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Dynamics of extinction and survival in the
Caribbean and the future of biodiversity
Liliana M. Dávalos

American Museum of Natural History

Comparative Biology Seminar Series

26 March 2018
What we do in the lab
The Dávalos Lab
A double mission
Biological
diversity
Evolution Extinctionincrease decrease
Come to my Columbia
University Seminar!
Tomorrow!
Biological
diversity
Evolution Extinctionincrease decrease
MacArthur & Wilson 1963 Evolution
Equilibrium dynamics
• Scaling of richness

• Stability

• Predictable
Disequilibrium
dynamics
• Under-scaling of richness

• Instability

• Unpredictable
Most tests = dynamics
from scaling
Morgan & Woods 1986 Biol. J.
Linnean Soc.
Scaling
Scaling (ancient)
Evolutionary dynamics Ricklefs & Bermingham 2001 Science
Scaling
Only two elements Ricklefs & Bermingham 2001 Science
Extinction
Colonization
(Some) Bats of the Caribbean
Rojas, Warsi, Dávalos 2016 Syst. Biol.
Tavares, Warsi, … Dávalos 2018 J. Biogeogr.
Data on Greater
Antillean bats
Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
Equilibrium, three
elements
Time before present (106 years)
Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
Which
scaling?
Equilibrium dynamics!
Time before present (106 years)
Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
Age λc μ γ λa
20 0.22 0.26 0.017 0.27
45 0.26 0.35 0.021 0.27
What about extinct
species?
Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
Fossils make a
difference
Age
Ma
λc μ γ λa
20 0.28 0.33 0.030 0.19
45 0.32 0.41 0.036 0.16
Age
Ma
λc μ γ λa
20 0.22 0.26 0.017 0.27
45 0.26 0.35 0.021 0.27
Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
0 10 20 30 40
020406080
Numberofendemicspecies
01020304050
Numberofendemicspecies
Time (Ma)
Restoring richness takes
time
Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
Highlights 20 Ma
• Equilibrium upended by
recent extinctions

• Fossils change rates of
colonization, not just
extinction

• Scaling, stable,
predictable

• Time to recovery long
Photo by Jon Flanders
Image by David Rini
What killed the mammals
of the Caribbean?
Deglaciation!
© Adrian Tejedor
Islands of the Caribbean:
The West Indies
Dávalos,& Turvey 2012 Bones, Clones, and Biomes
Dávalos & Russell 2012 Ecol. Evol.
But there were no dates Soto-Centeno & Steadman 2015 Sci. Rep.
Timing is everything Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
A hierarchical model
• Difference in dates

• Clustered by island

• Can be affected by
the type of dating or
remains

• Positive = after
humans
Large islands: Two
extinction waves
• Larger islands, some
pre-human extinctions

• Not all extinction
caused by humans

• Another cluster of
extinction after human
arrival

• Humans likely
responsible for
some losses
Cooke, Dávalos et al. 2017 Annu. Rev.
Ecol. Evol. Syst.
Lesser Antilles: One
extinction wave
• Many smaller
mammals survived
human use

• Found in middens,
presumably eaten

• But could not recover
after European arrival

• Cats, rats, mice,
goats, introduced
Lessons from Marie
Galante
Stoetzel et al. 2016 Quat. Sci. Rev.
Many species lack
dates
• Some islands/clades
well studied

• Many missing

• Rodents & bats

• Even in Greater
Antilles 

• Too few dates

• But we know one
thing…
Cooke, Dávalos et al. 2017 Annu. Rev.
Ecol. Evol. Syst.
Phylogeny!
• Some Caribbean
groups distinct

• e.g., Solenodon

• Others less distinct

• Some hutias &
Short-faced bats

• Not enough life history
Cooke, Dávalos et al. 2017 Annu. Rev.
Ecol. Evol. Syst.
A few traits
• Bat extinction

• Larger species

• Herbivores

• Non-bats

• Larger

• Smaller?!
Cooke, Dávalos et al. 2017 Annu. Rev.
Ecol. Evol. Syst.
Mammals of the Caribbean today
© Yomangani/Creative Commons © Eladio Fernandez
© Jon Flanders
Survivors are on the
brink of extinction
• Among bats

