Climatic and tectonic drivers shaped the tropical distribution of coral reefs
Spalding, M. D. & Grenfell, A. M. New estimates of global and regional coral reef areas. Coral Reefs 16, 225–230 (1997).Article
Google Scholar
Moberg, F. & Folke, C. Ecological goods and services of coral reef ecosystems. Ecol. Econ. 29, 215–233 (1999).Article
Google Scholar
Roberts, C. M. et al. Marine Biodiversity Hotspots and Conservation Priorities for Tropical Reefs. Science 295, 1280–1284 (2002).ADS
CAS
PubMed
Article
Google Scholar
Johannes, R., Wiebe, W., Crossland, C., Rimmer, D. & Smith, S. Latitudinal limits of coral reef growth. Mar. Ecol. Prog. Ser. 11, 105–111 (1983).ADS
Article
Google Scholar
Kleypas, J. A., Mcmanus, J. W. & Meñez, L. A. B. Environmental Limits to Coral Reef Development: Where Do We Draw the Line? Am. Zool. 39, 146–159 (1999).Article
Google Scholar
Yamano, H., Hori, K., Yamauchi, M., Yamagawa, O. & Ohmura, A. Highest-latitude coral reef at Iki Island, Japan. Coral Reefs 20, 9–12 (2001).Article
Google Scholar
Guan, Y., Hohn, S. & Merico, A. Suitable Environmental Ranges for Potential Coral Reef Habitats in the Tropical Ocean. PLOS ONE 10, e0128831 (2015).PubMed
PubMed Central
Article
CAS
Google Scholar
Bellwood, D. R. & Hughes, T. P. Regional-Scale Assembly Rules and Biodiversity of Coral Reefs. Science 292, 1532–1535 (2001).ADS
CAS
PubMed
Article
Google Scholar
Connolly, S. R., Bellwood, D. R. & Hughes, T. P. Indo-Pacific Biodiversity of Coral Reefs: Deviations from a Mid-Domain Model. Ecology 84, 2178–2190 (2003).Article
Google Scholar
Bellwood, D. R., Hughes, T. P., Connolly, S. R. & Tanner, J. Environmental and geometric constraints on Indo‐Pacific coral reef biodiversity. Ecol. Lett. 8, 643–651 (2005).Article
Google Scholar
Kiessling, W., Simpson, C., Beck, B., Mewis, H. & Pandolfi, J. M. Equatorial decline of reef corals during the last Pleistocene interglacial. Proc. Natl Acad. Sci. 109, 21378–21383 (2012).ADS
CAS
PubMed
PubMed Central
Article
Google Scholar
Veron, J. E. N. et al. Delineating the Coral Triangle. Galaxea. J. Coral Reef. Stud. 11, 91–100 (2009).Article
Google Scholar
Briggs, J. C. Marine Longitudinal Biodiversity: Causes and Conservation. Divers. Distrib. 13, 544–555 (2007).Article
Google Scholar
Renema, W. et al. Hopping Hotspots: Global Shifts in Marine Biodiversity. Science 321, 654–657 (2008).ADS
CAS
PubMed
Article
Google Scholar
Kiessling, W. Paleoclimatic significance of Phanerozoic reefs. Geology 29, 751–754 (2001).ADS
Article
Google Scholar
Wallace, C. & Rosen, B. Diverse staghorn corals (Acropora) in high-latitude Eocene assemblages: Implications for the evolution of modern diversity patterns of reef corals. Proc. Biol. Sci. 273, 975–982 (2006).PubMed
PubMed Central
Google Scholar
Perrin, C. & Kiessling, W. Latitudinal trends in Cenozoic reef patterns and their relationship to climate. Carbonate Syst. Oligocene–Miocene Clim. Transit. 17–33 (Wiley-Blackwell, 2010).Kiessling, W. Habitat effects and sampling bias on Phanerozoic reef distribution. Facies 51, 24–32 (2005).Article
Google Scholar
Kiessling, W. Reef expansion during the Triassic: Spread of photosymbiosis balancing climatic cooling. Palaeogeogr. Palaeoclimatol. Palaeoecol. 290, 11–19 (2010).Article
Google Scholar
