Abstract
Understanding the impact of the heterogeneity of the ecological environment on biodiversity is a key issue in ecology. Topographical heterogeneity was potentially important in grassland systems to create or change habitats for grasshopper settlement and foraging. Yet, there was little knowledge of how grasshopper communities respond to plant communities along the altitude gradient. We investigated the role of plant communities on grasshopper diversity with geostatistical methods to test the effects of heterogeneity in the natural grassland on the upper reaches of the Heihe River, Qilian Mountains. To aim the goal of the study, nonreturn experiments were used to collect the grasshoppers’ diversity and populations, and the plant’s community was sampled at the same location. The results showed that the semivariograms of grasshopper abundance and plant communities were both nonlinear models, while the grasshopper abundance typically produces heterogeneity with a larger range and nuggets than plant communities (except the plant coverage range in the model, range <1.5 m). The two communities presented the spatial distribution pattern of aggregated distribution, and the spatial trend is more intense in the northeast-southwest direction than in the northwest-southeast. The grasshopper species developed a good selection on microenvironment to habitat and the distribution consistent with plants, forming the horizontal distribution with a flaky and plaque distribution pattern. The relationship between grasshoppers and plants was highly dependent on the altitude, and grasshopper abundance has a positive correlation with plant richness (F = 0.68) and plant coverage (F = 0.32) and has a negative correlation with plant height (F = 0.13). In summary, the spatial distribution and correlation characteristics of plant communities and grasshoppers formed a plaque heterogeneity structure under the altitude gradients.
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References
Aranda R, Olivier R (2017) Preliminary study of species-area, isolation and impact of environmental heterogeneity on insect communities in natural patches in the Brazilian Pantanal. Entomol News 126:312–327. https://doi.org/10.3157/021.126.0409
Begon M (1983) Grasshopper populations and weather: the effects of insolation on Chorthippus brunneus. Ecol Entomol 8:361–370. https://doi.org/10.1111/j.1365-2311.1983.tb00516.x
Beiro MV, Neves FS, Fernandes GW (2020) Climate and plant structure determine the spatiotemporal butterfly distribution on a tropical mountain. Biotropica 53:191–200. https://doi.org/10.1111/btp.12860
Bogunovic I, Mesic M, Zgorelec Z, Jurisic A, Bilandzija D (2014) Spatial variation of soil nutrients on sandy-loam soil. Soil Tillage Res 144:174–183. https://doi.org/10.1016/j.still.2014.07.020
Bradburd G, Ralph P, Coop G (2013) Disentangling the effects of geographic and ecological isolation on genetic differentiation. Evolution 67:3258–3273. https://doi.org/10.1111/evo.12193
Castro FSD, Silva PGD, Solar R, Fernandes GW, Neves FDS (2020) Environmental drivers of taxonomic and functional diversity of ant communities in a tropical mountain. Insect Conserv Divers 13:393–403. https://doi.org/10.1111/icad.12415
Cornelissen JHC, Lavorel S, Garnier E, Díaz S, Buchmann N, Gurvich DE, Reich PB, Steege HT, Morgan HD, Heijden MGAVD (2003) Handbook of protocols for standardised and easy measurement of plant functional traits worldwide. Aust J Bot 51:335–380. https://doi.org/10.1071/BT02124
David HB, Anthony J, Gregory AS (2006) Sustainable management of insect herbivores in grassland ecosystems: new perspectives in grasshopper control. Bioscience 56:743–755. https://doi.org/10.1641/0006-3568(2006)56[743:SMOIHI]2.0.CO;2
En Z (2017) Spatial Trend Analysis. Springer International Publishing
Farias PRS, Sánchez-Vila X, Barbosa JC, Vieira SR, Ferraz LCCB, Solís-Delfin J (2002) Using geostatistical analysis to evaluate the presence of Rotylenchulus reniformis in cotton crops in Brazil: economic implications. J Nematol 34:232–238. https://doi.org/10.1016/S0022-2011(02)00111-8
Farias PRS, Harada AY, Filgueiras CC, Lima BG, Souza BHS (2018) Mapping Azteca barbifex Forel (Hymenoptera: Formicidae) dispersal in georeferenced orange ( Citrus sinensis [L.] Osbeck) orchard in the Eastern Amazon, Brazil. Insectes Sociaux: Bulletin de l'Union Internationale pour l'Etude des Insectes Sociaux 65:345–350. https://doi.org/10.1007/s00040-018-0610-2
Frazier AE (2014) A new data aggregation technique to improve landscape metric downscaling. Landsc Ecol 29:1261–1276. https://doi.org/10.1007/s10980-014-0066-3
Gansu Locust Investigation Cooperation Group (1985) Gansu locust pictures.Gansu People's Publishing House, Lanzhou.
