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Environment Institute
                  Science Seminar Series 2009

     Predicting coral reef biodiversity
 patterns for conservation: A confederacy
            of ecological scales
Presented by: Doctor Camille Mellin
Photo: CSIRO




                 Predicting coral reef biodiversity patterns for
                 conservation:

                 A confederacy of ecological scales


                 camille.mellin@adelaide.edu.au
Camille MELLIN
                 http://www.adelaide.edu.au/directory/camille.mellin
Outline


1 Coral reefs: a unique and fragile biodiversity


2 Spatial and temporal scales of population connectivity


3 Predicted impact of climate change


4 Species distribution models: a promising tool for coral reef conservation


5 Challenges and needs for next-generation models
1. Coral reef biodiversity                    4. Challenges for conservation science
2. Scales of population connectivity          5. Perspectives
3. Predicted impact of climate change


Coral Reefs
     • The most biologically diverse of all
     marine ecosystems
     • A total of 1766 fish species and 727
     coral species recorded to date
     • Many are still to be described

Ecosystem goods and services
     • Food
  • Tourism
 Nearly 500 million people depend on
     • Biomedical compounds
 coral reefs,against storms and waves million of
   • Protection with probably 30
     • Cultural heritage
 the poorest people relying entirely on
 reefs for food
1. Coral reef biodiversity              4. Challenges for conservation science
2. Scales of population connectivity    5. Perspectives
3. Predicted impact of climate change

Anthropogenic pressure on coral reefs




                                        Overfishing              Invasive species
                                                                 and starfish
                                                                 outbreaks




         Deforestation, soil erosion,
         sediment & nutrient loading
                                             Destructive fishing practices
1. Coral reef biodiversity                      4. Challenges for conservation science
2. Scales of population connectivity            5. Perspectives
3. Predicted impact of climate change

Climate change: a complex threat acting at multiple levels




         Hoegh-Guldberg et al. (2007) Science
Outline


1 Coral reefs: a unique and fragile biodiversity


2 Spatial and temporal scales of population connectivity


3 Predicted impact of climate change


4 Species distribution models: a promising tool for coral reef conservation


5 Challenges and needs for next-generation models
1. Coral reef biodiversity                    4. Challenges for conservation science
2. Scales of population connectivity          5. Perspectives
3. Predicted impact of climate change



                                                                  Plankton availability

                                                                  Ocean currents

                                                                  Temperature

                                                                  Predation


   Temporal scales                              Spatial scales
         Early recruitment




         Adult population size




                                                                                       50 km


      Robertson & Kaufman (1998) Aus J Ecol              Cowen et al. (2006) Science
1. Coral reef biodiversity              4. Challenges for conservation science
2. Scales of population connectivity    5. Perspectives
3. Predicted impact of climate change




                                                        Availability of suitable
                                                           habitat
                                                        Chemical or visual cues

                                                        Resident
                                                           communities
1. Coral reef biodiversity              4. Challenges for conservation science
2. Scales of population connectivity    5. Perspectives
3. Predicted impact of climate change




    e.g., Fecundity
         Longevity
1. Coral reef biodiversity              4. Challenges for conservation science
2. Scales of population connectivity    5. Perspectives
3. Predicted impact of climate change
1. Coral reef biodiversity                                4. Challenges for conservation science
2. Scales of population connectivity                      5. Perspectives
3. Predicted impact of climate change




                                        Steneck et al. (2009) Coral Reefs
Outline


1 Coral reefs: a unique and fragile biodiversity


2 Spatial and temporal scales of population connectivity


3 Predicted impact of climate change


4 Species distribution models: a promising tool for coral reef conservation


5 Challenges and needs for next-generation models
1. Coral reef biodiversity                                      4. Challenges for conservation science
2. Scales of population connectivity                            5. Perspectives
3. Predicted impact of climate change




