Abstract
Tree interactions are essential for the structure, dynamics, and function of forest ecosystems, but variations in the architecture of life-stage interaction networks (LSINs) across forests is unclear. Here, we constructed 16 LSINs in the mountainous forests of northwest Hebei, China based on crown overlap from four mixed forests with two dominant tree species. Our results show that LSINs decrease the complexity of stand densities and basal areas due to the interaction cluster differentiation. In addition, we found that mature trees and saplings play different roles, the first acting as “hub” life stages with high connectivity and the second, as “bridges” controlling information flow with high centrality. Across the forests, life stages with higher importance showed better parameter stability within LSINs. These results reveal that the structure of tree interactions among life stages is highly related to stand variables. Our efforts contribute to the understanding of LSIN complexity and provide a basis for further research on tree interactions in complex forest communities.
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References
Adler PB, Smull D, Beard KH, Choi RT, Furniss T, Kulmatiski A, Meiners JM, Tredennick AT, Veblen KE (2018) Competition and coexistence in plant communities: intraspecific competition is stronger than interspecific competition. Ecol Lett 21(9):1319–1329
Armas C, Pugnaire FI (2005) Plant interactions govern population dynamics in a semi-arid plant community. J Ecol 93(5):978–989
Armas C, Pugnaire FI (2009) Ontogenetic shifts in interactions of two dominant shrub species in a semi-arid coastal sand dune system. J Veg Sci 20(3):535–546
Bahram M, Harend H, Tedersoo L (2014) Network perspectives of ectomycorrhizal associations. Fungal Ecol 7:70–77
Bates D, Mächler M, Bolker B, Walker S (2015) Fitting linear mixed-effects models using lme4. J Stat Softw 67(1):1–48
Batool K, Niazi MA (2014) Towards a methodology for validation of centrality measures in complex networks. PLoS ONE 9(4):e90283
Bechtold WA (2004) Largest-crown-width prediction models for 53 species in the western United States. West J Appl for 19(4):245–251
Berger U, Hildenbrandt H (2000) A new approach to spatially explicit modelling of forest dynamics: spacing, ageing and neighbourhood competition of mangrove trees. Ecol Modell 132(3):287–302
Brunner A, Forrester DI (2020) Tree species mixture effects on stem growth vary with stand density: an analysis based on individual tree responses. For Ecol Manag 473:118334
Chaves CJN, Rossatto DR (2021) Reducing tree density affects interactions between trees and atmospheric Tillandsia species (Bromeliaceae). Austral Ecol 46(2):218–227
Cheng XQ, Han HR, Kang FF, Song YL, Liu K (2014) Point pattern analysis of different life stages of Quercus liaotungensis in Lingkong Mountain, Shanxi Province. China J Plant Interact 9(1):233–240
Chu C, Adler PB (2015) Large niche differences emerge at the recruitment stage to stabilize grassland coexistence. Ecol Monogr 85(3):373–392
Damgaard C, Weiner J (2017) It’s about time: a critique of macroecological inferences concerning plant competition. Trends Ecol Evol 32(2):86–87
Damgaard C, Weiner J (2021) The need for alternative plant species interaction models. J Plant Ecol 14(5):771–780
De Steven D (1991) Experiments on mechanisms of tree establishment in old-field succession: seedling survival and growth. Ecology 72(3):1076–1088
Detto M, Visser MD, Wright SJ, Pacala SW (2019) Bias in the detection of negative density dependence in plant communities. Ecol Lett 22(11):1923–1939
Díaz-Sierra R, Verwijmeren M, Rietkerk M, de Dios VR, Baudena M (2017) A new family of standardized and symmetric indices for measuring the intensity and importance of plant neighbour effects. Methods Ecol Evol 8(5):580–591
Ding CJ, Wang NN, Huang QJ, Zhang WX, Huang J, Yan SL, Chen BY, Liang DJ, Dong YF, Shen YB, Su XH (2022) The importance of proleptic branch traits in biomass production of poplar in high-density plantations. J For Res 33(2):463–473
Estrada E, Higham DJ, Hatano N (2009) Communicability betweenness in complex networks. Phys A 388(5):764–774
García-Cervigón AI, Iriondo JM, Linares JC, Olano JM (2016) Disentangling facilitation along the life cycle: impacts of plant–plant interactions at vegetative and reproductive stages in a Mediterranean forb. Front Plant Sci 7:129
