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• 
 The 
 American 
 pika 
 (Fig. 
 2; 
 Ochotona 
 princeps) 
 is 
 a 
 small

lagomorph
that
inhabits
talus
slopes
and
rocky
habitats
throughout

mountainous
regions
of
western
North
America.


• 
 In 
 the 
 northern 
 most 
 part 
 of 
 their 
 range, 
 the 
 central 
 Coast

Mountains 
 of 
 BC 
 (Fig. 
 1), 
 pikas 
 are 
 present 
 along 
 altitudinal

gradients
ranging
from
sea
level
to
above
1500m,
making
them
an

ideal
system
to
investigate
the
genetic
basis
of
local
adaptation
to

changing
environmental
conditions.


Investigating the genetic basis of local adaptation in American
pika using genomic scans
Philippe Henry and Michael A. Russello
Department of Biology and Centre for Species at Risk and Habitat Studies (SARAHS), University of British Columbia Okanagan, Kelowna, BC, Canada.
Correspondence: phenry@interchange.ubc.ca
ResultsContext
Objective
Discussion
References

•  Alpine 
 species 
 are 
 starting 
 to 
 show 
 responses 
 to 
 global

environmental 
 changes. 
 One 
 obvious 
 example 
 is 
 the 
 upslope

movement
of
species
as
they
seek
to
retain
their
optimal
niches.

•  Besides 
 the 
 ability 
 to 
 migrate, 
 species 
 with 
 special 
 habitat

requirements
may
be
constrained
to
stay
put.
These
species
will

have
to
respond
to
the
environmental
changes
by
adapting
to
the

changing
conditions.


•  Their
responses
to
environmental
changes
will
largely
depend
on

the 
 underlying 
 adaptive 
 genetics 
 variability 
 present 
 in 
 its


populations.

•  To
date
the
task
of
identifying
genomic
regions
under
selection

from
environmental
changes
has
been
a
difficult
one,
mostly
owing

to
the
lack
of
genetic
markers
for
natural
populations.

•  Technical
advances
that
have
lead
to
the
identification
of
a
large

number
of
genetic
markers
along
with
statistical
developments
have

allowed
researchers
to
tease
apart
adaptive
from
neutral
genetic

variation
by
comparing
levels
of
genetic
differentiation
between

loci,
where
outlier
loci
with
high
differentiation
are
interpreted
as

been
subject
to
natural
selection.




Study Species
• 
 The 
 advent 
 of 
 molecular 
 markers 
 such 
 as 
 AFLP 
 have 
 enabled

researcher
to
study
the
adaptive
genetic
variation
in
wild,
non‐model

species.

• 
In
the
present
study
we
show
that
a
small
fraction
of
loci
found
in

pikas
are
potentially
under
natural
selection,
while
most
loci
are

selectively
neutral.


• 
These
loci
were
only
present
in
samples
from
high
(A,
C,
E)
and
low

(B,
D)
elevations
but
absent
from
the
mid
elevation
site.

• 
This
point
suggests
that
the
outlier
loci
are
responsible
for
the
local

adaptation
to
environmental
conditions
that
vary
with
altitude.
Yet
it

is
important
to
bear
in
mind
that
these
results
are
preliminary
as

they
were
obtained
from
only
32
samples.




• 
Besides
all
advantages
of
using
AFLPs,
one
drawback
is
that
this

type
of
markers
are
anonymous
and
thus
it
is
difficult
to
pinpoint
the

genes
or
genomic
regions
under
selection.

• 
Other
complementary
approaches
(SAM)
can
also
be
used
to
shed

light
on
the
association
between
loci
and
eco‐climatic
variables.

• 
This
latter
approach
will
be
implemented
in
the
future
on
a
larger

dataset,
and
will
hopefully
identify
the
main
driver
of
selection
in

American
pikas
from
the
Bella
Coola
valley.


Figure
2:
An
American
pika
emerging
from
the
rocks
in
the
Bella
Coola
valley,
British
Columbia

(Philippe
Henry
Photo)

Methods
Figure 
 1: 
 Map 
 of 
 the

location
of
the
study
site:

the 
 Bella 
 Coola 
 Valley,

British
Columbia,
Canada.