Ziegler, A. M., Hulver, M. L., Lotts, A. L. & Schmachtenberg, W. F. Uniformitarianism and palaeoclimates: inferences from the distribution of carbonate rocks. In: Fossils and Climate (ed. Brenchley, P. J.), 3–25 (Wiley, Chichester, 1984).Crame, J. A. & Rosen, B. R. Cenozoic palaeogeography and the rise of modern biodiversity patterns. Geol. Soc. Lond. Spec. Publ. 194, 153–168 (2002).ADS
Article
Google Scholar
Leprieur, F. et al. Plate tectonics drive tropical reef biodiversity dynamics. Nat. Commun. 7, 1–8 (2016).Article
CAS
Google Scholar
Zaffos, A., Finnegan, S. & Peters, S. E. Plate tectonic regulation of global marine animal diversity. Proc. Natl Acad. Sci. U. S. A. 114, 5653–5658 (2017).ADS
CAS
PubMed
PubMed Central
Article
Google Scholar
Roberts, G. G. & Mannion, P. D. Timing and periodicity of Phanerozoic marine biodiversity and environmental change. Sci. Rep. 9, 6116 (2019).ADS
PubMed
PubMed Central
Article
CAS
Google Scholar
Valentine, J. W. & Moores, E. M. Global Tectonics and the Fossil Record. J. Geol. 80, 167–184 (1972).ADS
Article
Google Scholar
Pellissier, L., Heine, C., Rosauer, D. F. & Albouy, C. Are global hotspots of endemic richness shaped by plate tectonics? Biol. J. Linn. Soc. 123, 247–261 (2017).Article
Google Scholar
Chittaro, P. M. Species-area relationships for coral reef fish assemblages of St. Croix, US Virgin Islands. Mar. Ecol. Prog. Ser. 233, 253–261 (2002).ADS
Article
Google Scholar
Tittensor, D. P., Micheli, F., Nyström, M. & Worm, B. Human impacts on the species–area relationship in reef fish assemblages. Ecol. Lett. 10, 760–772 (2007).PubMed
Article
Google Scholar
Tittensor, D. P. et al. Global patterns and predictors of marine biodiversity across taxa. Nature 466, 1098–1101 (2010).ADS
CAS
PubMed
Article
Google Scholar
Huntington, B. E. & Lirman, D. Species-area relationships in coral communities: evaluating mechanisms for a commonly observed pattern. Coral Reefs 31, 929–938 (2012).ADS
Article
Google Scholar
Kiessling, W., Simpson, C. & Foote, M. Reefs as cradles of evolution and sources of biodiversity in the Phanerozoic. Science 327, 196–198 (2010).ADS
CAS
PubMed
Article
Google Scholar
Pandolfi, J. M. et al. Global Trajectories of the Long-Term Decline of Coral Reef Ecosystems. Science 301, 955–958 (2003).ADS
CAS
PubMed
Article
Google Scholar
Hoegh-Guldberg, O. Coral reef ecosystems and anthropogenic climate change. Reg. Environ. Change 11, 215–227 (2011).Article
Google Scholar
Hughes, T. P. et al. Global warming and recurrent mass bleaching of corals. Nature 543, 373–377 (2017).ADS
CAS
PubMed
Article
Google Scholar
Kim, S. W. et al. Refugia under threat: Mass bleaching of coral assemblages in high-latitude eastern Australia. Glob. Change Biol. 25, 3918–3931 (2019).ADS
Article
Google Scholar
Pörtner, H.-O. et al. IPCC special report on the ocean and cryosphere in a changing climate. IPCC Intergov. Panel Clim. Change Geneva Switz. 1, 1–755 (2019).Sully, S., Burkepile, D. E., Donovan, M. K., Hodgson, G. & van Woesik, R. A global analysis of coral bleaching over the past two decades. Nat. Commun. 10, 1264 (2019).ADS
CAS
PubMed
PubMed Central
Article
Google Scholar
Couce, E., Ridgwell, A. & Hendy, E. J. Future habitat suitability for coral reef ecosystems under global warming and ocean acidification. Glob. Change Biol. 19, 3592–3606 (2013).ADS
Article
Google Scholar
Hoegh-Guldberg, O., Poloczanska, E. S., Skirving, W. & Dove, S. Coral Reef Ecosystems under Climate Change and Ocean Acidification. Front. Mar. Sci. 4, 1–20 (2017).O’Neill, B. C. et al. The Scenario Model Intercomparison Project (ScenarioMIP) for CMIP6. Geosci. Model Dev. 9, 3461–3482 (2016).ADS
