Skip to main content
Top
Published in:

02-08-2024 | Original Research

Large-scale changes in the distribution of suitable habitat of the endangered subtropical canopy tree species Vatica guangxiensis under climate change

Authors: Wenji Luo, Ralph Sedricke Lapuz, Alison K.S. Wee

Published in: Biodiversity and Conservation | Issue 11/2024

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Protecting rare and endangered species from habitat loss caused by climate and land use changes is crucial for stopping unprecedented biodiversity loss. Data on species’ future range shifts is crucial in protected area management planning to establish proper refuges. This study focused on identifying the suitable habitat, vulnerabilities, and conservation gaps of Vatica guangxiensis—a canopy tree species endemic to the subtropical forests of southwest China and listed as Endangered in the IUCN Red List— through Maxent species distribution modeling using current and future climate data. Results showed that the predicted suitable habitats for V. guangxiensis under current climate were more extensive than its known range, encompassing parts of China, northern Laos, northern Vietnam, and eastern Myanmar. They are most likely to be in wetter regions with acidic soils. However, these habitats were predicted to decrease by 90% and shift to lower latitudes and higher elevations by 2081–2100 due to climate change, which leads to habitat loss for five out of twelve current wild populations, as well as severe fragmentation and reduced protected area coverage. Our findings demonstrate the potential for new field discoveries of V. guangxiensis based on its predicted distribution under current climate, but also show the vulnerability of its habitats under future climate change. We present a dire outlook for V. guangxiensis and highlight the need for field discovery of new populations and the establishment of ex situ populations that are explicitly guided by suitable habitat predictions. Furthermore, this study can contribute to the expansion of climate-informed protected areas in the Indochina region, to support the flagship ‘30 × 30’ target for protected areas under the Kunming-Montreal Global Biodiversity Framework. Lastly, our findings elucidate the importance of transboundary conservation efforts, such as the Lancang-Mekong Cooperation Five-Year Action Plan, in preserving biodiversity and achieving global conservation goals.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Literature
go back to reference Abdu A, Zaidey M, Kadir A, Ibrahim Z, Hamzah M, Hamid H, Hassan A, Wasli M, Yusof K, Jusop S (2010) Properties of soils in the rehabilitated degraded tropical lowland and hill dipterocarp forests in Peninsular Malaysia, In 19th World Congress of Soil Science Abdu A, Zaidey M, Kadir A, Ibrahim Z, Hamzah M, Hamid H, Hassan A, Wasli M, Yusof K, Jusop S (2010) Properties of soils in the rehabilitated degraded tropical lowland and hill dipterocarp forests in Peninsular Malaysia, In 19th World Congress of Soil Science
go back to reference Allouche O, Tsoar A, Kadmon R (2006) Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS). J Appl Ecol 43:1223–1232CrossRef Allouche O, Tsoar A, Kadmon R (2006) Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS). J Appl Ecol 43:1223–1232CrossRef
go back to reference Ashcroft MB (2010) Identifying refugia from climate change. J Biogeogr 37:1407–1413CrossRef Ashcroft MB (2010) Identifying refugia from climate change. J Biogeogr 37:1407–1413CrossRef
go back to reference Ashton PS (2003) Floristic zonation of tree communities on wet tropical mountains revisited. Perspectives in Plant Ecology. Evol Syst 6:87–104 Ashton PS (2003) Floristic zonation of tree communities on wet tropical mountains revisited. Perspectives in Plant Ecology. Evol Syst 6:87–104
go back to reference Barahona-Segovia RM, Alaniz AJ, Duran-Sanzana V, Flores EF, Gerstle J, Montecinos-Ibarra R, Perez-Schultheiss J, Rabanal FE, Reyes D, Ramos V, Venegas-Diaz C, Weymann M, Smith-Ramirez C, Araya JF, Vergara PM (2021) Combining citizen science with spatial analysis at local and biogeographical scales for the conservation of a large-size endemic invertebrate in temperate forests. For Ecol Manag 497:119519CrossRef Barahona-Segovia RM, Alaniz AJ, Duran-Sanzana V, Flores EF, Gerstle J, Montecinos-Ibarra R, Perez-Schultheiss J, Rabanal FE, Reyes D, Ramos V, Venegas-Diaz C, Weymann M, Smith-Ramirez C, Araya JF, Vergara PM (2021) Combining citizen science with spatial analysis at local and biogeographical scales for the conservation of a large-size endemic invertebrate in temperate forests. For Ecol Manag 497:119519CrossRef
go back to reference Barstow M (2017) Vatica guangxiensis. The IUCN Red list of threatened species 2017: e.T32380A2817030 Barstow M (2017) Vatica guangxiensis. The IUCN Red list of threatened species 2017: e.T32380A2817030