• 9 of 60 threatened

• 3 known from 1
cave each

• Among non-bats

• 8 of 12 threatened

• How to predict
extinction or
survival?
Illustration by Adrián Tejedor
Cooke, Dávalos et al. 2017 Annu. Rev.
Ecol. Evol. Syst.
Modeling extinction/
survival
In progress
!. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##!
!
pecies-specific effects given by mu, and covariate coefficients
est the hypothesis that small and large mammals went extinct m
ed mammals or Goldilocks hypothesis. If the mass covariate is
en there are no covariates at this level.
ds 1 to k, island-specific intercepts are modeled in similar fashio
e independently distributed residuals, and thus require no phyl
the island intercepts are modeled as:
!. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#.
e various model parameters are summarized in Table 1.
ry of priors for Bayesian models. In the model building languag
, normal distributions have the precision tau or the inverse of th
ariation.
probability of survival given by pri such that:
!!~ !"#$%(!"!)
!"#$% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&!
ariates observed at this level, equivalent to no sample-wide ef
troduced here thus:
$% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&! + !. !"## ∗ !"##! +
istribution has no error associated with the observations, the e
ntercepts estimated for each of the cluster-specific effects. By
oid making the model unidentifiable by, for example, attempting
lar island across the entire sample. Additionally, the two sets o
ested.
es from 1 to j, the probability now becomes normally distributed
ng to the residuals. Each value of the tau_resid matrix is based on a pri
distribution based on the off-diagonals of the expected variance-covaria
ous trait evolving through Brownian motion on the phylogeny:
!"#_!"#$%[!:!,!:!]~ !"#$ℎ(!"#$[,], !)
distributions, the species intercepts can now be modeled as:
!. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##!
!
+ !ℎ!!
n of species-specific effects given by mu, and covariate coefficients for m
to test the hypothesis that small and large mammals went extinct more
-sized mammals or Goldilocks hypothesis. If the mass covariate is inclu
s, then there are no covariates at this level.
slands 1 to k, island-specific intercepts are modeled in similar fashion a
o have independently distributed residuals, and thus require no phylogen
ence the island intercepts are modeled as:
!. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#.
Modeling extinction/
survival
In progress
Spp. traits
Island characteristics
Mass is quadratic
Many island characteristics
can be added
Phylogenetic effect
!. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##!
!
pecies-specific effects given by mu, and covariate coefficients
est the hypothesis that small and large mammals went extinct m
ed mammals or Goldilocks hypothesis. If the mass covariate is
en there are no covariates at this level.
ds 1 to k, island-specific intercepts are modeled in similar fashio
e independently distributed residuals, and thus require no phyl
the island intercepts are modeled as:
!. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#.
e various model parameters are summarized in Table 1.
ry of priors for Bayesian models. In the model building languag
, normal distributions have the precision tau or the inverse of th
ariation.
probability of survival given by pri such that:
!!~ !"#$%(!"!)
!"#$% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&!
ariates observed at this level, equivalent to no sample-wide ef
troduced here thus:
$% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&! + !. !"## ∗ !"##! +
istribution has no error associated with the observations, the e
ntercepts estimated for each of the cluster-specific effects. By
oid making the model unidentifiable by, for example, attempting
lar island across the entire sample. Additionally, the two sets o
ested.
es from 1 to j, the probability now becomes normally distributed
ng to the residuals. Each value of the tau_resid matrix is based on a pri
distribution based on the off-diagonals of the expected variance-covaria
ous trait evolving through Brownian motion on the phylogeny:
!"#_!"#$%[!:!,!:!]~ !"#$ℎ(!"#$[,], !)
distributions, the species intercepts can now be modeled as:
!. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##!
!
+ !ℎ!!
n of species-specific effects given by mu, and covariate coefficients for m
to test the hypothesis that small and large mammals went extinct more
-sized mammals or Goldilocks hypothesis. If the mass covariate is inclu
s, then there are no covariates at this level.
slands 1 to k, island-specific intercepts are modeled in similar fashion a
o have independently distributed residuals, and thus require no phylogen
ence the island intercepts are modeled as:
!. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#.
Results species
• Species vary in
probability of survival

