Kim, J.H.; Martinelli, S.; Head, G.P. Host plant use of Helicoverpa spp. (Lepidoptera: Noctuidae) in the Brazilian agricultural landscape. Pest Manag. Sci. 2021, 77, 780–794. [Google Scholar] [CrossRef] [Scilit]
- Yang, L.; Li, M.; Liu, J.; Zeng, J.; Lu, Y. Long-term expansion of cereal crops promotes regional population increase of polyphagous Helicoverpa armigera. J. Pest Sci. 2025, 98, 131–144. [Google Scholar] [CrossRef] [Scilit]
- Keszthelyi, S. Gyapottok-bagolylepke (Helicoverpa armigera). Agrofórum 2015, 26, 30–31. [Google Scholar]
- Mingotti Dias, P.; de Souza Loureiro, E.; Amorim Pessoa, L.G.; Mendes de Oliveira Neto, F.; de Souza Tosta, R.A.; Teodoro, P.E. Interactions between Fungal-Infected Helicoverpa armigera and the Predator Chrysoperla externa. Insects 2019, 10, 309. [Google Scholar] [CrossRef] [Scilit]
- Szeőke, K. Károkozó Rovarok a Mezőgazdaságban; Hajnalpír Kiadó: Székesfehérvár, Hungary, 2015; pp. 40–90. [Google Scholar]
- Colvin, J.; Gavin Gatehouse, A. Migration and genetic regulation of the pre-reproductive period in the Cotton-bollworm moth, Helicoverpa armigera. Heredity 1993, 70, 407–412. [Google Scholar] [CrossRef] [Scilit]
- Jyothi, P.; Aralimarad, P.; Wali, V.; Dave, S.; Bheemanna, M.; Ashoka, J.; Shivayogiyappa, P.; Lijm, K.S.; Chapman, J.W.; Sane, S.P. Evidence for facultative migratory flight behavior in Helicoverpa armigera (Noctuidae: Lepidoptera) in India. PLoS ONE 2021, 16, e0245665. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Keszthelyi, S.; Nowinszky, L.; Puskás, J. The growing abundance of Helicoverpa armigera in Hungary and its areal shift estimation. Cent. Eur. J. Biol. 2013, 8, 756–764. [Google Scholar] [CrossRef] [Scilit]
- Huang, J.; Li, J. Effects of climate change on overwintering pupae of the cotton bollworm, Helicoverpa armigera (Hübner) (Lepidoptera: Noctuidae). Int. J. Biometeorol. 2015, 59, 863–876. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shimizu, K.; Fujisaki, K. Timing of diapause induction and overwintering success in the cotton bollworm Helicoverpa armigera (Hb.) (Lepidoptera: Noctuidae) under outdoor conditions in temperate Japan. Appl. Entomol. Zool. 2006, 41, 151–159. [Google Scholar] [CrossRef] [Scilit]
- Mironidis, G.K.; Stamopoulos, D.C.; Savopoulou-Soultani, M. Overwintering survival and spring emergence of Helicoverpa armigera (Lepidoptera: Noctuidae) in Northern Greece. Environ. Entomol. 2010, 39, 1068–1084. [Google Scholar] [CrossRef] [Scilit]
- Keszthelyi, S. A Változó Klíma és Termesztéstechnológia Hatása a Szántóföldi Kultúrák Kártevőire; Agrofórum Kiadó, Magyarország: Szekszárd, Hungary, 2018; pp. 8–13. [Google Scholar]
- Knutson, A. The Trichogramma Manual; Texas Agricultural Extension Service: College Station, TX, USA, 1998; pp. 5–20. [Google Scholar]
- Nagarkatti, S.; Nagaraja, H. Biosystematics of Trichogramma and Trichogrammatoidea Species. Annu. Rev. Entomol. 1977, 22, 157–176. [Google Scholar] [CrossRef] [Scilit]
- Pinto, J.D. Systematics of the North American species of Trichogramma Westwood (Hymenoptera: Trichogrammatidae). Mem. Entomol. Soc. Wash. 1999, 22, 1–287. [Google Scholar]
- Heimpel, G.E.; de Boer, J. G Sex Determination in the Hymenoptera. Annu. Rev. Entomol. 2008, 53, 209–230. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zou, Y.; Geuverink, E.; Beukeboom, L.W.; Verhulst, E.C.; van de Zande, L. A chimeric gene paternally instructs female sex determination in the haplodiploid wasp Nasonia. Science 2020, 370, 1115–1118. [Google Scholar] [CrossRef] [Scilit]
- Lewis, W.J.; Nordlund, D.A.; Gueldner, R.C.; Teal, P.E.A.; Tumlinson, J.H. Kairomones and their use for management of entomophagous insects. J. Chem. Ecol. 1982, 8, 1323–1331. [Google Scholar] [CrossRef] [Scilit]
- Jervis, M.A.; Kidd, N.A.C.; Walton, M. A review of methods for determining dietary range in adult parasitoids. Entomophaga 1992, 37, 565–574. [Google Scholar] [CrossRef] [Scilit]
