Trait-Based Prediction of Extinction Risk and Conservation Strategy for Traditional Chinese Medicinal Plants in China

Yuhan Zheng , Jingjing Zhao , Wenbo Liao , Amy Hinsley , Tien Ming Lee

Integrative Conservation ›› 2026, Vol. 5 ›› Issue (1) : 150 -163.

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Integrative Conservation ›› 2026, Vol. 5 ›› Issue (1) :150 -163. DOI: 10.1002/inc3.70076
RESEARCH ARTICLE
Trait-Based Prediction of Extinction Risk and Conservation Strategy for Traditional Chinese Medicinal Plants in China
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Abstract

Traded plants, including traditional Chinese medicinal (TCM) species, contribute substantially to human health and economic activity but are increasingly threatened by human pressures and climate change in the Anthropocene. However, many species lack formal extinction risk assessments (i.e., Data Deficient (DD) or Not Evaluated (NE)), making strategic conservation planning challenging. We compiled a database of 11 correlates for 580 TCM plant species recorded in the Pharmacopoeia of the People's Republic of China (2020) and built random forest models to determine the most significant drivers of threats to TCM plants. We then applied the trait-based model to predict the extinction risk of unassessed medicinal plant species. Species occurring in fewer provinces, with narrower elevational ranges, shorter stature, monocot growth form, and harvested parts other than fruits or seeds were associated with higher extinction risks. Among 95 unassessed species (DD or NE), 16 species (17%) were predicted to be threatened. Spatial mapping analysis revealed emerging threat hotspots in provinces such as Guangxi and Guangdong. Our trait-based predictive models successfully identified key drivers of extinction risk and highlighted potentially threatened medicinal plant species, revealing protection gaps and geographic concentrations of risk. For currently and potentially threatened TCM plants, we recommend urgent conservation action and targeted management interventions.

Keywords

comparative analysis / conservation prioritization / random forests / Red List / vulnerability

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Yuhan Zheng, Jingjing Zhao, Wenbo Liao, Amy Hinsley, Tien Ming Lee. Trait-Based Prediction of Extinction Risk and Conservation Strategy for Traditional Chinese Medicinal Plants in China. Integrative Conservation, 2026, 5 (1) : 150-163 DOI:10.1002/inc3.70076

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References

[1]

Angiosperm Phylogeny Group, M. W. Chase, M. J. Christenhusz, et al. 2016. “An Update of the Angiosperm Phylogeny Group Classification for the Orders and Families of Flowering Plants: APG IV.” Botanical Journal of the Linnean Society 181: 1–20. https://doi.org/10.1111/boj.12385.

[2]

Bachman, S. P., M. J. M. Brown, T. C. C. Leão, E. Nic Lughadha, and B. E. Walker. 2024. “Extinction Risk Predictions for the World's Flowering Plants to Support Their Conservation.” New Phytologist 242: 797–808. https://doi.org/10.1111/nph.19592.

[3]

Bland, L. M., J. Bielby, S. Kearney, C. D. L. Orme, J. E. M. Watson, and B. Collen. 2017. “Toward Reassessing Data-Deficient Species.” Conservation Biology 31: 531–539. https://doi.org/10.1111/cobi.12850.

[4]

Bland, L. M., B. Collen, C. D. L. Orme, and J. Bielby. 2015a. “Predicting the Conservation Status of Data-Deficient Species.” Conservation Biology 29: 250–259. https://doi.org/10.1111/cobi.12372.

[5]

Bland, L. M., C. D. L. Orme, J. Bielby, B. Collen, E. Nicholson, and M. A. McCarthy. 2015b. “Cost-Effective Assessment of Extinction Risk With Limited Information.” Journal of Applied Ecology 52: 861–870. https://doi.org/10.1111/1365-2664.12459.

[6]

Böhm, M., R. Williams, H. R. Bramhall, et al. 2016. “Correlates of Extinction Risk in Squamate Reptiles: The Relative Importance of Biology, Geography, Threat and Range Size.” Global Ecology and Biogeography 25: 391–405. https://doi.org/10.1111/geb.12419.

[7]

Breiman, L. 2001. “Random Forests.” Machine Learning 45: 5–32. https://doi.org/10.1023/A:1010933404324.