• Some appear doomed
Results islands
• Multiple islands were/
became extinction
traps
Results predictors
• Island area weakly
related to survival

• Elevation strong
predictor extinction

• Pattern of large and
small spp. correct!
A history of extinction Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
A history of people
• Humans arrived in four
waves

• First three waves
from New World

• Introduced dogs
and agriculture

• Last wave from Old
World

• Introduced
invasive spp.
©Theodor de Bry/National Library of Medicine
Larger mammals probably hunted early on
© Ghedoghedo Wilson 1989 J Field Archaeol.
Many extinction events recorded after arrival of Old World
invasive competitors/predators
Turvey et al. 2012 Mamm. Biol.
Agriculture likely important for certain species
© Adrian Tejedor ©Pierpont Morgan Library
Highlights
• Multiple causes of
extinction

• Some before humans 

• Most after humans

• Small AND large
terrestrial species went
extinct

• not just hunting

• Agriculture maybe
important for bats, others
© Yomangani/Creative Commons
Why is this important? The world is made of islands
This is happening now Ray et al. 2015 Mongabay
What happens when the
frontier closes?
1869
Frontier closes, forest
vanishes
Stanton 2014 Biol. Cons.
The frontier
• Border between settled
land/ natural habitats

• Forest->property

• Final condition = no
forest

• Happened in other
regions

• Most of Andes hotspot

• Unfolding in most of
Amazonia Etter et al. 2006 J. Environ.
Manage.
Fractionforest
The Amazon frontier A general model
Fractionforest
beachhead
Time ->
mixed agriculture
properties
pastures!
The sixth extinction is
(partially) avoidable
• Equilibrium is real

• Habitat loss = extinction

• Fragmentation = extinction

• We have the tools to conserve

• Connect ecosystems

• ~30 years before Amazon
becomes pastures

• We are responsible for
evolution into the future
Thanks!
Dynamics of Extinction in the Caribbean

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Dynamics of Extinction in the Caribbean

