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When Do We Lack Resolvable Clades?
Cladogram from Mitchell et al., 2007
Dave Bapst, University of Chicago
The Influence of Morphological Differentiation
Studying the Tree of Life
We can use
molecular
information to work
out how living
lineages are related…
Studying the Dead Branches
…paleontologists are
tasked with figuring
out the relationships
of extinct lineages…
Studying the Dead Branches
…generally based on
incomplete morphological
information.
Paleotrees Sometimes Poorly Resolved
Majority Rule Consensus Tree with
87 Graptolite Species (94 Characters)
40 observed nodes
86 possible nodes
= 46.5% resolved
Cladogram from Mitchell et al., 2007
Paleotrees Sometimes Poorly Resolved
Majority Rule Consensus Tree with
87 Graptolite Species (94 Characters)
40 observed nodes
86 possible nodes
= 46.5% resolved
Cladogram from Mitchell et al., 2007
Strict Consensus Trees from 17
Recent Analyses of Fossil Taxa
31 - 97% resolved
Mean of 77% resolved
Polytomies in Morphological Trees
• Incomplete datasets
• Homoplastic characters
• Intrinsically unresolvable relationships
– Non-dichotomous branching (Maddison, 1989)
– Modes of morphological differentiation and the
sampling of ancestors
• No synapomorphies to further resolve taxa
• Norell, 1992; Smith, 1994; Wagner and Erwin, 1995;
Lamboy, 1996
• How often should we expect an intrinsic lack
of synapomorphies to group taxa?
Polytomies in Morphological Trees
• Incomplete datasets
• Homoplastic characters
• Intrinsically unresolvable relationships
– Non-dichotomous branching (Maddison, 1989)
– Modes of morphological differentiation and the
sampling of ancestors
• No synapomorphies to further resolve taxa
• Norell, 1992; Smith, 1994; Wagner and Erwin, 1995;
Lamboy, 1996
• How often should we expect an intrinsic lack
of synapomorphies to group taxa?
…Wait, hold on!
Let’s review modes of
morphological differentiation…
Morphological divergence rapid on geologic
timescales in fossil-rich groups
• Temporal lineages static in systematic
characters
When divergence unassociated with
branching events (cladogenesis) that
differentiation pattern is termed anagenesis
Morphological Differentiation
Patterns with Branching
Cryptic Cladogenesis
• daughter lineages are not
immediately morphologically
distinguishable
Budding Cladogenesis
• where one daughter lineage
immediately diverges
morphologically from the
ancestor.
Wagner and Erwin (1995) found
support for this particular
pattern.
This morphological pattern can create
polytomies. To see this, let’s
incompletely sample the fossil record…
…and we would distinguish these four
morphotaxa. Yet, no further groups can be
formed which would share any derived
traits to the exclusion of other taxon units.
Not sampling ancestor does not allow for
(Vaporeon, Jolteon) clade to be resolved
An intrinsically unresolvable clade would
persist in the data as long as future
descendants of all three are considered
Cryptic cladogenesis
produces unresolvable
clades similar to budding
Bifurcating Cladogenesis
• Both daughter lineages become
morphologically distinct and the
ancestral morphotaxon does not
persist
Relationships among ancestor and
descendants are polytomy as
long as all three are sampled
Intrinsically Unresolvable Clades
• Possible negative effect on morph-based studies
– Lack of synapomorphies may lead to falsely inferred
relationships based on homeoplasy
– Unresolved consensus trees or weakly supported
nodes
• Misinterpreted as homoplastic or inadequate character
data
Intrinsically Unresolvable Clades
• Possible negative effect on morph-based studies
• How often should we expect intrinsically
unresolvable clades in real datasets?
– Identifying true polytomies difficult to do robustly
– Few empirical analyses: Wagner and Erwin (1995)
budding over bifurcation and anagenesis
Intrinsically Unresolvable Clades
• Possible negative effect on morph-based studies
• How often should we expect intrinsically
unresolvable clades in real datasets?