[8]

Cawley, G. C., and N. L. C. Talbot. 2003. “Efficient Leave-One-Out Cross-Validation of Kernel Fisher Discriminant Classifiers.” Pattern Recognition 36: 2585–2592. https://doi.org/10.1016/S0031-3203(03)00136-5.

[9]

Chen, F., L. Liu, F. Chen, and G. Jia. 2012. “The Ecological Characteristics of Seed Germination and Seedling Establishment of Manglietia patungensis Implication for Species Conservation.” American Journal of Plant Sciences 03: 1455–1461. https://doi.org/10.4236/ajps.2012.310175.

[10]

Chen, Y., Y. Wu, Y. Dong, et al. 2023. “Extinction Risk of Chinese Angiosperms Varies Between Woody and Herbaceous Species.” Diversity and Distributions 29: 232–243. https://doi.org/10.1111/ddi.13655.

[11]

Chi, X., Z. Zhang, X. Xu, et al. 2017. “Threatened Medicinal Plants in China: Distributions and Conservation Priorities.” Biological Conservation 210: 89–95. https://doi.org/10.1016/j.biocon.2017.04.015.

[12]

Chichorro, F., A. Juslén, and P. Cardoso. 2019. “A Review of the Relation Between Species Traits and Extinction Risk.” Biological Conservation 237: 220–229. https://doi.org/10.1016/j.biocon.2019.07.001.

[13]

Christenhusz, M. J. M., J. L. Reveal, A. Farjon, M. F. Gardner, R. R. Mill, and M. W. Chase. 2011. “A New Classification and Linear Sequence of Extant Gymnosperms.” Phytotaxa 19: 55–70. https://doi.org/10.11646/PHYTOTAXA.19.1.3.

[14]

Cunningham, A. B., J. A. Brinckmann, S. J. Pei, et al. 2018. “High Altitude Species, High Profits: Can the Trade in Wild Harvested Fritillaria cirrhosa (Liliaceae) Be Sustained?” Journal of Ethnopharmacology 223: 142–151. https://doi.org/10.1016/j.jep.2018.05.004.

[15]

Darrah, S. E., L. M. Bland, S. P. Bachman, C. P. Clubbe, and A. Trias-Blasi. 2017. “Using Coarse-Scale Species Distribution Data to Predict Extinction Risk in Plants.” Diversity and Distributions 23: 435–447. https://doi.org/10.1111/ddi.12532.

[16]

Davidson, A. D., M. J. Hamilton, A. G. Boyer, J. H. Brown, and G. Ceballos. 2009. “Multiple Ecological Pathways to Extinction in Mammals.” Proceedings of the National Academy of Sciences 106: 10702–10705. https://doi.org/10.1073/pnas.0901956106.

[17]

Davies, T. J., G. F. Smith, D. U. Bellstedt, et al. 2011. “Extinction Risk and Diversification Are Linked in a Plant Biodiversity Hotspot.” PLoS Biology 9: e1000620. https://doi.org/10.1371/journal.pbio.1000620.

[18]

De Jonge, M. M. J., J. P. Hilbers, E. Jongejans, W. A. Ozinga, A. J. Hendriks, and M. A. J. Huijbregts. 2018. “Relating Plant Height to Demographic Rates and Extinction Vulnerability.” Biological Conservation 220: 104–111. https://doi.org/10.1016/j.biocon.2018.02.008.

[19]

Doug, M. 2022. “Mapproj: Map Projections.” https://CRAN.R-project.org/package=mapproj.

[20]

Ghimire, S. K. 2008. Medicinal Plants in the Nepal Himalaya: Current Issues, Sustainable Harvesting, Knowledge Gaps and Research Priorities. Ecological Society (ECOS).

[21]

Grace, O. M., H. D. V. Prendergast, J. Van Staden, A. K. Jäger, and A. K. Jäger. 2002. “The Status of Bark in South African Traditional Health Care.” South African Journal of Botany 68: 21–30. https://doi.org/10.1016/S0254-6299(16)30449-5.

[22]

Hayashi, M., K. L. Feilich, and D. J. Ellerby. 2009. “The Mechanics of Explosive Seed Dispersal in Orange Jewelweed (Impatiens capensis).” Journal of Experimental Botany 60: 2045–2053. https://doi.org/10.1093/jxb/erp070.