  • 1. Dynamics of extinction and survival in the Caribbean and the future of biodiversity Liliana M. Dávalos American Museum of Natural History Comparative Biology Seminar Series 26 March 2018
  • 2. What we do in the lab The Dávalos Lab
  • 4. Come to my Columbia University Seminar! Tomorrow! Biological diversity Evolution Extinctionincrease decrease
  • 5. MacArthur & Wilson 1963 Evolution
  • 6. Equilibrium dynamics • Scaling of richness • Stability • Predictable
  • 7. Disequilibrium dynamics • Under-scaling of richness • Instability • Unpredictable
  • 8. Most tests = dynamics from scaling Morgan & Woods 1986 Biol. J. Linnean Soc. Scaling Scaling (ancient)
  • 9. Evolutionary dynamics Ricklefs & Bermingham 2001 Science Scaling
  • 10. Only two elements Ricklefs & Bermingham 2001 Science Extinction Colonization
  • 11. (Some) Bats of the Caribbean Rojas, Warsi, Dávalos 2016 Syst. Biol. Tavares, Warsi, … Dávalos 2018 J. Biogeogr.
  • 12. Data on Greater Antillean bats Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
  • 13. Equilibrium, three elements Time before present (106 years) Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol. Which scaling?
  • 14. Equilibrium dynamics! Time before present (106 years) Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol. Age λc μ γ λa 20 0.22 0.26 0.017 0.27 45 0.26 0.35 0.021 0.27
  • 15. What about extinct species? Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
  • 16. Fossils make a difference Age Ma λc μ γ λa 20 0.28 0.33 0.030 0.19 45 0.32 0.41 0.036 0.16 Age Ma λc μ γ λa 20 0.22 0.26 0.017 0.27 45 0.26 0.35 0.021 0.27 Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
  • 17. 0 10 20 30 40 020406080 Numberofendemicspecies 01020304050 Numberofendemicspecies Time (Ma) Restoring richness takes time Valente, Etienne, Dávalos 2017 Nature Ecol. & Evol.
  • 18. Highlights 20 Ma • Equilibrium upended by recent extinctions • Fossils change rates of colonization, not just extinction • Scaling, stable, predictable • Time to recovery long Photo by Jon Flanders
  • 20.
  • 21. What killed the mammals of the Caribbean? Deglaciation! © Adrian Tejedor
  • 22. Islands of the Caribbean: The West Indies Dávalos,& Turvey 2012 Bones, Clones, and Biomes
  • 23. Dávalos & Russell 2012 Ecol. Evol.
  • 24. But there were no dates Soto-Centeno & Steadman 2015 Sci. Rep.
  • 25. Timing is everything Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 26.
  • 27. A hierarchical model • Difference in dates • Clustered by island • Can be affected by the type of dating or remains • Positive = after humans
  • 28. Large islands: Two extinction waves • Larger islands, some pre-human extinctions • Not all extinction caused by humans • Another cluster of extinction after human arrival • Humans likely responsible for some losses Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 29. Lesser Antilles: One extinction wave • Many smaller mammals survived human use • Found in middens, presumably eaten • But could not recover after European arrival • Cats, rats, mice, goats, introduced
  • 30. Lessons from Marie Galante Stoetzel et al. 2016 Quat. Sci. Rev.
  • 31. Many species lack dates • Some islands/clades well studied • Many missing • Rodents & bats • Even in Greater Antilles • Too few dates • But we know one thing… Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 32. Phylogeny! • Some Caribbean groups distinct • e.g., Solenodon • Others less distinct • Some hutias & Short-faced bats • Not enough life history Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 33. A few traits • Bat extinction • Larger species • Herbivores • Non-bats • Larger • Smaller?! Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 34. Mammals of the Caribbean today © Yomangani/Creative Commons © Eladio Fernandez © Jon Flanders
  • 35. Survivors are on the brink of extinction • Among bats • 9 of 60 threatened • 3 known from 1 cave each • Among non-bats • 8 of 12 threatened • How to predict extinction or survival? Illustration by Adrián Tejedor Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 36. Modeling extinction/ survival In progress !. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##! ! pecies-specific effects given by mu, and covariate coefficients est the hypothesis that small and large mammals went extinct m ed mammals or Goldilocks hypothesis. If the mass covariate is en there are no covariates at this level. ds 1 to k, island-specific intercepts are modeled in similar fashio e independently distributed residuals, and thus require no phyl the island intercepts are modeled as: !. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#. e various model parameters are summarized in Table 1. ry of priors for Bayesian models. In the model building languag , normal distributions have the precision tau or the inverse of th ariation. probability of survival given by pri such that: !!~ !"#$%(!"!) !"#$% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&! ariates observed at this level, equivalent to no sample-wide ef troduced here thus: $% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&! + !. !"## ∗ !"