Eur. J. Entomol. 123: 136-147, 2026 | DOI: 10.14411/eje.2026.014

Invasive risk of Solenopsis invicta (Hymenoptera: Formicidae) in China under current and future climate change scenariosOriginal article

HAROON ORCID...1, *, Riaz HUSSAIN ORCID...2, Cai WANG ORCID...1, Shengnan ZHANG ORCID...3, *
1 College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou 510642, P.R. China; e-mails: haroon@scau.edu.cn, wangcai@scau.edu.cn
2 College of Life Sciences, Northwest University, Xi'an 710069, P.R. China; e-mail: riazzoo123456@gmail.com
3 Anhui Province Laboratory of Microbial Control, School of Forestry & Landscape Architecture, Anhui Agricultural University, Hefei 230036, P.R. China; e-mail: shengnan@ahau.edu.cn

The red imported fire ant (Solenopsis invicta Buren, 1972), is native to tropical and subtropical South America but has become a highly invasive species in parts of the southern United States, the Caribbean, and southern China. RIFA has caused significant ecological disruption through rapid colonization and aggressive behavior, affecting ecosystems and human health. This study aimed to examine the impact of different variables on the distribution of S. invicta throughout China and to predict its risk areas under the Current (1970-2000) and future climate change scenarios (2070s) using the ACCESS1-0 and BCC-CSM1-1 climate models. According to the MaxEnt model, under current climatic conditions, the total risk area of S. invicta was 2.554 million km2, covering 27.52% of the study area. In the 2070s, high-risk areas are projected to increase by 1.72-fold and 1.68-fold under ACCESS1-0 and BCC-CSM1-1 scenarios, respectively. Precipitation of driest month (Bio14), mean temperature of coldest quarter (Bio11), mean temperature of warmest quarter (Bio10), pH of water, topography, mean diurnal range (Bio2), and soil organic carbon were the main factors influencing the distribution of S. invicta. Generalized Linear Model (GLM) was used to assess key determinants influencing S. invicta distribution. The GLM identified elevated land surface temperature, moderate soil moisture, organic carbon, vegetation cover, topographic diversity, and high urbanization as key factors promoting S. invicta proliferation, while adverse soil conditions limited suitable habitats. This research provides significant clues about the current distribution patterns of S. invicta and the influence of climate change, soil, physical and biological land properties, and anthropogenic activities on its distribution. Additional measures are necessary to control and prevent the continued spread of S. invicta in China.

Keywords: Red imported fire ant, MaxEnt model, distribution pattern, risk areas, management

Received: January 17, 2026; Revised: March 17, 2026; Accepted: March 17, 2026; Published online: April 16, 2026  Show citation

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HAROON,, HUSSAIN, R., WANG, C., & ZHANG, S. (2026). Invasive risk of Solenopsis invicta (Hymenoptera: Formicidae) in China under current and future climate change scenarios. EJE, 123, Article 136-147. https://doi.org/10.14411/eje.2026.014
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    References

    1. Aiello-Lammens M.E., Boria R.A., Radosavljevic A., Vilela B. & Anderson R.P. 2015: spThin: an R package for spatial thinning of species occurrence records for use in ecological niche models. - Ecography 38: 541-545.
    2. Ascunce M.S., Yang C.-C., Oakey J., Calcaterra L., Wu W.-J., Shih C.-J., Goudet J., Ross K.G. & Shoemaker D. 2011: Global invasion history of the fire ant Solenopsis invicta. - Science 331: 1066-1068.
    3. Barve V. & Hart E. 2017: rinat: Access iNaturalist Data Through APIs. R Package. URL: https://CRAN.R-project.org/package=rinat.
    4. Bonate P.L. 2011: Pharmacokinetic-Pharmacodynamic Modeling and Simulation. Springer, New York, 637 pp.
    5. Bradshaw C.J., Leroy B., Bellard C., Roiz D., Albert C., Fournier A., Barbet-Massin M., Salles J.-M., Simard F. & Courchamp F. 2016: Massive yet grossly underestimated global costs of invasive insects. - Nature Commun. 7: 12986, 8 pp.