Getzin S, Wiegand T, Wiegand K, He F (2008) Heterogeneity influences spatial patterns and demographics in forest stands. J Ecol 96(4):807–820
Goldberg DE, Turkington R, Olsvig-Whittaker L, Dyer AR (2001) Density dependence in an annual plant community: variation among life history stages. Ecol Monogr 71(3):423–446
Grilli J, Barabás G, Michalska-Smith MJ, Allesina S (2017) Higher-order interactions stabilize dynamics in competitive network models. Nature 548(7666):210–213
Grimm V, Railsback SF (2005) Individual-based modeling and ecology. Princeton University Press, Princeton
Grote R (2003) Estimation of crown radii and crown projection area from stem size and tree position. Ann for Sci 60(5):393–402
Gu L, O’Hara KL, Li WZ, Gong ZW (2019) Spatial patterns and interspecific associations among trees at different stand development stages in the natural secondary forests on the Loess Plateau. China Ecol Evol 9(11):6410–6421
Guimaraes PR (2020) The structure of ecological networks across levels of organization. Annu Rev Ecol Evol Syst 51(1):433–460
Hamel S, Gaillard JM, Yoccoz N (2018) Introduction to: individual heterogeneity—the causes and consequences of a fundamental biological process. Oikos 127(5):643–647
Hart SP, Freckleton RP, Levine JM (2018) How to quantify competitive ability. J Ecol 106(5):1902–1909
He Q, Bertness MD (2014) Extreme stresses, niches, and positive species interactions along stress gradients. Ecology 95(6):1437–1443
Hortal S, Lozano YM, Bastida F, Armas C, Moreno JL, Garcia C, Pugnaire FI (2017) Plant-plant competition outcomes are modulated by plant effects on the soil bacterial community. Sci Rep 7(1):17756
Ings TC, Montoya JM, Bascompte J, Blüthgen N, Brown L, Dormann CF, Edwards F, Figueroa D, Jacob U, Jones JI, Lauridsen RB, Ledger ME, Lewis HM, Olesen JM, Van Veen FJF, Warren PH, Woodward G (2009) Review: ecological networks—beyond food webs. J Anim Ecol 78(1):253–269
Jalili M, Askari Sichani O, Yu XH (2015) Optimal pinning controllability of complex networks: dependence on network structure. Phys Rev E 91(1):012803
Jiao JJ, Wu CP, Jiang B, Wang ZG, Yuan WG, Zhu JR, Li TT, Yang SZ, Yao LJ (2022) Negative density restricts the coexistence and spatial distribution of dominant species in subtropical evergreen broad-leaved forests in China. Forests 13(8):1227
Julliard R, Clavel J, Devictor V, Jiguet F, Couvet D (2006) Spatial segregation of specialists and generalists in bird communities. Ecol Lett 9(11):1237–1244
Kikvidze Z, Brooker RW (2019) Quantifying plant interactions: independent reference is critical for standardising the importance indices. J Veg Sci 30(2):397–401
Kinlock NL (2021) Uncovering structural features that underlie coexistence in an invaded woody plant community with interaction networks at multiple life stages. J Ecol 109(1):384–398
Kira T, Ogawa H, Shinozaki N (1953) Intraspecific competition among higher plants I. Competition-yield-density interrelationship in regularly dispersed population. J Inst Poly Osa Univ Ser D 4:1–16
Kunstler G, Albert CH, Courbaud B, Lavergne S, Thuiller W, Vieilledent G, Zimmermann NE, Coomes DA (2011) Effects of competition on tree radial-growth vary in importance but not in intensity along climatic gradients. J Ecol 99(1):300–312
Lai JS, Nimon K (2022) glmm.hp: Hierarchical partitioning of marginal R2 for generalized mixed-effect models. R package version 0.0-5
Liu PC, Wang WD, Bai ZQ, Guo ZJ, Ren W, Huang JH, Xu Y, Yao J, Ding Y, Zang RG (2020) Competition and facilitation co-regulate the spatial patterns of boreal tree species in Kanas of Xinjiang, northwest China. For Ecol Manag 467:118167
Losapio G, Schöb C (2017) Resistance of plant–plant networks to biodiversity loss and secondary extinctions following simulated environmental changes. Funct Ecol 31(5):1145–1152
Losapio G, Pugnaire FI, O’Brien MJ, Schöb C (2018) Plant life history stage and nurse age change the development of ecological networks in an arid ecosystem. Oikos 127(9):1390–1397
Losapio G, Montesinos-Navarro A, Saiz H (2019) Perspectives for ecological networks in plant ecology. Plant Ecol Divers 12(2):87–102
Luo Y, Chen HYH (2011) Competition, species interaction and ageing control tree mortality in boreal forests. J Ecol 99(6):1470–1480
Martínez I, Wiegand T, González-Taboada F, Obeso JR (2010) Spatial associations among tree species in a temperate forest community in North-western Spain. For Ecol Manag 260(4):456–465