go back to reference Bidak LM, Heneidy SZ, Halmy MWA, El-Kenany ET (2022) Sustainability potential for Ginkgo biloba L. plantations under climate change uncertainty: an ex-situ conservation perspective. Acta Ecol Sin 42:101–114CrossRef Bidak LM, Heneidy SZ, Halmy MWA, El-Kenany ET (2022) Sustainability potential for Ginkgo biloba L. plantations under climate change uncertainty: an ex-situ conservation perspective. Acta Ecol Sin 42:101–114CrossRef
go back to reference Bourg NA, McShea WJ, Gill DE (2005) Putting a CART before the search: successful habitat prediction for a rare forest herb. Ecol Lett 86:2793–2804CrossRef Bourg NA, McShea WJ, Gill DE (2005) Putting a CART before the search: successful habitat prediction for a rare forest herb. Ecol Lett 86:2793–2804CrossRef
go back to reference Chen GK, Wang X, Ma KP (2020) Red list of China’s forest ecosystems: a conservation assessment and protected area gap analysis. Biol Conserv 248:108636CrossRef Chen GK, Wang X, Ma KP (2020) Red list of China’s forest ecosystems: a conservation assessment and protected area gap analysis. Biol Conserv 248:108636CrossRef
go back to reference Corlett RT (2009) Seed dispersal distances and plant migration potential in tropical East Asia. Biotropica 41:592–598CrossRef Corlett RT (2009) Seed dispersal distances and plant migration potential in tropical East Asia. Biotropica 41:592–598CrossRef
go back to reference Corlett RT, Westcott DA (2013) Will plant movements keep up with climate change? Trends Ecol Evol 8:482–488CrossRef Corlett RT, Westcott DA (2013) Will plant movements keep up with climate change? Trends Ecol Evol 8:482–488CrossRef
go back to reference Coutts SR, Klinken R, Yokomizo H, Buckley YM (2011) What are the key drivers of spread in invasive plants: dispersal, demography or landscape: and how can we use this knowledge to aid management? Biol Invasions 13:1649–1661CrossRef Coutts SR, Klinken R, Yokomizo H, Buckley YM (2011) What are the key drivers of spread in invasive plants: dispersal, demography or landscape: and how can we use this knowledge to aid management? Biol Invasions 13:1649–1661CrossRef
go back to reference Cvetković T, Hinsinger DD, Strijk JS (2019) Exploring evolution and diversity of Chinese Dipterocarpaceae using next-generation sequencing. Sci Rep 9:11639PubMedPubMedCentralCrossRef Cvetković T, Hinsinger DD, Strijk JS (2019) Exploring evolution and diversity of Chinese Dipterocarpaceae using next-generation sequencing. Sci Rep 9:11639PubMedPubMedCentralCrossRef
go back to reference Deb JC, Phinn S, Butt N, McAlpine CA (2017) The impact of climate change on the distribution of two threatened Dipterocarp trees. Ecol Evol 7:2238–2248PubMedPubMedCentralCrossRef Deb JC, Phinn S, Butt N, McAlpine CA (2017) The impact of climate change on the distribution of two threatened Dipterocarp trees. Ecol Evol 7:2238–2248PubMedPubMedCentralCrossRef
go back to reference Du Z, He Y, Wang H, Wang C, Duan Y (2021) Potential geographical distribution and habitat shift of the genus Ammopiptanthus in China under current and future climate change based on the MaxEnt model. J Arid Environ 184:104328CrossRef Du Z, He Y, Wang H, Wang C, Duan Y (2021) Potential geographical distribution and habitat shift of the genus Ammopiptanthus in China under current and future climate change based on the MaxEnt model. J Arid Environ 184:104328CrossRef
go back to reference Engler R, Randin CF, Vittoz P, Czáka T, Beniston M, Zimmermann NE, Guisan A (2009) Predicting future distributions of mountain plants under climate change: does dispersal capacity matter? Ecography 32:34–45CrossRef Engler R, Randin CF, Vittoz P, Czáka T, Beniston M, Zimmermann NE, Guisan A (2009) Predicting future distributions of mountain plants under climate change: does dispersal capacity matter? Ecography 32:34–45CrossRef
go back to reference Fick SE, Hijmans RJ (2017) WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. Int J Climatol 37:4302–4315CrossRef Fick SE, Hijmans RJ (2017) WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. Int J Climatol 37:4302–4315CrossRef
go back to reference Fielding AH, Bell JF (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environ Conserv 24:38–49CrossRef Fielding AH, Bell JF (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environ Conserv 24:38–49CrossRef
go back to reference Fischer J, Lindenmayer DB (2007) Landscape modification and habitat fragmentation: a synthesis. Global Ecol Biogeogr 16:265–280CrossRef Fischer J, Lindenmayer DB (2007) Landscape modification and habitat fragmentation: a synthesis. Global Ecol Biogeogr 16:265–280CrossRef
go back to reference Fogel B (2023) Using ecological niche modeling to Predict distributions and effects of Climate Change on two endangered plant species. Leavenworthia texana and Physaria pallida Fogel B (2023) Using ecological niche modeling to Predict distributions and effects of Climate Change on two endangered plant species. Leavenworthia texana and Physaria pallida
go back to reference Fois M, Fenu G, Lombrana AC, Cogoni D, Bacchetta G (2015) A practical method to speed up the discovery of unknown populations using species distribution models. J Nat Conserv 24:42–48CrossRef Fois M, Fenu G, Lombrana AC, Cogoni D, Bacchetta G (2015) A practical method to speed up the discovery of unknown populations using species distribution models. J Nat Conserv 24:42–48CrossRef