      Steinberg (2007) in Climate Change and the Great Barrier Reef: A Vulnerability Assessment
1. Coral reef biodiversity                               4. Challenges for conservation science
2. Scales of population connectivity                     5. Perspectives
3. Predicted impact of climate change

   Simulated advection of passive particles around Lizard Island, Great Barrier
   Reef
       a) normal conditions                            b) with a 2° deviation of the SEC




                                   Munday et al. (2009) Coral Reefs
1. Coral reef biodiversity                          4. Challenges for conservation science
2. Scales of population connectivity                5. Perspectives
3. Predicted impact of climate change




                                        source: National Oceanographic and Atmospheric Agency (NOAA)
1. Coral reef biodiversity                              4. Challenges for conservation science
2. Scales of population connectivity                    5. Perspectives
3. Predicted impact of climate change

                                        El Niño

  Tropical regions
  with significantly
  warmer or cooler
  maximum sea                           La Niña
  surface
  temperature (SST)


                                        0.3° contour interval




   Annual SST
   difference since
                                        Significant difference in means (warmer or cooler)
   1950




Data from British Atmospheric Data Centre
1. Coral reef biodiversity                        4. Challenges for conservation science
2. Scales of population connectivity              5. Perspectives
3. Predicted impact of climate change

Changes in sea surface temperature & impact on ecological successions



                                        Trophic level
                                        Ecological succession




                                                        Pe lag ic Larval Duratio n (PLD) = f (te mpe rature )




 MATCH-MISMATCH theory, David Cushing (1975;
1. Coral reef biodiversity                                4. Challenges for conservation science
2. Scales of population connectivity                      5. Perspectives
3. Predicted impact of climate change


  Influence of reduced Pelagic Larval Duration (PLD) on dispersal
  kernels:




                                                 PLD – 20%

                                                 PLD – 10 %

                                                 PLD




                                        Munday et al. (2009) Coral Reefs
1. Coral reef biodiversity                    4. Challenges for conservation science
2. Scales of population connectivity          5. Perspectives
3. Predicted impact of climate change


Influence of reduced Pelagic Larval Duration (PLD) on inter-reef
connectivity:




          Thalassoma bifasciatum (Labridae)



          PLD
          PLD – 20%

          High reef density
          Low reef density


          Munday et al (2009) Coral Reefs
1. Coral reef biodiversity                      4. Challenges for conservation science
2. Scales of population connectivity            5. Perspectives
3. Predicted impact of climate change

Climate change and ocean acidification




         Hoegh-Guldberg et al. (2007) Science
1. Coral reef biodiversity                               4. Challenges for conservation science
2. Scales of population connectivity                     5. Perspectives
3. Predicted impact of climate change

Climate change and ocean acidification




                                Hoegh-Guldberg et al. (2007) Science
1. Coral reef biodiversity                             4. Challenges for conservation science
2. Scales of population connectivity                   5. Perspectives
3. Predicted impact of climate change

Climate change and ocean acidification




                                        De’Ath et al. (2009) Science
1. Coral reef biodiversity                   4. Challenges for conservation science
2. Scales of population connectivity         5. Perspectives
3. Predicted impact of climate change

Future of coral reefs: phase shift and ecosystem collapse?




      Hoegh-Guldberg et al. (2007) Science
1. Coral reef biodiversity                        4. Challenges for conservation science
2. Scales of population connectivity              5. Perspectives
3. Predicted impact of climate change

Future of coral reefs: phase shift and ecosystem collapse?




           Hoegh-Guldberg et al. (2007) Science
1. Coral reef biodiversity                  4. Challenges for conservation science
2. Scales of population connectivity        5. Perspectives
3. Predicted impact of climate change

Future of coral reefs: what does this all mean?