Gemma CO, Filipe M, Iván B, Samuel S, Alejandro JE, Ramon A (2020) Changes in landscape composition influence the abundance of insects on maize: the role of fruit orchards and alfalfa crops. Agric Ecosyst Environ 291:106805. https://doi.org/10.1016/j.agee.2019.106805
Gustafson EJ (1998) Quantifying landscape spatial pattern: what is the state of the art? Ecosystems 1:143–156. https://doi.org/10.1007/s100219900011
Harrison SJ, Raubenheimer D, Simpson SJ, Godin JG, Bertram SM (2014) Towards a synthesis of frameworks in nutritional ecology: interacting effects of protein, carbohydrate and phosphorus on field cricket fitness. Proc R Soc B Biol Sci 281:1252–1257. https://doi.org/10.1098/rspb.2014.0539
Huang XB, Mcneill MR, Ma JC, Qin XH, Tu XB, Cao GC, Wang GJ, Nong XQ, Zhang ZH (2017) Biological and ecological evidences suggest Stipa krylovii (Pooideae), contributes to optimal growth performance and population distribution of the grasshopper Oedaleus asiaticus. Bull Entomol Res 107:401–409. https://doi.org/10.1017/S000748531600105X
Huis AV, Woldewahid G, Toleubayev K, Werf W (2008) Relationships between food quality and fitness in the desert locust, Schistocerca gregaria, and its distribution over habitats on the Red Sea coastal plain of Sudan. Entomol Exp Appl 127:144–156. https://doi.org/10.1111/j.1570-7458.2008.00682.x
Huston MA (1994) Biological diversity. the coexistence of species on changing landscapes, xix, 681 p. Cambridge University Press, 1994. J Mar Biol Assoc UK 75:261–261. https://doi.org/10.1017/S0025315400015393
Isaaks EH, Srivastava RM, Oxford University Press (1989) Applied Geostatistics. Oxford University Press
Kemp PW, Thomas MK, William FQ (1989) Rangeland grasshopper (Orthoptera: Acrididae) spatial variability: macroscale population assessment. J Econ Entomol 82:1270–1276. https://doi.org/10.1016/S0167-8809(02)00165-2
Klein N, Theux C, Arlettaz R, Jacot A, Pradervand J (2020) Modeling the effects of grassland management intensity on biodiversity. Ecol Evol 10:13518–13529. https://doi.org/10.1002/ece3.6957
Körner C (2007) The use of “altitude” in ecological research. Trends Ecol Evol 22:569–574. https://doi.org/10.1016/j.tree.2007.09.006
Kumar S, Simonson SE, Stohlgren TJ (2009) Effects of spatial heterogeneity on butterfly species richness in Rocky Mountain National Park,Co, USA. Biodivers Conserv 18:739–763. https://doi.org/10.1007/s10531-008-9536-8
Lasmar CJ, Ribas CR, Louzada J, Queiroz ACM, Feitosa RM, Imata MMG, Alves GP, Nascimento GB, Neves FS, Domingos DQ (2020) Disentangling elevational and vegetational effects on ant diversity patterns. Acta Oecol 102:103489. https://doi.org/10.1016/j.actao.2019.103489
Lattin JD, Samways MJ (2007) Insect conservation biology. Bioscience 46
Laws AN, Joern A (2016) Density mediates grasshopper performance in response to temperature manipulation and spider predation in tallgrass prairie. Bull Entomol Res 107:261–267
Laws AN, Prather CM, Branson DH, Pennings SC (2018) Effects of grasshoppers on prairies: herbivore composition matters more than richness in three grassland ecosystems. J Anim Ecol 87:1727–1737. https://doi.org/10.1111/1365-2656.12897
Levy RA, César RN (2015) Dispersal potential impacts size clines of grasshoppers across an elevation gradient. Oikos 124:610–619. https://doi.org/10.1111/oik.01615
Li B, Wang H, Yu Q, Wei F, Zhang Q (2020) Spatial distribution and ecological assessment of nickel in sediments of a typical small plateau lake from Yunnan Province, China. Environ Sci Pollut Res 28:4469–1448. https://doi.org/10.1007/s11356-020-11526-0