This 
 site 
 is 
 of 
 particular

interest 
 since 
 pikas 
 are

distributed 
 along 
 an

altitudinal 
 gradient

ranging
from
the
bottom

of
the
valley
at
300m,
up

to
1500m
over
very
short

geographical 
 distances.

The 
 highway 
 descending

from
the
Chilcotin
plateau

into
the
Bella
Coola
valley

offers 
 
 ideal 
 access 
 to

populations 
 at 
 different

altitudes.


• 
Use
a
genomic
scan
approach
to
identify
candidate
loci
under

natural
selection
that
may
be
responsible
for
local
adaptation
in
the

American
pika.

A.
Samples

• 
Pika
populations
were
sampled
from
five
populations
at
three

different
elevations:
300m
(N=3),
800m
(N=1)
and
1500m
(N=1)

above
sea
level
in
the
Bella
Coola
Valley,
British
Columbia,
Canada.

• 
Non‐invasive
snares1
were
used
to
collect
hair
from
32
individuals.

B.
Lab
work

• 
DNA
was
extracted
from
25
hairs
using
the
Promega
DNA
IQ

system.

• 
 A 
 genomic 
 scan 
 was 
 undertaken 
 using 
 AFLPs. 
 The 
 protocol

included
digestion
of
50ng
of
DNA
with
EcoRI
and
TaqI
followed
by

ligation 
 of 
 adapters, 
 pre‐selective 
 amplification 
 and 
 selective

amplification
with
a
total
of
64
primer
combinations2.

• 
44
primer
combinations
produced
bands
that
were
run
onto
an

ABI
3130XL
genotyper
and
visualized
using
Genemapper
3.7.

C.
Analyzes

• 
The
software
scanAFLP3
was
used
to
select
the
most
repeatable

and
informative
primer
combinations.
15
primer
combinations
with

high
signal
to
noise
ratios
and
low
error
rates
were
thus
retained.

Furthermore,
loci
with
less
than
5%
and
more
than
95%
presence

were
removed
from
the
dataset.

• 
 The 
 program 
 Bayescan4 
 which 
 uses 
 a 
 Bayesian 
 approach 
 to

directly
calculate
the
probability
of
been
under
selection
for
each

locus
was
used
to
detect
candidate
loci
potentially

under
natural

selection.


Figure 
 3: 
 Bayescan

analysis 
 graphic 
 with,

on 
 the 
 x‐axis, 
 the

posterior
probability
for

a 
 locus 
 to 
 be 
 under

natural 
 selection. 
 The

vertical 
 line 
 indicates

the 
 threshold 
 beyond

which 
 there 
 is 
 strong

evidence 
 for 
 selection

to
act.
5
out
of
1238
loci

show 
 strong 
 evidence

for
selection:

A
‐
E32T35_115,


B
–
E43T44_123,

C
–
E43T35_83,


D
–
E31T37_96,

E
–
E43T35_73.



1.  Henry

&
Russello
(Submitted)

2.  Bonin
et
al.,
2005

3.  Herrmann
et
al.,
2010

4.  Foll
&
Gagiotti,
2008

Acknowledgements


We
would
like
to
thank
the
members
of
the
ECGL
for
help

in
the
field
and
lab,
Kurt
Galbreath
and
Mary
Peacock

for 
 kindly 
 providing 
 samples. 
 Sarka 
 Jahodova 
 is

thanked 
 for 
 providing 
 guidance 
 with 
 AFLP.




• 
 A 
 total 
 of 
 1238 
 loci 
 were 
 obtained 
 with 
 15 
 selective 
 primer

combinations
that
proved
to
be
informative
and
repeatable.

• 
Bayescan
analysis
detected
that
5
of
the
1238
loci
(0.4%)
showed

strong
evidence
for
natural
selection
in
our
populations
sampled

along
an
altitudinal
gradient
(Fig.
3).




Funding


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Pika genetics and adaptation

  • 1. • 
 The 
 American 
 pika 
 (Fig. 
 2; 
 Ochotona 
 princeps) 
 is 
 a 
 small
 lagomorph
that
inhabits
talus
slopes
and
rocky
habitats
throughout
 mountainous
regions
of
western
North
America.