                                                             Critically endangered species




                                                             Critically endangered + Endangered
                                                             species




                                                             Critically endangered + Endangered
                                                             + Vulnerable species



                                                            Critically endangered + Endangered +
                                                            Vulnerable + Near threatened species




                                                  Carpenter et al. (2008) Science
Outline


1 Coral reefs: a unique and fragile biodiversity


2 Spatial and temporal scales of population connectivity


3 Predicted impact of climate change


4 Species distribution models: a promising tool for coral reef conservation


5 Challenges and needs for next-generation models
1. Coral reef biodiversity                 4. Challenges for conservation science
2. Scales of population connectivity       5. Perspectives
3. Predicted impact of climate change

The positive effect of marine protected areas




                                                 Mumby et al. (2006) Science




      McClanahan et al. (2007) Ecol Appl
1. Coral reef biodiversity                             4. Challenges for conservation science
2. Scales of population connectivity                   5. Perspectives
3. Predicted impact of climate change

Designing marine protected areas: which criteria to account for?

                                                           Fish



                                                           Corals
                                                                         Species Richness
                                                                         (SR)
                                                           Snails


                                                           Lobsters



                                                           Concordance in SR


                                                           Threats to
                                                           coral reefs

                                                           Concordance in rarity
                                                           and multitaxon centers
                                                           of endemism

                       Roberts et al. (2002) Science
1. Coral reef biodiversity                    4. Challenges for conservation science
2. Scales of population connectivity          5. Perspectives
3. Predicted impact of climate change

Species distribution models in coral reefs




           Pittman et al. (2007) Ecol Model




                                                     Mellin et al. (2007) Coral Reefs
1. Coral reef biodiversity                                   4. Challenges for conservation science
2. Scales of population connectivity                         5. Perspectives
3. Predicted impact of climate change

Species distribution models in coral reefs

   Fish species richness                                    Fish abundance




                       Mellin et al. (in press) Global Ecology and Biogeography
1. Coral reef biodiversity                   4. Challenges for conservation science
2. Scales of population connectivity         5. Perspectives
3. Predicted impact of climate change

Species distribution models in coral reefs




      Mellin et al. (submitted to Ecology)
1. Coral reef biodiversity                      4. Challenges for conservation science
2. Scales of population connectivity            5. Perspectives
3. Predicted impact of climate change

Species distribution models in coral reefs: limits


 Spatially explicit COMMUNITY-based models

   Static SDM ignore species interactions, population and metapopulation dynamics

   How to model the interactions between 1000s of species in coral reefs:
  using functional groups?


  Models are rarely validated

   Statistical validation only

   Need for independent validation data sets
Outline


1 Coral reefs: a unique and fragile biodiversity


2 Spatial and temporal scales of population connectivity


3 Predicted impact of climate change


4 Species distribution models: a promising tool for coral reef conservation


5 Challenges and needs for next-generation models
1. Coral reef biodiversity                4. Challenges for conservation science
2. Scales of population connectivity      5. Perspectives
3. Predicted impact of climate change

Predicting the future : model projections based on clim change scenarios
                                                       ate

Need for similar approach in marine ecosystems, considering that:

     • Bathymetry is not a sufficient
     covariate – circulation patterns
     must be considered




     • 3D oceanographic models
     must be calibrated through
     initial conditions and conditions
     at domain boundaries
1. Coral reef biodiversity                      4. Challenges for conservation science
2. Scales of population connectivity            5. Perspectives
3. Predicted impact of climate change


  Test the temporal stability of species-environment relationships
  Test the predictability of distribution models over time




                                               Araujo & Rahbeck (2006) Science
1. Coral reef biodiversity                     4. Challenges for conservation science
2. Scales of population connectivity           5. Perspectives
3. Predicted impact of climate change

Experimentation: an insight into the future?




                                                        Bellwood et al. (2006) Current Biology
1. Coral reef biodiversity                   4. Challenges for conservation science
2. Scales of population connectivity         5. Perspectives
3. Predicted impact of climate change

Take-home message



   • Coral reefs are impacted by climate change in a number of ways


   • Management can mitigate climate change impact on coral reefs



   • Species distribution models can be useful to conservation, provided that they
   successfully incorporate the scales of population connectivity
Thanks for your attention!




