Testing for concordance between predicted species richness, past prioritization, and marine protected area designations in the western Indian Ocean.

Africa biodiversity proxy environmental drivers especies representantes factores ambientales marine spatial planning modelo espacial planeación espacial marina riqueza de taxones spatial modeling taxa richness África

Journal

Conservation biology : the journal of the Society for Conservation Biology
ISSN: 1523-1739
Titre abrégé: Conserv Biol
Pays: United States
ID NLM: 9882301

Informations de publication

Date de publication:
28 Mar 2024
Historique:
revised: 29 09 2023
received: 05 06 2023
accepted: 15 01 2024
medline: 28 3 2024
pubmed: 28 3 2024
entrez: 28 3 2024
Statut: aheadofprint

Résumé

Scientific advances in environmental data coverage and machine learning algorithms have improved the ability to make large-scale predictions where data are missing. These advances allowed us to develop a spatially resolved proxy for predicting numbers of tropical nearshore marine taxa. A diverse marine environmental spatial database was used to model numbers of taxa from ∼1000 field sites, and the predictions were applied to all 7039 6.25-km Evaluación de la concordancia entre la riqueza de especies pronosticada, priorizaciones pasadas y la designación de áreas marinas protegidas en el oeste del Océano Índico Resumen Los avances científicos en la cobertura de datos ambientales y los algoritmos de aprendizaje automatizado han mejorado la capacidad de predecir a gran escala cuando hacen falta datos. Estos avances nos permiten desarrollar un representante con resolución espacial para predecir la cantidad de taxones marinos en las costas tropicales. Usamos una base de datos espaciales de diversos ambientes marinos para modelar la cantidad de taxones a partir de ∼1000 sitios de campo y aplicamos las predicciones a las 7039 celdas arrecifales de 6.25‐km

Autres résumés

Type: Publisher (spa)
Evaluación de la concordancia entre la riqueza de especies pronosticada, priorizaciones pasadas y la designación de áreas marinas protegidas en el oeste del Océano Índico Resumen Los avances científicos en la cobertura de datos ambientales y los algoritmos de aprendizaje automatizado han mejorado la capacidad de predecir a gran escala cuando hacen falta datos. Estos avances nos permiten desarrollar un representante con resolución espacial para predecir la cantidad de taxones marinos en las costas tropicales. Usamos una base de datos espaciales de diversos ambientes marinos para modelar la cantidad de taxones a partir de ∼1000 sitios de campo y aplicamos las predicciones a las 7039 celdas arrecifales de 6.25‐km

Identifiants

pubmed: 38545935
doi: 10.1111/cobi.14256
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e14256

Subventions

Organisme : Supporting the Policy Enabling Environment for Development (USAID SPEED)
Organisme : U.S. Department of the Interior's International Technical Assistance Program
Organisme : U.S. Agency for International Development

Informations de copyright

© 2024 The Authors. Conservation Biology published by Wiley Periodicals LLC on behalf of Society for Conservation Biology.

