Carabus granulatus (Coleoptera, Carabidae) body size becomes less dependent on habitat latitude as soil organic carbon increases across mid-latitude zone
PDF
ePUB
XML

Keywords

Carabidae
soil quality
soil organic carbon
latitudinal gradient
bioindicators
body size
variability
ecological indicators

How to Cite

Sukhodolskaya, R. A., Aleksanov, V. V., Teofilova, T. M., Langraf, V., Borisovsky, A. G., Ruchin, A. B., Luzyanin, S. L., Neverova, O. A., Shchetinin, S. E., Solodovnikov, I. A., Ferracini, C., Stočes, D., & Gorbunov, R. P. (2026). Carabus granulatus (Coleoptera, Carabidae) body size becomes less dependent on habitat latitude as soil organic carbon increases across mid-latitude zone. Acta Biologica Sibirica, 12, 367-382. https://doi.org/10.5281/zenodo.19696277

Abstract

The study examined the relationship between soil quality and the size characteristics of ground beetle Carabus granulatus as bioindicators of ecosystem health. Soil quality is defined by its ability to sustain biological productivity, the surrounding environment, and the health of living organisms, with biological (especially soil invertebrates), chemical, and physical soil properties playing a key role. The aim of the research was to identify the influence of soil factors on the size variability of ground beetles. Using regression analysis, we studied the dependence of beetle size on organic carbon content in the soil (0–5 cm layer) and the geographical latitude of the habitat, taking into account the sex of the insects. Carbon content data were extracted from an existing global distribution map generated using machine learning. A total of 8107 specimens from 13 regions (42,9–56,8° N) were examined. The findings revealed a statistically significant influence of both latitude and organic carbon content on beetle size, with an interaction effect identified. It was established that males are 1 mm smaller than females. Additionally, for each degree increase in latitude, the length of the elytra decreases by 0.13 mm, and for each tonne of organic carbon in the 5 cm soil layer, it decreases by 0.14 mm. The results demonstrate a compensatory effect: as organic carbon content increases, the influence of habitat latitude on insect size weakens. These findings expand our understanding of the mechanisms shaping insect size variability in relation to soil conditions and geographical location, which is important for ecological monitoring and bioindication.

https://doi.org/10.5281/zenodo.19696277
PDF
ePUB
XML

References

Ahmedin AM, Elias E (2022) Effects of habitat gradient and agro-climatic variation on selected soil physical and chemical properties in the Bale Mountains national park, south-eastern Ethiopia. BMC Ecology and Evolution 22: 78. https://doi.org/10.1186/s12862-022-02032-7

Allegro GI (2009) Carabus del Monferrato e delle Langhe (Piemonte, Italia) (Coleoptera Carabidae). I Quaderni di Muscandia 9: 81–105.

Ananina T, Sukhodolskaya R, Saveliev A (2020) Altitudinal variation of sexual size dimorphism in ground beetle Carabus odoratus Shill. GSC Biological and Pharmaceutical Science 12(2): 27–36. https://doi.org/10.30574/gscbps.2020.12.2.0216

Baranovská E, Knapp M (2014) Small-scale spatiotemporal variability in body size of two common carabid beetles. Central European Journal of Biology 9(5): 476–494. https://doi.org/10.2478/s11535-013-0282-x

Bernhardt-Römermann M, Gray A, Vanbergen AJ, Bergès L, Bohner A, Brooker RW, De Bruyn L, De Cint, B, Dirnböck T, Grandin U, Hester A, Kanka R, Klotz S, Loucougaray G, Lundin L, Matteucci G, Meszaros I, Oláh V, Preda E, Stadler J (2011) Functional traits and local environment predict vegetation responses to disturbance: a pan-European multi-site experiment. Journal of Ecology 99(3): 777–787. https://doi.org/10.1111/j.1365-2745.2011.01794.x