 Further information
 camille.mellin@adelaide.edu.au
 http://www.adelaide.edu.au/directory/camille.
 mellin
Environment Institute
                    Science Seminar Series 2009

    Final Seminar Sem 1: 29 June – 12pm

 Policy responses to a drying climate may
        save Adelaide’s kelp forests
Presented by: Associate Professor Sean Connell

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Science Seminar Series 11 Camille Mellin

  • 1. Environment Institute Science Seminar Series 2009 Predicting coral reef biodiversity patterns for conservation: A confederacy of ecological scales Presented by: Doctor Camille Mellin
  • 2. Photo: CSIRO Predicting coral reef biodiversity patterns for conservation: A confederacy of ecological scales camille.mellin@adelaide.edu.au Camille MELLIN http://www.adelaide.edu.au/directory/camille.mellin
  • 3. Outline 1 Coral reefs: a unique and fragile biodiversity 2 Spatial and temporal scales of population connectivity 3 Predicted impact of climate change 4 Species distribution models: a promising tool for coral reef conservation 5 Challenges and needs for next-generation models
  • 4. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Coral Reefs • The most biologically diverse of all marine ecosystems • A total of 1766 fish species and 727 coral species recorded to date • Many are still to be described Ecosystem goods and services • Food • Tourism Nearly 500 million people depend on • Biomedical compounds coral reefs,against storms and waves million of • Protection with probably 30 • Cultural heritage the poorest people relying entirely on reefs for food
  • 5. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Anthropogenic pressure on coral reefs Overfishing Invasive species and starfish outbreaks Deforestation, soil erosion, sediment & nutrient loading Destructive fishing practices
  • 6. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Climate change: a complex threat acting at multiple levels Hoegh-Guldberg et al. (2007) Science
  • 7. Outline 1 Coral reefs: a unique and fragile biodiversity 2 Spatial and temporal scales of population connectivity 3 Predicted impact of climate change 4 Species distribution models: a promising tool for coral reef conservation 5 Challenges and needs for next-generation models
  • 8. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Plankton availability Ocean currents Temperature Predation Temporal scales Spatial scales Early recruitment Adult population size 50 km Robertson & Kaufman (1998) Aus J Ecol Cowen et al. (2006) Science
  • 9. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Availability of suitable habitat Chemical or visual cues Resident communities
  • 10. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change e.g., Fecundity Longevity
  • 11. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change
  • 12. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Steneck et al. (2009) Coral Reefs
  • 13. Outline 1 Coral reefs: a unique and fragile biodiversity 2 Spatial and temporal scales of population connectivity 3 Predicted impact of climate change 4 Species distribution models: a promising tool for coral reef conservation 5 Challenges and needs for next-generation models
  • 14. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Steinberg (2007) in Climate Change and the Great Barrier Reef: A Vulnerability Assessment
  • 15. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Simulated advection of passive particles around Lizard Island, Great Barrier Reef a) normal conditions b) with a 2° deviation of the SEC Munday et al. (2009) Coral Reefs
  • 16. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change source: National Oceanographic and Atmospheric Agency (NOAA)
  • 17. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change El Niño Tropical regions with significantly warmer or cooler maximum sea La Niña surface temperature (SST) 0.3° contour interval Annual SST difference since Significant difference in means (warmer or cooler) 1950 Data from British Atmospheric Data Centre
  • 18. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Changes in sea surface temperature & impact on ecological successions Trophic level Ecological succession Pe lag ic Larval Duratio n (PLD) = f (te mpe rature ) MATCH-MISMATCH theory, David Cushing (1975;
  • 19. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Influence of reduced Pelagic Larval Duration (PLD) on dispersal kernels: PLD – 20% PLD – 10 % PLD Munday et al. (2009) Coral Reefs
  • 20. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Influence of reduced Pelagic Larval Duration (PLD) on inter-reef connectivity: Thalassoma bifasciatum (Labridae) PLD PLD – 20% High reef density Low reef density Munday et al (2009) Coral Reefs