    6. Capó M., Cortés-Fernández I. & Borràs J. 2023: Preprint. Spatial distribution of insular cliff vegetation and future scenarios in a climate change perspective. - bioRxiv URL: https://doi.org/10.1101/2023.11.09.566357, 25 pp. Go to original source...
    7. Chaudhary M. & Jabborova D. 2026: Smart sensing technologies: Monitoring insect pests with AI. In Mitra D., Pellegrini M. & Sierra B.E.G. (eds): Advancements in Entomology: Bridging Forensic Science and Sustainable Agriculture. Springer, Singapore, pp. 423-440.
    8. Chamberlain S., Oldoni D. & Waller J. 2022: rgbif: Interface to the Global Biodiversity Information Facility API. URL: https://github.com/ropensci/rgbif.
    9. Chen C., Harvey J.A., Biere A. & Gols R. 2019: Rain downpours affect survival and development of insect herbivores: the specter of climate change? - Ecology 100: e02819, 10 pp.
    10. Collier M. & Uhe P. 2012: CMIP5 Datasets from the ACCESS1. 0 and ACCESS1. 3 Coupled Climate Models. Centre for Australian Weather and Climate Research, Aspendale, 32 pp.
    11. Dauber J. & Wolters V. 2000: Microbial activity and functional diversity in the mounds of three different ant species. - Soil Biol. Biochem. 32: 93-99.
    12. Dawotola T.B. & Tasdan F. 2024: A comparative analysis of some link functions for binomial regression models with applications to bioassay data. - Int. J. Sci. Res. Modern Technol. 3: 106-116.
    13. Du Y.Z., Gu J., Guo J.B., Dai L., Ju R.T. & Hu X.N. 2007: Study on the potential distribution area of invasive alien pest red imported fire ant, Solenopsis invicta Buren in China. - Sci. Agric. Sin. 40: 99-106.
    14. Duan R., Huang G., Li Y., Zheng R., Wang G., Xin B., Tian C. & Ren J. 2021: Ensemble temperature and precipitation projection for multi-factorial interactive effects of GCMs and SSPs: application to China. - Front. Environ. Sci. 9: 742326, 12 pp.
    15. Fan Z.F., Zhou B.J., Ma C.L., Gao C., Han D.N. & Chai Y. 2022: Impacts of climate change on species distribution patterns of Polyspora sweet in China. - Ecol. Evol. 12: e9516, 24 pp.
    16. Frouz J., Holec M. & Kalèík J. 2003: The effect of Lasius niger (Hymenoptera, Formicidae) ant nest on selected soil chemical properties. - Pedobiologia 47: 205-212.
    17. Gutrich J.J., VanGelder E. & Loope L. 2007: Potential economic impact of introduction and spread of the red imported fire ant, Solenopsis invicta, in Hawaii. - Environ. Sci. Policy 10: 685-696.
    18. Hijmans R.J. 2025: raster: Geographic data analysis and modeling. R package Version 517, Vol. 2. pp. 2-12. URL: https://CRAN.R-project.org/package=raster.
    19. Hijmans R.J. 2020: terra: Spatial data analysis. CRAN: Contributed Packages. URL: https://CRAN.R-project.org/package=terra.
    20. Huang D.C., Chou Y.C. & Tsou H.C. 2004: The occurrence and treatment of red imported fire ants in Taiwan. In: Proceedings of the Symposium on the Control of FIFA. Taiwan Forestry Research Institute, Taipei, pp. 1-13.
    21. Hussain R., Miao P., Rehman A., Fang L., Xing L. & Hua Y. 2025: Species richness and spatial distribution of three Pieridae subfamilies across mainland China under past and future climates. - Sci. Rep. 15: 45685, 14 pp.
