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Lying through your teeth: non independence and 
convergence mislead morphological phylogenetics 
of phyllostomids 
Liliana M. Dávalos —Stony Brook University 
Paul M. Velazco —American Museum of Natural History 
Omar M. Warsi —Stony Brook University 
Peter D. Smits —University of Chicago 
Nancy B. Simmons —American Museum of Natural History
Diphylla 
Diaemus 
Desmodus 
Brachyphylla 
Erophylla 
Phyllonycteris 
Platalina 
Lonchophylla 
Lionycteris 
Monophyllus 
Glossophaga 
Leptonycteris 
Anoura 
Hylonycteris 
Lichonycteris 
Scleronycteris 
Choeroniscus 
Musonycteris 
Choeronycteris 
Phylloderma 
Phyllostomus 
Macrophyllum 
Lonchorhina 
Mimon crenulatum 
Mimon bennettii 
Trachops 
Tonatia 
Chrotopterus 
Vampyrum 
Trinycteris 
Glyphonycteris 
Lampronycteris 
Macrotus 
Micronycteris minuta 
Micronycteris hirsuta 
Micronycteris megalotis 
Rhinophylla 
Carollia 
Sturnira 
Enchisthenes hartii 
Artibeus concolor 
Artibeus jamaicensis 
Artibeus cinereus 
Uroderma 
Platyrrhinus 
Vampyrodes 
Chiroderma 
Vampyressa bidens 
Vampyressa nymphaea 
Vampyressa pusilla 
Ectophylla 
Mesophylla 
Ametrida 
Centurio 
Sphaeronycteris 
Pygoderma 
Phyllops 
Stenoderma 
Ariteus 
Ardops 
MP bootstrap 
 
•	 
• 
Macrotus 
Lampronycteris 
Micronycteris minuta 
Micronycteris schmidtorum 
Micronycteris hirsuta 
Microncyteris megalotis 
Diphylla 
Diaemus 
Desmodus 
Lonchorhina 
Macrophyllum 
Trachops 
Chrotopterus 
Vampyrum 
Lophostoma 
Tonatia 
Phylloderma 
Phyllostomus 
Mimon 
Erophylla 
Brachyphylla 
Monophyllus 
Glossophaga 
Leptonycteris 
Anoura 
Hylonycteris 
Choeroniscus 
Musonycteris 
Choeronycteris 
Lonchophylla 
Lionycteris 
Carollia 
Trinycteris 
Glyphonycteris daviesi 
Glyphonycteris sylvestris 
Rhinophylla 
Sturnira 
Chiroderma 
Vampyressa bidens 
Vampyressa brocki 
Uroderma 
Mesophylla 
Vampyressa 
Platyrrhinus 
Vampyrodes 
Enchisthenes 
Ectophylla 
Artibeus 
Dermanura 
Ariteus 
Ardops 
Stenoderma 
Centurio 
Pygoderma 
Ametrida 
Sphaeronycteris 
BYS posterior probability 
 0.97 
• 
Baker et al. 2003 Occas Pap Mus TTU 
Datzmann et al. 2010 BMC Evol Biol 
Morphological 
Wetterer et al. 2000 B Am Mus Nat Hist 
Molecular
Genome not always 
available 
•Majority of species are 
extinct 
•Fossils are all that 
remain 
•Phylogenies must use 
morphology 
•How? 