 • 
 In 
 the 
 northern 
 most 
 part 
 of 
 their 
 range, 
 the 
 central 
 Coast
 Mountains 
 of 
 BC 
 (Fig. 
 1), 
 pikas 
 are 
 present 
 along 
 altitudinal
 gradients
ranging
from
sea
level
to
above
1500m,
making
them
an
 ideal
system
to
investigate
the
genetic
basis
of
local
adaptation
to
 changing
environmental
conditions.

 Investigating the genetic basis of local adaptation in American pika using genomic scans Philippe Henry and Michael A. Russello Department of Biology and Centre for Species at Risk and Habitat Studies (SARAHS), University of British Columbia Okanagan, Kelowna, BC, Canada. Correspondence: phenry@interchange.ubc.ca ResultsContext Objective Discussion References
 •  Alpine 
 species 
 are 
 starting 
 to 
 show 
 responses 
 to 
 global
 environmental 
 changes. 
 One 
 obvious 
 example 
 is 
 the 
 upslope
 movement
of
species
as
they
seek
to
retain
their
optimal
niches.
 •  Besides 
 the 
 ability 
 to 
 migrate, 
 species 
 with 
 special 
 habitat
 requirements
may
be
constrained
to
stay
put.
These
species
will
 have
to
respond
to
the
environmental
changes
by
adapting
to
the
 changing
conditions.

 •  Their
responses
to
environmental
changes
will
largely
depend
on
 the 
 underlying 
 adaptive 
 genetics 
 variability 
 present 
 in 
 its

 populations.
 •  To
date
the
task
of
identifying
genomic
regions
under
selection
 from
environmental
changes
has
been
a
difficult
one,
mostly
owing
 to
the
lack
of
genetic
markers
for
natural
populations.
 •  Technical
advances
that
have
lead
to
the
identification
of
a
large
 number
of
genetic
markers
along
with
statistical
developments
have
 allowed
researchers
to
tease
apart
adaptive
from
neutral
genetic
 variation
by
comparing
levels
of
genetic
differentiation
between
 loci,
where
outlier
loci
with
high
differentiation
are
interpreted
as
 been
subject
to
natural
selection.



 Study Species • 
 The 
 advent 
 of 
 molecular 
 markers 
 such 
 as 
 AFLP 
 have 
 enabled
 researcher
to
study
the
adaptive
genetic
variation
in
wild,
non‐model
 species.
 • 
In
the
present
study
we
show
that
a
small
fraction
of
loci
found
in
 pikas
are
potentially
under
natural
selection,
while
most
loci
are
 selectively
neutral.

 • 
These
loci
were
only
present
in
samples
from
high
(A,
C,
E)
and
low
 (B,
D)
elevations
but
absent
from
the
mid
elevation
site.
 • 
This
point
suggests
that
the
outlier
loci
are
responsible
for
the
local
 adaptation
to
environmental
conditions
that
vary
with
altitude.
Yet
it
 is
important
to
bear
in
mind
that
these
results
are
preliminary
as
 they
were
obtained
from
only
32
samples.



 • 
Besides
all
advantages
of
using
AFLPs,
one
drawback
is
that
this
 type
of
markers
are
anonymous
and
thus
it
is
difficult
to
pinpoint
the
 genes
or
genomic
regions
under
selection.
 • 
Other
complementary
approaches
(SAM)
can
also
be
used
to
shed
 light
on
the
association
between
loci
and
eco‐climatic
variables.
 • 
This
latter
approach
will
be
implemented
in
the
future
on
a
larger
 dataset,
and
will
hopefully
identify
the
main
driver
of
selection
in
 American
pikas
from
the
Bella
Coola
valley.