##! + istribution has no error associated with the observations, the e ntercepts estimated for each of the cluster-specific effects. By oid making the model unidentifiable by, for example, attempting lar island across the entire sample. Additionally, the two sets o ested. es from 1 to j, the probability now becomes normally distributed ng to the residuals. Each value of the tau_resid matrix is based on a pri distribution based on the off-diagonals of the expected variance-covaria ous trait evolving through Brownian motion on the phylogeny: !"#_!"#$%[!:!,!:!]~ !"#$ℎ(!"#$[,], !) distributions, the species intercepts can now be modeled as: !. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##! ! + !ℎ!! n of species-specific effects given by mu, and covariate coefficients for m to test the hypothesis that small and large mammals went extinct more -sized mammals or Goldilocks hypothesis. If the mass covariate is inclu s, then there are no covariates at this level. slands 1 to k, island-specific intercepts are modeled in similar fashion a o have independently distributed residuals, and thus require no phylogen ence the island intercepts are modeled as: !. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#.
  • 37. Modeling extinction/ survival In progress Spp. traits Island characteristics Mass is quadratic Many island characteristics can be added Phylogenetic effect !. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##! ! pecies-specific effects given by mu, and covariate coefficients est the hypothesis that small and large mammals went extinct m ed mammals or Goldilocks hypothesis. If the mass covariate is en there are no covariates at this level. ds 1 to k, island-specific intercepts are modeled in similar fashio e independently distributed residuals, and thus require no phyl the island intercepts are modeled as: !. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#. e various model parameters are summarized in Table 1. ry of priors for Bayesian models. In the model building languag , normal distributions have the precision tau or the inverse of th ariation. probability of survival given by pri such that: !!~ !"#$%(!"!) !"#$% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&! ariates observed at this level, equivalent to no sample-wide ef troduced here thus: $% !"! = !. !"# !"#$%#!! + !. !"# !"#$%&! + !. !"## ∗ !"##! + istribution has no error associated with the observations, the e ntercepts estimated for each of the cluster-specific effects. By oid making the model unidentifiable by, for example, attempting lar island across the entire sample. Additionally, the two sets o ested. es from 1 to j, the probability now becomes normally distributed ng to the residuals. Each value of the tau_resid matrix is based on a pri distribution based on the off-diagonals of the expected variance-covaria ous trait evolving through Brownian motion on the phylogeny: !"#_!"#$%[!:!,!:!]~ !"#$ℎ(!"#$[,], !) distributions, the species intercepts can now be modeled as: !. !"#. ℎ!"! = !". !. !"# + !. !"##! ∗ !"##! + !. !"##! ∗ !"##! ! + !ℎ!! n of species-specific effects given by mu, and covariate coefficients for m to test the hypothesis that small and large mammals went extinct more -sized mammals or Goldilocks hypothesis. If the mass covariate is inclu s, then there are no covariates at this level. slands 1 to k, island-specific intercepts are modeled in similar fashion a o have independently distributed residuals, and thus require no phylogen ence the island intercepts are modeled as: !. !"#. ℎ!"! = !. !"# ∗ !"#!! + !"#.
  • 38. Results species • Species vary in probability of survival • Some appear doomed
  • 39. Results islands • Multiple islands were/ became extinction traps
  • 40. Results predictors • Island area weakly related to survival • Elevation strong predictor extinction • Pattern of large and small spp. correct!
  • 41. A history of extinction Cooke, Dávalos et al. 2017 Annu. Rev. Ecol. Evol. Syst.
  • 42. A history of people • Humans arrived in four waves • First three waves from New World • Introduced dogs and agriculture • Last wave from Old World • Introduced invasive spp. ©Theodor de Bry/National Library of Medicine
  • 43. Larger mammals probably hunted early on © Ghedoghedo Wilson 1989 J Field Archaeol.
  • 44. Many extinction events recorded after arrival of Old World invasive competitors/predators Turvey et al. 2012 Mamm. Biol.
  • 45. Agriculture likely important for certain species © Adrian Tejedor ©Pierpont Morgan Library
  • 46. Highlights • Multiple causes of extinction • Some before humans • Most after humans • Small AND large terrestrial species went extinct • not just hunting • Agriculture maybe important for bats, others © Yomangani/Creative Commons
  • 47. Why is this important? The world is made of islands
  • 48. This is happening now Ray et al. 2015 Mongabay
  • 49. What happens when the frontier closes? 1869
  • 51. The frontier • Border between settled land/ natural habitats • Forest->property • Final condition = no forest • Happened in other regions • Most of Andes hotspot • Unfolding in most of Amazonia Etter et al. 2006 J. Environ. Manage. Fractionforest
  • 52. The Amazon frontier A general model Fractionforest beachhead Time -> mixed agriculture properties pastures!
  • 53. The sixth extinction is (partially) avoidable • Equilibrium is real • Habitat loss = extinction • Fragmentation = extinction • We have the tools to conserve • Connect ecosystems • ~30 years before Amazon becomes pastures • We are responsible for evolution into the future