    22. Hussain R., Xing L. & Hua Y. 2026: Assessing the invasive risk of Rhinotermitidae in China under current and future global warming scenarios using the MaxEnt model. - Front. Zool. 23: 10, 15 pp.
    23. Jennings C. & McCubbin K. 2004: The national red imported fire ant eradication program overview. In: Proceedings of the Symposium on the Control of FIFA. Taiwan Forestry Research Institute, Taipei, pp. 70-100.
    24. Khan S.A., Weemaels A.I., Liang M. & Guenard B. 2025: Ecological and environmental impacts of the Red Imported Fire Ants (Solenopsis invicta) in Mainland China, Hong Kong and Macau. - Global Environ. Res. 28: 159-170.
    25. Lei Y., Jaleel W., Shahzad M.F., Ali S., Azad R., Ikram R.M., Ali H., Ghramh H.A., Khan K.A. & Qiu X. 2021: Effect of constant and fluctuating temperature on the circadian foraging rhythm of the red imported fire ant, Solenopsis invicta Buren (Hymenoptera: Formicidae). - Saudi J. Biol. Sci. 28: 64-72.
    26. Li M., Zhao H., Xian X., Zhu J., Chen B., Jia T., Wang R. & Liu W. 2023: Geographical distribution pattern and ecological niche of Solenopsis invicta Buren in China under climate change. - Diversity 15: 607, 17 pp.
    27. Mertl A.L., Ryder Wilkie K.T. & Traniello J.F. 2009: Impact of flooding on the species richness, density and composition of Amazonian litter-nesting ants. - Biotropica 41: 633-641.
    28. Morgan B. & Guénard B. 2019: Local models reveal greater spatial variation than global grids in an urban mosaic: Hong Kong climate, vegetation, and topography rasters. - Earth Syst. Sci. Data 11: 1083-1098.
    29. Morrison L.W., Porter S.D., Daniels E. & Korzukhin M.D. 2004: Potential global range expansion of the invasive fire ant, Solenopsis invicta. - Biol. Invas. 6: 183-191.
    30. Muscarella R., Galante P.J., Soley-Guardia M., Boria R.A., Kass J.M., Uriarte M. & Anderson R.P. 2014: ENM eval: An R package for conducting spatially independent evaluations and estimating optimal model complexity for Maxent ecological niche models. - Meth. Ecol. Evol. 5: 1198-1205.
    31. Pearsons K.A. & Tooker J.F. 2017: In-field habitat management to optimize pest control of novel soil communities in agroecosystems. - Insects 8: 82, 14 pp.
    32. Perfecto I. & Philpott S.M. 2023: Ants (Hymenoptera: Formicidae) and ecosystem functions and services in urban areas: a reflection on a diverse literature. - Myrmecol. News 33: 103-122.
    33. Peters V.E., Campbell K.U., Dienno G., García M., Leak E., Loyke C., Ogle M., Steinly B. & Crist T.O. 2016: Ants and plants as indicators of biodiversity, ecosystem services, and conservation value in constructed grasslands. - Biodiv. Conserv. 25: 1481-1501.
    34. Phillips S.J., Anderson R.P. & Schapire R.E. 2006: Maximum entropy modeling of species geographic distributions. - Ecol. Modell. 190: 231-259.
    35. Pires D., Vicente C.S., Menéndez E., Faria J.M., Rusinque L., Camacho M.J. & Inácio M.L. 2022: The fight against plant-parasitic nematodes: Current status of bacterial and fungal biocontrol agents. - Pathogens 11: 1178, 22 pp.
    36. Porter S.D. 1988: Impact of temperature on colony growth and developmental rates of the ant, Solenopsis invicta. - J. Insect Physiol. 34: 1127-1133.
    37. Queffelec J., Allison J.D., Greeff J.M. & Slippers B. 2021: Influence of reproductive biology on establishment capacity in introduced Hymenoptera species. - Biol. Invas. 23: 387-406.