- Ellers, J.; Sevenster, J.G.; Driessen, G. Egg Load Evolution in Parasitoids. Am. Nat. 2000, 156, 650–665. [Google Scholar] [CrossRef]
- Farahani, H.K.; Ashouri, A.; Zibaee, A.; Abroon, P.; Alford, L. The effect of host nutritional quality on multiple components of Trichogramma brassicae fitness. Bull. Entomol. Res. 2016, 106, 633–641. [Google Scholar] [CrossRef] [Scilit]
- Giron, D.; Pincebourde, S.; Casas, J. Lifetime gains of host-feeding in a synovigenic parasitic wasp. Physiol. Entomol. 2004, 29, 436–442. [Google Scholar] [CrossRef] [Scilit]
- Godfray, H.C.J. Parasitoids: Behavioral and Evolutionary Ecology; Princeton University Press: Princeton, NJ, USA, 1994; pp. 129–131. [Google Scholar]
- Flanders, S.E. Mass Production of Egg Parasites of the Genus Trichogramma. Hilgardia 1930, 4, 465–501. [Google Scholar] [CrossRef] [Scilit]
- Hassan, S.A. The mass rearing and utilization of Trichogramma to control lepidopterous pests: Achievements and outlook. Pestic. Sci. 1993, 37, 387–391. [Google Scholar] [CrossRef] [Scilit]
- Boivin, G. Overwintering Strategies of Egg Parasitoid. In Biological Control with Egg Parasitoids; CAB International: Oxfordshire, UK, 1994; pp. 219–244. [Google Scholar]
- Keszthelyi, S.; Nagy, B.; Vasas, L.; Mile, L.; Szabó, Z. A kukoricamoly (Ostrinia nubilalis Hbn.). Gyak. Agroórum 2003, 14, 31–44. [Google Scholar]
- Razinger, J.; Vasileiadis, V.P.; Giraud, M.; van Dijk, W.; Modic, Š.; Sattin, M.; Urek, G. On-farm evaluation of inundative biological control of Ostrinia nubilalis (Lepidoptera: Crambidae) by Trichogramma brassicae (Hymenoptera: Trichogrammatidae) in three European maize-producing regions: Inundative biological control of Ostrinia nubilalis by Trichogramma brassicae. Pest Manag. Sci. 2016, 2, 246–254. [Google Scholar] [CrossRef] [Scilit]
- Mills, N. Parasitoids. In Encyclopedia of Insects; Academic Press: Cambridge, MA, USA, 2009; pp. 748–751. [Google Scholar] [CrossRef] [Scilit]
- Consoli, F.L.; Parra, J.R.P.; Zucchi, R.A. Egg Parasitoids in Agroecosystems with Emphasis on Trichogramma; Springer Science & Business Media: Berlin/Heidelberg, Germany, 2010; pp. 1–285. [Google Scholar]
- Smith, S.M. Biological Control with Trichogramma: Advances, Successes, and Potential of Their Use. Annu. Rev. Entomol. 1996, 41, 375–406. [Google Scholar] [CrossRef]
- Zang, L.-S.; Wang, S.; Zhang, F.; Desneux, N. Biological Control with Trichogramma in China: History, Present Status, and Perspectives. Annu. Rev. Entomol. 2021, 66, 463–484. [Google Scholar] [CrossRef] [Scilit]
- Navik, O.; Yele, Y.; Kedar, S.C.; Sushil, S.N. Biological control of fall armyworm Spodoptera frugiperda (JE Smith) using egg parasitoids, Trichogramma species (Hymenoptera: Trichogrammatidae): A review. Egypt. J. Biol. Pest Control 2023, 33, 118. [Google Scholar] [CrossRef] [Scilit]
- Gavara, J.; Cabello, T.; Gámez, M.; Bastin, S.; Hernández-Suárez, E.; Piedra-Buena, A. Evaluation and Selection of New Trichogramma spp. as Biological Control Agents of the Guatemalan Potato Moth (Tecia solanivora) in Europe. Insects 2023, 14, 679. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Basso, C.; Chiaravalle, W.; Maignet, P. Effectiveness of Trichogramma pretiosum in controlling lepidopterous pests of soybean crops. Agrociencia Urug. 2020, 24, SPE2. [Google Scholar] [CrossRef] [Scilit]
- Hassan, S.A. Strategies to select Trichogramma species for use in biological control. Biol. Control Egg Parasit. 1994, 41–58. [Google Scholar]
- Wang ZhenYing, W.Z.; He KangLai, H.K.; Yan Su, Y.S. Large-scale augmentative biological control of Asian corn borer using Trichogramma in China: A success story. In Proceedings of the Second International Symposium on Biological Control of Arthropods, Davos, Switzerland, 12–16 September 2005; pp. 487–494. [Google Scholar]