go back to reference Galante PJ, Alade B, Muscarella R, Jansa SA, Goodman SM, Anderson RP (2018a) The challenge of modeling niches and distributions for data-poor species: a comprehensive approach to model complexity. Ecography 41:726–736CrossRef Galante PJ, Alade B, Muscarella R, Jansa SA, Goodman SM, Anderson RP (2018a) The challenge of modeling niches and distributions for data-poor species: a comprehensive approach to model complexity. Ecography 41:726–736CrossRef
go back to reference Galante PJ, Alade B, Muscarella R, Jansa SA, Goodman SM, Anderson RPJE (2018b) The challenge of modeling niches and distributions for data-poor species: a comprehensive approach to model complexity. 41:726–736 Galante PJ, Alade B, Muscarella R, Jansa SA, Goodman SM, Anderson RPJE (2018b) The challenge of modeling niches and distributions for data-poor species: a comprehensive approach to model complexity. 41:726–736
go back to reference Garrett RD, Cammelli F, Ferreira J, Levy SA, Valentim J, Vieira I (2021) Forests and sustainable development in the Brazilian Amazon: history, trends, and future prospects. Annu Rev Environ Resour 46:625–652CrossRef Garrett RD, Cammelli F, Ferreira J, Levy SA, Valentim J, Vieira I (2021) Forests and sustainable development in the Brazilian Amazon: history, trends, and future prospects. Annu Rev Environ Resour 46:625–652CrossRef
go back to reference Ge F, Zhu S, Luo H, Zhi X, Wang H (2021) Future changes in precipitation extremes over Southeast Asia: insights from CMIP6 multi-model ensemble. Environmental Research Letters 16: 024013 Ge F, Zhu S, Luo H, Zhi X, Wang H (2021) Future changes in precipitation extremes over Southeast Asia: insights from CMIP6 multi-model ensemble. Environmental Research Letters 16: 024013
go back to reference Graham V, Baumgartner JB, Beaumont LJ, Esperón-Rodríguez M, Grech A (2019) Prioritizing the protection of climate refugia: designing a climate-ready protected area network. J Environ Plann Manage 62:2588–2606CrossRef Graham V, Baumgartner JB, Beaumont LJ, Esperón-Rodríguez M, Grech A (2019) Prioritizing the protection of climate refugia: designing a climate-ready protected area network. J Environ Plann Manage 62:2588–2606CrossRef
go back to reference Granados A (2017) Ecological effects of disrupting plant-animal interactions. University of British Columbia Granados A (2017) Ecological effects of disrupting plant-animal interactions. University of British Columbia
go back to reference Grubb P, Turner I, Burslem DFRP (1994) Mineral nutrient status of coastal hill dipterocarp forest and adinandra belukar in Singapore: analysis of soil, leaves and litter. J Trop Ecol 10:559–577CrossRef Grubb P, Turner I, Burslem DFRP (1994) Mineral nutrient status of coastal hill dipterocarp forest and adinandra belukar in Singapore: analysis of soil, leaves and litter. J Trop Ecol 10:559–577CrossRef
go back to reference Guisan A, Tingley R, Baumgartner JB, Naujokaitis-Lewis I, Sutcliffe PR, Tulloch AI, Regan TJ, Brotons L, McDonald‐Madden E, Mantyka‐Pringle C (2013) Predicting species distributions for conservation decisions. Ecol Lett 16:1424–1435PubMedPubMedCentralCrossRef Guisan A, Tingley R, Baumgartner JB, Naujokaitis-Lewis I, Sutcliffe PR, Tulloch AI, Regan TJ, Brotons L, McDonald‐Madden E, Mantyka‐Pringle C (2013) Predicting species distributions for conservation decisions. Ecol Lett 16:1424–1435PubMedPubMedCentralCrossRef
go back to reference Hannah L, Midgley G, Andelman S, Araújo M, Hughes G, Martinez-Meyer E, Pearson R, Williams P (2007) Protected area needs in a changing climate. Front Ecol Environ 5:131–138CrossRef Hannah L, Midgley G, Andelman S, Araújo M, Hughes G, Martinez-Meyer E, Pearson R, Williams P (2007) Protected area needs in a changing climate. Front Ecol Environ 5:131–138CrossRef
go back to reference Hattori D, Sabang J, Tanaka S, Kendawang JJ, Ninomiya I, Sakurai K (2005) Soil characteristics under three vegetation types associated with shifting cultivation in a mixed dipterocarp forest in Sarawak, Malaysia. Soil Sci Plant Nutr 51:231–241CrossRef Hattori D, Sabang J, Tanaka S, Kendawang JJ, Ninomiya I, Sakurai K (2005) Soil characteristics under three vegetation types associated with shifting cultivation in a mixed dipterocarp forest in Sarawak, Malaysia. Soil Sci Plant Nutr 51:231–241CrossRef
go back to reference Hijmans RJ, Van Etten J, Mattiuzzi M, Cheng J, Sumner M, Greenberg J (2019) Raster: Geographic Data Analysis and modeling. R package version 2.9–23. R Core Team. R Foundation for statistical computing, Viena Austria Hijmans RJ, Van Etten J, Mattiuzzi M, Cheng J, Sumner M, Greenberg J (2019) Raster: Geographic Data Analysis and modeling. R package version 2.9–23. R Core Team. R Foundation for statistical computing, Viena Austria
go back to reference Huang S, Wang C, Wang Y (2001) A preliminary study on conservation of endangered species Vatica guangxiensis. Bull Bot Res 21:317 Huang S, Wang C, Wang Y (2001) A preliminary study on conservation of endangered species Vatica guangxiensis. Bull Bot Res 21:317
