Submitted:
21 February 2025
Posted:
24 February 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Site
2.2. Data Collection
2.3. Data Analysis
2.3.1. Spatial Distribution Pattern
2.3.2. Intraspecific and Interspecific Associations
3. Results
3.1. Spatial Distribution Pattern

3.2. Intraspecific and Interspecific Associations
3.2.1. Intraspecific Patterns from Saplings to Adults

3.2.2. Interspecific Association

4. Discussion
4.1. Spatial Distributions of Dominant Species
4.2. Associations Across Species and Life-History Stages
5. Conclusions
Acknowledgments
References
- Baddeley, A., P. J. Diggle, A. Hardegen, T. Lawrence, R. K. Milne, and G. Nair. 2014. On tests of spatial pattern based on simulation envelopes. Ecological Monographs 84:477-489.
- Baddeley, A. J., E. Rubak, and T. R. Turner. 2015. Analysing Spatial Point Patterns with R. Crc Press.
- Baldeck, C. A., K. E. Harms, J. B. Yavitt, R. John, B. L. Turner, R. Valencia, H. Navarrete, S. Bunyavejchewin, S. Kiratiprayoon, A. Yaacob, M. N. N. Supardi, S. J. Davies, S. P. Hubbell, G. B. Chuyong, D. Kenfack, D. W. Thomas, and J. W. Dalling. 2013. Habitat filtering across tree life stages in tropical forest communities. Proceedings of the Royal Society B-Biological Sciences 280.
- Ben-Said, M. 2021. Spatial point-pattern analysis as a powerful tool in identifying pattern-process relationships in plant ecology: an updated review. Ecological Processes 10.
- Beyns, R., D. Bauman, and T. Drouet. 2021. Fine-scale tree spatial patterns are shaped by dispersal limitation which correlates with functional traits in a natural temperate forest. Journal of Vegetation Science 32.
- Carrer, M., D. Castagneri, I. Popa, M. Pividori, and E. Lingua. 2018. Tree spatial patterns and stand attributes in temperate forests: The importance of plot size, sampling design, and null model. Forest Ecology and Management 407:125-134.
- Clark, D. B., M. W. Palmer, and D. A. Clark. 1999. Edaphic factors and the landscape-scale distributions of tropical rain forest trees. Ecology 80:2662-2675.
- Connell, J. H., J. G. Tracey, and L. J. Webb. 1984. Compensatory Recruitment, Growth, and Mortality as Factors Maintaining Rain-Forest Tree Diversity. Ecological Monographs 54:141-164.
- Cressie, N. A. C. 2015. Statistics for Spatial Data, Revised Edition. Statistics for Spatial Data, Revised Edition.
- Dohn, J., D. J. Augustine, N. P. Hanan, J. Ratnam, and M. Sankaran. 2017. Spatial vegetation patterns and neighborhood competition among woody plants in an East African savanna. Ecology 98:478-488.
- Erfanifard, Y., and K. Stereńczak. 2017. Intra- and interspecific interactions of Scots pine and European beech in mixed secondary forests. Acta Oecologica 78:15-25.
- Gabriel, E. 2017. A. Baddeley, E. Rubak, R. Turner: Spatial Point Patterns: Methodology and Applications with R. Mathematical geosciences.
- Gadow, K. V., C. Y. Zhang, C. Wehenkel, A. Pommerening, and X. H. Zhao. 2012. Forest Structure and Diversity. Springer Netherlands.
- Ge, J., Ma, B., Xu, W. et al. 2022. Temporal shifts in the relative importance of climate and leaf litter traits in driving litter decomposition dynamics in a Chinese transitional mixed forest. Plant Soil 477, 679–692.
- Getzin, S., T. Wiegand, K. Wiegand, and F. L. He. 2008. Heterogeneity influences spatial patterns and demographics in forest stands. Journal of Ecology 96:807-820.
- Gu, L., K. L. O’Hara, W. z. Li, and Z. w. Gong. 2019. Spatial patterns and interspecific associations among trees at different stand development stages in the natural secondary forests on the Loess Plateau, China. Ecology and Evolution.
- Hardy, O. J., and B. Sonké. 2004. Spatial pattern analysis of tree species distribution in a tropical rain forest of Cameroon:: assessing the role of limited dispersal and niche differentiation. Forest Ecology and Management 197:191-202.
- Hubbell, S. P. 1979. Tree Dispersion, Abundance, ai Diversity in a Tropical Dry Fore That tropical trees are clumped, not spac, alters conceptions of the organization and dynami. Science.