[23]

Helmut Kaiser Consultancy Studies. 2017. “Traditional Chinese Medicine (TCM) in China and Worldwide.” http://www.hkc22.com/ChineseMedicine.html.

[24]

Huang, L. Q., P. G. Xiao, and Y. Y. Wang. 2012. Chinese Rare and Endangered Medicinal Plants Resources Survey. Shanghai Scientific &Technical Publishers.

[25]

Hubbell, S. P., F. He, R. Condit, L. Borda-de-Água, J. Kellner, and H. Ter Steege. 2008. “How Many Tree Species Are There in the Amazon and How Many of Them Will Go Extinct?” Proceedings of the National Academy of Sciences 105: 11498–11504. https://doi.org/10.1073/pnas.0801915105.

[26]

IUCN. 2024. “The IUCN Red List of Threatened Species.” https://www.iucnredlist.org.

[27]

Kattge, J., S. Díaz, S. Lavorel, et al. 2011. “Try–A Global Database of Plant Traits.” Global Change Biology 17: 2905–2935. https://doi.org/10.1111/j.1365-2486.2011.02451.x.

[28]

Kleyer, M., R. M. Bekker, I. C. Knevel, et al. 2008. “The LEDA Traitbase: A Database of Life-History Traits of the Northwest European Flora.” Journal of Ecology 96: 1266–1274. https://doi.org/10.1111/j.1365-2745.2008.01430.x.

[29]

Koh, L. P., R. R. Dunn, N. S. Sodhi, R. K. Colwell, H. C. Proctor, and V. S. Smith. 2004. “Species Coextinctions and the Biodiversity Crisis.” Science 305: 1632–1634. https://doi.org/10.1126/science.1101101.

[30]

Lakey, and K. Dorji. 2016. “Ecological Status of High Altitude Medicinal Plants and Their Sustainability: Lingshi, Bhutan.” BMC Ecology 16: 45. https://doi.org/10.1186/s12898-016-0100-1.

[31]

Lan, F., X. Y. Hong, Z. H. Song, and W. Zhang. 2020. “Overview of the Chinese Pharmacopoeia 2020 Edition.” Drug Standards of China 21: 185–188. https://doi.org/10.19778/j.chp.2020.03.001.

[32]

Law, W., and J. Salick. 2005. “Human-Induced Dwarfing of Himalayan Snow Lotus, Saussurea laniceps (Asteraceae).” Proceedings of the National Academy of Sciences 102: 10218–10220. https://doi.org/10.1073/pnas.0502931102.

[33]

Leão, T. C. C., C. R. Fonseca, C. A. Peres, and M. Tabarelli. 2014. “Predicting Extinction Risk of Brazilian Atlantic Forest Angiosperms.” Conservation Biology 28: 1349–1359. https://doi.org/10.1111/cobi.12286.

[34]

Levin, M. O., J. B. Meek, B. Boom, S. M. Kross, and E. A. Eskew. 2022. “Using Publicly Available Data to Conduct Rapid Assessments of Extinction Risk.” Conservation Science and Practice 4, no. 3: e12628. https://doi.org/10.1111/csp2.12628.

[35]

Liaw, A., and M. Wiener. 2002. “Classification and Regression by Randomforest.” R News 2: 18–22. https://CRAN.R-project.org/doc/Rnews/.

[36]

Luiz, O. J., R. M. Woods, E. M. P. Madin, and J. S. Madin. 2016. “Predicting IUCN Extinction Risk Categories for the World's Data Deficient Groupers (Teleostei: Epinephelidae).” Conservation Letters 9: 342–350. https://doi.org/10.1111/conl.12230.

[37]

Di Marco, M., G. M. Buchanan, Z. Szantoi, et al. 2014. “Drivers of Extinction Risk in African Mammals: The Interplay of Distribution State, Human Pressure, Conservation Response and Species Biology.” Philosophical Transactions of the Royal Society, B: Biological Sciences 369: 20130198. https://doi.org/10.1098/rstb.2013.0198.

[38]

Marshall, N. T. 1993. The Gardener's Guide to Plant Conservation. World Wildlife Fund-US.

