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The genomics of why there are so many species of
bats
Liliana M. Dávalos + the Bat1K Team

BAT1K Break-Out Session 

Rockefeller University 29 August 2019
The genomics of why there are so many species of
bats
Liliana M. Dávalos + Huang Zixia, David Jebb, Martin Pippel, Graham Hughes, Ksenia
Lavrichenko, Paolo Devanna, Sylke Winkler, Lars Jermiin, Emilia Skirmuntt, Aris Katzourakis,
Lucy Burkitt-Gray, David Ray, Juliana G Roscito, Bogdan Kirilenko, Angelique P. Corthals,
Megan Power, Gareth Jones, Roger Ransome, Dina Dechmann, Andrea Locatelli, Erich
Jarvis, Mark Springer, Michael Hiller, Sonja Vernes, Eugene Myers, Emma Teeling
Credits: Merlin Tuttle/Bat Conservation
International, Bryan Bongey
Four facts about bats
• Bats fly

• Bats are crepuscular/
nocturnal

• Bats live longer than
expected by size

• Viral pathogens
circulate among bats

• That kill other
mammals
Photo by S.J. Rossiter
Why are there so many
bat species?
• How to answer a
question like this?
Photo by Winifred Frick
The ecological theory of
adaptive radiation
Simpson 1953 Major features of evolution
Drawings by John Gould
Credits: Merlin Tuttle/Bat Conservation
International, Bryan Bongey
Nycteridae
Emballonuridae
Phyllostomidae
Mormoopidae
Noctilionidae
Furipteridae
ThyropteridaeM
ystacinidae
M
yzopodidae
Vespertilionidae
NatalidaePteropodidae
Rhinolophidae
M
egaderm
atidae
Craseonycteridae
Rhinopomatidae
Miniopteridae
Molossidae
Rhinonycteridae
Hipposideridae
Cistugidae
Bat1K
Drawings by Fiona Reid
Yangochiroptera
Yinpterochiroptera
Nycteridae
Emballonuridae
Phyllostomidae
Mormoopidae
Noctilionidae
Furipteridae
ThyropteridaeM
ystacinidae
M
yzopodidae
Vespertilionidae
NatalidaePteropodidae
Rhinolophidae
M
egaderm
atidae
Craseonycteridae
Rhinopomatidae
Miniopteridae
Molossidae
Rhinonycteridae
Hipposideridae
Cistugidae
Bat1K
Drawings by Fiona Reid
A pipeline for testing hypotheses
0 20 40 60 80 100
1k
20 40 60 80 100
N(x) % N(x) %
Recent transposon insertions
(fraction of genome)
DNA
LINE
LTR
Rolling−circle
SINE or Retroposon
Unknown
no transposon
Completeness of non-exonic regions in assemblies
(197 non-exonic ultraconserved elements)
Canis
Equus
Sus
Rhinolophus
Rousettus
Phyllostomus
Molossus
Pipistrellus
Myotis
Bos
Felis
present
missing due to assembly gap
diverged sequence
Bat1K
Canis
Mus
Homo
Equus
Sus
Rhinolophus
Rousettus
Phyllostomus
Pipistrellus
Myotis
Bos
Felis
Bat1K
Molossus
19235
21893
19113
20386
20742
19122
21182
20953
19577
21303
21423
19823
20221
10095 96 97 98 99
complete fragmented missing
Completeness of gene annotations
(4104 BUSCO genes in %)
Number of
annotated genes
Sus
Bos
Equus
Felis
Canis
Mus
Homo
Myotis
Molossus
Phyllostomus
Rousettus
Rhinolophus
Pipistrellus
Bat1K
CESAR
aBSREL
Nycteridae
Emballonuridae
Phyllostomidae
Mormoopidae
Noctilionidae
Furipteridae
ThyropteridaeM
ystacinidae
M
yzopodidae
Vespertilionidae
Natalidae
Rhinolophidae
M
egaderm
atidae
Craseonycteridae
Rhinopomatidae
Miniopteridae
Molossidae
Cistugidae
Bat1K
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Drawings by Fiona Reid Credits: Merlin Tuttle/Bat Conservation
International, Bryan Bongey
Nycteridae
Emballonuridae
Pteropodidae
Rhinolophidae
M
egaderm
atidae
Craseonycteridae
Rhinopomatidae
Rhinonycteridae
Hipposideridae
Ba
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Drawings by Fiona Reid Credits: Hélder Conceição
Nycteridae
Emballonuridae
Pteropodidae
Rhinolophidae
M
egaderm
atidae
Craseonycteridae
Rhinopomatidae
Rhinonycteridae
Hipposideridae
Ba
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Drawings by Fiona Reid Credits: Joel Sartore
Yinpterochiroptera
• No positively selected
genes