Références

Allen, G. R., & Werner, T. B. (2002). Coral reef fish assessment in the ‘coral triangle’ of southeastern Asia. Environmental Biology of Fishes, 65, 209–214.
Andrello, M., Darling, E. S., Wenger, A., Suárez‐Castro, A. F., Gelfand, S., & Ahmadia, G. N. (2022). A global map of human pressures on tropical coral reefs. Conservation Letters, 15, Article e12858.
Araújo, M. B., & New, M. (2007). Ensemble forecasting of species distributions. Trends in Ecology & Evolution, 22, 42–47.
Ateweberhan, M., & McClanahan, T. R. (2016). Partitioning scleractinian coral diversity across reef sites and regions in the Western Indian Ocean. Ecosphere, 7, Article e01243.
Ateweberhan, M., McClanahan, T. R., Maina, J., & Sheppard, C. (2018). Thermal energy and stress properties as the main drivers of regional distribution of coral species richness in the Indian Ocean. Journal of Biogeography, 45, 1355–1366.
Auber, A., Waldock, C., Maire, A., Goberville, E., Albouy, C., Algar, A. C., McLean, M., Brind'Amour, A., Green, A. L., Tupper, M., Vigliola, L., Kaschner, K., Kesner‐Reyes, K., Beger, M., Tjiputra, J., Toussaint, A., Violle, C., Mouquet, N., Thuiller, W., & Mouillot, D. (2022). A functional vulnerability framework for biodiversity conservation. Nature Communications, 13, Article 4774.
Beger, M., McGowan, J., Treml, E. A., Green, A. L., White, A. T., Wolff, N. H., Klein, C. J., Mumby, P. J., & Possingham, H. P. (2015). Integrating regional conservation priorities for multiple objectives into national policy. Nature Communications, 6, Article 8208.
Boonzaier, L., & Pauly, D. (2016). Marine protection targets: An updated assessment of global progress. Oryx, 50, 27–35.
Branton, M., & Richardson, J. S. (2011). Assessing the value of the umbrella‐species concept for conservation planning with meta‐analysis. Conservation Biology, 25, 9–20.
Breiman, L., Friedman, J., Olshen, R., & Stone, C. (1984). Cart: Classification and regression trees. Wadsworth, Inc.
Brooks, T. M., Mittermeier, R. A., Da Fonseca, G. A. B., Gerlach, J., Hoffmann, M., Lamoreux, J. F., Mittermeier, C. G., Pilgrim, J. D., & Rodrigues, A. S. L. (2006). Global biodiversity conservation priorities. Science, 313, 58–61.
Bullock, R., Gina, R., Stump, E., Al Abdali, F., Al Asfoor, J., Al Buwaiqi, B., Al Kindi, A., Ambuali, A., Birge, T., Borsa, P., Di Dario, F., Everett, B., Fennessy, S., Fonseca, C., Gorman, C., Govender, A., Ho, H., Holleman, W., Jiddawi, N., … Carpenter, K. (2021). The conservation status of marine biodiversity of the Western Indian Ocean. IUCN.
Burke, L., Reytar, K., Spalding, M., & Perry, A. (2011). Reefs at risk revisited. World Resources Institute.
Chabanet, P., Bigot, L., Nicet, J. B., Durville, P., Massé, L., Mulochau, T., Russo, C., Tessier, E., & Obura, D. (2016). Coral reef monitoring in the Iles Eparses, Mozambique Channel (2011–2013). Acta Oecologica, 72, 62–71.
Chaudhary, C., Richardson, A. J., Schoeman, D. S., & Costello, M. J. (2021). Global warming is causing a more pronounced dip in marine species richness around the equator. Proceedings of the National Academy of Sciences of the United States of America, 118, Article e2015094118.
Dormann, C. F., Elith, J., Bacher, S., Buchmann, C., Carl, G., Carré, G., Marquéz, J. R. G., Gruber, B., Lafourcade, B., Leitão, P. J., Münkemüller, T., McClean, C., Osborne, P. E., Reineking, B., Schröder, B., Skidmore, A. K., Zurell, D., & Lautenbach, S. (2013). Collinearity: A review of methods to deal with it and a simulation study evaluating their performance. Ecography, 36, 27–46.
Eastern African Marine Ecoregion (EAME). (2004). Towards a Western Indian Ocean dugong conservation strategy: The status of dugongs in the Western Indian Ocean region and priority conservation actions. World Wide Fund.
Elith, J., Leathwick, J. R., & Hastie, T. (2008). A working guide to boosted regression trees. Journal of Animal Ecology, 77, 802–813.
ESRI. (2022). How Optimized Hot Spot Analysis works. ArcGIS Pro 2.8.
Everett, B., & van der Elst, R. (2015). Biodiversity hotspots of the southwest Indian Ocean. In R. van der Elst & B. Everett (Eds.), Offshore fisheries of the southwest Indian Ocean: Their status and the impact on vulnerable species (pp. 407–436). Oceanographic Research Institute.
