Volume 20 Issue 4
Aug.  2024
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YAO Zubing, LIU Yuming, HONG Lichuan, LIU Yifeng, WANG Shuo, XIE Songguang, SONG Yiqing. Habitat suitability of crown-of-thorns starfish and Titan triggerfish and their response to climate change based on ensemble species distribution model[J]. South China Fisheries Science, 2024, 20(4): 56-67. DOI: 10.12131/20230201
Citation: YAO Zubing, LIU Yuming, HONG Lichuan, LIU Yifeng, WANG Shuo, XIE Songguang, SONG Yiqing. Habitat suitability of crown-of-thorns starfish and Titan triggerfish and their response to climate change based on ensemble species distribution model[J]. South China Fisheries Science, 2024, 20(4): 56-67. DOI: 10.12131/20230201
shu

Habitat suitability of crown-of-thorns starfish and Titan triggerfish and their response to climate change based on ensemble species distribution model

  • 1.

    School of Marine Biology and Fisheries, Hainan University, Haikou 570228, China

  • 2.

    State Key Laboratory of Marine Resource Utilization in South China Sea, Haikou 570228, China

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  • Received Date: October 19, 2023
  • Revised Date: February 27, 2024
  • Accepted Date: April 14, 2024
  • Available Online: April 23, 2024
    Graphical Abstract
    • Abstract

  • The alterations in marine environments caused by global climate change have potential impacts on the suitable habitat zones for marine organisms. Based on the occurrence data for crown-of-thorns starfish (Acanthaster planci) and its key predator Titan triggerfish (Balistoides viridescens), in addition with environmental variables, we developed ensemble species distribution models by using seven algorithmic frameworks within the BIOMOD2 platform. These models predict current and future potential habitat suitability under various climate change scenarios. The results show that: 1) The ensemble species distribution model of Committee Averaging (CA) and Weighted Mean of Probabilities (WM) for crown-of-thorns starfish and Titan triggerfish show that the true skill statistic (TSS) and receiver operating curve (ROC) values are 0.96, 0.99 and 0.97, 0.99, respectively, which outperforms the single model and provides accurate predictions of the spatial distribution patterns for both species. 2) Temperature and land distance are the primary factors influencing the spatial distribution of crown-of-thorns starfish, while temperature, dissolved oxygen and land distance are crical for Titan triggerfish. 3) The current potentially suitable habitats for both species are primarily located in the Great Barrier Reef of Australia, Indonesia, the South China Sea and the Red Sea. Titan triggerfish's potential suitable habitats are more extensive than those of crown-of-thorns starfish. Under future climate scenarios, both species' potential ranges are expected to broaden and migrate towards higher latitudes.