Morgan  Czaplewski 2012 Evolutionary 
History of Bats
Total evidence Conditional combination 
Hermsen  Hendricks 2008 Ann Missouri Springer et al. 2007 Syst Biol 
Bot Gard
Assumptions of 
phylogeny 
•Homology: character 
changes reflect 
common descent 
•IID: Independent and 
Identically Distributed
Morphological Molecular 
Dávalos, Cirranello et al. 2012 Biol Rev
Saturation is not 
everything 
•If rates of evolution are 
high, then signal 
erased over time 
•Results in 
unresolved 
phylogeny 
•Other signal must 
emerge to resolve 
phylogeny 
• First position 
• Second position 
o Third position 
Dávalos  Perkins 2008 Genomics
Macrophyllum 
Lonchorhina 
Trinycteris 
Neonycteris 
Glyphonycteris 
Micronycteris 
Lampronycteris 
Macrotus 
Micronycteris 
Mormoops 
Erophylla 
Phyllonycteris 
Brachyphylla 
Pygoderma 
Sturnira 
Uroderma 
Platyrrhinus 
Vampyrodes 
Enchisthenes 
Artibeus 
†Palynephyllum 
Glossophaga 
Lonchophylla 
Lionycteris 
Lonchophylla 
Monophyllus 
Leptonycteris 
Anoura 
Hylonycteris 
Lichonycteris 
Choeroniscus 
Musonycteris 
Xeronycteris 
Platalina 
Diphylla 
Desmodus 
Diaemus 
Carollia 
Rhinophylla 
74 
39 
54 
14 
59 
28 
2 
0 
48 
44 
59 
97 
3 
24 
48 
4 
99 
1 
23 
9 
61 
67 
99 
97 
93 
18 
13 
1 
36 
99 
59 
58 
94 
70 
49 
63 
28 
90 
92 
17 
53 
7 
5 
6 
39 
37 
13 
1 
5 
54 
46 
86 
6 
19 
78 
39 
0 
66 
Rhinophylla 
Phyllonycteris 
Pygoderma 
Brachyphylla 
Uroderma 
Platyrrhinus 
Vampyrodes 
†Palynephyllum 
Enchisthenes 
Artibeus 
Choeronycteris 
Platalina 
Erophylla 
55 
Glossophaga 
Hylonycteris 
Lichonycteris 
Neonycteris 
Choeroniscus 
Glyphonycteris 
Musonycteris 
Xeronycteris 
Anoura 
Micronycteris 
39 
30 
87 
Diaemus 
Lionycteris 
Carollia 
Lampronycteris 
Desmodus 
Sturnira 
Lophostoma 
Monophyllus 
Macrotus 
Lonchophylla 
Lampronycteris 
Diphylla 
Leptonycteris 
35 Trinycteris 
95 
79 
30 
50 
51 
94 
22 
48 
13 
74 
10 
44 
18 
91 
25 
60 
31 
82 
34 
89 
39 
87 
66 
19 
11 
99 
67 
59 
80 
77 
15 
92 
35 
83 
14 
59 
78 
24 
30 
97 
19 
27 
86 
70 
45 
40 
23 
24 
87 
41 
26 
25 
88 
24 
63 
80 
36 
95 
75 
22 
40 
31 
31 
13 
36 
53 
83 
14 
35 
48 
95 
60 
47 
17 
Phyllonycteris 
Mormoops 
Uroderma 
Platyrrhinus 
Trinycteris 
Monophyllus 
Anoura 
Hylonycteris 
Choeroniscus 
Brachyphylla 
Neonycteris 
Lonchophylla 
Leptonycteris 
Diphylla 
Glyphonycteris 
Diaemus 
Macrotus 
Choeroniscus 
Choeronycteris 
Platalina 
Lophostoma 
Erophylla 
Lonchophylla 
Vampyrodes 
Lionycteris 
Carollia 
Enchisthenes 
Micronycteris 
Sturnira 
Lichonycteris 
Artibeus 
Musonycteris 
Desmodus 
Micronycteris 
Rhinophylla 
†Palynephyllum 
Glossophaga 
Xeronycteris 
Pygoderma 
54 
36 
99 
99 
38 
54 
51 
85 
52 
79 
57 
57 
80 
78 
55 
42 
31 
55 
46 
94 
73 
88 
91 
53 
95 
22 
85 
57 
7 
82 
93 
85 
77 
96 
48 
92 
52 
16 
71 
46 
56 
95 
85 
67 
92 
42 
89 
62 
39 
98 
98 
53 
93 
97 
83 
87 
93 
96 
41 
83 
82 
99 
43 
98 
68 
Bootstrap 
support 
100 
0 
0.5 changes/character 
Supplementary Figure 4 
B C 
Dávalos et al. Accepted Syst Biol 
Dental characters highly 
convergent
•9Kb from 7 
chromosomes  mt + 
0.98 300 dental traits 
†Palynephyllum 
•= signal from dental 
traits 
•What makes this 
signal so strong? 