go back to reference IUCN (2022) The IUCN Red List of Threatened Species. Version 2022-1 IUCN (2022) The IUCN Red List of Threatened Species. Version 2022-1
go back to reference Kamino LHY, Siqueira M, Sánchez-Tapia A, Stehmann JR (2012) Reassessment of the extinction risk of endemic species in the neotropics: how can modelling tools help us. Natureza Conservação 10:191–198CrossRef Kamino LHY, Siqueira M, Sánchez-Tapia A, Stehmann JR (2012) Reassessment of the extinction risk of endemic species in the neotropics: how can modelling tools help us. Natureza Conservação 10:191–198CrossRef
go back to reference Keppel G, Mokany K, Wardell-Johnson GW, Phillips BL, Welbergen JA, Reside AE (2015) The capacity of refugia for conservation planning under climate change. Front Ecol Environ 13:106–112CrossRef Keppel G, Mokany K, Wardell-Johnson GW, Phillips BL, Welbergen JA, Reside AE (2015) The capacity of refugia for conservation planning under climate change. Front Ecol Environ 13:106–112CrossRef
go back to reference Lapuz RS, Jaojoco AKM, Reyes SRC, De Alban JDT, Tomlinson KW (2021) Greater loss and fragmentation of savannas than forests over the last three decades in Yunnan Province, China. Environ Res Lett 17:014003CrossRef Lapuz RS, Jaojoco AKM, Reyes SRC, De Alban JDT, Tomlinson KW (2021) Greater loss and fragmentation of savannas than forests over the last three decades in Yunnan Province, China. Environ Res Lett 17:014003CrossRef
go back to reference Leech SM, Almuedo PL, Neill GO (2011) Assisted Migration: adapting forest management to a changing climate. bc journal of ecosystems & management Leech SM, Almuedo PL, Neill GO (2011) Assisted Migration: adapting forest management to a changing climate. bc journal of ecosystems & management
go back to reference Leff JW, Bardgett RD, Wilkinson A, Jackson BG, Pritchard WJ, De Long JR, Oakley S, Mason KE, Ostle NJ, Johnson D (2018) Predicting the structure of soil communities from plant community taxonomy, phylogeny, and traits. ISME J 12:1794–1805PubMedPubMedCentralCrossRef Leff JW, Bardgett RD, Wilkinson A, Jackson BG, Pritchard WJ, De Long JR, Oakley S, Mason KE, Ostle NJ, Johnson D (2018) Predicting the structure of soil communities from plant community taxonomy, phylogeny, and traits. ISME J 12:1794–1805PubMedPubMedCentralCrossRef
go back to reference Leimu R, Vergeer P, Angeloni F, Ouborg NJ (2010) Habitat fragmentation, climate change, and inbreeding in plants. Ann N Y Acad Sci 1195:84–98PubMedCrossRef Leimu R, Vergeer P, Angeloni F, Ouborg NJ (2010) Habitat fragmentation, climate change, and inbreeding in plants. Ann N Y Acad Sci 1195:84–98PubMedCrossRef
go back to reference Lepun P, Heng R (2020) Floristic and forest structure of hill mixed Dipterocarp forest at Bukit Kana National Park, Sarawak, Malasyia. Malaysian Forester 83:259–280 Lepun P, Heng R (2020) Floristic and forest structure of hill mixed Dipterocarp forest at Bukit Kana National Park, Sarawak, Malasyia. Malaysian Forester 83:259–280
go back to reference Li HW (2006) A phytocoenological study on Vatica guangxiensis (Dipterocarpaceae) Community in Mt.Maocaoshan,Xishuangbanna. Acta Bot Yunnanica 28 Li HW (2006) A phytocoenological study on Vatica guangxiensis (Dipterocarpaceae) Community in Mt.Maocaoshan,Xishuangbanna. Acta Bot Yunnanica 28
go back to reference Li QM, Xu ZF (2001) Genetic diversity and population differentiation of Vatica guangxiensis. Acta Bot Yunnanica 23:201–208 Li QM, Xu ZF (2001) Genetic diversity and population differentiation of Vatica guangxiensis. Acta Bot Yunnanica 23:201–208
go back to reference Liu C, Newell G, White M (2016) On the selection of thresholds for predicting species occurrence with presence-only data. Ecol Evol 6:337–348PubMedCrossRef Liu C, Newell G, White M (2016) On the selection of thresholds for predicting species occurrence with presence-only data. Ecol Evol 6:337–348PubMedCrossRef
go back to reference Liu S, Yin Y, Liu X, Cheng F, Yang J, Li J, Dong S, Zhu A (2017) Ecosystem Services and landscape change associated with plantation expansion in a tropical rainforest region of Southwest China. Ecol Model 353:129–138CrossRef Liu S, Yin Y, Liu X, Cheng F, Yang J, Li J, Dong S, Zhu A (2017) Ecosystem Services and landscape change associated with plantation expansion in a tropical rainforest region of Southwest China. Ecol Model 353:129–138CrossRef
go back to reference Luo W, Tang W, Chattopadhyay B, Garg KM, Rheindt FE, Wee AKS (2024) The last stand: demographic and population genomic analysis reveals terminal endangerment in tropical timber species Vatica guangxiensis. Conserv Lett e13036 Luo W, Tang W, Chattopadhyay B, Garg KM, Rheindt FE, Wee AKS (2024) The last stand: demographic and population genomic analysis reveals terminal endangerment in tropical timber species Vatica guangxiensis. Conserv Lett e13036
go back to reference Mancera JP, Lapuz RS (2021) Environmental Niche Models Reveal Receding Refugia for Philippine endemic and threatened Melastome Trees under Accelerated Climate Change. Philippine J Sci 150 Mancera JP, Lapuz RS (2021) Environmental Niche Models Reveal Receding Refugia for Philippine endemic and threatened Melastome Trees under Accelerated Climate Change. Philippine J Sci 150