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  • [1]
    BERTRAND R, LENOIR J, PIEDALLU C, et al. Changes in plant community composition lag behind climate warming in lowland forests[J]. Nature, 2011, 479(7374): 517-520. doi: 10.1038/nature10548
    [2]
    CHEUNG W W L, SARMIENTO J L, DUNNE J, et al. Shrinking of fishes exacerbates impacts of global ocean changes on marine ecosystems[J]. Nat Clim Chang, 2013, 3(3): 254-258. doi: 10.1038/nclimate1691
    [3]
    RIJNSDORP A D, PECK M A, ENGELHARD G H, et al. Resolving the effect of climate change on fish populations[J]. ICES J Mar Sci, 2009, 66(7): 1570-1583. doi: 10.1093/icesjms/fsp056
    [4]
    KLEYPAS J A. Climate change and tropical marine ecosystems: a review with an emphasis on coral reefs[J]. Cuadernos de Investigación UNED, 2019, 11(1): 24-35.
    [5]
    HOEY A S, HOWELLS E, JOHANSEN J L, et al. Recent advances in understanding the effects of climate change on coral reefs[J]. Diversity, 2016, 8(2): 12.
    [6]
    李元超, 梁计林, 吴钟解, 等. 长棘海星的暴发及其防治[J]. 海洋开发与管理, 2019, 36(8): 9-12.
    [7]
    MORAN P J, DE'ATH G, BAKER V J, et al. Pattern of outbreaks of crown-of-thorns starfish (Acanthaster planci L.) along the Great Barrier Reef since 1966[J]. Mar Freshw Res, 1992, 43(3): 555-567. doi: 10.1071/MF9920555
    [8]
    DE'ATH G, FABRICIUS K E, SWEATMAN H, et al. The 27-year decline of coral cover on the Great Barrier Reef and its causes[J]. Proc Natl Acad Sci USA, 2012, 109(44): 17995-17999. doi: 10.1073/pnas.1208909109
    [9]
    姚秋翠, 余克服, 廖芝衡, 等. 长棘海星暴发及其对珊瑚礁的生态影响研究进展[J]. 生态学报, 2022, 42(18): 7517-7528.
    [10]
    SUPIWONG W, TANOMTONG A, JUMRUSTHANASAN S, et al. Standardized karyotype and idiogram of titan triggerfish, Bali stoides viridescens (Tetraodontiformes, Balistidae) in Thailand[J]. Cytologia, 2013, 78(4): 345-351. doi: 10.1508/cytologia.78.345
    [11]
    COWAN Z L, PRATCHETT M, MESSMER V, et al. Known predators of crown-of-thorns starfish (Acanthaster spp.) and their role in mitigating, if not preventing, population outbreaks[J]. Diversity, 2017, 9(1): 7. doi: 10.3390/d9010007
    [12]
    ELITH J, LEATHWICK J R. Species distribution models: ecological explanation and prediction across space and time[J]. Annu Rev Ecol Evol Syst, 2009, 40: 677-697. doi: 10.1146/annurev.ecolsys.110308.120159
    [13]
    MARTÍNEZ-MINAYA J, CAMELETTI M, CONESA D, et al. Species distribution modeling: a statistical review with focus in spatio-temporal issues[J]. Stoch Environ Res Risk Assess, 2018, 32: 3227-3244. doi: 10.1007/s00477-018-1548-7
    [14]
    FEITOSA L M, MARTINS L P, de SOUZA JUNIOR L A, et al. Potential distribution and population trends of the smalltail shark Carcharhinus porosus inferred from species distribution models and historical catch data[J]. Aquat Conserv, 2020, 30(5): 882-891. doi: 10.1002/aqc.3293
    [15]
    ZHANG Z X, XU S Y, CAPINHA C, et al. Using species distribution model to predict the impact of climate change on the potential distribution of Japanese whiting Sillago japonica[J]. Ecol Indic, 2019, 104: 333-340. doi: 10.1016/j.ecolind.2019.05.023
    [16]
    WILMES J, MATTHEWS S, SCHULTZ D, et al. Modelling growth of juvenile crown-of-thorns starfish on the northern Great Barrier Reef[J]. Diversity, 2016, 9(1): 1. doi: 10.3390/d9010001
    [17]
    KEESING J K, HALFORD A R, HALL K C. Mortality rates of small juvenile crown-of-thorns starfish Acanthaster planci on the Great Barrier Reef: implications for population size and larval settlement thresholds for outbreaks[J]. Mar Ecol Prog Ser, 2018, 597: 179-190. doi: 10.3354/meps12606
    [18]
    SILL S R, DAWSON T P. Climate change impacts on the ecological dynamics of two coral reef species, the humphead wrasse (Cheilinus undulatus) and crown-of-thorns starfish (Ancanthaster planci)[J]. Ecol Inform, 2021, 65: 101399. doi: 10.1016/j.ecoinf.2021.101399
    [19]
    TIETBOHL M D, HARDENSTINE R S, TANABE L K, et al. Intentional partial beaching in a coral reef fish: a newly recorded hunting behaviour of titan triggerfish, Balistoides viridescens[J]. J Fish Biol, 2020, 97(5): 1569-1572. doi: 10.1111/jfb.14513
    [20]
    BARBET-MASSIN M, JIGUET F, ALBERT C H, et al. Selecting pseudo-absences for species distribution models: how, where and how many?[J]. Methods Ecol Evol, 2012, 3(2): 327-338. doi: 10.1111/j.2041-210X.2011.00172.x
    [21]
    DORMANN C F, ELITH J, BACHER S, et al. Collinearity: a review of methods to deal with it and a simulation study evaluating their performance[J]. Ecography, 2013, 36(1): 27-46. doi: 10.1111/j.1600-0587.2012.07348.x
