Abstract
Incorporating species’ ability to adaptively respond to climate change is critical for robustly predicting persistence. One such example could be the adaptive role of algal symbionts in setting coral thermal tolerance under global warming and ocean acidification. Using a global ecological and evolutionary model of competing branching and mounding coral morphotypes, we show symbiont shuffling (towards taxa with increased heat tolerance) was more effective than symbiont evolution in delaying coral-cover declines, but stronger warming rates (high emissions scenarios) outpace the ability of these adaptive processes and limit coral persistence. Acidification has a small impact on reef degradation rates relative to warming. Global patterns in coral reef vulnerability to climate are sensitive to the interaction of warming rate and adaptive capacity and cannot be predicted by either factor alone. Overall, our results show how models of spatially resolved adaptive mechanisms can inform conservation decisions.
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Code availability
All Matlab code can be found at https://github.com/VeloSteve/Coral-Model-V12 under the following: https://doi.org/10.5281/zenodo.2639126.
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Acknowledgements
This work was supported by a NOAA Coral Reef Conservation grant to J.P.D. and S.D.D., a Coral Reef Alliance Coral Adaptation Challenge grant to C.A.L. and S.D.D., and an ROA supplement to NSF DEB #1655475 to C.A.L. and M.L.B. We thank C. M. Eakin for helpful initial discussions in the development of the global model. The contents in this manuscript are solely the opinions of the authors and do not constitute a statement of policy, decision or position on behalf of NOAA or the US Government.
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C.A.L., J.P.D. and S.D.D. conceived and designed the global model; C.A.L. and J.S.R. developed and tested the computer code; C.A.L., J.P.D., J.S.R. and S.D.D. analysed the results; C.A.L. and J.S.R. wrote the paper. C.A.L., J.P.D., J.S.R., S.D.D. and M.L.B. critically revised the manuscript.
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Extended data
Extended Data Fig. 1 Coral and symbiont ecological and evolutionary global model diagram.
The left-hand boxes (a) describe the symbiont fitness curve and genetic dynamics. The right-hand boxes (b) describe the coral and symbiont population dynamics.
Extended Data Fig. 2 Relative coral extent across all reef cells in a 400-year model run with no anthropogenic warming and no adaptive capacity.
In all model runs, branching corals (blue) are initialized at 80% and mounding corals (red) at 20% of a fixed pre-warming carrying capacity (K) in 1861 averaged across all reef cells. Initializing coral morphotypes to the inverse of these proportions (80% mounding: 20% branching) results in a similar outcome (~ 90% branching and 1% mounding corals) by 1950. Shaded colors represent the 50% interquartile range around the mean for all reef cells.
Extended Data Fig. 3 Percentage of ‘healthy’ reef cells globally in four RCP emissions scenarios from 1980 to 2100.
Model trajectories are shown with no evolution (black), shuffling with a +1 °C advantage (red), evolution (blue), and combined shuffling and evolution (purple). A reef is considered ‘healthy’ if it is not in a bleached or mortality state (see Methods). SST (grey) is the mean and 25th-75th percentile increase in annual maximum temperatures across all reef grid cells. Bar plots indicate number of bleaching events per year in each model run.
Extended Data Fig. 4 In each model year, reef cells are defined as being in a ‘healthy’, ‘bleached’, or ‘mortality’ state.
Arrows represent transitions between states. 1) ‘Bleaching’ occurs when symbiont populations drop <30% of the minimum population size in the previous year or when bleaching occurs ≥2 times in the previous decade. 2) ‘Mortality’ is defined if a reef bleaches but does not recover within five years, or 3) if coral populations drop to <2x the seed value. 4-5) Recovery occurs if coral and symbiont populations increase to >4x their respective seed value or coral populations grow above 10% of carrying capacity.
Extended Data Fig. 5 Sensitivity analysis of percent ‘healthy’ coral reef cells when the model is calibrated to estimated bleaching frequencies of 3 or 5% between 1985-2010.
In the main text, model output is calibrated to a 5% bleaching frequency during this time. The effect of changing the target to 3 % is shown for RCP4.5 and RCP8.5 scenarios. Projected trajectories are shown with and without symbiont evolution (E=1 vs. E=0), and with or without shuffling (+1.0 °C advantage) in the tolerant population. The effect of increasing pCO2 on coral growth rates is also included (OA=1) with evolution and shuffling.
Extended Data Fig. 6 Global mean fraction of corals hosting heat-tolerant symbionts in branching (heat-sensitive) corals and mounding (heat-tolerant) corals.
The mean value is calculated for all reef cells (n=1,925) for all RCPs in shuffling (+1.0 °C advantage) simulations. For most reefs, fidelity to heat-tolerant symbiont occurs following a rapid transition between 2010-2040 through 2100.
Extended Data Fig. 7 Fine-scale symbiont shuffling dynamics in four example reef cells.
Temperature is monthly SST with the optimal temperature (gi) for each symbiont type overlaid in yellow (top). Symbiont density (bottom) is in terms of cells per cm2 of coral area for a heat-sensitive (solid lines) and heat-tolerant (dashed lines) symbiont population in each coral morphotype. Realistic seasonal fluctuations in symbiont density (a,b) and reversion can occur (c, d), but reversion is uncommon under future warming; (d) represents a model run with no anthropogenic warming in which reversion occurs several times during a 200-year period. Bleaching events are shown in black circles.
Extended Data Fig. 8 Global change in mean symbiont genotype (gi or optimal temperature in °C) and average increase in annual maximum sea surface temperatures (SST) in model runs with symbiont evolution for all RCPs.
Median (solid lines) and interquartile range (shaded) is shown across all reef cells (n=1,925) for mounding (heat-tolerant) and branching (heat-sensitive) corals. Across all RCP scenarios and all reefs, the increase in symbiont optimal thermal tolerance ranged between 0.3°C and 1.8°C.
Extended Data Fig. 9 Global maps of warming rate and SST variability.
Values represent change in each temperature metric between the historical period (1861-1900) and 2080 (a-d, g-h) as well as future variability between 2050-2080 (e-f, i-j) for RCP 4.5 and RCP 8.5 climate scenarios. In panels (a) to (f), inputs are filtered to include only maximum monthly mean SST. Panels (g) through (j) include all months.
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Logan, C.A., Dunne, J.P., Ryan, J.S. et al. Quantifying global potential for coral evolutionary response to climate change. Nat. Clim. Chang. 11, 537–542 (2021). https://doi.org/10.1038/s41558-021-01037-2
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DOI: https://doi.org/10.1038/s41558-021-01037-2
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