go back to reference Manchanda G, Garg N (2011) Plant Biosystems-An International Journal Dealing with all aspects of Plant Biology: Official Journal of the Societa Botanica Italiana. Official Journal of the Societa Botanica Italiana Manchanda G, Garg N (2011) Plant Biosystems-An International Journal Dealing with all aspects of Plant Biology: Official Journal of the Societa Botanica Italiana. Official Journal of the Societa Botanica Italiana
go back to reference McCune J (2016) Species distribution models predict rare species occurrences despite significant effects of landscape context. J Appl Ecol 53:1871–1879CrossRef McCune J (2016) Species distribution models predict rare species occurrences despite significant effects of landscape context. J Appl Ecol 53:1871–1879CrossRef
go back to reference McGarigal K, Cushman SA (2002) Comparative evaluation of experimental approaches to the study of habitat fragmentation effects. Ecol Appl 12:335–345CrossRef McGarigal K, Cushman SA (2002) Comparative evaluation of experimental approaches to the study of habitat fragmentation effects. Ecol Appl 12:335–345CrossRef
go back to reference Menéndez R, Megías A, Hill JK, Braschler B, Willis SG, Collingham Y, Fox R, Roy DB, Thomas CD (2006) Species richness changes lag behind climate change. Proceedings of the Royal Society B: Biological Sciences Menéndez R, Megías A, Hill JK, Braschler B, Willis SG, Collingham Y, Fox R, Roy DB, Thomas CD (2006) Species richness changes lag behind climate change. Proceedings of the Royal Society B: Biological Sciences
go back to reference Merow C, Smith MJ, Silander JA Jr (2013b) A practical guide to MaxEnt for modeling species’ distributions: what it does, and why inputs and settings matter. Ecography 36:1058–1069CrossRef Merow C, Smith MJ, Silander JA Jr (2013b) A practical guide to MaxEnt for modeling species’ distributions: what it does, and why inputs and settings matter. Ecography 36:1058–1069CrossRef
go back to reference Mkala EM, Jost M, Wanke S, Ngarega BK, Hughes A, Mutinda ES, Waswa EN, Mwanzia VM, Oulo MA, Wanga VO (2022) How vulnerable are holoparasitic plants with obligate hosts to negative climate change impacts? Ecol Inf 69:101636CrossRef Mkala EM, Jost M, Wanke S, Ngarega BK, Hughes A, Mutinda ES, Waswa EN, Mwanzia VM, Oulo MA, Wanga VO (2022) How vulnerable are holoparasitic plants with obligate hosts to negative climate change impacts? Ecol Inf 69:101636CrossRef
go back to reference Nemésio A, Silva DP, Nabout JC, Varela S (2016) Effects of climate change and habitat loss on a forest-dependent bee species in a tropical fragmented landscape. Insect Conserv Divers 9:149–160CrossRef Nemésio A, Silva DP, Nabout JC, Varela S (2016) Effects of climate change and habitat loss on a forest-dependent bee species in a tropical fragmented landscape. Insect Conserv Divers 9:149–160CrossRef
go back to reference Newbold T, Hudson LN, Hill SL, Contu S, Lysenko I, Senior RA, Börger L, Bennett DJ, Choimes A, Collen B (2015) Global effects of land use on local terrestrial biodiversity. Nature 520:45–50PubMedCrossRef Newbold T, Hudson LN, Hill SL, Contu S, Lysenko I, Senior RA, Börger L, Bennett DJ, Choimes A, Collen B (2015) Global effects of land use on local terrestrial biodiversity. Nature 520:45–50PubMedCrossRef
go back to reference Newbold T, Oppenheimer P, Etard A, Williams JJ (2020) Tropical and Mediterranean biodiversity is disproportionately sensitive to land-use and climate change. Nat Ecol Evol 4:1630–1638PubMedCrossRef Newbold T, Oppenheimer P, Etard A, Williams JJ (2020) Tropical and Mediterranean biodiversity is disproportionately sensitive to land-use and climate change. Nat Ecol Evol 4:1630–1638PubMedCrossRef
go back to reference O’Neill BC, Tebaldi C, Van Vuuren DP, Eyring V, Friedlingstein P, Hurtt G, Knutti R, Kriegler E, Lamarque J-F, Lowe J (2016) The scenario model intercomparison project (ScenarioMIP) for CMIP6. Geosci Model Dev 9:3461–3482CrossRef O’Neill BC, Tebaldi C, Van Vuuren DP, Eyring V, Friedlingstein P, Hurtt G, Knutti R, Kriegler E, Lamarque J-F, Lowe J (2016) The scenario model intercomparison project (ScenarioMIP) for CMIP6. Geosci Model Dev 9:3461–3482CrossRef
go back to reference O’Brien MJ, Philipson CD, Tay J, Hector A (2013) The influence of variable rainfall frequency on germination and early growth of shade-tolerant dipterocarp seedlings in Borneo. PLoS ONE 8:e70287PubMedPubMedCentralCrossRef O’Brien MJ, Philipson CD, Tay J, Hector A (2013) The influence of variable rainfall frequency on germination and early growth of shade-tolerant dipterocarp seedlings in Borneo. PLoS ONE 8:e70287PubMedPubMedCentralCrossRef
go back to reference Obico JJ, Lapuz RSC, Barcelona JF, Pelser PB (2024) What explains the high island endemicity of Philippine Rafflesia? A species distribution modeling analysis of three threatened parasitic plant species and their hosts. Am J Bot 111:e16267PubMedCrossRef Obico JJ, Lapuz RSC, Barcelona JF, Pelser PB (2024) What explains the high island endemicity of Philippine Rafflesia? A species distribution modeling analysis of three threatened parasitic plant species and their hosts. Am J Bot 111:e16267PubMedCrossRef