• Simulations necessary under a broad range of
differentiation patterns and sampling regimes
necessary to determine extent of phenomenon
Birth-Death Simulations with paleotree
• Modeled branching, extinction, anagenesis and sampling events
in the fossil record as Poisson processes
– R library paleotree (Bapst, in press, Methods in Ecology and Evolution)
• Simulate only shifts in morphology, rather than individual traits
– Shifts occur at origination of each morphologically differentiated taxon
– Taxa descended from each shift denote each resolvable set of taxa (clade)
– Ratio of resolvable clades to potential clades is resolvable proportion
• 13 Combinations of Modes of Morphological Differentiation
– Branching and extinction rates set equal (λ = μ)
– Anagenesis rate equal to diversification rates (= λ = μ) or zero
– One, two or three cladogenesis modes (with equal probabilities)
– Complexes of cryptic lineages always collapsed
Resolvable Proportion of Clades
Fully Extinct Clades
Complete Sampling
1000 runs, ~100 taxa
• With total sampling of fossil record, low
resolvability under budding / bifurcation
Resolvable Proportion of Clades
Fully Extinct Clades
Complete Sampling
1000 runs, ~100 taxa
• As expected, lower resolvability when some
cladogenesis is cryptic
Resolvable Proportion of Clades
Fully Extinct Clades
Complete Sampling
1000 runs, ~100 taxa
• Also as expected, increase in resolvability with
anagenesis (rate same as div rates)
Resolvable Proportion of Clades
Fully Extinct Clades
Incomplete Sampling
Samp Rate = λ = μ
1000 runs, ~100 taxa
• At sampling rate analogous to shelly marine invert records,
more clades are resolvable but most patterns predict 1/3rd
to 1/5th of observed clades to be intrinsically unresolvable
Resolvable Proportion of Clades
Fully Extant Clades
Complete Sampling
at Present-Day
1000 runs, 50-300 taxa
No Fossil Taxa
• Even with no sampling in the fossil record, well-sampled
extant-only morph datasets will have unresolvable clades
(except when all branching is via bifurcation)
Additionally…
• Some patterns often produce large intrinsic
polytomies when long-lived morphotaxa produce
many descendants
• Unresolvable clades present at all node depths
– Evolutionary history cannot erase deep polytomies
– Does selectively sampling among higher taxa change
this?
• High rates of anagenesis or, paradoxically, poor
sampling can increase intrinsic resolvability
– Under cryptic cladogenesis, almost no observed
durations for morphotaxa in datasets with few
unresolvable clades
Conclusions
• When should we expect intrinsically unresolvable
clades in morphological systematics?
– At least in groups where morphotaxa are consistently
sampled across geologic time
– Present in both fossil and extant analyses
• Having partially unresolved relationships may be
an expected outcome in morph analyses, rather
than a symptom of inadequate data
– Need analyses to quantify phylogenetic uncertainty
Thanks to M. Foote, D. Jablonski, M. Webster,
S. Kidwell, M. Pennell, E. King, A. Krug, J.
Brown and C. Belanger for comments…And
thanks to all the Pokemon!
As rate of anagenesis increases relative to div rates, number of resolvable clades increases but
the mean duration of observed taxon ranges drops, no longer reflecting extinction rate.
~600 extinct clades with ~100 sampled morphotaxa
Under very poor preservation (sampling rate = tenth of div rates), some models predict that
almost all clades will be resolvable, but not all models of differentiation.
Inferring Relationships from
Morphology: Characters
Wings Feathers Bones
Does not
Meta.
Flightless
Head
Crest
Pidgeot 1 1 1 1 0 1
Butterfree 1 0 0 0 0 NA
Farfetch’d 1 1 1 1 1 0
Dodrio 0 1 1 1 1 1
• Relationships among fossil taxa are pieced
together used shared derived morphological
features that are shared by only a portion of taxa
• These are called synapomorphies
• N.B. the lack of three heads is a plesiomorphy
• Well supported clades are taxa that share
many characters to the exclusion of other taxa
– The set of relationships that infers the least
changes is generally taken as the best solution
– Many groups often have multiple best solutions
Feathers, bones,
loss of metamorphisis
Wings, Flight
Inferring Relationships from
Morphology: Using Parsimony
• Relationships that cannot be resolved become
non-bifurcating polytomies
– Polytomies are generally seen as a failure of the
cladistic analysis (not enough information)
– For a roote fully-bifurcating tree of N taxa, there
would be N-1 nesting clades/nodes
Polytomies:
A Failure to Infer Relationships?