Fontoura, L., D'agata, S., Gamoyo, M., Barneche, D. R., Luiz, O. J., Madin, E. M. P., Eggertsen, L., & Maina, J. M. (2022). Protecting connectivity promotes successful biodiversity and fisheries conservation. Science, 375, 336–340.
Friedlander, A. M., Zgliczynski, B. J., Ballesteros, E., Aburto‐Oropeza, O., Bolaños, A., & Sala, E. (2012). The shallow‐water fish assemblage of Isla del Coco National Park, Costa Rica: Structure and patterns in an isolated, predator‐dominated ecosystem. Revista de Biología Tropical, 60, 321–338.
Gaboriau, T., Albouy, C., Descombes, P., Mouillot, D., Pellissier, L., & Leprieur, F. (2019). Ecological constraints coupled with deep‐time habitat dynamics predict the latitudinal diversity gradient in reef fishes. Proceedings of the Royal Society B: Biological Sciences, 286, Article 20191506.
Grace, M. K., Akçakaya, H. R., Bennett, E. L., Boyle, M. J. W., Hilton‐Taylor, C., Hoffmann, M., Money, D., Prohaska, A., Young, R., Young, R., & Long, B. (2022). The impact of spatial delineation on the assessment of species recovery outcomes. Diversity, 14, Article 742.
Graham, N. A. J., Robinson, J. P. W., Smith, S. E., Govinden, R., Gendron, G., & Wilson, S. K. (2020). Changing role of coral reef marine reserves in a warming climate. Nature Communications, 11, Article 2000.
Greenwell, B., Boehmke, B., & Cunningham, J. (2020). gbm: Generalized boosted regression models. GBM Developers.
Greenwell, B. M. (2017). pdp: An R package for constructing partial dependence plots. The R Journal, 9, 421–436.
Jenkins, C. N., & Van Houtan, K. S. (2016). Global and regional priorities for marine biodiversity protection. Biological Conservation, 204, 333–339.
Kerwath, S. E., Winker, H., Götz, A., & Attwood, C. G. (2013). Marine protected area improves yield without disadvantaging fishers. Nature Communications, 4, Article 2347.
Kuhn, M. (2015). caret: Classification and regression training. Astrophysics Source Code Library: ascl: 1505.1003.
Kuhn, M., & Johnson, K. (2013). Applied predictive modeling. Springer.
Kusumoto, B., Costello, M. J., Kubota, Y., Shiono, T., Wei, C. L., Yasuhara, M., & Chao, A. (2020). Global distribution of coral diversity: Biodiversity knowledge gradients related to spatial resolution. Ecological Research, 35, 315–326.
Langlois, J., Guilhaumon, F., Baletaud, F., Casajus, N., Braga, C. D. A., Fleuré, V., Kulbicki, M., Loiseau, N., Mouillot, D., & Renoult, J. P. (2022). The aesthetic value of reef fishes is globally mismatched to their conservation priorities. PLoS Biology, 20, Article e3001640.
Lee‐Yaw, J. A., McCune, J. L., Pironon, S., & Sheth, S. N. (2022). Species distribution models rarely predict the biology of real populations. Ecography, 2022(6), Article e05877. https://doi.org/10.1111/ecog.05877
Liu, G., Heron, S., Eakin, C., Muller‐Karger, F., Vega‐Rodriguez, M., Guild, L., De La Cour, J., Geiger, E., Skirving, W., Burgess, T., Strong, A., Harris, A., Maturi, E., Ignatov, A., Sapper, J., Li, J., & Lynds, S. (2014). Reef‐scale thermal stress monitoring of coral ecosystems: New 5‐km global products from NOAA coral reef watch. Remote Sensing, 6, 11579–11606.
Lucifora, L. O., García, V. B., & Worm, B. (2011). Global diversity hotspots and conservation priorities for sharks. PLoS ONE, 6, Article e19356.
Maina, J., McClanahan, T. R., Venus, V., Ateweberhan, M., & Madin, J. (2011). Global gradients of coral exposure to environmental stresses and implications for local management. PLoS ONE, 6, Article e23064.
Maire, E., Cinner, J., Velez, L., Huchery, C., Mora, C., Dagata, S., Vigliola, L., Wantiez, L., Kulbicki, M., & Mouillot, D. (2016). How accessible are coral reefs to people? A global assessment based on travel time. Ecology Letters, 19, 351–360.
McClanahan, T., Muthiga, N. A., & Abunge, C. A. (2016). Establishment of community managed fisheries’ closures in Kenya: Early evolution of the tengefu movement. Coastal Management, 44, 1–20.
McClanahan, T. R. (2022). Fisheries yields and species declines in coral reefs. Environmental Research Letters, 17, Article 044023.
McClanahan, T. R. (1994). Kenyan coral reef lagoon fish: Effects of fishing, substrate complexity, and sea urchins. Coral Reefs, 13, 231–241.
McClanahan, T. R. (2015). Biogeography versus resource management: How do they compare when prioritizing the management of coral reef fish in the south‐western Indian Ocean? Journal of Biogeography, 42, 2414–2426.