go back to reference Olson DM, Dinerstein E (2002) The global 200: Priority ecoregions for global conservation. Ann Mo Bot Gard 199–224 Olson DM, Dinerstein E (2002) The global 200: Priority ecoregions for global conservation. Ann Mo Bot Gard 199–224
go back to reference Ouyang X, Bai S, Strachan GB, Chen AJE (2022) evolution Simulation of the potential distribution of rare and endangered Satyrium species in China under climate change. Ecology and Evolution 12: e9054 Ouyang X, Bai S, Strachan GB, Chen AJE (2022) evolution Simulation of the potential distribution of rare and endangered Satyrium species in China under climate change. Ecology and Evolution 12: e9054
go back to reference Pang SE, De Alban JDT, Webb EL (2021) Effects of climate change and land cover on the distributions of a critical tree family in the Philippines. Sci Rep 11:1–13CrossRef Pang SE, De Alban JDT, Webb EL (2021) Effects of climate change and land cover on the distributions of a critical tree family in the Philippines. Sci Rep 11:1–13CrossRef
go back to reference Parmesan C, Hanley ME (2015) Plants and climate change: complexities and surprises. Ann Botany 116:849–864CrossRef Parmesan C, Hanley ME (2015) Plants and climate change: complexities and surprises. Ann Botany 116:849–864CrossRef
go back to reference Pearson RG, Raxworthy CJ, Nakamura M, Townsend Peterson A (2007) Predicting species distributions from small numbers of occurrence records: a test case using cryptic geckos in Madagascar. J Biogeogr 34:102–117CrossRef Pearson RG, Raxworthy CJ, Nakamura M, Townsend Peterson A (2007) Predicting species distributions from small numbers of occurrence records: a test case using cryptic geckos in Madagascar. J Biogeogr 34:102–117CrossRef
go back to reference Peng Y, Tan C, He F, Shen W, Zheng W, Pan G (2015) Community compositions and spatial structure feature of Vatica Guangxiensis Small Population in Guangxi. Journal of Northeast Forestry University Peng Y, Tan C, He F, Shen W, Zheng W, Pan G (2015) Community compositions and spatial structure feature of Vatica Guangxiensis Small Population in Guangxi. Journal of Northeast Forestry University
go back to reference Phillips SJ, Dudík M (2008) Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 31:161–175CrossRef Phillips SJ, Dudík M (2008) Modeling of species distributions with Maxent: new extensions and a comprehensive evaluation. Ecography 31:161–175CrossRef
go back to reference Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190:231–259CrossRef Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190:231–259CrossRef
go back to reference Poggio L, De Sousa LM, Batjes NH, Heuvelink G, Kempen B, Ribeiro E, Rossiter D (2021) SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty. Soil 7:217–240CrossRef Poggio L, De Sousa LM, Batjes NH, Heuvelink G, Kempen B, Ribeiro E, Rossiter D (2021) SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty. Soil 7:217–240CrossRef
go back to reference Potts MD, Ashton PS, Kaufman LS, Plotkin JB (2002) Habitat patterns in tropical rain forests: a comparison of 105 plots in northwest Borneo. Ecology 83:2782–2797CrossRef Potts MD, Ashton PS, Kaufman LS, Plotkin JB (2002) Habitat patterns in tropical rain forests: a comparison of 105 plots in northwest Borneo. Ecology 83:2782–2797CrossRef
go back to reference Pugnaire FI, Morillo JA, Peñuelas J, Reich PB, Bardgett RD, Gaxiola A, Wardle DA, Van Der Putten WH (2019) Climate change effects on plant-soil feedbacks and consequences for biodiversity and functioning of terrestrial ecosystems. Sci Adv 5:eaaz1834PubMedPubMedCentralCrossRef Pugnaire FI, Morillo JA, Peñuelas J, Reich PB, Bardgett RD, Gaxiola A, Wardle DA, Van Der Putten WH (2019) Climate change effects on plant-soil feedbacks and consequences for biodiversity and functioning of terrestrial ecosystems. Sci Adv 5:eaaz1834PubMedPubMedCentralCrossRef
go back to reference Ramos L, Torres A, Pulhin F, Lasco R (2012) Developing a georeferenced database of threatened forest tree species in the Philippines. Philippine J Sci 165–177 Ramos L, Torres A, Pulhin F, Lasco R (2012) Developing a georeferenced database of threatened forest tree species in the Philippines. Philippine J Sci 165–177
go back to reference Rathore MK, Sharma LK (2023) Efficacy of species distribution models (SDMs) for ecological realms to ascertain biological conservation and practices. Biodivers Conserv 1–35 Rathore MK, Sharma LK (2023) Efficacy of species distribution models (SDMs) for ecological realms to ascertain biological conservation and practices. Biodivers Conserv 1–35
go back to reference Romero-Sanchez ME, Perez-Miranda R, Gonzalez-Hernandez A, Velasco-Garcia MV, Velasco-Bautista E, Flores A (2018) Current and potential spatial distribution of six endangered pine species of Mexico: towards a conservation strategy. Forests 9:767CrossRef Romero-Sanchez ME, Perez-Miranda R, Gonzalez-Hernandez A, Velasco-Garcia MV, Velasco-Bautista E, Flores A (2018) Current and potential spatial distribution of six endangered pine species of Mexico: towards a conservation strategy. Forests 9:767CrossRef