No clear
relationships
among these
three taxa
Could we resolve the relationships if
we don’t sample the ancestor?
Four Legs On Fire Electrified Scaly
Flameon 1 1 0 0
Jolteon 1 0 1 0
Vaporeon 1 0 0 1
Let’s incompletely sample this record…
…And we might obtain these three
morphotaxa.
Four Legs
Shellder
on Tail
Shellder on
Head
Slowpoke 1 0 0
Slowbro 1 1 0
Slowking 1 0 1
Note, in practice, the indep. acquisition of
bipedality and a commensual Shellder
would probably cause Slowbro and Slowking
to be incorrectly united as sister taxa
-The difficulties of defining homology!
If we never sampled the
ancestor, we would just have
a bifurcation.
Four Legs On Fire Electrified Scaly
Evee 1 0 0 0
Flameon 1 1 0 0
Jolteon 1 0 1 0
Vaporeon 1 0 0 1
Four Legs On Fire Electrified Scaly
Flameon 1 1 0 0
Jolteon 1 0 1 0
Vaporeon 1 0 0 1
We’d have this
problem even if
we didn’t sample
the ancestor!
Pure Budding Sims:
50-60% of the nodes
Bifurcating and Anagenesis
most resolved
Wagner and Erwin found support for mixture of budding
cladogenesis and anagenesis in forams and gastropods. Here,
when rates of budding and anagenesis are equal, 65-75% of
clades are resolvable.
(Apropos of nothing, W&E’s gastropod tree is ~60% resolved.)
As sampling rates INCREASE, proportion of
resolvable clades DECREASE in all scenarios
Change strongest with bifurcation
Thus, expect well sampled groups to be more poorly resolved in fossil record
Budding cladogenesis drops number of
resolvable clades in extant-only analyses
Dave Bapst
University of Chicago
Geophysical Sciences
When Do We Lack Resolvable Clades?

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Evolution 2012 Talk: When do we Lack Resolvable Clades?

  • 1. When Do We Lack Resolvable Clades? Cladogram from Mitchell et al., 2007 Dave Bapst, University of Chicago The Influence of Morphological Differentiation
  • 2. Studying the Tree of Life We can use molecular information to work out how living lineages are related…
  • 3. Studying the Dead Branches …paleontologists are tasked with figuring out the relationships of extinct lineages…
  • 4. Studying the Dead Branches …generally based on incomplete morphological information.
  • 5. Paleotrees Sometimes Poorly Resolved Majority Rule Consensus Tree with 87 Graptolite Species (94 Characters) 40 observed nodes 86 possible nodes = 46.5% resolved Cladogram from Mitchell et al., 2007
  • 6. Paleotrees Sometimes Poorly Resolved Majority Rule Consensus Tree with 87 Graptolite Species (94 Characters) 40 observed nodes 86 possible nodes = 46.5% resolved Cladogram from Mitchell et al., 2007 Strict Consensus Trees from 17 Recent Analyses of Fossil Taxa 31 - 97% resolved Mean of 77% resolved
  • 7. Polytomies in Morphological Trees • Incomplete datasets • Homoplastic characters • Intrinsically unresolvable relationships – Non-dichotomous branching (Maddison, 1989) – Modes of morphological differentiation and the sampling of ancestors • No synapomorphies to further resolve taxa • Norell, 1992; Smith, 1994; Wagner and Erwin, 1995; Lamboy, 1996 • How often should we expect an intrinsic lack of synapomorphies to group taxa?