    38. R Core Team 2016: R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna. URL: http://www. R-project. org/.
    39. Ren H.-L., Wu J., Zhao C.-B., Cheng Y.-J. & Liu X.-W. 2016: MJO ensemble prediction in BCC-CSM1. 1 (m) using different initialization schemes. - Atmospheric Oceanic Sci. Lett. 9: 60-65.
    40. Roeder K.A., Roeder D.V. & Kaspari M. 2018: The role of temperature in competition and persistence of an invaded ant assemblage. - Ecol. Entomol. 43: 774-781.
    41. Sanabria C., Lavelle P. & Fonte S.J. 2014: Ants as indicators of soil-based ecosystem services in agroecosystems of the Colombian Llanos. - Appl. Soil Ecol. 84: 24-30.
    42. Schowalter T., Cooper K., Kramer K., Neely E., Ring D. & Ringe P. (eds) 2015: Imported Fire Ant and Invasive Pest Ant Conference, April 6-8, 2015, New Orleans, Louisiana. Albuquerque, NM, 89 pp.
    43. Shi L., Liu F. & Peng L. 2023: Impact of red imported fire ant nest-building on soil properties and bacterial communities in different habitats. - Animals 13: 2026, 22 pp.
    44. Siddiqui J.A., Bamisile B.S., Fan R., Hafeez M., Islam W., Yang W., Wei M., Ran H., Xu Y. & Chen X. 2024: Ant invasion in China: An in-depth analysis of the country's ongoing battle with exotic ants. - Ecol. Indicat. 160: 111811, 18 pp.
    45. Silverman J. & Brightwell R.J. 2008: The Argentine ant: challenges in managing an invasive unicolonial pest. - Annu. Rev. Entomol. 53: 231-252.
    46. Song J., Zhang H., Li M., Han W., Yin Y. & Lei J. 2021: Prediction of spatiotemporal invasive risk of the red import fire ant, Solenopsis invicta (Hymenoptera: Formicidae), in China. - Insects 12: 874, 16 pp.
    47. Stark S., Eskelinen A. & Männistö M.K. 2012: Regulation of microbial community composition and activity by soil nutrient availability, soil pH, and herbivory in the tundra. - Ecosystems 15: 18-33.
    48. Steele C., King J., Boughton E. & Jenkins D. 2020: Distribution of the red imported fire ant Solenopsis invicta (Hymeno­ptera: Formicidae) in Central Florida pastures. - Environ. Entomol. 49: 956-962.
    49. Su J., Liu W., Hu F., Miao P., Xing L. & Hua Y. 2023: The distribution pattern and species richness of scorpionflies (Meco­ptera: Panorpidae). - Insects 14: 332, 20 pp.
    50. Sung S., Kwon Y.S., Lee D.K. & Cho Y. 2018: Predicting the potential distribution of an invasive species, Solenopsis invicta Buren (Hymenoptera: Formicidae), under climate change using species distribution models. - Entomol. Res. 48: 505-513.
    51. Sutherst R.W. & Maywald G. 2005: A climate model of the red imported fire ant, Solenopsis invicta Buren (Hymenoptera: Formicidae): implications for invasion of new regions, particularly Oceania. - Environ. Entomol. 34: 317-335.
    52. Tang X., Deng Y., He Z., Zhou M., Yuan Y. & Zeng K. 2025: Modelling the potential distribution and niche shift of Soleno­psis invicta Buren under climate change and invasion process. - Front. Forests Global Change 8: 1659630, 18 pp.
    53. Travanty N.V. 2021: Structure of the Bacterial Communities of the American Dog Tick, the Red Imported Fire Ant and Ant Nest Soil, and Behavioral Responses of the Red Imported Fire Ant to Bacterial Isolates. PhD Thesis, North Carolina State University, 24 pp.
    54. Veloz S.D. 2009: Spatially autocorrelated sampling falsely inflates measures of accuracy for presence-only niche models. - J. Biogeogr. 36: 2290-2299.
    55. Vinson S.B. 1997: Invasion of the red imported fire ant (Hymenoptera: Formicidae): spread, biology, and impact. - Am. Entomol. 43: 23-39.