[39]

McKinney, M. L. 1997. “Extinction Vulnerability and Selectivity: Combining Ecological and Paleontological Views.” Annual Review of Ecology and Systematics 28, no. 1: 495–516.

[40]

Meng, H., X. Gao, Y. Song, G. Cao, and J. Li. 2021. “Biodiversity Arks in the Anthropocene.” Regional Sustainability 2: 109–115. https://doi.org/10.1016/j.regsus.2021.03.001.

[41]

Ministry of Ecology and Environment of the People's Republic of China. 2023. “China's Red List of Biodiversity: Higher Plants (2020).” https://www.mee.gov.cn/xxgk2018/xxgk/xxgk01/202305/t20230522_1030745.html.

[42]

Murray, K. A., D. Rosauer, H. McCallum, and L. F. Skerratt. 2011. “Integrating Species Traits With Extrinsic Threats: Closing the Gap Between Predicting and Preventing Species Declines.” Proceedings of the Royal Society B: Biological Sciences 278: 1515–1523. https://doi.org/10.1098/rspb.2010.1872.

[43]

Nogués-Bravo, D., M. B. Araújo, T. Romdal, and C. Rahbek. 2008. “Scale Effects and Human Impact on the Elevational Species Richness Gradients.” Nature 453: 216–219. https://doi.org/10.1038/nature06812.

[44]

Pelletier, T. A., B. C. Carstens, D. C. Tank, J. Sullivan, and A. Espíndola. 2018. “Predicting Plant Conservation Priorities on a Global Scale.” Proceedings of the National Academy of Sciences 115: 13027–13032. https://doi.org/10.1073/pnas.1804098115.

[45]

Peters, C. M. 1994. Sustainable Harvest of Non-Timber Plant Resources in Tropical Moist Forest: An Ecological Primer. Biodiversity support program.

[46]

Purvis, A., J. L. Gittleman, G. Cowlishaw, and G. M. Mace. 2000. “Predicting Extinction Risk in Declining Species.” Proceedings of the Royal Society of London. Series B: Biological Sciences 267, no. 1456: 1947–1952. https://doi.org/10.1098/rspb.2000.1234.

[47]

Qiong, C. R., X. J. Tian, C. L. Yang, and C. R. Zhaxi. 2005. “A Study on the Distribution Pattern of Plants in Tibet.” Journal of Tibet University 20: 62–64. https://doi.org/10.16249/j.cnki.1005-5738.2005.02.014.

[48]

Richard, A., A. Becker, R. Wilks, and B. Ray. 2021. “Maps: Draw Geographical Maps.” https://CRAN.R-project.org/package=maps.

[49]

Roberge, J. M., and P. Angelstam. 2004. “Usefulness of the Umbrella Species Concept as a Conservation Tool.” Conservation Biology 18: 76–85. https://doi.org/10.1111/j.1523-1739.2004.00450.x.

[50]

Roger, B., and L. K. Nicholas. 2022. “Maptools: Tools for Handling Spatial Objects.” https://CRAN.R-project.org/package=maptools.

[51]

Saar, L., K. Takkis, M. Pärtel, and A. Helm. 2012. “Which Plant Traits Predict Species Loss in Calcareous Grasslands With Extinction Debt?” Diversity and Distributions 18: 808–817. https://doi.org/10.1111/j.1472-4642.2012.00885.x.

[52]

Schippmann, U., D. J. Leaman, and A. Cunningham. 2002. Impact of Cultivation and Gathering of Medicinal Plants on Biodiversity: Global Trends and Issues. Biodiversity and the Ecosystem Approach in Agriculture, Forestry and Fisheries.

[53]

Shan, Z. J., J. F. Ye, D. C. Hao, P. G. Xiao, Z. D. Chen, and A. M. Lu. 2022. “Distribution Patterns and Industry Planning of Commonly Used Traditional Chinese Medicinal Plants in China.” Plant Diversity 44: 255–261. https://doi.org/10.1016/j.pld.2021.11.003.

[54]

Shan, Z. J., Q. Zhang, D. X. Peng, et al. 2023. “Assessing Conservation Priorities of Threatened Medicinal Plants in China: A New Comprehensive Phylogenetic Scoring System.” Journal of Systematics and Evolution 61: 709–718. https://doi.org/10.1111/jse.12903.

