Global Spatial Distribution Prediction of Whale Sharks and Future Conservation Needs Based on Integrated Species Distribution Models
WANG Xiao1,2, LIU Kaiyu2, LI Zengguang1,3,4, WAN Rong1,3,4, ZHAO Linlin2
1. College of Marine Biological Resources and Management, Shanghai Ocean University, Shanghai 201306, China; 2. First Institute of Oceanography, Ministry of Natural Resources, Qingdao 266000, China; 3. National Engineering Research Center for Oceanic Fisheries, Shanghai Ocean University, Shanghai 201306, China; 4. Key Laboratory of Sustainable Exploitation of Oceanic Fisheries Resources, Ministry of Education, Shanghai Ocean University, Shanghai 201306, China
Abstract:The whale shark Rhincodon typus as the largest extant fish species on earth, with a distribution range spanning from the equator to subtropical and temperate waters. It plays a crucial role in maintaining the health of marine ecosystems. In order to comprehensively understand the spatial distribution pattern of whale shark and explore the relationship between different environmental factors and their distribution, the potential distribution area of whale shark was predicted under current and future climate change scenarios by an integrated species distribution model containing 10 modeling algorithms and relationship between six environmental variables, including temperature, salinity, dissolved oxygen, chlorophyll a concentration, distance from shore and water depth and whale shark occurrence record points (from OBIS, GBIF, and iNarural databases) were analyzed to explore the impact of human activities (e.g., fishing pressure) on whale shark distribution. The results showed that three environmental factors including sea surface temperature, distance from shore, and surface chlorophyll-a concentration played a significant role in determining whale shark distribution. The potential habitat of whale sharks was found to be primarily concentrated in tropical and subtropical coastal waters, including regions such as Southeast Asia, northern Australia, the Gulf of Mexico, the Caribbean Sea, eastern Brazil, and the Atlantic offshore areas according to the model prediction. Some ecological niche differentiation was observed between the two whale shark populations (Atlantic and Indian Ocean-Pacific populations). The distribution range of whale sharks was expected to expand towards higher-latitude waters under future climate scenarios. Furthermore, an analysis of the overlap between whale shark distribution and fishing pressure indicates that the whale sharks were more vulnerable to human fishing in the western Pacific, eastern Indian Ocean, Southeast Asia, the eastern coast of Africa, and the waters surrounding Central America, with high risk of bycatch. A gap analysis for conservation areas revealed that only 16.44% of the whale shark distribution area was currently within protected zones, and that the protected zones were increased to from 17.51% to 22.58%, indicating a significant conservation gap under future climate scenarios.
王笑, 刘凯宇, 李增光, 万荣, 赵林林. 基于物种分布模型的鲸鲨全球空间分布与保护空缺研究[J]. 水产科学, 2025, 44(4): 622-632.
WANG Xiao, LIU Kaiyu, LI Zengguang, WAN Rong, ZHAO Linlin. Global Spatial Distribution Prediction of Whale Sharks and Future Conservation Needs Based on Integrated Species Distribution Models. Fisheries Science, 2025, 44(4): 622-632.