go back to reference Schleuning M, Fründ J, Schweiger O, Welk E, Albrecht J, Albrecht M, Beil M, Benadi G, Blüthgen N, Bruelheide H (2016) Ecological networks are more sensitive to plant than to animal extinction under climate change. Nat Commun 7:1–9CrossRef Schleuning M, Fründ J, Schweiger O, Welk E, Albrecht J, Albrecht M, Beil M, Benadi G, Blüthgen N, Bruelheide H (2016) Ecological networks are more sensitive to plant than to animal extinction under climate change. Nat Commun 7:1–9CrossRef
go back to reference Schulte A (1996) Dipterocarp forest ecosystems: towards sustainable management. World Scientific Schulte A (1996) Dipterocarp forest ecosystems: towards sustainable management. World Scientific
go back to reference Sciences CA (2021) Resource and environment science and data center Sciences CA (2021) Resource and environment science and data center
go back to reference Smith JR, Bagchi R, Ellens J, Kettle CJ, Burslem DF, Maycock CR, Khoo E, Ghazoul J (2015) Predicting dispersal of auto-gyrating fruit in tropical trees: a case study from the D ipterocarpaceae. Ecol Evol 5:1794–1801PubMedPubMedCentralCrossRef Smith JR, Bagchi R, Ellens J, Kettle CJ, Burslem DF, Maycock CR, Khoo E, Ghazoul J (2015) Predicting dispersal of auto-gyrating fruit in tropical trees: a case study from the D ipterocarpaceae. Ecol Evol 5:1794–1801PubMedPubMedCentralCrossRef
go back to reference Somodi I, Lepesi N, Botta-Dukát Z (2017) Prevalence dependence in model goodness measures with special emphasis on true skill statistics. Ecol Evol 7:863–872PubMedPubMedCentralCrossRef Somodi I, Lepesi N, Botta-Dukát Z (2017) Prevalence dependence in model goodness measures with special emphasis on true skill statistics. Ecol Evol 7:863–872PubMedPubMedCentralCrossRef
go back to reference Song J, Tong G, Chao J, Chung J, Zhang M, Lin W, Zhang T, Bentler PM, Zhu W (2023) Data driven pathway analysis and forecast of global warming and sea level rise. Sci Rep 13:5536PubMedPubMedCentralCrossRef Song J, Tong G, Chao J, Chung J, Zhang M, Lin W, Zhang T, Bentler PM, Zhu W (2023) Data driven pathway analysis and forecast of global warming and sea level rise. Sci Rep 13:5536PubMedPubMedCentralCrossRef
go back to reference Struebig MJ, Wilting A, Gaveau DL, Meijaard E, Smith RJ, Abdullah T, Abram N, Alfred R, Ancrenaz M, Augeri DM (2015) Targeted conservation to safeguard a biodiversity hotspot from climate and land-cover change. Curr Biol 25:372–378PubMedCrossRef Struebig MJ, Wilting A, Gaveau DL, Meijaard E, Smith RJ, Abdullah T, Abram N, Alfred R, Ancrenaz M, Augeri DM (2015) Targeted conservation to safeguard a biodiversity hotspot from climate and land-cover change. Curr Biol 25:372–378PubMedCrossRef
go back to reference Tan ZQ, Peng YH, Yang GF, Shen WH, He QF, Ou ZY (2016) The physiochemical characteristics of soil and litter in extremely small Population of Vatica Guangxiensis Community. Guangxi Forestry Science Tan ZQ, Peng YH, Yang GF, Shen WH, He QF, Ou ZY (2016) The physiochemical characteristics of soil and litter in extremely small Population of Vatica Guangxiensis Community. Guangxi Forestry Science
go back to reference Thomas CD (2010) Climate, climate change and range boundaries. Divers Distrib 16 Thomas CD (2010) Climate, climate change and range boundaries. Divers Distrib 16
go back to reference Tito de Morais C (2016) Fine-scale genetic structure, gene flow and mating systems in dipterocarp forests. ETH Zurich Tito de Morais C (2016) Fine-scale genetic structure, gene flow and mating systems in dipterocarp forests. ETH Zurich
go back to reference Townsend Peterson A, Papeş M, Eaton M (2007) Transferability and model evaluation in ecological niche modeling: a comparison of GARP and Maxent. Ecography 30:550–560CrossRef Townsend Peterson A, Papeş M, Eaton M (2007) Transferability and model evaluation in ecological niche modeling: a comparison of GARP and Maxent. Ecography 30:550–560CrossRef
go back to reference van Proosdij AS, Sosef MS, Wieringa JJ, Raes N (2016) Minimum required number of specimen records to develop accurate species distribution models. Ecography 39:542–552CrossRef van Proosdij AS, Sosef MS, Wieringa JJ, Raes N (2016) Minimum required number of specimen records to develop accurate species distribution models. Ecography 39:542–552CrossRef
go back to reference VanDerWal J, Falconi L, Januchowski S, Shoo L, Storlie C (2014) SDMTools: species distribution modelling tools: tools for processing data associated with species distribution modelling exercises. R Package Version 1:1 VanDerWal J, Falconi L, Januchowski S, Shoo L, Storlie C (2014) SDMTools: species distribution modelling tools: tools for processing data associated with species distribution modelling exercises. R Package Version 1:1