- Jalilian, A., Y. Guan, and R. Waagepetersen. 2013. Decomposition of Variance for Spatial Cox Processes. Scandinavian Journal of Statistics.
- Janik, Kral, Adam, Hort, Samonil, Unar, Vrska, and McMahon. 2016. Tree spatial patterns of Fagus sylvatica expansion over 37 years. Forest Ecology and Management 2016,375:134-145.
- Janzen, D. 1970. Herbivores and the number of tree species in tropical forests. American Naturalist 104.
- Kenkel, N. C., M. L. Hendrie, and I. E. Bella. 1997. A long-term study of Pinus banksiana population dynamics. Journal of Vegetation Science 8:241-254.
- Lin, G., D. Stralberg, G. Gong, Z. Huang, W. Ye, and L. Wu. 2013. Separating the effects of environment and space on tree species distribution: from population to community. Public Library of Science.
- Nguyen, H. H., J. Uria-Diez, K. Wiegand, and R. Michalet. 2016. Spatial distribution and association patterns in a tropical evergreen broad-leaved forest of north-central Vietnam. Journal of Vegetation Science 27.
- Omelko, A., O. Ukhvatkina, A. Zhmerenetsky, L. Sibirina, T. Petrenko, and M. Bobrovsky. 2018. From young to adult trees: How spatial patterns of plants with different life strategies change during age development in an old-growth Korean pine-broadleaved forest. Forest Ecology and Management 411:46-66.
- Perea, A. J., T. Wiegand, J. L. Garrido, P. J. Rey, and J. M. Alcántara. 2021. Legacy effects of seed dispersal mechanisms shape the spatial interaction network of plant species in Mediterranean forests. Journal of Ecology 109:3670-3684.
- Peters, H. A. 2003. Neighbour-regulated mortality: the influence of positive and negative density dependence on tree populations in species-rich tropical forests. Ecology Letters 6:757-765.
- Ripley, B. D. 1976. 2nd-Order Analysis of Stationary Point Processes. Journal of Applied Probability 13:255-266.
- Seidler, T. G., and J. B. Plotkin. 2006. Seed dispersal and spatial pattern in tropical trees. Plos Biology 4:2132-2137.
- Shen, G. C., F. L. He, R. Waagepetersen, I. F. Sun, Z. Q. Hao, Z. S. Chen, and M. J. Yu. 2013. Quantifying effects of habitat heterogeneity and other clustering processes on spatial distributions of tree species. Ecology 94:2436-2443.
- Stoyan, D. 1994. Caution with Fractal Point Patterns. Statistics 25:267-270.
- Ting, L., R. Zhao, N. J. Wang, L. Xie, Y. Y. Feng, Y. Li, H. Ding, and Y. M. Fang. 2023. Spatial distributions of intra-community tree species under topographically variable conditions. Journal of Mountain Science 20:391-402.
- Vázquez, D. P., C. J. Melián, N. M. Williams, N. Blüthgen, B. R. Krasnov, and R. Poulin. 2007. Species abundance and asymmetric interaction strength in ecological networks. Oikos 116:1120-1127.
- Velázquez, E., I. Martínez, S. Getzin, K. A. Moloney, and T. Wiegand. 2016. An evaluation of the state of spatial point pattern analysis in ecology. Ecography 39:1042-1055.
- Wang, X. G., T. Wiegand, Z. Q. Hao, B. H. Li, J. Ye, and F. Lin. 2010. Species associations in an old-growth temperate forest in north-eastern China. Journal of Ecology 98:674-686.
- Wiegand, T., and K. A. Moloney. 2004. Rings, circles, and null-models for point pattern analysis in ecology. Oikos 104:209-229.
- Wiegand, T., and K. A. Moloney. 2013. A Handbook of Spatial Point Pattern Analysis in Ecology. A Handbook of Spatial Point Pattern Analysis in Ecology.
- Wiegand, T., X. G. Wang, K. J. Anderson-Teixeira, N. A. Bourg, M. Cao, X. Q. Ci, S. J. Davies, Z. Q. Hao, R. W. Howe, W. J. Kress, J. Y. Lian, J. Li, L. X. Lin, Y. C. Lin, K. P. Ma, W. McShea, X. C. Mi, S. H. Su, I. F. Sun, A. Wolf, W. H. Ye, and A. Huth. 2021. Consequences of spatial patterns for coexistence in species-rich plant communities. Nature Ecology & Evolution 5:965-+.