[1]FRIEDMAN M, SHIMADA K, MARTIN L D, et al. 100-million-year dynasty of giant planktivorous bony fishes in the Mesozoic seas[J]. Science, 2010, 327(5968):990-993. [2]WOOD D, GLASSON J. Giving the environment a voice: the transformational potential of valuing tourism in sensitive natural environments: the case of the ningaloo coastal region, western Australia[J]. Planning Practice and Research, 2005, 20(4):391-407. [3]MOTTA P J, MASLANKA M, HUETER R E, et al. Feeding anatomy, filter-feeding rate, and diet of whale sharks Rhincodon typus during surface ram filter feeding off the Yucatan Peninsula, Mexico[J]. Zoology, 2010, 113(4):199-212. [4]HEUPEL M R, KNIP D M, SIMPFENDORFER C A, et al. Sizing up the ecological role of sharks as predators[J]. Marine Ecology Progress Series, 2014, 495:291-298. [5]WOMERSLEY F C, HUMPHRIES N E, QUEIROZ N, et al. Global collision-risk hotspots of marine traffic and the world′s largest fish the whale shark[J]. Proceedings of the National Academy of Sciences of the United States of America, 2022, 119(20):e2117440119. [6]SPEAKMAN J R. Body size, energy metabolism and lifespan[J]. The Journal of Experimental Biology, 2005, 208(Pt 9):1717-1730. [7]SEQUEIRA A M M, MELLIN C, FORDHAM D A, et al. Predicting current and future global distributions of whale sharks[J]. Global Change Biology, 2014, 20(3):778-789. [8]GUZMAN H M, GOMEZ C G, HEARN A, et al. Longest recorded trans-Pacific migration of a whale shark (Rhincodon typus)[J]. Marine Biodiversity Records, 2018, 11(1):8. [9]YANG L Y, ZHUANG H F, LIU S H, et al. Estimating the spatial distribution and future conservation requirements of the spotted seal in the north Pacific[J]. Animals, 2023, 13(20):3260. [10]THUILLER W, ARAÚJO M B, LAVOREL S. Generalized models vs classification tree analysis: predicting spatial distributions of plant species at different scales[J]. Journal of Vegetation Science, 2003, 14(5):669-680. [11]PEARSON R G, DAWSON T P. Predicting the impacts of climate change on the distribution of species: are bioclimate envelope models useful?[J].Global Ecology and Biogeography,2003,12(5):361-371. [12]VIGNAUD T M, MAYNARD J A, LEBLOIS R, et al. Genetic structure of populations of whale sharks among ocean basins and evidence for their historic rise and recent decline[J]. Molecular Ecology, 2014, 23(10):2590-2601. [13]LEE-YAW J A, KHAROUBA H M, BONTRAGER M, et al. A synthesis of transplant experiments and ecological niche models suggests that range limits are often niche limits[J]. Ecology Letters, 2016, 19(6):710-722. [14]CARVALHO J C, CARDOSO P. Decomposing the causes for niche differentiation between species using hypervolumes[J]. Frontiers in Ecology and Evolution, 2020, 8:243. [15]HU Z M, ZHANG Q S, ZHANG J, et al. Intraspecific genetic variation matters when predicting seagrass distribution under climate change[J]. Molecular Ecology, 2021, 30(15):3840-3855. [16]李俊谊, 夏萌, 戴小杰. 中西部太平洋金枪鱼围网误捕鲸鲨分析[J]. 大连海洋大学学报, 2021, 36(6):1044-1049. [17]QUEIROZ N, HUMPHRIES N E, COUTO A, et al. Global spatial risk assessment of sharks under the footprint of fisheries[J]. Nature, 2019, 572(7770):461-466. [18]COMPAGNO L J V. Sharks of the world: an annotated and illustrated catalogue of shark species known to date[M]. Rome: FAO, 2001:132. [19]ROWAT D, BROOKS K S. A review of the biology,fisheries and conservation of the whale shark Rhincodon typus[J]. Journal of Fish Biology, 2012, 80(5):1019-1056. [20]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. [21]ZHANG Z X, KASS J M, MAMMOLA S, et al. Lineage-level distribution models lead to more realistic climate change predictions for a threatened crayfish[J]. Diversity and Distributions, 2021, 27(4):684-695. [22]ZHANG Y, LIAN P, ZHANG X. Seasonal distribution patterns and conservation gaps of blue sharks in the Indo-Western Pacific Ocean[J]. Diversity and Distributions, 2024, 30(5):e13828. [23]HUTCHINSON G E. Concluding remarks[J]. Cold Spring Harbor Symposia on Quantitative Biology, 1957, 22:415-427. [24]BLONDER B, MORROW C B, MAITNER B, et al. New approaches for delineating n-dimensional hypervolumes[J]. Methods in Ecology and Evolution, 2018, 9(2):305-319. [25]CARDOSO P, RIGAL F, CARVALHO J C. BAT–Biodiversity Assessment Tools, an R package for the measurement and estimation of alpha and beta taxon, phylogenetic and functional diversity[J]. Methods in Ecology and Evolution, 2015, 6(2):232-236. [26]THUILLER W, GEORGES D, ENGLER R. Biomod2: Ensemble platform for species distribution modelling[J]. Ecography, 2016, 32:369-372. [27]BARBET-MASSIN M, JIGUET F, ALBERT C H, et al. Selecting pseudo-absences for species distribution models: how, where and how many?