Vampyrum 
Macrophyllum 
Neonycteris 
Sturnira 
Enchisthenes 
Pygoderma 
Hylonycteris 
Lichonycteris 
Musonycteris 
Erophylla 
Phyllonycteris 
Leptonycteris 
Mimon crenulatum 
Hylonycteris 
Glyphonycteris 
Platyrrhinus 
95 
86 
0.88 
0.65 
0.57 
0.62 
0.25 
0.61 
0.13 
0.62 
0.89 
0.48 
0.96 
0.91 
0.82 
0.99 
0.87 
0.82 
0.99 
0.98 
0.46 
0.64 
0.56 
0.70 
A B 
Figure 4 
Mimon 
†Notonycteris 
Trachops 
Tonatia 
Mimon crenulatum 
Phylloderma 
Phyllostomus 
Lonchorhina 
Lonchophylla 
Carollia 
Glyphonycteris 
Rhinophylla 
Vampyrodes 
Artibeus 
Anoura 
Choeroniscus 
Platyrrhinus 
Choeronycteris 
Chrotopterus 
Platalina 
Uroderma 
Xeronycteris 
Lionycteris 
Trinycteris 
Brachyphylla 
Glossophaga 
Monophyllus 
Lophostoma 
Trinycteris 
Pygoderma 
Macrophyllum 
Lichonycteris 
Uroderma 
Platalina Lionycteris 
Chrotopterus 
Sturnira 
Xeronycteris 
Vampyrum 
Enchisthenes 
Choeronycteris 
†Palynephyllum 
Musonycteris 
†Notonycteris 
Trachops 
Tonatia 
Lophostoma 
Phylloderma 
Phyllostomus 
Lonchorhina 
Carollia 
Rhinophylla 
Vampyrodes 
Artibeus 
Lonchophylla 
Anoura 
Choeroniscus 
Brachyphylla 
Erophylla 
Phyllonycteris 
Monophyllus 
Leptonycteris 
Glossophaga 
Micronycteris 
Mimon 
Plant-visiting 
Support 
100 
47 
% Posterior 
probability 
1.00 
0.13 
Phyllostominae 
95 
59 
89 
97 
98 
99 
90 
73 
82 
58 
71 
91 
99 
96 
82 
91 
91 
79 
77 
91 
99 
86 
98 
99 
47 
72 
87 
79 
93 
99 
99 
92 
95 
99 
75 
99 
59 
99 
99 
56 
changes/character 0.1 changes/character 
0.93 
0.80 
0.77 
0.34 
0.98 
0.69 
0.49 
0.63 
0.89 
0.42 
0.97 
0.52 
0.93 
0.98 
0.91 
0.77 
0.99 
0.99 
0.77 
0.44 
0.58 
0.99 
0.99 
0.78 
0.48 
0.98 
0.97 
0.980.95 
0.99 
0.98 
0.51 
0.96 
0.63 
0.45 
0.99 
0.85 
0.96 
0.57 
0.98 
0.86 
0.74 
0.57 
0.51 
0.99 
Morphology has a 
strong signal 
Dávalos et al. Accepted Syst Biol
15.6 
10.4 
5.2 
8.5 
6.3 
4.2 
0 
Frequency (percent) 
Morphological 
0 
Molecular 
2.1 
10 A 
Dissimilarity between characters 
Relative density between morphological characters 
0.0 0.2 0.4 0.6 0.8 1.0 
8 
6 
4 
2 
0 
B 
Figure 3 
Signal is amplified by 
repetition 
•Measured dissimilarity 
between pairs of 
characters 
•High dissimilarity 
among molecular 
characters 
•Despite protein-coding 
loci 
•This is not the case for 
dental characters 
Dávalos et al. Accepted Syst Biol
How similarity arises 
•Hypotheses: 
•Occlusion 
•Negative selection 
•Ecological 
convergence 
•Positive selection 
•Development 
•Paths of least 
resistance 
1! 
2! 
1! 2!
†Palynephyllum 
Diaemus 
Vampyrum 
Macrophyllum 
Neonycteris 
Sturnira 
Platyrrhinus 
Lichonycteris 
Erophylla 
Phyllonycteris 
Leptonycteris 
Desmodus 
 
0 
 
0 
Hylonycteris 
! 
! 
! 
! 
! 
Glyphonycteris 
95 
86 
0.88 
0.65 
0.54 
0.57 
! 
0.80 
! 