  • 8. Polytomies in Morphological Trees • Incomplete datasets • Homoplastic characters • Intrinsically unresolvable relationships – Non-dichotomous branching (Maddison, 1989) – Modes of morphological differentiation and the sampling of ancestors • No synapomorphies to further resolve taxa • Norell, 1992; Smith, 1994; Wagner and Erwin, 1995; Lamboy, 1996 • How often should we expect an intrinsic lack of synapomorphies to group taxa? …Wait, hold on! Let’s review modes of morphological differentiation…
  • 9. Morphological divergence rapid on geologic timescales in fossil-rich groups • Temporal lineages static in systematic characters When divergence unassociated with branching events (cladogenesis) that differentiation pattern is termed anagenesis
  • 10. Morphological Differentiation Patterns with Branching Cryptic Cladogenesis • daughter lineages are not immediately morphologically distinguishable
  • 11. Budding Cladogenesis • where one daughter lineage immediately diverges morphologically from the ancestor. Wagner and Erwin (1995) found support for this particular pattern.
  • 12. This morphological pattern can create polytomies. To see this, let’s incompletely sample the fossil record…
  • 13. …and we would distinguish these four morphotaxa. Yet, no further groups can be formed which would share any derived traits to the exclusion of other taxon units.
  • 14. Not sampling ancestor does not allow for (Vaporeon, Jolteon) clade to be resolved An intrinsically unresolvable clade would persist in the data as long as future descendants of all three are considered
  • 16. Bifurcating Cladogenesis • Both daughter lineages become morphologically distinct and the ancestral morphotaxon does not persist Relationships among ancestor and descendants are polytomy as long as all three are sampled
  • 17. Intrinsically Unresolvable Clades • Possible negative effect on morph-based studies – Lack of synapomorphies may lead to falsely inferred relationships based on homeoplasy – Unresolved consensus trees or weakly supported nodes • Misinterpreted as homoplastic or inadequate character data
  • 18. Intrinsically Unresolvable Clades • Possible negative effect on morph-based studies • How often should we expect intrinsically unresolvable clades in real datasets? – Identifying true polytomies difficult to do robustly – Few empirical analyses: Wagner and Erwin (1995) budding over bifurcation and anagenesis
  • 19. Intrinsically Unresolvable Clades • Possible negative effect on morph-based studies • How often should we expect intrinsically unresolvable clades in real datasets? • Simulations necessary under a broad range of differentiation patterns and sampling regimes necessary to determine extent of phenomenon
  • 20. Birth-Death Simulations with paleotree • Modeled branching, extinction, anagenesis and sampling events in the fossil record as Poisson processes – R library paleotree (Bapst, in press, Methods in Ecology and Evolution) • Simulate only shifts in morphology, rather than individual traits – Shifts occur at origination of each morphologically differentiated taxon – Taxa descended from each shift denote each resolvable set of taxa (clade) – Ratio of resolvable clades to potential clades is resolvable proportion • 13 Combinations of Modes of Morphological Differentiation – Branching and extinction rates set equal (λ = μ) – Anagenesis rate equal to diversification rates (= λ = μ) or zero – One, two or three cladogenesis modes (with equal probabilities) – Complexes of cryptic lineages always collapsed
  • 21. Resolvable Proportion of Clades Fully Extinct Clades Complete Sampling 1000 runs, ~100 taxa • With total sampling of fossil record, low resolvability under budding / bifurcation
  • 22. Resolvable Proportion of Clades Fully Extinct Clades Complete Sampling 1000 runs, ~100 taxa • As expected, lower resolvability when some cladogenesis is cryptic
  • 23. Resolvable Proportion of Clades Fully Extinct Clades Complete Sampling 1000 runs, ~100 taxa • Also as expected, increase in resolvability with anagenesis (rate same as div rates)
  • 24. Resolvable Proportion of Clades Fully Extinct Clades Incomplete Sampling Samp Rate = λ = μ 1000 runs, ~100 taxa • At sampling rate analogous to shelly marine invert records, more clades are resolvable but most patterns predict 1/3rd to 1/5th of observed clades to be intrinsically unresolvable
  • 25. Resolvable Proportion of Clades Fully Extant Clades Complete Sampling at Present-Day 1000 runs, 50-300 taxa No Fossil Taxa • Even with no sampling in the fossil record, well-sampled extant-only morph datasets will have unresolvable clades (except when all branching is via bifurcation)
  • 26. Additionally… • Some patterns often produce large intrinsic polytomies when long-lived morphotaxa produce many descendants • Unresolvable clades present at all node depths – Evolutionary history cannot erase deep polytomies – Does selectively sampling among higher taxa change this? • High rates of anagenesis or, paradoxically, poor sampling can increase intrinsic resolvability – Under cryptic cladogenesis, almost no observed durations for morphotaxa in datasets with few unresolvable clades
  • 27. Conclusions • When should we expect intrinsically unresolvable clades in morphological systematics? – At least in groups where morphotaxa are consistently sampled across geologic time – Present in both fossil and extant analyses • Having partially unresolved relationships may be an expected outcome in morph analyses, rather than a symptom of inadequate data – Need analyses to quantify phylogenetic uncertainty Thanks to M. Foote, D. Jablonski, M. Webster, S. Kidwell, M. Pennell, E. King, A. Krug, J. Brown and C. Belanger for comments…And thanks to all the Pokemon!