[J]. Methods in Ecology and Evolution, 2012, 3(2):327-338. [28]KRAFT K H, BROWN C H, NABHAN G P, et al. Multiple lines of evidence for the origin of domesticated chili pepper,Capsicum annuum,in Mexico[J]. Proceedings of the National Academy of Sciences of the United States of America, 2014, 111(17):6165-6170. [29]ALLOUCHE O, TSOAR A, KADMON R. Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS)[J]. Journal of Applied Ecology, 2006, 43(6):1223-1232. [30]SWETS J A. Measuring the accuracy of diagnostic systems[J]. Science, 1988, 240(4857):1285-1293. [31]RICKLIN S, MEYER-HEIM A, VAN HEDEL H J A. Dual-task training of children with neuromotor disorders during robot-assisted gait therapy: prerequisites of patients and influence on leg muscle activity[J]. Journal of Neuroengineering and Rehabilitation, 2018, 15(1):82. [32]LIU C R, WHITE M, NEWELL G. Selecting thresholds for the prediction of species occurrence with presence-only data[J]. Journal of Biogeography, 2013, 40(4):778-789. [33]GONZALEZ-PESTANA A, MAGUIÑO R, MENDOZA A, et al. Distribution of whale shark (Rhincodon typus) off northern Peru based on habitat suitability[J]. Aquatic Conservation: Marine and Freshwater Ecosystems, 2020, 30(7):1325-1336. [34]BREINER F T, GUISAN A, BERGAMINI A, et al. Overcoming limitations of modelling rare species by using ensembles of small models[J]. Methods in Ecology and Evolution, 2015, 6(10):1210-1218. [35]NORMAN B M, HOLMBERG J A, ARZOUMANIAN Z, et al. Undersea constellations: the global biology of an endangered marine megavertebrate further informed through citizen science[J]. BioScience, 2017, 67(12):1029-1043. [36]SUN B, ZHAO L L, SHAO F, et al. Estimating the impacts of climate change on the habitat suitability of common minke whales integrating local adaptation[J]. Frontiers in Marine Science, 2022, 9:923205. [37]BRUNNSCHWEILER J M, BAENSCH H,PIERCE S J, et al.Deep-diving behaviour of a whale shark Rhincodon typus during long-distance movement in the western Indian Ocean[J].Journal of Fish Biology, 2009, 74(3):706-714. [38]HÄLLFORS M H, LIAO J S, DZURISIN J, et al.Addressing potential local adaptation in species distribution models: implications for conservation under climate change[J]. Ecological Applications, 2016, 26(4):1154-1169. [39]COLMAN J G. A review of the biology and ecology of the whale shark[J]. Journal of Fish Biology, 1997, 51(6):1219-1234. [40]POLOVINA J J, HOWELL E A, KOBAYASHI D R, et al. The transition zone chlorophyll front updated: advances from a decade of research[J]. Progress in Oceanography, 2017, 150:79-85. [41]TAYLOR J G. Seasonal occurrence, distribution and movements of the whale shark, Rhincodon typus, at Ningaloo Reef, Western Australia[J]. Marine and Freshwater Research, 1996, 47(4):637. [42]GUZMAN H M, COLLATOS C M, GOMEZ C G. Movement,behavior,and habitat use of whale sharks (Rhincodon typus) in the tropical eastern Pacific Ocean[J]. Frontiers in Marine Science, 2022, 9:793248. [43]HARVEY-CARROLL J, STEWART J D, CARROLL D, et al. The impact of injury on apparent survival of whale sharks (Rhincodon typus) in South Ari Atoll Marine Protected Area,Maldives[J]. Scientific Reports, 2021, 11(1):937. [44]NIJMAN V. Illegal trade in protected sharks: the case of artisanal whale shark meat fisheries in Java, Indonesia[J]. Animals, 2023, 13(16):2656. [45]赵世聪. 中国沿海海域鲸鲨(Rhincodon typus)的分布与遗传多样性研究[D]. 济南:山东大学,2016. [46]WANG W, LI J S. In-situ conservation of biodiversity in China: advances and prospects[J]. Biodiversity Science, 2021, 29(2):133-149. [47]MAXWELL S M, GJERDE K M, CONNERS M G, et al. Mobile protected areas for biodiversity on the high seas[J]. Science, 2020, 367(6475):252-254.