[55]

Shuai, L., C. Chen, W. Liu, et al. 2021. “Ecological Correlates of Extinction Risk in Chinese Terrestrial Mammals.” Diversity and Distributions 27: 1294–1307. https://doi.org/10.1111/ddi.13279.

[56]

Sjöström, A., and C. L. Gross. 2006. “Life-History Characters and Phylogeny Are Correlated With Extinction Risk in the Australian Angiosperms.” Journal of Biogeography 33: 271–290. https://doi.org/10.1111/j.1365-2699.2005.01393.x.

[57]

Smith-Hall, C., H. O. Larsen, and M. Pouliot. 2012. “People, Plants and Health: A Conceptual Framework for Assessing Changes in Medicinal Plant Consumption.” Journal of Ethnobiology and Ethnomedicine 8: 43. https://doi.org/10.1186/1746-4269-8-43.

[58]

Sodhi, N. S., L. P. Koh, K. S. H. Peh, et al. 2008. “Correlates of Extinction Proneness in Tropical Angiosperms.” Diversity and Distributions 14: 1–10. https://doi.org/10.1111/j.1472-4642.2007.00398.x.

[59]

Stefanaki, A., A. Kantsa, T. Tscheulin, M. Charitonidou, and T. Petanidou. 2015. “Lessons From Red Data Books: Plant Vulnerability Increases With Floral Complexity.” PLoS One 10: e0138414. https://doi.org/10.1371/journal.pone.0138414.

[60]

Van Wyk, A. S., and G. Prinsloo. 2018. “Medicinal Plant Harvesting, Sustainability and Cultivation in South Africa.” Biological Conservation 227: 335–342. https://doi.org/10.1016/j.biocon.2018.09.018.

[61]

Venables, W. N., and B. D. Ripley. 2002. Modern Applied Statistics With S. Springer.

[62]

Verde Arregoitia, L. D. 2016. “Biases, Gaps, and Opportunities in Mammalian Extinction Risk Research.” Mammal Review 46: 17–29. https://doi.org/10.1111/mam.12049.

[63]

Walker, K. J., and C. D. Preston. 2006. “Ecological Predictors of Extinction Risk in the Flora of Lowland England, UK.” Biodiversity & Conservation 15: 1913–1942. https://doi.org/10.1007/s10531-005-4313-4.

[64]

Wang, Y., D. H. Thornton, D. Ge, S. Wang, and P. Ding. 2015. “Ecological Correlates of Vulnerability to Fragmentation in Forest Birds on Inundated Subtropical Land-Bridge Islands.” Biological Conservation 191: 251–257. https://doi.org/10.1016/j.biocon.2015.06.041.

[65]

Warnes, R. G., B. Bolker, T. Lumley, and C. R. Johnson. 2018. “gmodels: Various R Programming Tools for Model Fitting. R Package Version 2.18.1.” https://CRAN.R-project.org/package=gmodels.

[66]

White, R. L., and P. M. Bennett. 2015. “Elevational Distribution and Extinction Risk in Birds.” PLoS One 10: e0121849. https://doi.org/10.1371/journal.pone.0121849.

[67]

WHO. 2013. WHO Traditional Medicine Strategy: 2014–2023. World Health Organization.

[68]

Zhang, W. H., Y. G. Zu, and G. B. Liu. 2002. “Population Ecological Characteristics and Analysis on Endangered Cause of Ten Endangered Plant Species.” Acta Ecologica Sinica 22, no. 9: 1512–1520.

[69]

Zhang, Y. B., and K. P. Ma. 2008. “Geographic Distribution Patterns and Status Assessment of Threatened Plants in China.” Biodiversity & Conservation 17: 1783–1798. https://doi.org/10.1007/s10531-008-9384-6.

[70]

Zhang, Z. X. 2007. “A Comparative Study on the Biological and Ecological Characteristics of Invasive Species Solidago canadensis L. and Native Species Solidago decurrens Lour.” Diss., Anhui Normal University.

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2026 The Author(s). Integrative Conservation published by John Wiley & Sons Australia, Ltd on behalf of Xishuangbanna Tropical Botanical Garden (XTBG).

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