Moeur M (1997) Spatial models of competition and gap dynamics in old-growth Tsuga heterophylla/Thuja plicata forests. For Ecol Manag 94(1):175–186
Montgomery RA, Reich PB, Palik BJ (2010) Untangling positive and negative biotic interactions: views from above and below ground in a forest ecosystem. Ecology 91(12):3641–3655
Morales-Castilla I, Matias MG, Gravel D, Araújo MB (2015) Inferring biotic interactions from proxies. Trends Ecol Evol 30(6):347–356
Mougi A, Kondoh M (2012) Diversity of interaction types and ecological community stability. Science 337(6092):349–351
Nakagawa Y, Yokozawa M, Hara T (2016) Complex network analysis reveals novel essential properties of competition among individuals in an even-aged plant population. Ecol Complex 26:95–116
Nakagawa S, Johnson PCD, Schielzeth H (2017) The coefficient of determination R2 and intra-class correlation coefficient from generalized linear mixed-effects models revisited and expanded. J R Soc Interface 14(134):20170213
Newbery DM, Stoll P (2013) Relaxation of species-specific neighborhood effects in Bornean rain forest under climatic perturbation. Ecology 94(12):2838–2851
Perea AJ, Wiegand T, Garrido JL, Rey PJ, Alcántara JM (2021) Legacy effects of seed dispersal mechanisms shape the spatial interaction network of plant species in Mediterranean forests. J Ecol 109(10):3670–3684
Piao TF, Comita LS, Jin GZ, Kim JH (2013) Density dependence across multiple life stages in a temperate old-growth forest of northeast China. Oecologia 172(1):207–217
Pilosof S, Porter MA, Pascual M, Kéfi S (2017) The multilayer nature of ecological networks. Nat Ecol Evol 1(4):0101
Pommerening A, Maleki K (2014) Differences between competition kernels and traditional size-ratio based competition indices used in forest ecology. For Ecol Manag 331:135–143
Pranchai A, Jenke M, Vogt J, Grueters U, Yue L, Mehlig U, de Menezes MM, Wagner S, Berger U (2018) Density-dependent shift from facilitation to competition in a dwarf Avicennia germinans forest. Wetl Ecol Manag 26(2):139–150
Pretzsch H (2014) Canopy space filling and tree crown morphology in mixed-species stands compared with monocultures. For Ecol Manag 327:251–264
Pu XC, Jin GZ (2018) Conspecific and phylogenetic density-dependent survival differs across life stages in two temperate old-growth forests in Northeast China. For Ecol Manag 424:95–104
Pyke DA, Archer S (1991) Plant-plant interactions affecting plant establishment and persistence on revegetated rangeland. J Range Manag 44(6):550–557
Qi M, Sun T, Xue SF, Yang W, Shao DD, Martínez-López J (2018) Competitive ability, stress tolerance and plant interactions along stress gradients. Ecology 99(4):848–857
R Development Core Team (2022) R: A language and environment for statistical computing [WWW Document]. Available from http://www.rproject.org.
Raptis D, Kazana V, Kazaklis A, Stamatiou C (2018) A crown width-diameter model for natural even-aged black pine forest management. Forests 9(10):610
Rinella MJ, Strong DJ, Vermeire LT (2020) Omitted variable bias in studies of plant interactions. Ecology 101(6):e03020
Rudolf VHW, Lafferty KD (2011) Stage structure alters how complexity affects stability of ecological networks. Ecol Lett 14(1):75–79
Sánchez-González M, Cañellas I, Montero G (2007) Generalized height-diameter and crown diameter prediction models for cork oak forests in Spain. For Syst 16(1):76–88
Schenk JH, Mahall BE (2002) Positive and negative plant interactions contribute to a north–south-patterned association between two desert shrub species. Oecologia 132(3):402–410
Schiffers K, Tielbörger K (2006) Ontogenetic shifts in interactions among annual plants. J Ecol 94(2):336–341
Schlau B, Huxman T, Mooney K, Pratt J (2021) Facilitation at early growth stages results in spatial associations and stable coexistence in late growth stages of two long-lived, dominant shrubs. Oikos 130(12):2182–2190
Schmid JS, Taubert F, Wiegand T, Sun IF, Huth A (2020) Network science applied to forest megaplots: tropical tree species coexist in small-world networks. Sci Rep 10(1):13198
Soliveres S, Maestre FT, Ulrich W, Manning P, Boch S, Bowker MA, Prati D, Delgado-Baquerizo M, Quero JL, Schöning I, Gallardo A, Weisser W, Müller J, Socher SA, García-Gómez M, Ochoa V, Schulze E-D, Fischer M, Allan E (2015) Intransitive competition is widespread in plant communities and maintains their species richness. Ecol Lett 18(8):790–798