Blaum N, Mosner E, Schwager M, Jeltsch F (2011) How functional is functional? Ecological groupings in terrestrial animal ecology: towards an animal functional type approach. Biodiversity and Conservation 20: 2333–2345. https://doi.org/10.1007/s10531-011-9995-1

Brousseau P, Gravel D, Handa IT (2018) On the development of a predictive functional trait approach for studying terrestrial arthropods. Journal of Animal Ecology 87(5): 1209–1220. https://doi.org/10.1111/1365-2656.12834

Brown, JH, Gillooly JF, Allen AP, Savage VM, West GB (2004) Toward a metabolic theory of ecology. Ecology 85: 1771–1789. https://doi.org/10.1890/03-9000

De Deyn G, Cornelissen JHC, Bardgett RD (2008) Plant functional traits and soil carbon sequestration in contrasting biomes. Ecology Letters 11: 516–531. https://doi.org/10.1111/j.1461-0248.2008.01164.x

Doran JW, Parkin TB (1994) Defining and assessing soil quality. In: Doran JW, Coleman DC, Bezdicek DF, Stewart BA (Eds) Defining soil quality for a sustainable environment. SSSA Special Publications 35: 3–21. https://doi.org/10.2136/sssaspecpub35.c1

Fattorini S, Monaco RL, Di Giulio A, Ulrich W (2013) Latitudinal trends in body length distributions of European darkling beetles (Tenebrionidae). Acta Oecologica 53: 88–94. https://doi.org/10.1016/j.actao.2013.09.006

Fitzgerald JL, Ogilvie JE, CaraDonna PJ (2025) Intraspecific body size variation across distributional moments reveals trait filtering processes. Journal of Animal Ecology 94(3): 394–409. https://doi.org/10.1111/1365-2656.14186

Fox J, Weisberg S (2019) An R Companion to Applied Regression. Third edition. Sage, Thousand Oaks CA. https://doi.org/10.32614/CRAN.package.car

Funk JL, Larson JE, Ames GM, Butterfield BJ, Cavender-Bares J, Firn J, Laughlin DC, Sutton-Grier AE, Williams L, Wrigh J (2017) Revisiting the holy grail: Using plant functional traits to understand ecological processes. Biological Reviews 92: 1156–1173. https://doi.org/10.1111/brv.12275

Ghasemi A, Zahediasl S (2012) Normality Tests for Statistical Analysis: A Guide for Non-Statisticians. International journal of endocrinology and metabolism 10: 486–489. https://doi.org/10.5812/ijem.3505

Gorbunov RP, Alexanov VV, Teofilova T, Langraf V, Solodovnikov IA, Sukhodolskaya RA (2025) Variation in body size along geographical gradients in ground beetles (the case study in Carabus granulatus L.). Russian Journal of Applied Ecology 2: 12–21. https://doi.org/10.24852/2411-7374.2025.2.12.21

Gross J, Ligges U (2015) Nortest: Tests for Normality. https://doi.org/10.32614/CRAN.package.nortest

Heal OW, Kjoller A (1996) Diversity of soil biota and ecosystem function. In: Walker B, Streffen W (Eds) Global change and terrestrial ecosystems. IGBP. Vol. 1. Cambridge University Press, Cambridge, 385–402.

Heino J, Alahuhta J, Fattorini S (2019) Macroecology of ground beetles: Species richness, range size and body size show different geographical patterns across a climatically heterogeneous area. Journal of Biogeography 46(11): 2548–2557. https://doi.org/10.1111/jbi.13693

Heng T, Mendes de Jesus J, Heuvelink GBM, Ruiperez Gonzalez M, Kilibarda M, Blagotić A, Shangguan W, Wright MN, Geng X, Bauer-Marschallinger B, Guevara MA, Vargas R, MacMillan RA, Batjes NH, Leenaars JGB, Ribeiro E, Wheeler I, Mantel S, Kempen B (2017) SoilGrids250m: Global gridded soil information based on machine learning. PLoS ONE 12(2): e0169748. https://doi.org/10.1371/journal.pone.0169748