0.62 
! 
!! 
! 
! 
! 
! 
! 
! 
0.25 
0.61 
! 
! 
! 
0.13 
0.62 
0.90 
0.89 
0.48 
0.91 
0.91 
0.82 
0.99 
!! 
! 
! 
! 
! 
! 
0.87 
0.82 
! 
0.99 
0.98 
0.46 
0.64 
0.56 
0.70 
A 
! 
! 
! 
!!! 
! 
! 
! 
!! 
! 
!! 
A B 
Premolars 
! Significant 
Figure 4 
Micronycteris 
Mimon 
†Notonycteris 
Trachops 
Tonatia 
Mimon crenulatum 
Phylloderma 
Phyllostomus 
Lonchorhina 
Lonchophylla 
Carollia 
Glyphonycteris 
Rhinophylla 
Vampyrodes 
Artibeus 
Anoura 
Choeroniscus 
Macrotus 
Pygoderma 
Choeronycteris 
Thyroptera 
Musonycteris 
Mormoops 
Hylonycteris 
Desmodus 
Enchisthenes 
Chrotopterus 
Noctilio 
Platalina 
Lampronycteris 
Diphylla 
Uroderma 
Xeronycteris 
Lionycteris 
Pteronotus 
Trinycteris 
Brachyphylla 
Glossophaga 
Monophyllus 
Lophostoma 
Trinycteris 
Pygoderma 
Macrophyllum 
Lichonycteris 
Uroderma 
Platalina Lionycteris 
Mormoops 
Diaemus 
Chrotopterus 
Sturnira 
Xeronycteris 
Vampyrum 
Enchisthenes 
Pteronotus 
Thyroptera 
Platyrrhinus 
Diphylla 
Choeronycteris 
Lampronycteris 
†Palynephyllum 
Noctilio 
Neonycteris 
Musonycteris 
Macrotus 
Micronycteris 
Mimon crenulatum 
†Notonycteris 
Trachops 
Tonatia 
Lophostoma 
Phylloderma 
Phyllostomus 
Lonchorhina 
Carollia 
Rhinophylla 
Vampyrodes 
Artibeus 
Lonchophylla 
Anoura 
Choeroniscus 
Brachyphylla 
Erophylla 
Phyllonycteris 
Monophyllus 
Leptonycteris 
Glossophaga 
Micronycteris 
Mimon 
Plant-visiting 
Support 
100 
47 
% Posterior 
probability 
1.00 
0.13 
Phyllostominae 
95 
59 
89 
95 
97 
98 
99 
90 
73 
67 
82 
58 
71 
91 
99 
96 
82 
95 
91 
95 
98 
91 
79 
77 
91 
99 
86 
98 
99 
47 
67 
72 
74 
87 
79 
93 
99 
99 
92 
95 
99 
75 
99 
98 
59 
99 
99 
56 
Incisors 
0.1 changes/character 0.1 changes/character 
0.93 
0.80 
0.77 
0.34 
0.98 
0.69 
0.49 
0.63 
0.71 
0.99 
0.38 
0.89 
0.42 
0.97 
0.52 
0.93 
0.98 
0.91 
0.79 
0.96 
0.76 
0.77 
0.99 
0.99 
0.77 
0.44 
0.58 
0.99 
0.99 
0.99 
0.78 
0.48 
0.98 
0.97 
0.980.95 
0.99 
0.98 
0.51 
0.96 
0.63 
0.45 
0.99 
0.85 
0.96 
0.57 
0.98 
0.98 
0.86 
0.74 
0.57 
0.51 
0.99 
0.98 
Dental characters 
! 
! 
Mandibular 
Maxillary 
! Canine 
Molars 
B 
Dávalos et al. Accepted Syst Biol 
 
0 
Neonycteris in Micronycteris 
ï 
Support fRUQHFWDUïfeeding clade 
! 
! 
! 
! 
! 
! 
! 
! 
! 
! 
! 
Support for Lonchorhina sitster to Phyllostominae 
ï 
!! 
! 
! 
! 
! 
! 
! 
 
! 
! 
! 
! 
! 
! 
! 
!! 
! 
!! 
! 
! 
! 
! 
!! 
!! 
!