Article
Google Scholar
Precht, W. F. & Aronson, R. B. Climate flickers and range shifts of reef corals. Front. Ecol. Environ. 2, 307–314 (2004).Article
Google Scholar
Greenstein, B. J. & Pandolfi, J. M. Escaping the heat: range shifts of reef coral taxa in coastal Western Australia. Glob. Change Biol. 14, 513–528 (2008).ADS
Article
Google Scholar
Pellissier, L. et al. Quaternary coral reef refugia preserved fish diversity. Science 344, 1016–1019 (2014).ADS
CAS
PubMed
Article
Google Scholar
Vilhena, D. A. & Smith, A. B. Spatial Bias in the Marine Fossil Record. PLoS ONE 8, 1–7 (2013).Article
CAS
Google Scholar
Close, R. A., Benson, R. B. J., Saupe, E. E., Clapham, M. E. & Butler, R. J. The spatial structure of Phanerozoic marine animal diversity. Science 368, 420–424 (2020).ADS
CAS
PubMed
Article
Google Scholar
Jones, L. A., Dean, C. D., Mannion, P. D., Farnsworth, A. & Allison, P. A. Spatial sampling heterogeneity limits the detectability of deep time latitudinal biodiversity gradients. Proc. R. Soc. B Biol. Sci. 288, 20202762 (2021).Article
Google Scholar
Jones, L. A. & Eichenseer, K. Uneven spatial sampling distorts reconstructions of Phanerozoic seawater temperature. Geology (2021) https://doi.org/10.1130/G49132.1.Stolarski, J. et al. The ancient evolutionary origins of Scleractinia revealed by azooxanthellate corals. BMC Evol. Biol. 11, 1–11 (2011).Article
Google Scholar
Frankowiak, K. et al. Photosymbiosis and the expansion of shallow-water corals. Sci. Adv. 2, e1601122 (2016).ADS
PubMed
PubMed Central
Article
CAS
Google Scholar
Phillips, S. J., Anderson, R. P., Dudík, M., Schapire, R. E. & Blair, M. E. Opening the black box: an open-source release of Maxent. Ecography 40, 887–893 (2017).Article
Google Scholar
Phillips, S. J., Anderson, R. P. & Schapire, R. E. Maximum entropy modeling of species geographic distributions. Ecol. Model. 190, 231–259 (2006).Article
Google Scholar
Swets, J. A. Measuring the accuracy of diagnostic systems. Science 240, 1285–1293 (1988).ADS
MathSciNet
CAS
PubMed
MATH
Article
Google Scholar
Boyce, M. S., Vernier, P. R., Nielsen, S. E. & Schmiegelow, F. K. A. Evaluating resource selection functions. Ecol. Model. 157, 281–300 (2002).Article
Google Scholar
Hirzel, A. H., LeLay, G., Helfer, V., Randin, C. & Guisan, A. Evaluating the ability of habitat suitability models to predict species presences. Ecol. Model. 199, 142–152 (2006).Article
Google Scholar
Elith, J., Kearney, M. & Phillips, S. The art of modelling range-shifting species. Methods Ecol. Evol. 1, 330–342 (2010).Article
Google Scholar
Miller, K. G. et al. The Phanerozoic Record of Global Sea-Level Change. Science 310, 1293–1298 (2005).ADS
CAS
PubMed
Article
Google Scholar
Hallam, A., Grose, J. A. & Ruffell, A. H. Palaeoclimatic significance of changes in clay mineralogy across the Jurassic-Cretaceous boundary in England and France. Palaeogeogr. Palaeoclimatol. Palaeoecol. 81, 173–187 (1991).Article
Google Scholar
Gröcke, D. R., Price, G. D., Ruffell, A. H., Mutterlose, J. & Baraboshkin, E. Isotopic evidence for Late Jurassic–Early Cretaceous climate change. Palaeogeogr. Palaeoclimatol. Palaeoecol. 202, 97–118 (2003).Article
Google Scholar
Royer, D. L., Berner, R. A., Montañez, I. P., Tabor, N. J. & Beerling, D. J. CO2 as a primary driver of Phanerozoic climate. GSA Today 14, 1–10 (2004).