    56. Vogt J.T., Wallet B. & Freeland T.B. 2008: Imported fire ant (Hymenoptera: Formicidae) mound shape characteristics along a north-south gradient. - Environ. Entomol. 37: 198-205.
    57. Wang L. & Lu Y. 2017: Red imported fire ant Solenopsis invicta Buren. In Wan F., Jiang M. & Zhan A. (eds): Biological Invasions and Its Management in China, Vol. 1. Springer, Dordrecht, pp. 299-315.
    58. Wang H., Zhang Q., Liu R., Sun Y., Xiao J., Gao L., Gao X. & Wang H. 2022: Impacts of changing climate on the distribution of Solenopsis invicta Buren in Mainland China: Exposed urban population distribution and suitable habitat change. - Ecol. Indicat. 139: 108944, 10 pp.
    59. Wang X., Qin Y., Xu Y., Feng X., Zhao S., Lu Y. & Li Z. 2023: Surveillance and invasive risk of the red imported fire ant, Solenopsis invicta Buren in China. - Pest Manag. Sci. 79: 1342-1351.
    60. Ward D. 2009: The potential distribution of the red imported fire ant, Solenopsis invicta Buren (Hymenoptera: Formicidae), in New Zealand. - N. Z. Entomol. 32: 67-75.
    61. Warren D.L., Wright A.N., Seifert S.N. & Shaffer H.B. 2014: Incorporating model complexity and spatial sampling bias into ecological niche models of climate change risks faced by 90 California vertebrate species of concern. - Divers. Distrib. 20: 334-343.
    62. Wei T., Simko V., Levy M., Xie Y., Jin Y. & Zemla J. 2017: Package 'Corrplot.' Statistician. URL https://github.com/taiyun/corrplot.
    63. Wickham H., Chang W. & Wickham M.H. 2016: Package 'ggplot2'. Create Elegant Data Visualisations Using the Grammar of Graphics. Version 2. URL: https://ggplot2.tidyverse.org.
    64. Wojcik D.P. 1983: Comparison of the ecology of red imported fire ants in North and South America. - Fla Entomol. 66: 101-111.
    65. Wolters V. 2000: Invertebrate control of soil organic matter stability. - Biology Fertility Soils 31: 1-19.
    66. Xi Y., Lu Y., Zeng L. & Liang G. 2010: Influence of Solenopsis invicta Buren on the physical and chemical properties of soils in litchi orchards. - J. Environ. Entomol. 32: 145-151.
    67. Xu Y., Zeng L., Lu Y. & Liang G. 2009: Effect of soil humidity on the survival of Solenopsis invicta Buren workers. - Insectes Soc. 56: 367-373.
    68. Zeng L., Lu Y., He X., Zhang W. & Liang G. 2005: Identification of red imported fire ant, Solenopsis invicta, to invade mainland China and infestation in Wuchuan, Guangdong. - Chinese Bull. Entomol. 42: 144-148.
    69. Zhan P., Wang F., Xia P., Zhao G., Wei M., Wei F. & Han R. 2022: Assessment of suitable cultivation region for Panax notoginseng under different climatic conditions using MaxEnt model and high-performance liquid chromatography in China. - Industrial Crops Products 176: 114416, 12 pp.
    70. Zhang R., Li Y., Liu N. & Porter S.D. 2007: An overview of the red imported fire ant (Hymenoptera: Formicidae) in mainland China. - Fla Entomol. 90: 723-731.
    71. Zhang Y., Li S., Li H., Wang R., Zhang K.-Q. & Xu J. 2020: Fungi-nematode interactions: Diversity, ecology, and biocontrol prospects in agriculture. - J. Fungi 6: 206, 24 pp.
    72. Zhao H., Xian X., Zhao Z., Zhang G., Liu W. & Wan F. 2022: Climate change increases the expansion risk of Helicoverpa zea in China according to potential geographical distribution estimation. - Insects 13: 79, 17 pp.

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