Li H, Reynolds JF (1994) A simulation experiment to quantify spatial heterogeneity in categorical maps. Ecology 75:2446–2455. https://doi.org/10.2307/1940898
Li LL, Zhao CZ, Yin CQ, Wang DW, Zhang JX (2011) Species richness of grasshoppers (Orthoptera: Acrididae) on natural grasslands in relation with topography in the upper reaches of Heihe River, Western China analyzed with generalized additive models (GAMs). Acta Entomol Sin 54:1312–1318 (in Chinese)
Li LL, Zhao CZ, Yin CQ, Wang DW, Zhang JX (2013) Application of GAM approach on pattern of grasshoppers' geographical distribution: a case study in the upper reaches of Heihe River. J Desert Res 4:1071–1077 (in Chinese)
Liu CZ, Zhou SR, Yan L, Huang FN (2007) Competition among the adults of three grasshoppers (Orthop. Acrididae) on an alpine grassland. J Appl Entomol 131:153–159 (in Chinese)
Longino JT, Colwell RK (2011) Density compensation, species composition, and richness of ants on a neotropical elevational gradient. Ecosphere 2:1–20. https://doi.org/10.1890/ES10-00200.1
McCain CM, Grytnes JA (2010) Elevational gradients in species richness. Encycl- opedia of Life Sciences. https://doi.org/10.1002/9780470015902.a0022548
McClenaghan B, Gibson JF, Shokralla S, Hajibabaei M (2015) Discrimination of grasshopper (Orthoptera: Acrididae) diet and niche overlap using next-generation sequencing of gut contents. Ecol Evol 5:3046–3005. https://doi.org/10.1002/ece3.1585
Milne BT (1991) Heterogeneity as a multiscale characteristic of landscapes. In Ecological Heterogeneity. Springer New York
Munyai TC, Foord SH (2012) Ants on a mountain: spatial, environmental and habitat associations along an altitudinal transect in a centre of endemism. J Insect Conserv 16:677–695. https://doi.org/10.1007/s10841-011-9449-9
Myers MC, Hoksch BJ, Mason JT (2012) Butterfly response to floral resources during early establishment at a heterogeneous prairie biomass production site in Iowa, USA. J Insect Conserv 16:457–472. https://doi.org/10.1007/s10841-011-9433-4
Ortego J, Noguerales V, Cordero PJ (2017) Geographical and ecological drivers of mitonuclear genetic divergence in a Mediterranean grasshopper. Evol Biol 44:505–521. https://doi.org/10.1007/s11692-017-9423-x
Opedal ØH, Martins AA, Marjakangas EL (2020) A database and synthesis of euglossine bee assemblages collected at fragrance baits. Apidologie 51:519–530. https://doi.org/10.1007/s13592-020-00739-4
Peng L, Cheng H, Wang LJ, & Zhu DZ (2020) Comparisons the prediction results of soil properties based on fuzzy C-means clustering and expert knowledge from laboratory vis-nir spectroscopy data Canadian Journal of Soil Science 101. https://doi.org/10.1139/CJSS-2020-0025, 101, 144.
Perez-Harguindeguy N, Diaz S, Garnier E, Lavorel S, Poorter H, Jaureguiberry P, Bret-Harte M, Cornwell WK, Craine JM, Gurvich DE (2016) Corrigendum to: new handbook for standardised measurement of plant functional traits worldwide. Aust J Bot 64:715. https://doi.org/10.1071/BT12225_CO
Raulings EJ, Morris K, Roache MC, Boon PI (2010) The importance of water regimes operating at small spatial scales for the diversity and structure of wetland vegetation. Freshw Biol 55:701–715. https://doi.org/10.1111/j.1365-2427.2009.02311.x
Savitsky VY (2010) Trophic relationships and their importance for biotopic distribution of grasshoppers (Orthoptera, Acridoidea) in semi-deserts and deserts of the lower Volga River area. Entomol Rev 90:830–856. https://doi.org/10.1134/S0013873810070031
Schoonhoven L, Loon JV, Dicke M, & Loon JJA (2005)Insect-plant biology. Oxford U(1998).
