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A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures Graeme T. Lloyd

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Page 1: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

A new R package for automating cladistic ordination and the effects of phylogenetic signal

on disparity measures

Graeme T. Lloyd

Page 2: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Acknowledgements

Matt Friedman

Roger Benson

Liam Revell

MarkBell

PeterSmits

Page 3: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Extinction

Random

Marginal

Asymmetric

Korn et al. in press

Intensity

Page 4: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Clade comparison

Sidlauskis 2008

Page 5: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Center of gravity

Hughes et al. 2013

Page 6: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Caveat emptor

Anderson and Friedman 2012

Page 7: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Cladistic disparity

Cladisticmatrix

Distancematrix Ordination ‘Morphospace’

Page 8: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Cladistic disparity

Cladisticmatrix

Distancematrix Ordination ‘Morphospace’

TreeAncestral

states‘Phylo-

Morphospace’

Page 9: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Claddis

Cladisticmatrix

Distancematrix Ordination ‘Morphospace’

TreeAncestral

states‘Phylo-

Morphospace’

Inputs Outputs

Page 10: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Claddis

Safe taxonomic reduction

#NEXUS TNT Step matrices

Continuous characters

Other features Current limitations

Page 11: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Data

Choiniere et al. in press

Page 12: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Data

Choiniere et al. in press

114 taxa | 555 characters

Page 13: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Distance

Ordered vs. Unordered

Gap-coding

Polymorphisms

Weighting

Page 14: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Missing data

Taxon_A 0000000000Taxon_B 00000111??Taxon_C 11????????Taxon_D 00110?????Taxon_E ?????01100

A B

A C

1.73

1.41

Euclidean

8

2

N

2.83

1.41

Max

Page 15: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Rescaled distances

Distance / N = Gower Dissimilarity

Distance / Max = MOD Dissimilarity

A B

A C

0.22

0.71

Gower

0.61

1.00

MOD

Page 16: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Gower vs. MOD

Gower

Page 17: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Gower vs. MODPC

2

PC1

Gower

Page 18: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Gower vs. MOD

MOD

Page 19: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Gower vs. MODPC

2

PC1

MOD

Page 20: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Missing data

Taxon_A 0000000000Taxon_B 00000111??Taxon_C 11????????Taxon_D 00110?????Taxon_E ?????01100

D E ?Euclidean

0N

0Max

Page 21: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Prune

Taxon_A 0000000000Taxon_B 00000111??Taxon_C 11????????Taxon_D 00110?????

Taxon_E ?????01100

Page 22: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Fill gaps

Butler et al. 2011

Average values:(Wills 1997)

Phylogenetic prediction:(Brusatte et al. 2011; Butler et al. 2011)

Page 23: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Phylogenetic predictionEs

timat

e al

l sta

tes

Estimate tipsNo Yes

No

Yes

? ?

=

=

=

=

=

?

?

Page 24: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Phylogenetic predictionEs

timat

e al

l sta

tes

Estimate tipsNo Yes

No

Yes

=

? ?

=

=

=

=

=

?

?

=

? ?

=

=

=

=

?

?

? ?

Page 25: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

=

? ?

=

=

=

=

?

?

? ?

Phylogenetic predictionEs

timat

e al

l sta

tes

Estimate tipsNo Yes

No

Yes

=

=

=

=

=

? ?

=

=

=

=

=

?

?

Page 26: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Phylogenetic predictionEs

timat

e al

l sta

tes

Estimate tipsNo Yes

No

Yes

=

=

=

=

=

? ?

=

=

=

=

=

?

?

=

? ?

=

=

=

=

?

?

? ?

=

=

=

=

=

Page 27: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Phylogenetic signalEs

timat

e al

l sta

tes

Estimate tipsNo Yes

No

Yes

0.63

0.66

0.530.52

Page 28: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Ordination I

PC1

PC2

N YNY

Tips

Stat

es

Page 29: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Ordination II

N YNY

Tips

Stat

es

PC1

PC2

Page 30: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Ordination III

N YNY

Tips

Stat

es

PC1

PC2

Page 31: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Ordination IV

N YNY

Tips

Stat

es

PC1

PC2

Page 32: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Ordination V

Phylogenetic distances

PC1

PC2

Page 33: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Conclusions

MOD

Page 34: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Conclusions

MODN Y

N

Y

Tips

Stat

es

Page 35: A new R package for automating cladistic ordination and the effects of phylogenetic signal on disparity measures

Conclusions

MODN Y

N

Y

Tips

Stat

es