Google Scholar
Grabowski, J. et al. Magnetic susceptibility and spectral gamma logs in the Tithonian–Berriasian pelagic carbonates in the Tatra Mts (Western Carpathians, Poland): Palaeoenvironmental changes at the Jurassic/Cretaceous boundary. Cretac. Res. 43, 1–17 (2013).Article
Google Scholar
Vickers, M. L. et al. The duration and magnitude of Cretaceous cool events: Evidence from the northern high latitudes. GSA Bull. 131, 1979–1994 (2019).CAS
Article
Google Scholar
Hay, W. W. & Floegel, S. New thoughts about the Cretaceous climate and oceans. Earth-Sci. Rev. 115, 262–272 (2012).ADS
CAS
Article
Google Scholar
Tennant, J. P., Mannion, P. D. & Upchurch, P. Sea level regulated tetrapod diversity dynamics through the Jurassic/Cretaceous interval. Nat. Commun. 7, 12737 (2016).ADS
CAS
PubMed
PubMed Central
Article
Google Scholar
Schouten, S. et al. Onset of long-term cooling of Greenland near the Eocene-Oligocene boundary as revealed by branched tetraether lipids. Geology 36, 147 (2008).ADS
Article
Google Scholar
Zachos, J. C., Dickens, G. R. & Zeebe, R. E. An early Cenozoic perspective on greenhouse warming and carbon-cycle dynamics. Nature 451, 279–283 (2008).ADS
CAS
PubMed
Article
Google Scholar
Crame, J. A. Taxonomic diversity gradients through geological time. Divers. Distrib. 7, 175–189 (2001).
Google Scholar
Mannion, P. D., Upchurch, P., Benson, R. B. J. & Goswami, A. The latitudinal biodiversity gradient through deep time. Trends Ecol. Evol. 29, 42–50 (2014).PubMed
Article
Google Scholar
Fenton, I. S. et al. The impact of Cenozoic cooling on assemblage diversity in planktonic foraminifera. Philos. Trans. R. Soc. B Biol. Sci. 371, 1–12 (2016).Article
CAS
Google Scholar
Saupe, E. E. et al. Climatic shifts drove major contractions in avian latitudinal distributions throughout the Cenozoic. Proc. Natl Acad. Sci. 116, 12895–12900 (2019).CAS
PubMed
PubMed Central
Article
Google Scholar
Hall, R. Cenozoic geological and plate tectonic evolution of SE Asia and the SW Pacific: computer-based reconstructions, model and animations. J. Asian Earth Sci. 20, 353–431 (2002).ADS
Article
Google Scholar
Hall, R. Southeast Asia’s changing palaeogeography. Blumea 54, 148–161 (2009).Article
Google Scholar
Gaboriau, T. et al. Ecological constraints coupled with deep-time habitat dynamics predict the latitudinal diversity gradient in reef fishes. Proc. R. Soc. B Biol. Sci. 286, 20191506 (2019).Article
Google Scholar
Saupe, E. E. et al. Extinction intensity during Ordovician and Cenozoic glaciations explained by cooling and palaeogeography. Nat. Geosci. 13, 65–70 (2020).ADS
Article
CAS
Google Scholar
Lunt, D. J. et al. DeepMIP: model intercomparison of early Eocene climatic optimum (EECO) large-scale climate features and comparison with proxy data. Clim 17, 203–227 (2021).ADS
Google Scholar
Freeman, L. A., Kleypas, J. A. & Miller, A. J. Coral Reef Habitat Response to Climate Change Scenarios. PLoS ONE 8, 1–14 (2013).