Data  models don’t 
match 
•Less is more when 
collecting certain kinds of 
characters 
•Dental data violate key 
assumptions of 
phylogenetic models 
•Saturation, convergence, 
and non-independence 
•= model failure 
•New data  models needed 
Czaplewski et al. 2003 Caldasia
No 
conflict 
Morphological 
phylogenies 
Statistical scaffold 
RQÀLFWLQJ 
characters 
Starting point 
Dependency 
Morphological 
Rates 
Data matrix 
Statistic from 
data matrix 
Phylogeny 
Statistic from 
phylogeny 
Phylogenetic 
analysis 
Other 
analysis 
Comparison 
Endpoint 
Alternative 
combined 
phylogenies 
)LJXUH 
Pairwise 
dissimilarity Bayesian 
State:step 
Simulations 
Distribution 
morphological 
dissimilarity 
Pairwise Bayesian 
dissimilarity 
Distribution 
molecular 
dissimilarity 
Agree? 
Yes 
No 
Null distribution 
difference 
per-character 
likelihoods 
Tree with 
Tree 
without 
Backbone 
constraints 
Bayesian 
Branch lengths 
Maximum 
likelihood 
Constrained 
phylogenies 
Molecular 
phylogenies 
Combined 
phylogenies 
Combined 
matrix without 
FRQÀLFWLQJ 
characters 
Variable sites 
Relative 
distribution 
RQÀLFWLQJ 
nodes 
Relative 
rates of 
evolution 
RQÀLFWLQJ 
nodes 
Branch 
lengths 
RQÀLFWLQJ 
morphological 
characters 
Statistical 
scaffold 
Morphological 
saturation 
plot 
Morphological 
Combined 
Molecular 
Analytical innovations 
•Statistical scaffolds = 
condition 
morphological 
resolution on 
molecular posterior 
•Morphological 
parametric bootstraps 
= uncover significantly 
conflicting characters
Thanks! 
• Funding 
• NSF—DEB 
• CIDER—SBU 
• Speciation  diversification: A. 
Cirranello, E. Dumont, A. Russell, 
N. Gerardo, A. Wilson 
• Dávalos Lab 
• Phylogenetics: B. Baird, S. 
DelSerra, A. Goldberg, O. 
Warsi, L. Yohe

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Non independence and convergence mislead morphological phylogenetics of phyllostomids

  • 1. Lying through your teeth: non independence and convergence mislead morphological phylogenetics of phyllostomids Liliana M. Dávalos —Stony Brook University Paul M. Velazco —American Museum of Natural History Omar M. Warsi —Stony Brook University Peter D. Smits —University of Chicago Nancy B. Simmons —American Museum of Natural History
  • 2. Diphylla Diaemus Desmodus Brachyphylla Erophylla Phyllonycteris Platalina Lonchophylla Lionycteris Monophyllus Glossophaga Leptonycteris Anoura Hylonycteris Lichonycteris Scleronycteris Choeroniscus Musonycteris Choeronycteris Phylloderma Phyllostomus Macrophyllum Lonchorhina Mimon crenulatum Mimon bennettii Trachops Tonatia Chrotopterus Vampyrum Trinycteris Glyphonycteris Lampronycteris Macrotus Micronycteris minuta Micronycteris hirsuta Micronycteris megalotis Rhinophylla Carollia Sturnira Enchisthenes hartii Artibeus concolor Artibeus jamaicensis Artibeus cinereus Uroderma Platyrrhinus Vampyrodes Chiroderma Vampyressa bidens Vampyressa nymphaea Vampyressa pusilla Ectophylla Mesophylla Ametrida Centurio Sphaeronycteris Pygoderma Phyllops Stenoderma Ariteus Ardops MP bootstrap • • Macrotus