- Liu, B.; Yang, L.; Yang, F.; Wang, Q.; Yang, Y.; Lu, Y.; Gardiner, M.M. Landscape diversity enhances parasitism of cotton bollworm (Helicoverpa armigera) eggs by Trichogramma chilonis in cotton. Biol. Control 2016, 93, 15–23. [Google Scholar] [CrossRef] [Scilit]
- Irshad, R.; Yousuf, M.; Ikram, M. Role of Trichogramma in biological control of pests in India: A concise review. J. Biol. Control 2025, 39, 1–13. [Google Scholar] [CrossRef] [Scilit]
- Yadav, D.N.; Patel, R.C.; Patel, D.S. Impact of inundative release of Trichogramma Chilonis ishii against Heliothis Armigera (Hbn.) in Gujarat. J. Ent. Res. 1985, 9, 153–159. [Google Scholar] [CrossRef] [Scilit]
- Venkatesan, T.; Jalali, S.K. Development, characterization and field assessment of multiple insecticides and high temperature tolerant strain of an egg parasitoid, Trichogramma chilonis Ishii against crop pests. In New Horizons in Insect Science: Towards Sustainable Pest Management; Springer: New Delhi, India, 2015; pp. 327–345. [Google Scholar]
- Dahlan, A.N.; Gordh, G. Development of Trichogramma australicurn Girault (Hymenoptera: Trichogrammatidae) on Helicoverpa armigera (Hubner) Eggs (Lepidoptera: Noctuidae). Aust. J. Entomol. 1996, 35, 337–344. [Google Scholar] [CrossRef] [Scilit]
- Davies, A.P.; Carr, C.M.; Scholz, B.C.G.; Zalucki, M.P. Using Trichogramma Westwood (Hymenoptera: Trichogrammatidae) for insect pest biological control in cotton crops: An Australian perspective. Aust. J. Entomol. 2011, 50, 424–440. [Google Scholar] [CrossRef] [Scilit]
- El-Wakeil, N.E. Evaluation of efficiency of Trichogramma evanescens reared on different factitious hosts to control Helicoverpa armigera. J. Pest Sci. 2007, 80, 29–34. [Google Scholar] [CrossRef] [Scilit]
- Li, L. Worldwide use of Trichogramma for biological control on different crops: A survey. Biol. Control Egg Parasit. 1994, 37–53. [Google Scholar]
- Parra, J.R.P.; Coelho Junior, A.; Geremias, L.D.; Bertin, A.; Ramos, C.J. Criação de Anagasta Kuehniella, em Pequena Escala, Para Produção de Trichogramma; Occasio: Piracicaba, Brazil, 2014. [Google Scholar]
- Pereira, F.P.; Reigada, C.; Diniz, A.J.F.; Parra, J.R.P. Potential of Two Trichogrammatidae species for Helicoverpa armigera control. Neotrop. Entomol. 2019, 48, 966–973. [Google Scholar] [CrossRef] [Scilit]
- Hluchỳ, M.; Bagar, M.; Broklová, M.; Kalmán, S.; László, G.; Tamašek, Z. The results of the testing a product based on Trichogramma sp. the European corn borer eggs Ostrinia nubilalis Hbn. and cotton bollworm Helicoverpa armigera Hbn. in maize. in Book of Abstracts. In Proceedings of the XVIth Slovak and Czech Plant Protection Conference, Nitra, Slovakia, 16–17 September 2003. [Google Scholar]
- Bzowska-Bakalarz, M.; Bulak, P.; Bereś, P.K.; Czarnigowska, A.; Czarnigowski, J.; Pniak, M.; Karamon, B.; Bieganowski, A. Using gyroplane for application of Trichogramma spp. against the European corn borer in maize. Pest Manag. Sci. 2020, 76, 2243–2250. [Google Scholar] [CrossRef] [Scilit]
- Hoffmann, M.P.; Wright, M.G.; Pitcher, S.A.; Gardner, J. Inoculative releases of Trichogramma ostriniae for suppression of Ostrinia nubilalis (European corn borer) in sweet corn: Field biology and population dynamics. Biol. Control 2002, 25, 249–258. [Google Scholar] [CrossRef] [Scilit]
- Burgio, G.; Maini, S. Control of European corn borer in sweet corn by Trichogramma brassicae Bezd. (Hym., Trichogrammatidae). J. Appl. Entomol. 1995, 119, 83–87. [Google Scholar] [CrossRef] [Scilit]
- Hussain, D.; Hussain, A.; Qasim, M.; Khan, J. Insecticidal susceptibility and effectiveness of Trichogramma chilonis as parasitoids of tomato fruit borer, Helicoverpa armigera. Pak. J. Zool. 2025, 47, 1427–1432. [Google Scholar]
- Oztemiz, S.; Karacaoglu, M.; Yarpuzlu, F. Parasitization Rate of Helicoverpa armigera Hübner (Lepidoptera: Noctuidae) Eggs After Field Releases of Trichogramma evanescens Westwood (Hymenoptera: Trichogrammatidae) in Cotton in Cukurova Region of Turkey-. J. Kans. Entomol. Soc. 2009, 82, 183–193. [Google Scholar] [CrossRef] [Scilit]