McClanahan, T. R. (2020a). Coral community life histories and population dynamics driven by seascape bathymetry and temperature variability. In B. Reigl & P. W. Glynn (Eds.), Advances in marine biology: Population dynamics of the reef crisis (pp. 230–291). Academic Press.
McClanahan, T. R. (2020b). Wilderness and conservation policies needed to avoid a coral reef fisheries crisis. Marine Policy, 119, Article 104022.
McClanahan, T. R. (2021). Marine reserve more sustainable than gear restriction in maintaining long‐term coral reef fisheries yields. Marine Policy, 128, Article 104478.
McClanahan, T. R. (2023). Local heterogeneity of coral reef diversity and environmental stress provides opportunities for small‐scale conservation. Diversity and Distributions, 29(11), 1324–1340. https://doi.org/10.1111/ddi.13770
McClanahan, T. R., Ateweberhan, M., Graham, N. A. J., Wilson, S. K., Sebastián, C. R., Guillaume, M. M., & Bruggemann, J. H. (2007). Western Indian Ocean coral communities: Bleaching responses and susceptibility to extinction. Marine Ecology Progress Series, 337, 1–13.
McClanahan, T. R., Friedlander, A. M., Chabanet, P., Bruggemann, J. H., Wickel, J., & Azali, M. K. (2024). Modeling the spatial distribution of numbers of coral reef fish species and community types in the Western Indian Ocean faunal province. Marine Ecology Progress Series, 730, 59–78. https://doi.org/10.3354/meps14538
McClanahan, T. R., Friedlander, A. M., Graham, N. A. J., Chabanet, P., & Bruggemann, J. H. (2021). Variability in coral reef fish baseline and benchmark biomass in the central and western Indian Ocean provinces. Aquatic Conservation: Marine and Freshwater Ecosystems, 31, 28–42.
McClanahan, T. R., Graham, N. A. J., MacNeil, M. A., & Cinner, J. E. (2015). Biomass‐based targets and the management of multispecies coral reef fisheries. Conservation Biology, 29, 409–417.
McClanahan, T. R., Graham, N. A. J., Maina, J., Chabanet, P., Bruggemann, J. H., & Polunin, N. V. C. (2007). Influence of instantaneous variation on estimates of coral reef fish populations and communities. Marine Ecology Progress Series, 340, 221–234.
McClanahan, T. R., & Jadot, C. (2017). Managing coral reef fish community biomass is a priority for biodiversity conservation in Madagascar. Marine Ecology Progress Series, 580, 169–190.
McClanahan, T. R., Maina, J. M., & Muthiga, N. A. (2011). Associations between climate stress and coral reef diversity in the Western Indian Ocean. Global Change Biology, 17, 2023–2032.
Miller, A. (2002). Subset selection in regression. CRC Press.
Molinos, G. J., Halpern, B. S., Schoeman, D. S., Brown, C. J., Kiessling, W., Moore, P. J., Pandolfi, J. M., Poloczanska, E. S., Richardson, A. J., & Burrows, M. T. (2016). Climate velocity and the future global redistribution of marine biodiversity. Nature Climate Change, 6, 83–88.
Moran, P. (1950). A test for the serial independence of residuals. Biometrika, 37, 178–181.
NOAA Coral Reef Watch. (2018). NOAA Coral Reef Watch Version 3.1 Daily Global 5 km Satellite Coral Bleaching Heat Stress product suite. NOAA Coral Reef Watch program.
Obura, D. O., Church, J. E., & Gabrié, C. (2012). Assessing marine world heritage from an ecosystem perspective: The Western Indian Ocean. United Nations Education SaCOU.
Ord, J. K., & Getis, A. (1995). Local spatial autocorrelation statistics: distributional issues and an application. Geographical Analysis, 27, 286–306.
Ord, J. K., & Getis, A. (2001). Testing for local spatial autocorrelation in the presence of global autocorrelation. Journal of Regional Science, 41, 411–432.
Paradis, E., & Schliep, K. (2019). ape 5.0: An environment for modern phylogenetics and evolutionary analyses in R. Bioinformatics, 35, 526–528.
Parravicini, V., Villéger, S., McClanahan, T. R., Arias‐González, J. E., Bellwood, D. R., Belmaker, J., Chabanet, P., Floeter, S. R., Friedlander, A. M., Guilhaumon, F., Vigliola, L., Kulbicki, M., & Mouillot, D. (2014). Global mismatch between species richness and vulnerability of reef fish assemblages. Ecology Letters, 17, 1101–1110.
Perry, C. T., Alvarez‐Filip, L., Graham, N. A. J., Mumby, P. J., Wilson, S. K., Kench, P. S., Manzello, D. P., Morgan, K. M., Slangen, A. B. A., Thomson, D. P., Januchowski‐Hartley, F., Smithers, S. G., Steneck, R. S., Carlton, R., Edinger, E. N., Enochs, I. C., Estrada‐Saldívar, N., Haywood, M. D. E., Kolodziej, G., … Macdonald, C. (2018). Loss of coral reef growth capacity to track future increases in sea level. Nature, 558, 396–400.