• No disproportionate
“hearing” signal 

• Pre-adaptation for
constant-frequency
echolocation

• Instead, diet does
have clear signal
Photo by H. Conceção
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Yangochiroptera Credits: Friedrich Seidler, Marco Mello
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Vespertilionidae Credits: Friedrich Seidler, Jorge Espier
Mormoopidae
Noctilionidae
Furipteridae
ThyropteridaeM
ystacinidae
M
yzopodidae
Vespertilionidae
Natalidae
Miniopteridae
Molossidae
Cistugidae
Bat1K
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Drawings by Fiona Reid Credits: Jorge Espier
Mormoopidae
Noctilionidae
Furipteridae
ThyropteridaeM
ystacinidae
M
yzopodidae
Vespertilionidae
Natalidae
Miniopteridae
Molossidae
Cistugidae
Bat1K
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Drawings by Fiona Reid Credits: Merlin Tuttle
Nycteridae
Emballonuridae
Phyllostomidae
Mormoopidae
Noctilionidae
Furipteridae
ThyropteridaeM
ystacinidae
M
yzopodidae
Vespertilionidae
Natalidae
Rhinolophidae
M
egaderm
atidae
Craseonycteridae
Rhinopomatidae
Miniopteridae
Molossidae
Cistugidae
Bat1K
back
sign
Biological process
biological adhesion
biological regulation
cell proliferation
cellular component organization or biogenesis
developmental process
immune system process
localization
metabolic process
multicellular organismal process
other
reproduction
response to stimulus
Drawings by Fiona Reid Credits: Marco Mello
Yangochiroptera
• Several positively
selected genes

• e.g., immune
process

• Vesper positive in
metabolic process

• Signal of
hibernation?

• Diet shift also evident
in Phyllostomus
Photo by S.J. Rossiter
ACSL6
ADGRG7
AMPD2
ANPEP
ASAH2
BCL11A
BLOC1S1
CCNB3
CD79BCDHR5CDSNCOG5COX20CRNN
CX3CL1CXCL13
CYBBDDOST
DGKI
DTX3L
EFR3B
EIF3A
ESPL1
FBLL1
FLVCR2
GID4
GP1BA
IDH3B
IDO1
IGF1R
ITGB2
KCNK7
LACRT
LAS1L
MAGED2
MBD1
MKRN3
MRPL234UEN
PAPOLG
PARD6G
PCDHA6
PCDHGB5
PDE10A
PDZD2
PLEC
PRDM11
REST
RFWD3
RTP4
SELP
SI
SLC12A4
SLC9A8
SM
R
3A
SPAG
8SPAM
1SYNCTACC1
TBC1D12TBPTEAD1TJP2
TLR8
TOR4A
TPTE2
UGT1A7
UGT1A9
YRDC
ZDHHC1
ZNF691
biological adhesion
biological regulation
cellproliferation
nentorganizationorbiogenesis
developmentalimmunesystem
localization
metabolic
m
ulticellular organism
al
reproduction
response to stimulus
ancestral
tip
both
Branch
Back to the
ecological theory
• Bats fly

• Bats are crepuscular/
nocturnal

• New niche!

• Opportunity but
challenge

• “hearing”
adaptations
Photo by J. Flanders
Back to the
ecological theory
• Bats live longer than
expected by size

• Hibernation?

• Viral pathogens
circulate among bats

• That kill other
mammals

• Immune process
genes at origin of
bats
Photo by S.J. Rossiter
Three challenges
• Diversity

• Function

• Correlation
Photo by S.J. Rossiter
Mormoopidae
Macrotinae
Rhinophyllinae
Stenodermatinae
Carolliinae
Phyllostominae
Noctilionidae
Micronycterinae
Desmodontinae
Glyphonycterinae
Lonchorhininae
Glossophaginae
Million Years Ago
5 10 15 20 25 30 35 40 45
95% CI Node Age
Lonchophyllinae
Dumont, Dávalos et al. 2012 Proc R Soc
Lond B Biol Sci
Scale collection to
address lack of replication
Yohe et al. 2019 JoVE
Thanks!

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