Hijmans R (2025) Terra: Spatial Data Analysis. R package version 1.8-72. https://doi.org/10.32614/CRAN.package.geodata

Holden J (2005) Peatland hydrology and carbon release: why small-scale process matters. Philosophical Transactions of the Royal Society A. Mathematical, physical and engineering sciences 363(1837): 2891–2913. https://doi.org/10.1098/rsta.2005.1671

Horne CR, Hirst AG, Atkinson D (2019) A synthesis of major environmental-body size clines of the sexes within arthropod species. Oecologia 190(2): 343–353. https://doi.org/10.1007/s00442-019-04428-7

Kaspari M, Marshall KE, Weiser MD, Siler CD, Theriot MK, de Beurs K (2024) Geographic gradients in a functional trait: Drivers of body size and size diversity of ground invertebrate communities. Ecosphere 15(3): e4785. https://doi.org/10.1002/ecs2.4785

Laigle I, Aubin I, Digel C, Brose U, Boulangeat I, Gravel D (2018) Species traits as drivers of food web structure. Oikos 127: 316–326. https://doi.org/10.1111/oik.04712

Langraf V, Luzyanin S, Alexanov V, Teofilova T, Anciferov A, Szyszko-Podgórska K, Vorobyova I, Solodovnikov I, Gorbunov R, Sukhodolskaya R (2025) Geographic gradients in a functional trait: variation in body size of the ground beetle Carabus granulatus Linnaeus (Coleoptera, Carabidae). Acta Zoologica Bulgarica 77(4): 421–430. https://doi.org/10.71424/azb77.4.002892

Lavorel S, Garnier E (2002) Predicting changes in community composition and ecosystem functioning from plant traits: Revisiting the holy grail. Functional Ecology 16(5): 545–556. https://doi.org/10.1046/j.1365-2435.2002.00664.x

Linden DR, Hendrix PF, Coleman DC, van Vliet PCJ (1994) Faunal indicators of soil quality. In: Doran JW (Ed.) Defining soil quality for a sustainable environment. SSSA Special Publications 35: 91–106. https://doi.org/10.2136/sssaspecpub35.c6

Long JS, Ervin LH (2000) Using heteroscedasticity consistent standard errors in the Linear Regression Model. American Statistician 54(3): 217–224. https://doi.org/10.1080/0003 1305.2000.10474549

Lopez-Iglesias B, Villar R, Poorter L (2014) Functional traits predict drought performance and distribution of Mediterranean woody species. Acta Oecologica 56: 10–18. https:// doi.org/10.1016/j.actao.2014.01.003

Lövei GL, Magura T (2022) Body size and the urban heat island effect modulate the temperature–size relationship in ground beetles. Journal of Biogeography 49(9): 1618–1628. https://doi.org/10.1111/jbi.14458

Luzyanin SL, Gordienko TA, Saveliev AA, Ukhova NL, Vorobeva IG, Solodovnikov IA, Anciferov AL, Nogovitsyna SN, Aleksanov VV, Teofilova TM, Sukhodolskaya RA (2022) Impact of climatic factors on sexual size dimorphism in ground beetle Pterostichus melanarius (Illiger, 1798) (Coleoptera, Carabidae). Ecologica Montenegrina 58: 1–13. https://doi.org/10.37828/em.2022.58.1

Marshall J M, Miller MA, Lelito JP, Storer A J (2013) Latitudinal variation in body size of Agrilus planipennis and relationship with fecundity. Agricultural and forest entomology 15(3): 294–300. https://doi.org/10.1111/afe.12017

McGill BJ, Enquist BJ, Weiher E, Westoby M (2006) Rebuilding community ecology from functional traits. Trends in Ecology and Evolution 21(4): 178–185. https://doi.org/10.1016/j.tree.2006.02.002