Pilowsky, J. A., Colwell, R. K., Rahbek, C., & Fordham, D. A. (2022). Process‐explicit models reveal the structure and dynamics of biodiversity patterns. Science Advances, 8, Article eabj2271.
R Core Team. (2021). R: A language and environment for statistical computing. R Foundation for Statistical Computing.
Roberge, J. M., & Angelstam, P. E. R. (2004). Usefulness of the umbrella species concept as a conservation tool. Conservation Biology, 18, 76–85.
Roberts, C. M., McClean, C. J., Veron, J. E. N., Hawkins, J. P., Allen, G. R., McAllister, D. E., Mittermeier, C. G., Schueler, F. W., Spalding, M., Wells, F., Vynne, C., & Werner, T. B. (2002). Marine biodiversity hotspots and conservation priorities for tropical reefs. Science, 295, 1280–1284.
Rocliffe, S., Peabody, S., Samoilys, M., & Hawkins, J. P. (2014). Towards a network of locally managed marine areas (LMMAs) in the Western Indian Ocean. PLoS ONE, 9, Article e103000.
Selig, E. R., Turner, W. R., Troëng, S., Wallace, B. P., Halpern, B. S., Kaschner, K., Lascelles, B. G., Carpenter, K. E., & Mittermeier, R. A. (2014). Global priorities for marine biodiversity conservation. PLoS ONE, 9, Article e82898.
Short, F., Carruthers, T., Dennison, W., & Waycott, M. (2007). Global seagrass distribution and diversity: A bioregional model. Journal of Experimental Marine Biology and Ecology, 350, 3–20.
Siqueira, A. C., Oliveira‐Santos, L. G. R., Cowman, P. F., & Floeter, S. R. (2016). Evolutionary processes underlying latitudinal differences in reef fish biodiversity. Global Ecology and Biogeography, 25, 1466–1476.
Spalding, M. (2010). World atlas of mangroves. Routledge.
Spalding, M. D., Fox, H. E., Allen, G. R., Davidson, N., Ferdaña, Z. A., Finlayson, M., Halpern, B. S., Jorge, M. A., Lombana, A., Lourie, S. A., Martin, K. D., McManus, E., Molnar, J., Recchia, C. A., & Robertson, J. (2007). Marine ecoregions of the world: A bioregionalization of coastal and shelf areas. Bioscience, 57, 573–583.
Spash, C. L. (2021). ‘The economy’ as if people mattered: Revisiting critiques of economic growth in a time of crisis. Globalizations, 18, 1087–1104.
Sully, S., Hodgson, G., & van Woesik, R. (2022). Present and future bright and dark spots for coral reefs through climate change. Global Change Biology, 28(15), 4509–4522. https://doi.org/10.1111/gcb.16083
Tetley, M. J., Braulik, G. T., Lanfredi, C., Minton, G., Panigada, S., Politi, E., Zanardelli, M., Notarbartolo di Sciara, G., & Hoyt, E. (2022). The Important Marine Mammal Area network: A tool for systematic spatial planning in response to the marine mammal habitat conservation crisis. Frontiers in Marine Science, 9, Article 321.
Tyberghein, L., Verbruggen, H., Pauly, K., Troupin, C., Mineur, F., & De Clerck, O. (2012). Bio‐ORACLE: A global environmental dataset for marine species distribution modelling. Global Ecology and Biogeography, 21, 272–281.
Van De Geer, C. H., Bourjea, J., Broderick, A., Dalleau, M., Fernandes, R., Harris, L., Inteca, G., Kiponda, F., Louro, C., Mortimer, J., Msangameno, D., Mwasi, L., Nel, R., Okemwa, G., Olendo, M., Pereira, M., Rees, A., Silva, I., Singh, S., … Godley, B. (2022). Marine turtles of the African east coast: Current knowledge and priorities for conservation and research. Endangered Species Research, 47, 297–331.
Van der Elst, R., & Everett, B. (2015). Offshore fisheries of the Southwest Indian Ocean: Their status and the impact on vulnerable species. Oceanographic Research Institute (ORI) and the Western Indian Ocean Marine Sciences Association (WIOMSA).
van Woesik, R., & Kratochwill, C. (2022). A global coral‐bleaching database, 1980–2020. Scientific Data, 9, Article 20.
Wells, S., Ray, G. C., Gjerde, K. M., White, A. T., Muthiga, N., Bezaury Creel, J. E., Causey, B. D., McCormick‐Ray, J., Salm, R., Gubbay, S., Kelleher, G., & Reti, J. (2016). Building the future of MPAs—Lessons from history. Aquatic Conservation: Marine and Freshwater Ecosystems, 26, 101–125.
Yeager, L. A., Deith, M. C., McPherson, J. M., Williams, I. D., & Baum, J. K. (2017). Scale dependence of environmental controls on the functional diversity of coral reef fish communities. Global Ecology and Biogeography, 26, 1177–1189.