Lampronycteris Micronycteris minuta Micronycteris schmidtorum Micronycteris hirsuta Microncyteris megalotis Diphylla Diaemus Desmodus Lonchorhina Macrophyllum Trachops Chrotopterus Vampyrum Lophostoma Tonatia Phylloderma Phyllostomus Mimon Erophylla Brachyphylla Monophyllus Glossophaga Leptonycteris Anoura Hylonycteris Choeroniscus Musonycteris Choeronycteris Lonchophylla Lionycteris Carollia Trinycteris Glyphonycteris daviesi Glyphonycteris sylvestris Rhinophylla Sturnira Chiroderma Vampyressa bidens Vampyressa brocki Uroderma Mesophylla Vampyressa Platyrrhinus Vampyrodes Enchisthenes Ectophylla Artibeus Dermanura Ariteus Ardops Stenoderma Centurio Pygoderma Ametrida Sphaeronycteris BYS posterior probability 0.97 • Baker et al. 2003 Occas Pap Mus TTU Datzmann et al. 2010 BMC Evol Biol Morphological Wetterer et al. 2000 B Am Mus Nat Hist Molecular
  • 3. Genome not always available •Majority of species are extinct •Fossils are all that remain •Phylogenies must use morphology •How? Morgan Czaplewski 2012 Evolutionary History of Bats
  • 4. Total evidence Conditional combination Hermsen Hendricks 2008 Ann Missouri Springer et al. 2007 Syst Biol Bot Gard
  • 5. Assumptions of phylogeny •Homology: character changes reflect common descent •IID: Independent and Identically Distributed
  • 6. Morphological Molecular Dávalos, Cirranello et al. 2012 Biol Rev
  • 7. Saturation is not everything •If rates of evolution are high, then signal erased over time •Results in unresolved phylogeny •Other signal must emerge to resolve phylogeny • First position • Second position o Third position Dávalos Perkins 2008 Genomics
  • 8. Macrophyllum Lonchorhina Trinycteris Neonycteris Glyphonycteris Micronycteris Lampronycteris Macrotus Micronycteris Mormoops Erophylla Phyllonycteris Brachyphylla Pygoderma Sturnira Uroderma Platyrrhinus Vampyrodes Enchisthenes Artibeus †Palynephyllum Glossophaga Lonchophylla Lionycteris Lonchophylla Monophyllus Leptonycteris Anoura Hylonycteris Lichonycteris Choeroniscus Musonycteris Xeronycteris Platalina Diphylla Desmodus Diaemus Carollia Rhinophylla 74 39 54 14 59 28 2 0 48 44 59 97 3 24 48 4 99 1 23 9 61 67 99 97 93 18 13 1 36 99 59 58 94 70 49 63 28 90 92 17 53 7 5 6 39 37 13 1 5 54 46 86 6 19 78 39 0 66 Rhinophylla Phyllonycteris Pygoderma Brachyphylla Uroderma Platyrrhinus Vampyrodes †Palynephyllum Enchisthenes Artibeus Choeronycteris Platalina Erophylla 55 Glossophaga Hylonycteris Lichonycteris Neonycteris Choeroniscus Glyphonycteris Musonycteris Xeronycteris Anoura Micronycteris 39 30 87 Diaemus Lionycteris Carollia Lampronycteris Desmodus Sturnira Lophostoma Monophyllus Macrotus Lonchophylla Lampronycteris Diphylla Leptonycteris 35 Trinycteris 95 79 30 50 51 94 22 48 13 74 10 44 18 91 25 60 31 82 34 89 39 87 66 19 11 99 67 59 80 77 15 92 35 83 14 59 78 24 30 97 19 27 86 70 45 40 23 24 87 41 26 25 88 24 63 80 36 95 75 22 40 31 31 13 36 53 83 14 35 48 95 60 47 17 Phyllonycteris Mormoops Uroderma Platyrrhinus Trinycteris Monophyllus Anoura Hylonycteris Choeroniscus Brachyphylla Neonycteris