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  • 30. As rate of anagenesis increases relative to div rates, number of resolvable clades increases but the mean duration of observed taxon ranges drops, no longer reflecting extinction rate. ~600 extinct clades with ~100 sampled morphotaxa
  • 31. Under very poor preservation (sampling rate = tenth of div rates), some models predict that almost all clades will be resolvable, but not all models of differentiation.
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  • 34. Inferring Relationships from Morphology: Characters Wings Feathers Bones Does not Meta. Flightless Head Crest Pidgeot 1 1 1 1 0 1 Butterfree 1 0 0 0 0 NA Farfetch’d 1 1 1 1 1 0 Dodrio 0 1 1 1 1 1 • Relationships among fossil taxa are pieced together used shared derived morphological features that are shared by only a portion of taxa • These are called synapomorphies • N.B. the lack of three heads is a plesiomorphy
  • 35. • Well supported clades are taxa that share many characters to the exclusion of other taxa – The set of relationships that infers the least changes is generally taken as the best solution – Many groups often have multiple best solutions Feathers, bones, loss of metamorphisis Wings, Flight Inferring Relationships from Morphology: Using Parsimony
  • 36. • Relationships that cannot be resolved become non-bifurcating polytomies – Polytomies are generally seen as a failure of the cladistic analysis (not enough information) – For a roote fully-bifurcating tree of N taxa, there would be N-1 nesting clades/nodes Polytomies: A Failure to Infer Relationships? No clear relationships among these three taxa
  • 37. Could we resolve the relationships if we don’t sample the ancestor?
  • 38. Four Legs On Fire Electrified Scaly Flameon 1 1 0 0 Jolteon 1 0 1 0 Vaporeon 1 0 0 1
  • 39. Let’s incompletely sample this record…
  • 40. …And we might obtain these three morphotaxa.
  • 41. Four Legs Shellder on Tail Shellder on Head Slowpoke 1 0 0 Slowbro 1 1 0 Slowking 1 0 1
  • 42. Note, in practice, the indep. acquisition of bipedality and a commensual Shellder would probably cause Slowbro and Slowking to be incorrectly united as sister taxa -The difficulties of defining homology! If we never sampled the ancestor, we would just have a bifurcation.
  • 43. Four Legs On Fire Electrified Scaly Evee 1 0 0 0 Flameon 1 1 0 0 Jolteon 1 0 1 0 Vaporeon 1 0 0 1
  • 44. Four Legs On Fire Electrified Scaly Flameon 1 1 0 0 Jolteon 1 0 1 0 Vaporeon 1 0 0 1 We’d have this problem even if we didn’t sample the ancestor!
  • 45. Pure Budding Sims: 50-60% of the nodes Bifurcating and Anagenesis most resolved
  • 46. Wagner and Erwin found support for mixture of budding cladogenesis and anagenesis in forams and gastropods. Here, when rates of budding and anagenesis are equal, 65-75% of clades are resolvable. (Apropos of nothing, W&E’s gastropod tree is ~60% resolved.)
  • 47. As sampling rates INCREASE, proportion of resolvable clades DECREASE in all scenarios Change strongest with bifurcation Thus, expect well sampled groups to be more poorly resolved in fossil record
  • 48. Budding cladogenesis drops number of resolvable clades in extant-only analyses
  • 49. Dave Bapst University of Chicago Geophysical Sciences When Do We Lack Resolvable Clades?