Google Scholar
Foster, G. L., Royer, D. L. & Lunt, D. J. Future climate forcing potentially without precedent in the last 420 million years. Nat. Commun. 8, 1–8 (2017).ADS
Article
CAS
Google Scholar
Farnsworth, A. et al. Past East Asian monsoon evolution controlled by paleogeography, not CO2. Sci. Adv. 5, 1–13 (2019).Article
CAS
Google Scholar
Zhang, L. et al. Consensus Forecasting of Species Distributions: The Effects of Niche Model Performance and Niche Properties. PLoS ONE 10, 1–18 (2015).
Google Scholar
Harrison, S. P. et al. Evaluation of CMIP5 palaeo-simulations to improve climate projections. Nat. Clim. Change 5, 735–743 (2015).ADS
Article
Google Scholar
Seo, C., Thorne, J. H., Hannah, L. & Thuiller, W. Scale effects in species distribution models: implications for conservation planning under climate change. Biol. Lett. 5, 39–43 (2009).PubMed
Article
Google Scholar
Couce, E., Ridgwell, A. & Hendy, E. J. Environmental controls on the global distribution of shallow-water coral reefs. J. Biogeogr. 39, 1508–1523 (2012).Article
Google Scholar
Laborel, J. West African reef corals: an hypothesis on their origin. in Proceedings of the Second International Coral Reef Symposium vol. 1 425–443 (Great Barrier Reef Committee Brisbane, 1974).Spalding, M., Spalding, M. D., Ravilious, C. & Green, E. P. World Atlas of Coral Reefs. (University of California Press, 2001).Block, S. et al. Where to Dig for Fossils: Combining Climate-Envelope, Taphonomy and Discovery Models. PLoS ONE 11, 1–16 (2016).Jones, L. A. et al. Coupling of palaeontological and neontological reef coral data improves forecasts of biodiversity responses under global climatic change. R. Soc. Open Sci. 6, 182111 (2019).ADS
PubMed
PubMed Central
Article
Google Scholar
Kusumoto, B. et al. Global distribution of coral diversity: Biodiversity knowledge gradients related to spatial resolution. Ecol. Res. 35, 315–326 (2020).Article
Google Scholar
Muir, P. R., Wallace, C. C., Done, T. & Aguirre, J. D. Limited scope for latitudinal extension of reef corals. Science 348, 1135–1138 (2015).ADS
CAS
PubMed
Article
Google Scholar
Sillero, N. & Barbosa, A. M. Common mistakes in ecological niche models. Int. J. Geogr. Inf. Sci. 35, 213–226 (2021).Article
Google Scholar
Valdes, P. J. et al. The BRIDGE HadCM3 family of climate models:HadCM3@Bristol v1.0. Geosci. Model Dev. 10, 3715–3743 (2017).ADS
CAS
Article
Google Scholar
Sheppard, C. R. C. Predicted recurrences of mass coral mortality in the Indian Ocean. Nature 425, 294–297 (2003).ADS
CAS
PubMed
Article
Google Scholar
Saupe, E. E. et al. Macroevolutionary consequences of profound climate change on niche evolution in marine molluscs over the past three million years. Proc. R. Soc. B Biol. Sci. 281, 1–9 (2014).
Google Scholar
Haywood, A. M. et al. What can Palaeoclimate Modelling do for you? Earth Syst. Environ. 3, 1–18 (2019).Article
Google Scholar
Sellwood, B. W. & Valdes, P. J. Mesozoic climates: General circulation models and the rock record. Sediment. Geol. 190, 269–287 (2006).ADS
Article
Google Scholar
Waterson, A. M. et al. Modelling the climatic niche of turtles: a deep-time perspective. Proc. R. Soc. B Biol. Sci. 283, 1–9 (2016).