Lonchophylla Leptonycteris Diphylla Glyphonycteris Diaemus Macrotus Choeroniscus Choeronycteris Platalina Lophostoma Erophylla Lonchophylla Vampyrodes Lionycteris Carollia Enchisthenes Micronycteris Sturnira Lichonycteris Artibeus Musonycteris Desmodus Micronycteris Rhinophylla †Palynephyllum Glossophaga Xeronycteris Pygoderma 54 36 99 99 38 54 51 85 52 79 57 57 80 78 55 42 31 55 46 94 73 88 91 53 95 22 85 57 7 82 93 85 77 96 48 92 52 16 71 46 56 95 85 67 92 42 89 62 39 98 98 53 93 97 83 87 93 96 41 83 82 99 43 98 68 Bootstrap support 100 0 0.5 changes/character Supplementary Figure 4 B C Dávalos et al. Accepted Syst Biol Dental characters highly convergent
  • 9. •9Kb from 7 chromosomes mt + 0.98 300 dental traits †Palynephyllum •= signal from dental traits •What makes this signal so strong? Vampyrum Macrophyllum Neonycteris Sturnira Enchisthenes Pygoderma Hylonycteris Lichonycteris Musonycteris Erophylla Phyllonycteris Leptonycteris Mimon crenulatum Hylonycteris Glyphonycteris Platyrrhinus 95 86 0.88 0.65 0.57 0.62 0.25 0.61 0.13 0.62 0.89 0.48 0.96 0.91 0.82 0.99 0.87 0.82 0.99 0.98 0.46 0.64 0.56 0.70 A B Figure 4 Mimon †Notonycteris Trachops Tonatia Mimon crenulatum Phylloderma Phyllostomus Lonchorhina Lonchophylla Carollia Glyphonycteris Rhinophylla Vampyrodes Artibeus Anoura Choeroniscus Platyrrhinus Choeronycteris Chrotopterus Platalina Uroderma Xeronycteris Lionycteris Trinycteris Brachyphylla Glossophaga Monophyllus Lophostoma Trinycteris Pygoderma Macrophyllum Lichonycteris Uroderma Platalina Lionycteris Chrotopterus Sturnira Xeronycteris Vampyrum Enchisthenes Choeronycteris †Palynephyllum Musonycteris †Notonycteris Trachops Tonatia Lophostoma Phylloderma Phyllostomus Lonchorhina Carollia Rhinophylla Vampyrodes Artibeus Lonchophylla Anoura Choeroniscus Brachyphylla Erophylla Phyllonycteris Monophyllus Leptonycteris Glossophaga Micronycteris Mimon Plant-visiting Support 100 47 % Posterior probability 1.00 0.13 Phyllostominae 95 59 89 97 98 99 90 73 82 58 71 91 99 96 82 91 91 79 77 91 99 86 98 99 47 72 87 79 93 99 99 92 95 99 75 99 59 99 99 56 changes/character 0.1 changes/character 0.93 0.80 0.77 0.34 0.98 0.69 0.49 0.63 0.89 0.42 0.97 0.52 0.93 0.98 0.91 0.77 0.99 0.99 0.77 0.44 0.58 0.99 0.99 0.78 0.48 0.98 0.97 0.980.95 0.99 0.98 0.51 0.96 0.63 0.45 0.99 0.85 0.96 0.57 0.98 0.86 0.74 0.57 0.51 0.99 Morphology has a strong signal Dávalos et al. Accepted Syst Biol
  • 10. 15.6 10.4 5.2 8.5 6.3 4.2 0 Frequency (percent) Morphological 0 Molecular 2.1 10 A Dissimilarity between characters Relative density between morphological characters 0.0 0.2 0.4 0.6 0.8 1.0 8 6 4 2 0 B Figure 3 Signal is amplified by repetition •Measured dissimilarity between pairs of characters •High dissimilarity among molecular characters •Despite protein-coding loci •This is not the case for dental characters Dávalos et al. Accepted Syst Biol
  • 11. How similarity arises •Hypotheses: •Occlusion •Negative selection •Ecological convergence •Positive selection •Development •Paths of least resistance 1! 2! 1! 2!