- Bognár, S. Adatok az almamoly magyarországi természetes ellenségeiről és szerepükről. (Data concerning the natural enemies of the apple moth in Hungary and their role). Kert. És Szőlészeti Főisk. Évkönyve 1962, 26, 31–43. [Google Scholar]
- Nagy, B. The possible role of entomophagous insects in the genetic control of the codling moth, with special reference to Trichogramma. Entomophaga 1973, 18, 185–191. [Google Scholar] [CrossRef] [Scilit]
- Reichart, G. Adatok a magyarországi gyümölcsösök sodrómolyainak ismeretéhez. Data Referring Knowl. Fruit Tree Leaf Roll. Hung. Orchards. Ujabb Véd. Eljárások Kert. Kártevők És Bet. Ellen; Mezőgazdasági Kiadó: Budapest, Hungary, 1953; pp. 21–43. [Google Scholar]
- Csengeri, E.; Molnár, K.; Krizsán, P.; Gombos, B. Efficacy of egg parasitic wasps (Trichoplus capsules) in the insect pest control of sweet corn. Res. J. Agric. Sci. 2023, 55, 44–51. [Google Scholar]
- Kazmer, D.J.; Luck, R.F. Field Tests of the Size-Fitness Hypothesis in the Egg Parasitoid Trichogramma Pretiosum. Ecology 1995, 76, 412–425. [Google Scholar] [CrossRef] [Scilit]
- Mannan, A.; Iqbal, N.; Randhawa, A.H.; Qadeer, A. Impact of egg parasitoid of Trichogramma cards on growth yield and quality of sugarcane at different intervals. Sarhad J. Agric. 2024, 40, 972–979. [Google Scholar] [CrossRef] [Scilit]
- Dionne, A.; Khelifi, M. A novel Trichogramma ostriniae release system to control Ostrinia nubilalis in sweet corn. Appl. Eng. Agric. 2024, 40, 577–588. [Google Scholar] [CrossRef] [Scilit]
- Kienzle, J.; Zimmermann, O.; Wührer, B.; Triloff, P.; Morhard, J.; Landsgesell, E.; Zebitz, C.P.W. New species and new methods of application—A new chance for Trichogramma in codling moth control. In Proceedings of the Ecofruit. 15th International Conference on Organic Fruit-Growing, Hohenheim, Germany, 20–22 February 2012. [Google Scholar]
- Abbas, S.S.; Shahzad, M.F.; Iqbal, J.; Ullah, A.; Batool, A.; Nadeem, M.; Hafeez-ur-Rehman, M.K. Trichogramma chilonis as Parasitoid: An Eco-friendly Approach Against Tomato Fruit Borer, Helicoverpa armigera. J. Agric. Sci. 2020, 12, 167. [Google Scholar] [CrossRef] [Scilit]
- Lipiec, J.; Medvedev, V.V.; Birkás, M.; Dumitru, E.; Lyndina, T.E.; Rousseva, S.; Fulajtar, E. Effect of soil compaction on root growth and crop yield in Central and Eastern Europe. Int. Agrophysics 2003, 17, 61–69. [Google Scholar]
- Van den Akker, J.J.; Arvidsson, J.; Horn, R. Introduction to the special issue on experiences with the impact and prevention of subsoil compaction in the European Union. Soil Tillage Res. 2003, 73, 1–8. [Google Scholar]
- Slawinski, C.; Cymerman, J.; Witkowska-Walczak, B.; Lamorski, K. Impact of diverse tillage on soil moisture dynamics. Int. Agrophysics 2012, 26, 301–309. [Google Scholar] [CrossRef] [Scilit]
- Martel, V.; Johns, R.C.; Jochems-Tanguay, L.; Jean, F.; Maltais, A.; Trudeau, S.; St-Onge, M.; Cormier, D.; Smith, S.M.; Boisclair, J. The Use of UAS to Release the Egg Parasitoid Trichogramma spp. (Hymenoptera: Trichogrammatidae) Against an Agricultural and a Forest Pest in Canada. J. Econ. Entomol. 2021, 114, 1867–1881. [Google Scholar] [CrossRef] [Scilit]
- Song, C.; Wang, Q.; Wang, G.; Liu, L.; Zhang, T.; Han, J.; Lan, Y. Study on the Design and Experiment of Trichogramma Ball Delivery System Based on Agricultural Drone. Drones 2023, 7, 632. [Google Scholar] [CrossRef] [Scilit]
- Gundreddy, R.R.; Alekhya, G.; Vidya Madhuri, E.; Jayanth, B.V.; Darjee, S.; Shashikala, M.; Thirupam, B.; Gaddam, N.R. Actuation Drones in Agriculture: Advancing Precision Pest Management through Biocontrol and Modern Techniques. J. Exp. Agric. Int. 2024, 46, 825–835. [Google Scholar] [CrossRef] [Scilit]