Song S, Zhang S, Wang TY, Meng J, Zhou YQ, Zhang H (2018) Balancing conservation and development in Winter Olympic construction: evidence from a multi-scale ecological suitability assessment. Sci Rep 8(1):14083
Strydom T, Dalla Riva GV, Poisot T (2021) SVD entropy reveals the high complexity of ecological networks. Front Ecol Evol 9:623141
Subrahmaniam HJ, Libourel C, Journet EP, Morel JB, Muños S, Niebel A, Raffaele S, Roux F (2018) The genetics underlying natural variation of plant–plant interactions, a beloved but forgotten member of the family of biotic interactions. Plant J 93(4):747–770
Tomiolo S, Damgaard CF, Gay L, Ronfort J, Ehlers BK (2022) A plant growth model to test for changes in plant–plant interaction over a growing season: the case of kin competition. Oikos 12:e09358
Trogisch S, Liu XJ, Rutten G, Xue K, Bauhus J, Brose U, Bu WS, Cesarz S, Chesters D, Connolly J, Cui XY, Eisenhauer N, Guo LD, Haider S, Härdtle W, Kunz M, Liu LL, Ma ZQ, Neumann S, Sang WG, Schuldt A, Tang ZY, van Dam NM, von Oheimb G, Wang MQ, Wang SP, Weinhold A, Wirth C, Wubet T, Xu XL, Yang B, Zhang NL, Zhu CD, Ma KP, Wang YF, Bruelheide H (2021) The significance of tree-tree interactions for forest ecosystem functioning. Basic Appl Ecol 55:33–52
Wang CH, Li B (2016) Salinity and disturbance mediate direct and indirect plant–plant interactions in an assembled marsh community. Oecologia 182(1):139–152
Weigelt A, Steinlein T, Beyschlag W (2002) Does plant competition intensity rather depend on biomass or on species identity? Basic Appl Ecol 3(1):85–94
Wiegand T, Gunatilleke S, Gunatilleke N, Okuda T (2007) Analyzing the spatial structure of a Sri Lankan tree species with multiple scales of clustering. Ecology 88(12):3088–3102
Wiegand T, Martínez I, Huth A (2009) Recruitment in tropical tree species: revealing complex spatial patterns. Am Nat 174(4):106–140
Williams LJ, Paquette A, Cavender-Bares J, Messier C, Reich PB (2017) Spatial complementarity in tree crowns explains overyielding in species mixtures. Nat Ecol Evol 1(4):0063
Wright M, Sherriff RL, Miller AE, Wilson T (2018) Stand basal area and temperature interact to influence growth in white spruce in southwest Alaska. Ecosphere 9(10):e02462
Xin HL, Jackson T, Cao YJ, Zhang HY, Lin Y, Shenkin A (2022) Spatial pattern analysis of forest trees based on the vectorial mark. J For Res 33(4):1301–1315
Zambrano J, Arellano G, Swenson NG, Staniczenko PPA, Thompson J, Fagan WF (2022) Analyses of three-dimensional species associations reveal departures from neutrality in a tropical forest. Ecology 103(6):e3681
Zhang YH, Loreau M, He NP, Zhang GM, Han XG (2017) Mowing exacerbates the loss of ecosystem stability under nitrogen enrichment in a temperate grassland. Funct Ecol 31(8):1637–1646
Zhang HS, Zha TG, Yu Y, Ji XD, Jesús RC (2021a) Assessing vegetation community distribution characteristics and succession stages in mountainous areas hosting coming Winter Olympics Games. J Mt Sci 18(11):2870–2887
Zhang HS, Yu Y, Zha TG, Jesús RC (2021b) Assessing previous land-vegetation productivity relationships on mountainous areas hosting coming Winter Olympics Games in 2022. Sci Total Environ 788:147870
Zhao CX, Zhao WJ, Jin M, Zhou JQ, Ta F, Wang L, Mou WB, Lei LJ, Liu JR, Du JL, Zhang XL (2023) Spatial patterns of Picea crassifolia driven by environmental heterogeneity and intraspecific interactions. J For Res 34(4):949–962
Zhou Q, Shi H, Shu X, Xie FL, Zhang KR, Zhang QF, Dang HS (2019) Spatial distribution and interspecific associations in a deciduous broad-leaved forest in north-central China. J Veg Sci 30(6):1153–1163
Zhu Y, Comita LS, Hubbell SP, Ma KP (2015) Conspecific and phylogenetic density-dependent survival differs across life stages in a tropical forest. J Ecol 103(4):957–966
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Thanks are due to Yu Zheng, Xinxin Zhen, and Zhuoqing Bai for assistance with experiments and data processing.
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Zou, H., Zhang, H. & Huang, T. Ecological network analysis reveals complex responses of tree species life stage interactions to stand variables. J. For. Res. 35, 5 (2024). https://doi.org/10.1007/s11676-023-01657-8
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DOI: https://doi.org/10.1007/s11676-023-01657-8