 Figure
2:
An
American
pika
emerging
from
the
rocks
in
the
Bella
Coola
valley,
British
Columbia
 (Philippe
Henry
Photo)
 Methods Figure 
 1: 
 Map 
 of 
 the
 location
of
the
study
site:
 the 
 Bella 
 Coola 
 Valley,
 British
Columbia,
Canada.
 This 
 site 
 is 
 of 
 particular
 interest 
 since 
 pikas 
 are
 distributed 
 along 
 an
 altitudinal 
 gradient
 ranging
from
the
bottom
 of
the
valley
at
300m,
up
 to
1500m
over
very
short
 geographical 
 distances.
 The 
 highway 
 descending
 from
the
Chilcotin
plateau
 into
the
Bella
Coola
valley
 offers 
 
 ideal 
 access 
 to
 populations 
 at 
 different
 altitudes.

 • 
Use
a
genomic
scan
approach
to
identify
candidate
loci
under
 natural
selection
that
may
be
responsible
for
local
adaptation
in
the
 American
pika.
 A.
Samples
 • 
Pika
populations
were
sampled
from
five
populations
at
three
 different
elevations:
300m
(N=3),
800m
(N=1)
and
1500m
(N=1)
 above
sea
level
in
the
Bella
Coola
Valley,
British
Columbia,
Canada.
 • 
Non‐invasive
snares1
were
used
to
collect
hair
from
32
individuals.
 B.
Lab
work
 • 
DNA
was
extracted
from
25
hairs
using
the
Promega
DNA
IQ
 system.
 • 
 A 
 genomic 
 scan 
 was 
 undertaken 
 using 
 AFLPs. 
 The 
 protocol
 included
digestion
of
50ng
of
DNA
with
EcoRI
and
TaqI
followed
by
 ligation 
 of 
 adapters, 
 pre‐selective 
 amplification 
 and 
 selective
 amplification
with
a
total
of
64
primer
combinations2.
 • 
44
primer
combinations
produced
bands
that
were
run
onto
an
 ABI
3130XL
genotyper
and
visualized
using
Genemapper
3.7.
 C.
Analyzes
 • 
The
software
scanAFLP3
was
used
to
select
the
most
repeatable
 and
informative
primer
combinations.
15
primer
combinations
with
 high
signal
to
noise
ratios
and
low
error
rates
were
thus
retained.
 Furthermore,
loci
with
less
than
5%
and
more
than
95%
presence
 were
removed
from
the
dataset.
 • 
 The 
 program 
 Bayescan4 
 which 
 uses 
 a 
 Bayesian 
 approach 
 to
 directly
calculate
the
probability
of
been
under
selection
for
each
 locus
was
used
to
detect
candidate
loci
potentially

under
natural
 selection.

 Figure 
 3: 
 Bayescan
 analysis 
 graphic 
 with,
 on 
 the 
 x‐axis, 
 the
 posterior
probability
for
 a 
 locus 
 to 
 be 
 under
 natural 
 selection. 
 The
 vertical 
 line 
 indicates
 the 
 threshold 
 beyond
 which 
 there 
 is 
 strong
 evidence 
 for 
 selection
 to
act.
5
out
of
1238
loci
 show 
 strong 
 evidence
 for
selection:
 A
‐
E32T35_115,

 B
–
E43T44_123,
 C
–
E43T35_83,

 D
–
E31T37_96,
 E
–
E43T35_73.


 1.  Henry

&
Russello
(Submitted)
 2.  Bonin
et
al.,
2005
 3.  Herrmann
et
al.,
2010
 4.  Foll
&
Gagiotti,
2008
 Acknowledgements
 
We
would
like
to
thank
the
members
of
the
ECGL
for
help
 in
the
field
and
lab,
Kurt
Galbreath
and
Mary
Peacock
 for 
 kindly 
 providing 
 samples. 
 Sarka 
 Jahodova 
 is
 thanked 
 for 
 providing 
 guidance 
 with 
 AFLP.



 • 
 A 
 total 
 of 
 1238 
 loci 
 were 
 obtained 
 with 
 15 
 selective 
 primer
 combinations
that
proved
to
be
informative
and
repeatable.
 • 
Bayescan
analysis
detected
that
5
of
the
1238
loci
(0.4%)
showed
 strong
evidence
for
natural
selection
in
our
populations
sampled
 along
an
altitudinal
gradient
(Fig.
3).



 Funding