- Zhang, L. Y., L. B. Dong, Q. Liu, and Z. G. Liu. 2020. Spatial Patterns and Interspecific Associations During Natural Regeneration in Three Types of Secondary Forest in the Central Part of the Greater Khingan Mountains, Heilongjiang Province, China. Forests 11.
- Zhang, Y. T., J. M. Li, S. L. Chang, X. Li, and J. J. Lu. 2012. Spatial distribution pattern of population in the Middle Tianshan Mountains and the relationship with topographic attributes. Journal of Arid Land 4:457-468.
- Zhou, Q., H. Shi, X. Shu, F. L. Xie, K. R. Zhang, Q. F. Zhang, and H. S. Dang. 2019. Spatial distribution and interspecific associations in a deciduous broad-leaved forest in north-central China. Journal of Vegetation Science 30:1153-1163.
- Zhu, Y., Zhao, G. F., Zhang, L. W., Shen, G. C., Mi, X. C., Ren, H. B., Yu, M. J., Chen, J. H., Chen, S. W., Fang, T, Ma, K. P. 2008. Community composition and structure of Gutianshan forest dynamics plot in a mid-subtropical evergreen broad-leaved forest, East China. Journal of Plant Ecology (Chinese Version), 32, 262-273. (in Chinese with English abstract).


| Species name | Family name | Abundance | Basal area (m2/hm2) | Maximum DBH (cm) | Importance value | Life form |
| Quercus aliena var. acutiserrata | Fagaceae | 2141 | 136.12 | 105.92 | 0.0749 | D |
| Acer oliverianum | Sapindaceae | 7556 | 109.66 | 51.80 | 0.0742 | D |
| Fagus engleriana | Fagaceae | 2345 | 95.90 | 83.50 | 0.0663 | D |
| Betula albosinensis | Betulaceae | 1670 | 50.56 | 102.23 | 0.0571 | D |
| Lindera obtusiloba | Lauraceae | 2552 | 50.50 | 59.82 | 0.0455 | D |
| Acer stachyophyllum subsp. betulifolium | Sapindaceae | 3284 | 31.80 | 21.22 | 0.0310 | D |
| Viburnum dilatatum | Adoxaceae | 3089 | 22.93 | 14.45 | 0.0277 | D |
| Sorbus alnifolia | Rosaceae | 1951 | 19.01 | 42.36 | 0.0248 | D |
| Toxicodendron vernicifluum | Anacardiaceae | 924 | 17.27 | 53.60 | 0.0247 | D |
| Litsea ichangensis | Lauraceae | 2075 | 15.08 | 48.11 | 0.0223 | D |
| Acer flabellatum | Sapindaceae | 1700 | 13.45 | 52.56 | 0.0211 | D |
| Corylus ferox var. thibetica | Betulaceae | 1376 | 12.97 | 49.31 | 0.0190 | D |
| Acer pictum subsp. mono | Sapindaceae | 1679 | 12.93 | 47.80 | 0.0190 | D |
| Styrax hemsleyanus | Styracaceae | 1208 | 12.22 | 47.10 | 0.0183 | D |
| Sorbus hemsleyi | Rosaceae | 805 | 11.89 | 92.99 | 0.0176 | D |
| Meliosma veitchiorum | Sabiaceae | 801 | 11.50 | 97.50 | 0.0170 | D |
| Pinus armandii | Pinaceae | 972 | 10.66 | 78.47 | 0.0166 | E |
| Acer maximowiczii | Sapindaceae | 1234 | 10.48 | 32.12 | 0.0164 | D |
| Litsea veitchiana | Lauraceae | 1443 | 10.49 | 20.11 | 0.0163 | D |
| Cornus controversa | Cornaceae | 695 | 9.66 | 49.40 | 0.0158 | D |
| Species name | Layer | Abundance | Individuals of Small Trees | Individuals of Medium Trees | Individuals of Large Trees |
| Quercus aliena var. acutiserrata | Canopy | 2141 | 222 | 718 | 1201 |
| Acer oliverianum | Understory | 7556 | 4613 | 1673 | 1270 |
| Fagus engleriana | Canopy | 2345 | 824 | 899 | 622 |
| Lindera obtusiloba | Understory | 2552 | 368 | 617 | 1567 |
| Viburnum dilatatum | Shrub | 3089 | 1874 | 384 | 231 |
| Acer flabellatum | Understory | 1700 | 1135 | 337 | 228 |
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. |
© 2025 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 (https://creativecommons.org/licenses/by/4.0/).