Google Scholar
Chiarenza, A. A. et al. Ecological niche modelling does not support climatically-driven dinosaur diversity decline before the Cretaceous/Paleogene mass extinction. Nat. Commun. 10, 1–14 (2019).CAS
Article
Google Scholar
Dunne, E. M., Farnsworth, A., Greene, S. E., Lunt, D. J. & Butler, R. J. Climatic drivers of latitudinal variation in Late Triassic tetrapod diversity. Palaeontology 64, 101–117 (2020).Article
Google Scholar
Lyster, S. J., Whittaker, A. C., Allison, P. A., Lunt, D. J. & Farnsworth, A. Predicting sediment discharges and erosion rates in deep time—examples from the late Cretaceous North American continent. Basin Res. 1–27 (2020) https://doi.org/10.1111/bre.12442.Lunt, D. J. et al. Palaeogeographic controls on climate and proxy interpretation. Clim 12, 1181–1198 (2016).ADS
Google Scholar
Vasquez, V. L., de Lima, A. A., dos Santos, A. P. & Pinto, M. P. Influence of spatial extent on habitat suitability models for primate species of Atlantic Forest. Ecol. Inform. 61, 101179 (2021).Article
Google Scholar
Collins, D. S. et al. Controls on tidal sedimentation and preservation: Insights from numerical tidal modelling in the Late Oligocene–Miocene South China Sea, Southeast Asia. Sedimentology 65, 2468–2505 (2018).Article
Google Scholar
Dean, C. D., Collins, D. S., van Cappelle, M., Avdis, A. & Hampson, G. J. Regional-scale paleobathymetry controlled location, but not magnitude, of tidal dynamics in the Late Cretaceous Western Interior Seaway, USA. Geology 47, 1083–1087 (2019).ADS
CAS
Article
Google Scholar
Markwick, P. J. & Valdes, P. J. Palaeo-digital elevation models for use as boundary conditions in coupled ocean–atmosphere GCM experiments: a Maastrichtian (late Cretaceous) example. Palaeogeogr. Palaeoclimatol. Palaeoecol. 213, 37–63 (2004).Article
Google Scholar
Elith, J. et al. Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29, 129–151 (2006).Article
Google Scholar
Sillero, N. What does ecological modelling model? A proposed classification of ecological niche models based on their underlying methods. Ecol. Model. 222, 1343–1346 (2011).Article
Google Scholar
Guisan, A., Thuiller, W. & Zimmermann, N. E. Habitat suitability and distribution models: with applications in R. (Cambridge University Press, 2017).Kearney, M. R., Wintle, B. A. & Porter, W. P. Correlative and mechanistic models of species distribution provide congruent forecasts under climate change. Conserv. Lett. 3, 203–213 (2010).Article
Google Scholar
Owens, H. L. et al. Constraints on interpretation of ecological niche models by limited environmental ranges on calibration areas. Ecol. Model. 263, 10–18 (2013).Article
Google Scholar
Franklin, J. Mapping Species Distributions: Spatial Inference and Prediction. (Cambridge University Press, 2010). https://doi.org/10.1017/CBO9780511810602.Liu, C., White, M. & Newell, G. Selecting thresholds for the prediction of species occurrence with presence-only data. J. Biogeogr. 40, 778–789 (2013).Article
Google Scholar
Liu, C., Newell, G. & White, M. On the selection of thresholds for predicting species occurrence with presence-only data. Ecol. Evol. 6, 337–348 (2016).PubMed
Article
Google Scholar
Kiessling, W. & Krause, M. C. PARED—An online database of Phanerozoic reefs. https://www.paleo-reefs.pal.uni-erlangen.de/ (2021).Jones, L. A., Mannion, P. D., Farnsworth, A., Bragg, F. & Lunt, D. J. Code from ‘Climatic and tectonic drivers shaped the tropical distribution of coral reefs’. Zenodo (2022) https://doi.org/10.5281/zenodo.6458366. More