  • 12. †Palynephyllum Diaemus Vampyrum Macrophyllum Neonycteris Sturnira Platyrrhinus Lichonycteris Erophylla Phyllonycteris Leptonycteris Desmodus 0 0 Hylonycteris ! ! ! ! ! Glyphonycteris 95 86 0.88 0.65 0.54 0.57 ! 0.80 ! 0.62 ! !! ! ! ! ! ! ! 0.25 0.61 ! ! ! 0.13 0.62 0.90 0.89 0.48 0.91 0.91 0.82 0.99 !! ! ! ! ! ! 0.87 0.82 ! 0.99 0.98 0.46 0.64 0.56 0.70 A ! ! ! !!! ! ! ! !! ! !! A B Premolars ! Significant Figure 4 Micronycteris Mimon †Notonycteris Trachops Tonatia Mimon crenulatum Phylloderma Phyllostomus Lonchorhina Lonchophylla Carollia Glyphonycteris Rhinophylla Vampyrodes Artibeus Anoura Choeroniscus Macrotus Pygoderma Choeronycteris Thyroptera Musonycteris Mormoops Hylonycteris Desmodus Enchisthenes Chrotopterus Noctilio Platalina Lampronycteris Diphylla Uroderma Xeronycteris Lionycteris Pteronotus Trinycteris Brachyphylla Glossophaga Monophyllus Lophostoma Trinycteris Pygoderma Macrophyllum Lichonycteris Uroderma Platalina Lionycteris Mormoops Diaemus Chrotopterus Sturnira Xeronycteris Vampyrum Enchisthenes Pteronotus Thyroptera Platyrrhinus Diphylla Choeronycteris Lampronycteris †Palynephyllum Noctilio Neonycteris Musonycteris Macrotus Micronycteris Mimon crenulatum †Notonycteris Trachops Tonatia Lophostoma Phylloderma Phyllostomus Lonchorhina Carollia Rhinophylla Vampyrodes Artibeus Lonchophylla Anoura Choeroniscus Brachyphylla Erophylla Phyllonycteris Monophyllus Leptonycteris Glossophaga Micronycteris Mimon Plant-visiting Support 100 47 % Posterior probability 1.00 0.13 Phyllostominae 95 59 89 95 97 98 99 90 73 67 82 58 71 91 99 96 82 95 91 95 98 91 79 77 91 99 86 98 99 47 67 72 74 87 79 93 99 99 92 95 99 75 99 98 59 99 99 56 Incisors 0.1 changes/character 0.1 changes/character 0.93 0.80 0.77 0.34 0.98 0.69 0.49 0.63 0.71 0.99 0.38 0.89 0.42 0.97 0.52 0.93 0.98 0.91 0.79 0.96 0.76 0.77 0.99 0.99 0.77 0.44 0.58 0.99 0.99 0.99 0.78 0.48 0.98 0.97 0.980.95 0.99 0.98 0.51 0.96 0.63 0.45 0.99 0.85 0.96 0.57 0.98 0.98 0.86 0.74 0.57 0.51 0.99 0.98 Dental characters ! ! Mandibular Maxillary ! Canine Molars B Dávalos et al. Accepted Syst Biol 0 Neonycteris in Micronycteris ï Support fRUQHFWDUïfeeding clade ! ! ! ! ! ! ! ! ! ! ! Support for Lonchorhina sitster to Phyllostominae ï !! ! ! ! ! ! ! ! ! ! ! ! ! ! !! ! !! ! ! ! ! !! !! !
  • 13. Data models don’t match •Less is more when collecting certain kinds of characters •Dental data violate key assumptions of phylogenetic models •Saturation, convergence, and non-independence •= model failure •New data models needed Czaplewski et al. 2003 Caldasia
  • 14. No conflict Morphological phylogenies Statistical scaffold RQÀLFWLQJ characters Starting point Dependency Morphological Rates Data matrix Statistic from data matrix Phylogeny Statistic from phylogeny Phylogenetic analysis Other analysis Comparison Endpoint Alternative combined phylogenies )LJXUH Pairwise dissimilarity Bayesian State:step Simulations Distribution morphological dissimilarity Pairwise Bayesian dissimilarity Distribution molecular dissimilarity Agree? Yes No Null distribution difference per-character likelihoods Tree with Tree without Backbone constraints Bayesian Branch lengths Maximum likelihood Constrained phylogenies Molecular phylogenies Combined phylogenies Combined matrix without FRQÀLFWLQJ characters Variable sites Relative distribution RQÀLFWLQJ nodes Relative rates of evolution RQÀLFWLQJ nodes Branch lengths RQÀLFWLQJ morphological characters Statistical scaffold Morphological saturation plot Morphological Combined Molecular Analytical innovations •Statistical scaffolds = condition morphological resolution on molecular posterior •Morphological parametric bootstraps = uncover significantly conflicting characters
  • 15. Thanks! • Funding • NSF—DEB • CIDER—SBU • Speciation diversification: A. Cirranello, E. Dumont, A. Russell, N. Gerardo, A. Wilson • Dávalos Lab • Phylogenetics: B. Baird, S. DelSerra, A. Goldberg, O. Warsi, L. Yohe