  • 21. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Climate change and ocean acidification Hoegh-Guldberg et al. (2007) Science
  • 22. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Climate change and ocean acidification Hoegh-Guldberg et al. (2007) Science
  • 23. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Climate change and ocean acidification De’Ath et al. (2009) Science
  • 24. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Future of coral reefs: phase shift and ecosystem collapse? Hoegh-Guldberg et al. (2007) Science
  • 25. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Future of coral reefs: phase shift and ecosystem collapse? Hoegh-Guldberg et al. (2007) Science
  • 26. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Future of coral reefs: what does this all mean? Critically endangered species Critically endangered + Endangered species Critically endangered + Endangered + Vulnerable species Critically endangered + Endangered + Vulnerable + Near threatened species Carpenter et al. (2008) Science
  • 27. Outline 1 Coral reefs: a unique and fragile biodiversity 2 Spatial and temporal scales of population connectivity 3 Predicted impact of climate change 4 Species distribution models: a promising tool for coral reef conservation 5 Challenges and needs for next-generation models
  • 28. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change The positive effect of marine protected areas Mumby et al. (2006) Science McClanahan et al. (2007) Ecol Appl
  • 29. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Designing marine protected areas: which criteria to account for? Fish Corals Species Richness (SR) Snails Lobsters Concordance in SR Threats to coral reefs Concordance in rarity and multitaxon centers of endemism Roberts et al. (2002) Science
  • 30. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Species distribution models in coral reefs Pittman et al. (2007) Ecol Model Mellin et al. (2007) Coral Reefs
  • 31. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Species distribution models in coral reefs Fish species richness Fish abundance Mellin et al. (in press) Global Ecology and Biogeography
  • 32. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Species distribution models in coral reefs Mellin et al. (submitted to Ecology)
  • 33. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Species distribution models in coral reefs: limits  Spatially explicit COMMUNITY-based models  Static SDM ignore species interactions, population and metapopulation dynamics  How to model the interactions between 1000s of species in coral reefs: using functional groups?  Models are rarely validated  Statistical validation only  Need for independent validation data sets
  • 34. Outline 1 Coral reefs: a unique and fragile biodiversity 2 Spatial and temporal scales of population connectivity 3 Predicted impact of climate change 4 Species distribution models: a promising tool for coral reef conservation 5 Challenges and needs for next-generation models
  • 35. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Predicting the future : model projections based on clim change scenarios ate Need for similar approach in marine ecosystems, considering that: • Bathymetry is not a sufficient covariate – circulation patterns must be considered • 3D oceanographic models must be calibrated through initial conditions and conditions at domain boundaries
  • 36. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Test the temporal stability of species-environment relationships Test the predictability of distribution models over time Araujo & Rahbeck (2006) Science
  • 37. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Experimentation: an insight into the future? Bellwood et al. (2006) Current Biology
  • 38. 1. Coral reef biodiversity 4. Challenges for conservation science 2. Scales of population connectivity 5. Perspectives 3. Predicted impact of climate change Take-home message • Coral reefs are impacted by climate change in a number of ways • Management can mitigate climate change impact on coral reefs • Species distribution models can be useful to conservation, provided that they successfully incorporate the scales of population connectivity
  • 39. Thanks for your attention! Further information camille.mellin@adelaide.edu.au http://www.adelaide.edu.au/directory/camille. mellin
  • 40. Environment Institute Science Seminar Series 2009 Final Seminar Sem 1: 29 June – 12pm Policy responses to a drying climate may save Adelaide’s kelp forests Presented by: Associate Professor Sean Connell