go back to reference Voldoire A, Saint-Martin D, Sénési S, Decharme B, Alias A, Chevallier M, Colin J, Guérémy JF, Michou M, Moine MP (2019) Evaluation of CMIP6 deck experiments with CNRM‐CM6‐1. J Adv Model Earth Syst 11:2177–2213CrossRef Voldoire A, Saint-Martin D, Sénési S, Decharme B, Alias A, Chevallier M, Colin J, Guérémy JF, Michou M, Moine MP (2019) Evaluation of CMIP6 deck experiments with CNRM‐CM6‐1. J Adv Model Earth Syst 11:2177–2213CrossRef
go back to reference Volis S, Tojibaev K (2021) Defining critical habitat for plant species with poor occurrence knowledge and identification of critical habitat networks. Biodivers Conserv 30:3603–3611CrossRef Volis S, Tojibaev K (2021) Defining critical habitat for plant species with poor occurrence knowledge and identification of critical habitat networks. Biodivers Conserv 30:3603–3611CrossRef
go back to reference Walck JL, Hidayati SN, Dixon KW, Thompson K, Poschlod P (2011) Climate change and plant regeneration from seed. Glob Change Biol 17:2145–2161CrossRef Walck JL, Hidayati SN, Dixon KW, Thompson K, Poschlod P (2011) Climate change and plant regeneration from seed. Glob Change Biol 17:2145–2161CrossRef
go back to reference Warren MS, Hill JK, Thomas JA, Asher JA, Thomas CD (2001) Rapid responses of British butterflies to opposing forces of climate and habitat change. Nature Warren MS, Hill JK, Thomas JA, Asher JA, Thomas CD (2001) Rapid responses of British butterflies to opposing forces of climate and habitat change. Nature
go back to reference Wei G, Qing X, Hongfeng C, Xinhua YU, Fei WU (2015) Prediction of potential distributions of Bretschneidera sinensis,an rare and endangered plant species in China. Journal of South China Agricultural University Wei G, Qing X, Hongfeng C, Xinhua YU, Fei WU (2015) Prediction of potential distributions of Bretschneidera sinensis,an rare and endangered plant species in China. Journal of South China Agricultural University
go back to reference Williams JN, Seo C, Thorne J, Nelson JK, Erwin S, O’Brien JM, Schwartz MW (2009) Using species distribution models to predict new occurrences for rare plants. Divers Distrib 15:565–576CrossRef Williams JN, Seo C, Thorne J, Nelson JK, Erwin S, O’Brien JM, Schwartz MW (2009) Using species distribution models to predict new occurrences for rare plants. Divers Distrib 15:565–576CrossRef
go back to reference Xiao J, Ding X, Cai C, Zhang C, Zhang X, Li L, Li J (2021) Simulation of the potential distribution of Phoebe Bournei with climate changes using the maximum-entropy (MaxEnt) model. Acta Ecol Sin 41:5703–5712 Xiao J, Ding X, Cai C, Zhang C, Zhang X, Li L, Li J (2021) Simulation of the potential distribution of Phoebe Bournei with climate changes using the maximum-entropy (MaxEnt) model. Acta Ecol Sin 41:5703–5712
go back to reference Xiao Y, He Z, Su Q, Tang X, Huang G, Liu M, Yu W, Tang J (2023) Current distribution and conservation strategy of Vatica guangxiensis (Dipterocarpaceae), a rare and endangered species with extremely small Population. J West China Forestry Sci 52:1–7 Xiao Y, He Z, Su Q, Tang X, Huang G, Liu M, Yu W, Tang J (2023) Current distribution and conservation strategy of Vatica guangxiensis (Dipterocarpaceae), a rare and endangered species with extremely small Population. J West China Forestry Sci 52:1–7
go back to reference Zaidey A, Arifin A, Zahari I, Hazandy A, Zaki M, Affendy H, Wasli M, Hafiz YK, Shamshuddin J, Muhamad MN (2010) Characterizing soil properties of lowland and hill dipterocarp forests at peninsular Malaysia. Int J Soil Sci 5:112–130CrossRef Zaidey A, Arifin A, Zahari I, Hazandy A, Zaki M, Affendy H, Wasli M, Hafiz YK, Shamshuddin J, Muhamad MN (2010) Characterizing soil properties of lowland and hill dipterocarp forests at peninsular Malaysia. Int J Soil Sci 5:112–130CrossRef
go back to reference Zhao Z, Wang P, Wang X, Wang F, Tseng TH, Cao Y, Hou S, Peng J, Yang R (2022) A protected area connectivity evaluation and Strategy Development Framework for Post-2020 Biodiversity Conservation. Land 11:1670CrossRef Zhao Z, Wang P, Wang X, Wang F, Tseng TH, Cao Y, Hou S, Peng J, Yang R (2022) A protected area connectivity evaluation and Strategy Development Framework for Post-2020 Biodiversity Conservation. Land 11:1670CrossRef
go back to reference Zomer RJ, Xu J, Wang M, Trabucco A, Li Z (2015) Projected impact of climate change on the effectiveness of the existing protected area network for biodiversity conservation within Yunnan Province, China. Biol Conserv 184:335–345CrossRef Zomer RJ, Xu J, Wang M, Trabucco A, Li Z (2015) Projected impact of climate change on the effectiveness of the existing protected area network for biodiversity conservation within Yunnan Province, China. Biol Conserv 184:335–345CrossRef
Metadata
Title
Large-scale changes in the distribution of suitable habitat of the endangered subtropical canopy tree species Vatica guangxiensis under climate change
Authors
Wenji Luo
Ralph Sedricke Lapuz
Alison K.S. Wee
Publication date
02-08-2024
Publisher
Springer Netherlands
Published in
Biodiversity and Conservation / Issue 11/2024
Print ISSN: 0960-3115
Electronic ISSN: 1572-9710
DOI
https://doi.org/10.1007/s10531-024-02908-8