- Brooks, M.E.; Kristensen, K.; Van Benthem, K.J.; Magnusson, A.; Berg, C.W.; Nielsen, A.; Skaug, H.J.; Mächler, M.; Bolker, B.M. glmmTMB balances speed and flexibility among packages for zero-inflated generalized linear mixed modeling. R J. 2017, 9, 378–400. [Google Scholar] [CrossRef] [Scilit]
- McGillycuddy, M.; Popovic, G.; Bolker, B.M.; Warton, D.I. Parsimoniously fitting large multivariate random effects in glmmTMB. J. Stat. Softw. 2025, 112, 1–19. [Google Scholar] [CrossRef] [Scilit]
- Bürkner, P.C. brms: An R package for Bayesian multilevel models using Stan. J. Stat. Softw. 2017, 80, 1–28. [Google Scholar] [CrossRef] [Scilit]
- Bürkner, P.C. Advanced Bayesian Multilevel Modeling with the R Package brms. R J. 2018, 10, 395–411. [Google Scholar] [CrossRef] [Scilit]
- Bürkner, P.C. Bayesian Item Response Modeling in R with brms and Stan. J. Stat. Softw. 2021, 100, 1–54. [Google Scholar] [CrossRef] [Scilit]
- Gelman, A.; Goodrich, B.; Gabry, J.; Vehtari, A. R-Squared for Bayesian Regression Models; The American Statistician: Alexandria, VA, USA, 2019. [Google Scholar]
- Dionne, A.; Khelifi, M.; Todorova, S.; Boivin, G. Design and testing of a boom sprayer prototype to release Trichogramma ostriniae (Hymenoptera: Trichogrammatidae) in sweet corn for biocontrol of Ostrinia nubilalis (Hübner) (Lepidoptera: Crambidae). Trans. ASABE 2018, 61, 1867–1879. [Google Scholar] [CrossRef] [Scilit]
- Cherif, A.; Mansour, R.; Attia-Barhoumi, S.; Zappalà, L.; Grissa-Lebdi, K. Effectiveness of Different Release Rates of Trichogramma Cacoeciae (Hymenoptera: Trichogrammatidae) against Tuta Absoluta (Lepidoptera: Gelechiidae) in Protected and Open Field Tomato Crops in Tunisia. Biocontrol Sci. Technol. 2019, 29, 149–161. [Google Scholar] [CrossRef] [Scilit]
- Wang, Y.; Hou, Y.Y.; Iqbal, A.; Wang, S.; Monticelli, L.S.; Desneux, N.; Zang, L.S. Inundative Release of Trichogramma Dendrolimi at Different Developmental Stages Enhances the Control Efficacy over Ostrinia Furnacalis. J. Pest Sci. 2024, 97, 1889–1898. [Google Scholar] [CrossRef] [Scilit]
- Yan, Z.; Yue, J.J.; Yang, C.Y. Potential Use of Trichogramma Pintoi as a Biocontrol Agent Against Heortia Vitessoides (Lepidoptera: Pyralidae). J. Econ. Entomol. 2020, 113, 654–659. [Google Scholar] [CrossRef] [Scilit]
- Tayat, E.; Özder, N. Preference study of Trichogramma pintoi (Voegele) (Hymenoptera:Trichogrammatidae) on host eggs of different ages and species. Mustafa Kemal Üniversitesi Tarım Bilim. Derg. 2023, 28, 355–362. [Google Scholar] [CrossRef] [Scilit]
- Tabebordbar, F.; Shishehbor, P.; Ebrahimi, E.; Polaszek, A.; Riddick, E.W. Parasitoid age and host age interact to improve life history parameters and rearing of Trichogramma euproctidis. Biocontrol Sci. Technol. 2022, 32, 267–280. [Google Scholar] [CrossRef] [Scilit]
- Atashi, N.; Shishehbor, P.; Seraj, A.A.; Rasekh, A.; Hemmati, S.A.; Riddick, E.W. Effects of Helicoverpa armigera Egg Age on Development, Reproduction, and Life Table Parameters of Trichogramma euproctidis. Insects 2021, 12, 569. [Google Scholar] [CrossRef] [Scilit]
- Kalyebi, A.; Overholt, W.A.; Schulthess, F.; Mueke, J.M.; Sithanantham, S. The effect of temperature and humidity on the bionomics of six African egg parasitoids (Hymenoptera: Trichogrammatidae). Bull. Entomol. Res. 2006, 96, 305–314. [Google Scholar] [CrossRef] [Scilit]
- Fournier, F.; Pelletier, D.; Vigneault, C.; Goyette, B.; Boivin, G. Effect of Barometric Pressure on Flight Initiation by Trichogramma pretiosum and Trichogramma evanescens (Hymenoptera: Trichogrammatidae). Environ. Entomol. 2005, 34, 1534–1540. [Google Scholar] [CrossRef] [Scilit]
- Bigler, F.; Suverkropp, B.P.; Cerutti, F. Host Searching by Trichogramma and Its Implications for Quality Control and Release. Ecol. Interact. Biol. Control 2019, 15, 240–253. [Google Scholar]