    [22]
    ASSIS J, TYBERGHEIN L, BOSCH S, et al. Bio-ORACLE v2. 0: extending marine data layers for bioclimatic modelling[J]. Glob Ecol Biogeogr, 2018, 27(3): 277-284.
    [23]
    张雷, 刘世荣, 孙鹏森, 等. 气候变化对物种分布影响模拟中的不确定性组分分割与制图: 以油松为例[J]. 生态学报, 2011, 31(19): 5749-5761.
    [24]
    GUO Y L, LI X, ZHAO Z F, et al. Predicting the impacts of climate change, soils and vegetation types on the geographic distribution of Polyporus umbellatus in China[J]. Sci Total Environ, 2019, 648: 1-11. doi: 10.1016/j.scitotenv.2018.07.465
    [25]
    余元钧, 罗火林, 刘南南, 等. 气候变化对中国大黄花虾脊兰及其传粉者适生区的影响[J]. 生物多样性, 2020, 28(7): 769-778.
    [26]
    郭恺琦, 姜小龙, 徐刚标. 薄片青冈潜在适生区及气候变化对其分布的影响[J]. 生态学杂志, 2021, 40(8): 2563-2574.
    [27]
    REISS H, CUNZE S, KÖNIG K, et al. Species distribution modelling of marine benthos: a North Sea case study[J]. Mar Ecol Prog Ser, 2011, 442: 71-86. doi: 10.3354/meps09391
    [28]
    WEINERT M, MATHIS M, KRÖNCKE I, et al. Climate change effects on marine protected areas: projected decline of benthic species in the North Sea[J]. Mar Environ Res, 2021, 163: 105230. doi: 10.1016/j.marenvres.2020.105230
    [29]
    邢衍阔, 王林龙, 刘敏, 等. 基于物种分布模型的全球绿海龟空间分布及洄游廊道预测[J]. 中国水产科学, 2021, 28(10): 1337-1345.
    [30]
    WILSON M W, RIDLON A D, GAYNOR K M, et al. Ecological impacts of human-induced animal behaviour change[J]. Ecol Lett, 2020, 23(10): 1522-1536. doi: 10.1111/ele.13571
    [31]
    HUGHES R N, HUGHES D J, SMITH I P. Limits to understanding and managing outbreaks of crown-of-thorns starfish (Acan thaster spp.)[J]. Oceanogr Mar Biol, 2014, 52: 133-200.
    [32]
    LAMARE M, PECORINO D, HARDY N, et al. The thermal tolerance of crown-of-thorns (Acanthaster planci) embryos and bipinnaria larvae: implications for spatial and temporal variation in adult populations[J]. Coral Reefs, 2014, 33: 207-219. doi: 10.1007/s00338-013-1112-3
    [33]
    ANDREWS S, LEROUX S J, FORTIN M J. Modelling the spatial-temporal distributions and associated determining factors of a keystone pelagic fish[J]. ICES J Mar Sci, 2020, 77(7/8): 2776-2789.
    [34]
    SILVA C, LEIVA F, LASTRA J. Predicting the current and future suitable habitat distributions of the anchovy (Engraulis ringens) using the Maxent model in the coastal areas off central-northern Chile[J]. Fish Oceanogr, 2019, 28(2): 171-182. doi: 10.1111/fog.12400
    [35]
    URCÁDIZ-CÁZARES F J, CRUZ-ESCALONA V H, PETERSON M S, et al. Ecological niche modelling of endemic fish within La Paz Bay: implications for conservation[J]. J Nat Conserv, 2021, 60: 125981. doi: 10.1016/j.jnc.2021.125981
    [36]
    张雨桐. 海洋变暖对鱼类的影响研究进展[J]. 生物化工, 2023, 9(3): 217-222.
    [37]
    刘星雨. 气候变化对中国近海主要经济鱼类潜在适宜生境影响的研究[D]. 舟山: 浙江海洋大学, 2023: 64.
    [38]
    HASTINGS R A, RUTTERFORD L A, FREER J J, et al. Climate change drives poleward increases and equatorward declines in marine species[J]. Curr Biol, 2020, 30(8): 1572-1577. doi: 10.1016/j.cub.2020.02.043
    [39]
    李元超, 吴钟解, 梁计林, 等. 近 15 年西沙群岛长棘海星暴发周期及暴发原因分析[J]. 科学通报, 2019, 64(33): 3478-3484.
    [40]
    KEESING J K, HALFORD A R. Importance of postsettlement processes for the population dynamics of Acanthaster planci (L.)[J]. Mar Freshw Res, 1992, 43(3): 635-651. doi: 10.1071/MF9920635
    [41]
    HALL M R, KOCOT K M, BAUGHMAN K W, et al. The crown-of-thorns starfish genome as a guide for biocontrol of this coral reef pest[J]. Nature, 2017, 544(7649): 231-234. doi: 10.1038/nature22033
    [42]
    UTHICKE S, LOGAN M, LIDDY M, et al. Climate change as an unexpected co-factor promoting coral eating seastar (Acanthaster planci) outbreaks[J]. Sci Rep, 2015, 5(1): 8402. doi: 10.1038/srep08402
    [43]
    SORTE C J B, WILLIAMS S L, CARLTON J T. Marine range shifts and species introductions: comparative spread rates and community impacts[J]. Glob Ecol Biogeogr, 2010, 19(3): 303-316. doi: 10.1111/j.1466-8238.2009.00519.x
    [44]
    DULVY N K, FRECKLETON R P, POLUNIN N V C. Coral reef cascades and the indirect effects of predator removal by exploitation[J]. Ecol Lett, 2004, 7(5): 410-416. doi: 10.1111/j.1461-0248.2004.00593.x
    [45]
    HOEGH-GULDBERG O, KENNEDY E V, BEYER H L, et al. Securing a long-term future for coral reefs[J]. Trends Ecol Evol, 2018, 33(12): 936-944. doi: 10.1016/j.tree.2018.09.006
    [46]
    FABRICIUS K E, OKAJI K, DE'ATH G. Three lines of evidence to link outbreaks of the crown-of-thorns seastar Acanthaster planci to the release of larval food limitation[J]. Coral Reefs, 2010, 29: 593-605. doi: 10.1007/s00338-010-0628-z
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