Meacci S, Orsini M, Pittura L, Nardi A, Gorbi S, Regoli F, Abulebda AMA, Riolo P, Rus- chioni S (2025) A pilot study to assess carabids (Coleoptera: Carabidae) as potential bioindicators of microplastics contamination in soils. Environmental and Sustainability Indicators 27: 100729. https://doi.org/10.1016/j.indic.2025.100729

Merwin AC, Hilliard J, Larsen A, Lasken AG, Johnson I (2022) Oh, the places you will grow: Intraspecific latitudinal clines in butterfly size suggest a phylogenetic signal. Ecology and Evolution 12(5): e8913. https://doi.org/10.1002/ece3.8913

Meshalkina YuL, Samsonova VP (2008) Mathematical Statistics in Soil Science: A Practical Guide. MAKS Press, Moscow, 84 pp. [In Russian]

Mokany K, Ash J, Roxburgh S (2008) Functional identity is more important than diversity in influencing ecosystem processes in a temperate native grassland. Journal of Ecology 96(5): 884–893. https://doi.org/10.1111/j.1365-2745.2008.01395.x

Moor H, Hylander K, Norberg J (2015) Predicting climate change effects on wetland ecosystem services using species distribution modeling and plant functional traits. Ambio 44: 113–126. https://doi.org/10.1007/s13280-014-0593-9

Mousseau TA (1997) Ectoterms follow the converse to Bergmann s rule? Evolution 51(2): 630–632. https://doi.org/10.2307/2411138

Oliveira LRD, Frazão LA, Silva SCO, Araújo WS, Nunes YRF, Fernandes VM, Veloso MDM (2024) Nutrient cycling and soil quality in threatened veredas in two protected areas of the Brazilian cerrado. Nature Conservation Research 9(3): 34–46. https://doi.org/10.24189/ncr.2024.018

Oztuna D, Elhan AH, Tuccar E (2006) Investigation of four different normality tests in terms of type 1 error rate and power under different distributions. Turkish Journal of Medical Sciences 36(3): 171–176.

Paoletti MG, Favretto MR, Stinner BR, Purrington FF, Bater JE (1991) Invertebrates as bioindicators of soil use. Agriculture, Ecosystems and Environment 34(1–4): 341–362. https://doi.org/10.1016/0167-8809(91)90120-M

Pey B, Nahmani J, Auclerc A, Capowiez Y, Cluzeau D, Cortet J, Decaëns T, Deharveng L, Dubs F, Joimel S, Briard C, Grumiaux F, Laporte M, Pasquet A, Pelosi C, Ponge J, Salmon S, Santorufo L, Hedde M (2014) Current use of and future needs for soil invertebrate functional traits in community ecology. Basic and Applied Ecology 15(3): 194–206. https://doi.org/10.1016/j.baae.2014.03.007

R Core Team (2025) The R Project for Statistical Computing: A language and environment for statistical computing. Vienna, Austria. https://www.R-project.org/

Rainio J, Niemelä J (2003) Ground beetles (Coleoptera: Carabidae) as bioindicators. Biodiversity & Conservation 12(3): 487–506. https://doi.org/10.1023/A:1022412617568

Ruchin AB, Yegorov LV, Alekseev SK, Artaev ON (2016) Ground Beetles of the Mordovia Nature Reserve (Annotated Species List). Moscow, 36 pp. [In Russian]

Shmalgauzen II (1946) Factors of evolution: (theory of stabilizing selection). Publishing House of the USSR Academy of Sciences, Leningrad, Moscow, 396 pp. [In Russian]

Six J, Bossuyt H, Degryze S, Denef KA (2004) History of research on the link between (micro) aggregates, soil biota, and soil organic matter dynamics. Soil and Tillage Research 79(1): 7–31. https://doi.org/10.1016/j.still.2004.03.008

Sota T, Takami Y, Kubota K, Ishikawa R (2000) Geographic variation in the body size of some Japanese Leptocarabus species (Coleoptera, Carabidae): the “Toppled-domino pattern” along a geographic cline. Entomological Science 3: 309–320.