- Pino, M.; Gallego, J.R.; Hernández Suárez, E.; Cabello, T. Effect of Temperature on Life History and Parasitization Behavior of Trichogramma achaeae Nagaraja and Nagarkatti (Hym.: Trichogrammatidae). Insects 2020, 11, 482. [Google Scholar] [CrossRef] [Scilit]
- Smith, S.M.; Wallace, D.R.; Howse, G.; Meating, J. Suppression of spruce budworm populations by Trichogramma minutum Riley, 1982–1986. Mem. Entomol. Soc. Can. 1990, 122, 56–81. [Google Scholar] [CrossRef] [Scilit]
- Rysbekova, A.M.; Taishikov, M.A.; Fazylbekov, R.R.; Beknazarova, Z.B.; Boltayev, M.D.; Alpysbayeva, K.A.; Nikonorov, A.P.; Usmanov, U.T. Automated UAV-based system development to establish encapsulated entomopaghes for pest control in Kazakhstan. Sabro J. Breed. Genet. 2025, 57, 2097-2015. [Google Scholar]
- Zouba, A.; Zougari, S.; Mamay, M.; Kadri, N.; Ben Hmida, F.; Lebdi-Grissa, K. The effect of different oviposition and preadult development temperatures on the biological characteristics of four Trichogramma spp. parasitoids (Hymenoptera: Trichogrammatidae) species. Phytoparasitica 2024, 52, 19. [Google Scholar] [CrossRef] [Scilit]
- Chihrane, J.; Laugé, G.; Hawlitzky, N. Effects of high temperature shocks on the development and biology of Trichogramma brassicae [Hym.: Trichogrammatidae]. Entomophaga 1993, 38, 185–192. [Google Scholar] [CrossRef] [Scilit]
- Negahban, M.; Sedaratian-Jahromi, A.; Ghane-Jahromi, M.; Haghani, M.; Zalucki, M.P. Response of Trichogramma brassicae (Hym.: Trichogrammatidae) to temperature: Utilizing thermodynamic models to describe curvilinear development. Crop Prot. 2021, 143, 105562. [Google Scholar] [CrossRef] [Scilit]
- Ksentini, I.; Herz, A.; Ksantini, M.; Jardak, T.; Hassan, S.A. Temperature and strain effects on reproduction and survival of Trichogramma oleae and Trichogramma cacoeciae (Hymenoptera: Trichogrammatidae). Biocontrol Sci. Technol. 2011, 21, 903–916. [Google Scholar] [CrossRef] [Scilit]
- Park, Y.-K.; Lee, H.-P.; Lee, K.-S. Effect of Temperature on the Biology of Trichogramma dendrolimi (Hymenoptera: Trichogrammatidae) Reared on a Factitious Host, Antheraea pernyi (Lepidoptera: Saturniidae) Egg. J. Asia-Pac. Entomol. 2000, 3, 65–70. [Google Scholar] [CrossRef] [Scilit]
- Haitao, Q.; Bin, C.; Zaolin, Z.; Qiuhui, D. Effect of some environmental and biological factors on reproductive characters of Trichogramma spp. Afr. J. Agric. Res. 2013, 8, 2195–2203. [Google Scholar] [CrossRef] [Scilit]
- Kalyebi, A.; Sithanantham, S.; Overholt, W.A.; Hassan, S.A.; Mueke, J.M. Parasitism, longevity and progeny production of six indigenous Kenyan trichogrammatid egg parasitoids (Hymenoptera: Trichogrammatidae) at different temperature and relative humidity regimes. Biocontrol Sci. Technol. 2005, 15, 255–270. [Google Scholar] [CrossRef] [Scilit]
- Kristensen, N.P.; Schellhorn, N.A.; Hulthen, A.D.; Howie, L.J.; De Barro, P.J. Wind-Borne Dispersal of a Parasitoid: The Process, the Model, and its Validation. Environ. Entomol. 2013, 42, 1137–1148. [Google Scholar] [CrossRef] [Scilit]
- Fournier, F.; Boivin, G. Comparative Dispersal of Trichogramma evanescens and Trichogramma pretiosum (Hymenoptera: Trichogrammatidae) in Relation to Environmental Conditions. Environ. Entomol. 2000, 29, 55–63. [Google Scholar] [CrossRef] [Scilit]
- Berryman, A.A. The theoretical foundations of biological control. In Theoretical Approaches to Biological Control; Cambridge University Press: Cambridge, UK, 1999; pp. 3–21. [Google Scholar]
- Tonğa, A.; Erkek, M.; Ali, J.; Fathipour, Y.; Özder, N. A comparative approach for life history and functional response demonstrates similar survival strategies for Trichogramma evanescens and T. pintoi. Pest Manag. Sci. 2024, 80, 5630–5639. [Google Scholar] [CrossRef] [Scilit]
- Tonğa, A. The link between functional response and longevity of Trichogramma evanescens strains indigenous to Türkiye: A comparative assessment of parameters. J. Appl. Entomol. 2024, 148, 611–623. [Google Scholar] [CrossRef] [Scilit]