Auteurs

Tim R McClanahan (TR)

Global Marine Programs, Wildlife Conservation Society, Bronx, New York, USA.

Alan M Friedlander (AM)

Pristine Seas, National Geographic Society, Washington, DC, USA.
Hawai'i Institute of Marine Biology, University of Hawai'i, Kāne'ohe, Hawaii, USA.

Julien Wickel (J)

Marex Ltd, Saint Leu, France.

Nicholas A J Graham (NAJ)

Lancaster Environment Centre, Lancaster University, Lancaster, UK.

J Henrich Bruggemann (JH)

UMR 9220 ENTROPIE, Université de La Réunion - IRD - CNRS - IFREMER - UNC, Saint Denis, France.
Laboratoire d'Excellence CORAIL, Perpignan, France.

Mireille M M Guillaume (MMM)

Laboratoire d'Excellence CORAIL, Perpignan, France.
UMR BOREA, Muséum National d'Histoire Naturelle - Sorbonne U - CNRS - IRD - UCN - UA, Paris, France.

P Chabanet (P)

UMR 9220 ENTROPIE, Université de La Réunion - IRD - CNRS - IFREMER - UNC, Saint Denis, France.
Laboratoire d'Excellence CORAIL, Perpignan, France.

Sean Porter (S)

Oceanographic Research Institute, Durban, South Africa.

Michael H Schleyer (MH)

Oceanographic Research Institute, Durban, South Africa.

M Kodia Azali (MK)

Global Marine Programs, Wildlife Conservation Society, Bronx, New York, USA.

N A Muthiga (NA)

Kenya Marine Program, Wildlife Conservation Society, Mombasa, Kenya.

Classifications MeSH