Stork NE, Eggleton P (1992) Invertebrates as determinants and indicators of soil quality. American journal of alternative agriculture 7(1–2): 38–47. https://doi/org/10.1017/S0889189300004446

Sukhodolskaya RA, Ananina TL, Saveliev AA (2021) Variation in body size and sexual size dimorphism of ground beetle Pterostichus montanus Motsch. (Coleoptera, Carabidae) in altitude gradient. Contemporary problems of ecology 14: 62–70. https://doi.org/10.1134/S199542552101008X

Sukhodolskaya RA, Saveliev AA (2017) Geographiсal variation of sexual size dimorphism of the ground beetle Carabus granulatus L. (Coleoptera, Carabidae). Russian journal of applied ecology 4(12): 3–10. [In Russian]

Taylor-Cox ED, Macgregor CJ, Corthine A, Hill JK, Hodgson JA, Saccheri IJ (2020) Wing morphological responses to latitude and colonisation in a range expanding butterfly. PeerJ 8: e10352. http://doi.org/10.7717/peerj.10352

Thiele H-U (1977) Carabid beetles in their Environment: a Study on Habitat Selection by Adaptations in Physiology and Behaviour. Springer, Berlin, 369 pp.

Turin H, Alders K, Den Boer PJ, Van Essen S, Heijerman Th, Laane W, Penterman E (1991) Ecological characterization of carabid species (Coleoptera, Carabidae) in the Netherlands from thirty years of pitfall sampling. Tijdschrift voor Entomologie 134: 279–304.

Van Voorhies WA (1996) Bergmann size clines: a simple explanation for their occurrence in ectotherms. Evolution 50(3): 1259–1264. https://doi.org/10.1111/j.1558-5646.1996.tb02366.x

Vilkova VV, Kazeev KSh, Nizhelskiy MS, Kolesnikov SI, Kozun YuS (2024) Changes in soil properties of xerophytic forests in Southern Russia after anthropogenic impact. Nature Conservation Research 9(2): 61–72. https://doi.org/10.24189/ncr.2024.013

Vilkova VV, Kazeev KSh, Privizentseva DA, Nizhelsky MS, Kolesnikov SI (2023) Activity in post-pyrogenic soils in the Utrish state nature reserve (Russia) in the early succession stages. Nature Conservation Research 8(3): 10–23. https://doi.org/10.24189/ncr.2023.019 [In Russian]

Violle C, Bonis A, Plantegenest M, Cudennec C, Damgaard C, Marion B, Le Cœur, Bouzillé J (2011) Plant functional traits capture species richness variations along a flooding gradient. Oikos 120(3): 389–398. https://doi.org/10.1111/j.1600-0706.2010.18525.x

Violle C, Navas M, Vile D, Kazakou E, Fortunel C, Hummel I, Garnier E (2007) Let the concept of trait be functional! Oikos 116(5): 882–892. https://doi.org/10.1111/j.0030-1299.2007.15559.x

Zeileis A, Hothorn T (2002) Diagnostic checking in regression relationships. R News 2/3: 7–10.

Zeileis A (2004) Econometric computing with HC and HAC covariance matrix estimators. Journal of statistical software 11(10): 1–17. https://doi.org/10.18637/jss.v011.i10

Zeileis A, Köll S, Graham N (2020) Various versatile variances: an object-oriented implementation of clustered covariances in R. Journal of statistical software 95(1): 1–36. https://doi.org/10.18637/jss.v095.i01

Zirbel CR, Bassett T, Grman E, Brudvig LA (2017) Plant functional traits and environmental conditions shape community assembly and ecosystem functioning during restoration. Journal of Applied Ecology 54(4): 1070–1079. https://doi.org/10.1111/1365-2664.12885

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

Downloads

Download data is not yet available.