- Moezipour, M.; Kafil, M.; Allahyari, H. Functional response of Trichogramma brassicae at different temperatures and relative humidities. Bull. Insectology 2008, 61, 245–250. [Google Scholar]
- Özder, N.; Kara, G. Comparative biology and life tables of Trichogramma cacoeciae, T. brassicae and T. evanescens (Hymenoptera: Trichogrammatidae) with Ephestia kuehniella and Cadra cautella (Lepidoptera: Pyralidae) as hosts at three constant temperatures. Biocontrol Sci. Technol. 2010, 20, 245–255. [Google Scholar] [CrossRef] [Scilit]
- Tabebordbar, F.; Shishehbor, P.; Ebrahimi, E.; Polaszek, A.; Ugine, T.A. Effect of Different Constant Temperatures on Life History and Life Table Parameters of Trichogramma euproctidis (Hymenoptera: Trichogrammatidae). J. Econ. Entomol. 2022, 115, 474–481. [Google Scholar] [CrossRef] [Scilit]
- Nair, A.S. Publication bias—Importance of studies with negative results! Indian J. Anaesth. 2019, 63, 505. [Google Scholar] [CrossRef] [Scilit]
- Song, F.; Hooper, L.; Loke, Y. Publication bias: What is it? How do we measure it? How do we avoid it? Open Access J. Clin. Trials 2013, 5, 71–81. [Google Scholar] [CrossRef] [Scilit]
- Mlinarić, A.; Horvat, M.; Šupak Smolčić, V. Dealing with the positive publication bias: Why you should really publish your negative results. Biochem. Medica 2017, 27, 447–452. [Google Scholar] [CrossRef] [Scilit]



| Location | GPS | Date of Sowing | Variety or Hybrid | Plot Size (ha) | Number of Replicates | Year |
|---|---|---|---|---|---|---|
| Kecskemét | 46°57′28.7″ N 19°38′17.9″ E | 10.04 | Batanga (FAO 320) | 1 | 5 | 2023 |
| Kecskemét | 46°57′51.9″ N 19°37′29.3″ E | 06.04 | Batanga (FAO 320) | 1 | 5 | 2024 |
| Nágocs | 46°38′04.5″ N 17°58′28.5″ E | 12.04 | P9413DUO (FAO 380) | 1.4 | 3 | 2025 |
| Pest | Trichogramma Preparation | Type of the Product | Release Time | Maize Phenology | Mode of the Release | Dosage (pcs/ha) | Individual Number (pcs/ha) | Year |
|---|---|---|---|---|---|---|---|---|
| ECB | TB | card | 09.06 | V8 | manually | 25 | 225.000 | 2023 |
| TSM1 | capsule | 09.06 | V8 | manually | 200 | 240.000 | 2023 | |
| TB | card | 30.05 | V7 | manually | 25 | 225.000 | 2024 | |
| TSM1 | capsule | 30.05 06.06 * | V7 and V8 | manually | 200 | 240.000 | 2024 | |
| TB | capsule | 30.05 12.06 | V6 and V8 | drone | 100 | 100.000 | 2025 | |
| CBW | TSM1 | capsule | 30.06 14.07 | R1 and R2 | manually | 200 | 240.000 | 2023 |
| TSM1 | capsule | 04.07 18.07 | R1 and R2 | manually | 200 | 240.000 | 2024 | |
| TB | capsule | 05.07 20.07 | R1 and R2 | drone | 100 | 100.000 | 2025 | |
| TSM2 | capsule | 05.07 20.07 | R1 and R2 | drone | 100 | 120.000 | 2025 |
| Year | Date of Assessment | Plant Phenology | DAR |
|---|---|---|---|
| 2023 | 29.06 | R1 | 20 |
| 13.07 | R2 | 13 | |
| 04.08 | R4 | 21 | |
| 2024 | 02.07 | R1 | 26 |
| 15.07 | R2 | 12 | |
| 04.08 | R4 | 19 | |
| 2025 | 24.06 | V12 | 12 |
| 07.08 | R4 | 18 |
| Year | Week | Date of Release | Average Mean Weekly Temp (°C) | Number of Days with Maximum Temp > 35 °C | Max. Daily Temp. (°C) | Average Weekly Wind Speed (m/s) | Average Weekly Max. Wind Speed (m/s) | Average Humidity (%) |
|---|---|---|---|---|---|---|---|---|
| 2023 | 09.06–15.06 | 09.06 | 18.0 | 0 | 26.4 | 1.17 | 7.56 | 70.57 |
| 16.06–22.06 | 21.9 | 0 | 33.6 | 1.09 | 7.19 | 66.14 | ||
| 30.06–06.07 | 30.06 | 21.8 | 0 | 31.2 | 1.01 | 7.27 | 71.86 | |
| 07.07–13.07 | 23.3 | 1 | 35.1 | 1.20 | 8.61 | 68.57 | ||
| 14.07–20.07 | 14.07 | 25.1 | 2 | 36.2 | 1.17 | 8.10 | 65.14 | |
| 21.07–27.07 | 21.6 | 1 | 35.1 | 1.64 | 9.37 | 65.29 | ||
| 2024 | 30.05–06.06 | 30.05 | 18.4 | 0 | 28.1 | 1.17 | 9.56 | 77.29 |
| 07.06–13.06 | 06.06 * | 21.5 | 0 | 32.3 | 1.09 | 6.79 | 74.14 | |
| 03.07–09.07 | 03.07 | 23.7 | 2 | 36.8 | 1.31 | 7.97 | 57.71 | |
| 10.07–16.07 | 28.9 | 7 | 39.6 | 1.19 | 9.51 | 61.00 | ||