Schulz T, Vanhatalo J, Saastamoinen M (2020)Long-term demographic surveys reveal a consistent relationship between average occupancy and abundance within local populations of a butterfly metapopulation. Ecography 43:306–317. https://doi.org/10.1111/ecog.04799
Shelby RT, Alexander JW, Gao XM, Kenneth FK (2020) Assessing multi-scale habitat relationships and responses to forest management for cryptic and uncommon herpetofauna in the Missouri Ozarks. USA - Sciencedirect Forest Ecology and Management 460:117892. https://doi.org/10.1016/j.foreco.2020.117892
Tabbussum R, Dar AQ (2021) Performance evaluation of artificial intelligence paradigms—artificial neural networks, fuzzy logic, and adaptive neuro-fuzzy inference system for flood prediction. Environ Sci Pollut Res 28:25265–25282. https://doi.org/10.1007/s11356-021-12410-1
Unsicker SB, Franzke A, Specht J, Günter K, Linz J, Renker C, Stein C, Weisser WW (2010) Plant species richness in montane grasslands affects the fitness of a generalist grasshopper species. Ecology 91:1083–1091. https://doi.org/10.1890/09-0402.1
Uriostegui-Velarde JM, González-Romero A, Pineda E, Reyna-Hurtado R, Rizo-Aguilar A, Guerrero JA (2018) Configuration of the volcano rabbit (Romerolagus diazi) landscape in the Ajusco-Chichinautzin mountain range. J Mammal 99:263–272. https://doi.org/10.1093/jmammal/gyx174
Vandyke KA, Alexandre VL, Schell SP (2009) Importance of ecological scale in montane grasshopper (Orthoptera: Acrididae) species structure in similar habitat between differing soil textures and dominant vegetative canopy coverage. J Orthop Res 18:215–223. https://doi.org/10.1665/034.018.0208
Wang DL, Nkurunziza V, Barber NA, Zhu H, Wang JT (2021) Introduced ecological engineers drive behavioral changes of grasshoppers, consequently linking to its abundance in two grassland plant communities. Oecologia 195:1007–1018. https://doi.org/10.1007/s00442-021-04880-4
Wang PZ, He OY, Zhong YX, He HC (2016) Cognition math based on factor space. Ann Data Sci 3:281–303. https://doi.org/10.1007/s40745-016-0084-x
Welti EAR, Fan Q, Tetreault HM, Ungerer M, Blair J, Joern A (2019) Fire, grazing and climate shape plant–grasshopper interactions in a tallgrass prairie. Funct Ecol 33:735–745. https://doi.org/10.1111/1365-2435.13272
Yang PY, Zhao ZH, Shen ZR (2014) Experiences with implementation and adoption of integrated pest management in China. Integr Pest Manag Rev 4:307–330. https://doi.org/10.1007/978-94-007-7802-3_12
Yang K, Deng X, Li XL, Wen P (2011) Impacts of hydroelectric cascade exploitation on river ecosystem and landscape: a review. Chin J Appl Ecol 22:1359–1367 (in Chinese)
Yang SF, Ge M, Li XP, Pan CQ (2020) The spatial distribution of the normal reference values of the activated partial thromboplastin time based on ArcGIS and GeoDA. Int J Biometeorol 64:779–790. https://doi.org/10.1007/s00484-020-01868-2
Yao XR, Ding HW, Shen YP, Lan YC, Zhao YP, Cao XH, Zheng Y (2012) Influence analysis of the proposed water conservancy project in the trunk stream on ecological environment in the lower reaches of Heihe River. J Glaciol Geocryol 34:934 (in Chinese)
Zhang N, Zhang HY, He B, Gexigeduren XZY, Lin H (2015) Spatiotemporal heterogeneity of the potential occurrence of Oedaleus decorus asiaticus in Inner Mongolia steppe habitats. J Arid Environ 116:33–43. https://doi.org/10.1016/J.JARIDENV.2015.01.019
Zhao CZ , Li LL, Yin CQ , & Zhang JX (2011) Spatial heterogeneity of grasshopper nymphs in natural grass in the upper reaches of heihe river basin. Journal of Lanzhou University 47.
Zeng WY, Guo P (2008) Normalized distance, similarity measure, inclusion measure and entropy of interval-valued fuzzy sets and their relationship. Inf Sci 178:1334–1342. https://doi.org/10.1016/j.ins.2007.10.007
Zhong ZW, Wang DL, Zhu H, Wang L, Chao F, Wang ZN (2016) Positive interactions between large herbivores and grasshoppers, and their consequences for grassland plant diversity. Ecology 95:1055–1064. https://doi.org/10.1890/13-1079.1
Zhou W, Zhao CZ, Wang KM, Wang XP, Li LL (2011) Community characteristics of grasshopper and its relationship with plant community in upper reaches of Heihe River. Bull Soil Water Conserv 102:35–39 (in Chinese)
Zhu H, Wang DL, Guo Q, Liu J, Wang L (2015) Interactive effects of large herbivores and plant diversity on insect abundance in a meadow steppe in China. Agric Ecosyst Environ 212:245–252. https://doi.org/10.1016/j.agee.2015.07.008
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This work was financially supported by The National Natural Science Foundation of China (Grants, 41461013, 3207130768). We wish to thank the anonymous reviewers for their kind advice.
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Lili Li: supervision, experiments, resource, and writing the original draft and formal analysis. Chengzhang Zhao: resource, reviewing, and editing. Dawei Wang: methodology, validation, reviewing, and editing. Xiawei Zhao: experiments and editing. Yu Li: experiments, reviewing, and editing. Chengzhang Zhao was responsible for the project administration and funding acquisition. All authors read and approved the final manuscript.
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Li, ., Zhao, C., Zhao, X. et al. Pattern of plant communities’ influence to grasshopper abundance distribution in heterogeneous landscapes at the upper reaches of Heihe River, Qilian Mountains, China. Environ Sci Pollut Res 29, 13177–13187 (2022). https://doi.org/10.1007/s11356-021-16430-9
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DOI: https://doi.org/10.1007/s11356-021-16430-9