| 17.07–23.07 | 17.07 | 25.5 | 2 | 37.6 | 1.20 | 7.96 | 66.00 | |
| 24.07–30.07 | 22.5 | 1 | 37.4 | 1.34 | 9.04 | 54.00 | ||
| 2025 | 30.05–05.06 | 30.05 | 22.7 | 0 | 33.3 | 0.23 | 1.31 | 62.70 |
| 06.06–12.06 | 12.06 | 21.5 | 0 | 32.9 | 0.40 | 1.76 | 55.70 | |
| 13.06–19.06 | 22.3 | 0 | 34.8 | 0.37 | 1.61 | 57.70 | ||
| 20.06–26.06 | 25.5 | 3 | 40.6 | 0.34 | 1.56 | 48.30 | ||
| 05.07–11.07 | 05.07 | 21.0 | 1 | 38.1 | 0.67 | 2.27 | 69.90 | |
| 12.07–18.07 | 23.2 | 2 | 37.9 | 0.44 | 1.77 | 60.80 | ||
| 19.07–25.07 | 20.07 | 26.1 | 4 | 38.2 | 0.32 | 1.47 | 53.90 | |
| 26.07–01.08 | 22.2 | 0 | 34.3 | 0.70 | 2.39 | 64.25 |
| Trichogramma Preparation | TB | TSM1 | TB | TSM1 |
|---|---|---|---|---|
| Year | 2023 | 2023 | 2024 | 2024 |
| Abundance in the UTC plots (pcs.) | 22 | 22 | 25 | 25 |
| Abundance in the treated plots (pcs.) | 7 | 13 | 15 | 10 |
| Total number of inspected plants | 500 | 500 | 500 | 500 |
| Incidence in the UTC plots (%) | 4.4 | 4.4 | 5.0 | 5.0 |
| Incidence in the treated plots (%) | 1.4 | 2.6 | 3.0 | 2.0 |
| Odds ratio (treated/control) | 0.26 | 0.51 | 0.54 | 0.33 |
| Z test value | 2.66 * | 1.52 ns | 1.47 ns | 2.55 * |
| Abbott’s efficacy (%) | 68.2 | 40.9 | 40.0 | 60.0 |
| Pest pressure | low | low | low | low |
| Climatic conditions | optimal | optimal | optimal | optimal |
| Trichogramma Preparation | TSM1 | TSM1 | TSM1 | TSM1 | TSM2 | TB |
|---|---|---|---|---|---|---|
| Year | 2023 (1) | 2023 (2) | 2024 (1) | 2024 (2) | 2025 | 2025 |
| Abundance in the UTC plots (pcs.) | 34 | 75 | 497 | 498 | 93 | 93 |
| Abundance in the treated plots (pcs.) | 20 | 119 | 500 | 500 | 62 | 60 |
| Total number of inspected plants | 500 | 500 | 500 | 500 | 600 | 600 |
| Incidence in the UTC plots (%) | 6.8 | 15.0 | 99.4 | 99.6 | 15.5 | 15.5 |
| Incidence in the treated plots (%) | 4.0 | 23.8 | >99.9 | >99.9 | 10.3 | 10.0 |
| Abbott’s efficacy (%) | 41.2 | 33.3 | 35.5 | |||
| Mean severity of damaged cobs in the UTC plots | 1.515 | 1.590 | 2.661 | 2.604 | 0.321 | 0.321 |
| Mean severity of damaged cobs in the treated plots | 0.969 | 1.515 | 2.604 | 2.583 | 0.249 | 0.234 |
| Damage severity rate reduction (%) | 36.0 * | 4.7 ns | 2.1 ns | 0.8 ns | 22.4 * | 27.1 * |
| Pest pressure | low | medium | high | high | medium | medium |
| Climatic conditions | optimal | sub-optimal | sub-optimal | sub-optimal | sub-optimal | sub-optimal |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Jávorszky, L.; Szabó, Á.; Tóth, F.; Gyekiczki, B.; Gyuris, Á.; Bártfai, B.; Talmácsi, A.; Dóczi, R.; Fejes, A.; Ladányi, M. Environment-Dependent Control by Trichogramma-Based Preparations Against Ostrinia nubilalis and Helicoverpa armigera: Results from On-Farm Trials in Hungary. Agronomy 2026, 16, 1104. https://doi.org/10.3390/agronomy16111104
Jávorszky L, Szabó Á, Tóth F, Gyekiczki B, Gyuris Á, Bártfai B, Talmácsi A, Dóczi R, Fejes A, Ladányi M. Environment-Dependent Control by Trichogramma-Based Preparations Against Ostrinia nubilalis and Helicoverpa armigera: Results from On-Farm Trials in Hungary. Agronomy. 2026; 16(11):1104. https://doi.org/10.3390/agronomy16111104
Chicago/Turabian StyleJávorszky, Laura, Árpád Szabó, Ferenc Tóth, Bernadett Gyekiczki, Ármin Gyuris, Bálint Bártfai, Anna Talmácsi, Réka Dóczi, András Fejes, and Márta Ladányi. 2026. "Environment-Dependent Control by Trichogramma-Based Preparations Against Ostrinia nubilalis and Helicoverpa armigera: Results from On-Farm Trials in Hungary" Agronomy 16, no. 11: 1104. https://doi.org/10.3390/agronomy16111104
APA StyleJávorszky, L., Szabó, Á., Tóth, F., Gyekiczki, B., Gyuris, Á., Bártfai, B., Talmácsi, A., Dóczi, R., Fejes, A., & Ladányi, M. (2026). Environment-Dependent Control by Trichogramma-Based Preparations Against Ostrinia nubilalis and Helicoverpa armigera: Results from On-Farm Trials in Hungary. Agronomy, 16(11), 1104. https://doi.org/10.3390/agronomy16111104

