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Genetics of Adaptation: Arabidopsis thaliana as an ecological model
Justin BorevitzEcology & EvolutionUniversity of Chicagonaturalvariation.org
Light Affects the Entire Plant Life Cycle
de-etiolation
hypocotyl
}
Light Affects the Entire Plant Life Cycle
Light response variation can be seen under constant conditions in the labNatural Variation != Natural Selection
Widely Distributed
http://www.inra.fr/qtlat/NaturalVar/NewCollection.htm
Olivier Loudet
Quantitative Trait Loci
6+ years ago
Local Population Variation
Local adaptation
under strong
selection
Seasonal Variation
Matt Horton
Megan Dunning
ME
26
ME
27
KN
15
PN
A 3
3P
NA
37
RM
X 5
5P
2 4
4R
MX
58
RM
X 5
7R
MX
56
P2
51
P2
50
P2
49
P2
47
P2
46
P2
45
ME
30
ME
29
KN
18
KN
17
KN
16
DM
2 9
DM
2 8
DM
2 7
DM
2 4
DM
2 1
DM
2 2
ME
24
ME
28
KN
20
KN
13
KN
14
KN
11
KN
19
ME
31
ME
32
RM
X 5
9R
MX
61
ME
25
ME
23
PN
A 4
0P
2 4
3K
N 1
2D
M2
3D
M2
5M
E 2
1P
NA
42
PN
A 3
9P
NA
38
PN
A 3
5P
NA
36
RM
X 5
3P
NA
41
RM
X 5
4 P2
48
DM
2 6
DM
2 1
0P
NA
34
ME
22
RM
X 6
2R
MX
52
RM
X 6
0
02
46
8
hclust (*, "complete")
He
igh
t
48 Non singleton SNPs of 87 tested Megan Dunning, poster #268
Local Population Structure in the Midwest
2-3
a_
A0
7P
f-0
_E
06
Jet-
0_
H0
1R
RS
-7_
E1
0G
OT
-7_
C0
9L
er_
D0
9B
ay-
0_
D0
1C
al-
0_
G0
9B
ur-
0_
C0
7B
ur-
0_
E0
3K
en
d-L
_H
07
RR
S-1
0_
E1
2E
n-1
_E
04
EC
48
_4
2_
H1
2E
C4
8_
29
_H
11
EC
48
_2
4_
H0
9E
C4
8_
26
_H
10
NIL
_H
04
Co
l-0
_H
06
Co
l-0
_D
12
Co
l-0
_E
11
Cvi
-0_
E0
9E
sc-0
_H
08
Sa
e-0
_G
11
Ll-
2_
E0
5T
s-1
_D
04
Bla
-1_
B0
7S
e-0
_B
11
SF
1_
G1
0 Hh
-0_
B0
8E
st-1
_D
03
Est
-1_
H0
5L
er-
1_
C1
0U
k-3
_H
03
4-1
a_
A1
1G
o-2
_E
02
Ei-
6_
D1
1T
su-1
_D
05
Bo
r-4
_C
12
Dra
-1_
D1
0S
ij-3
_G
08
Ba
s-1
_F
11
Sij-
1_
G0
7K
Z1
0_
B0
9S
ha
kda
ra1
_C
03
Sh
akd
ara
2_
C0
5K
ly-3
_E
08
Ko
z-1
_F
02
Kly
-1_
E0
7K
oz-
3_
F0
3R
ak-
1_
F0
9N
ov_
3_
F0
7R
ak-
3_
F1
0B
as-
3_
F1
2S
ER
_G
01
No
z_F
08
Ch
a-2
_G
03
Ma
s_G
05
Ch
a-1
_G
02
Le
b-3
_F
05
Pa
n_
G0
4B
ij-1
_G
06
Le
b-1
_F
04
No
v_1
_F
06
2-2
a_
A0
66
-7a
_B
04
Wc-
1_
E0
18
-1a
_B
06
2-1
a_
A0
5F
e-1
_C
02
C2
4_
D0
7B
r-0
_C
06
Mir
-0_
B1
2L
ov-
5_
F0
1H
au
-0_
G1
2M
rk-0
_B
10
An
g-1
_D
08
Nfa
-8_
D0
27
-1a
_B
05
1-3
a_
A0
41
-1a
_A
02
1-2
a_
A0
3F
ei-
0_
C1
1U
k-1
_H
02
5-3
a_
B0
25
-3a
_C
04
5-4
a_
B0
35
-2a
_B
01
5-1
a_
A1
23
-3a
_A
10
3-1
a_
A0
83
-2a
_A
09
Nc-
1_
C0
1V
an
-0_
D0
6
02
46
81
01
21
4
hclust (*, "complete")
He
igh
t
120 SNPs of 149 tested including inbred lines Norman Warthmann`
Global Population Structure
Collections
• > 500 lines N and S Sweden (Nordborg)
• > 400 Lines France and Midwest (Bergelson)
• 800 Lines Midwest (Diane Byers IL state)
• 400 lines Midwest (Borevitz)
• 857 Accessions stock center (Randy Scholl)
• Others welcome…– Will be genotyped with Sequenom 149 SNPs
$0.03 per SNP, 40plex > 400SNPs available
Seasons in the Growth Chamber
• Changing Day length• Cycle Light Intensity• Cycle Light Colors• Cycle Temperature
Sweden Spain
Seasons in the Growth Chamber
• Changing Day length
• Cycle Light Intensity
• Cycle Light Colors
• Cycle Temperature
Geneva Scientific/ Percival
Day Length
0:00
2:00
4:00
6:00
8:00
10:00
12:00
14:00
16:00
18:00
20:00
22:00
sep
oct
nov
dec
jan
feb
mar
apr
may jun jul
aug
month
hour
s
Sweden
Spain
standard
standard
Light Intensity
0
200
400
600
800
1000
1200
1400se
p
oct
nov
dec
jan
feb
mar
apr
may jun jul
aug
month
W/m
2
Sweden
Spain
standard
Temperature
-10
-5
0
5
10
15
20
25
30
35
sep
oct
nov
dec
jan
feb
mar
apr
may jun jul
aug
month
degr
ees
C
Spain High
Spain Low
Sweden High
Sweden Low
standard
Developmental Plasticity == BehaviorDevelopmental Plasticity == Behavior
Kurt Spokas
Version 2.0a June 2006
USDA-ARS Website Midwest Area (Morris,MN)http://www.ars.usda.gov/mwa/ncscrl
I II III IV V
NGA590.0446063542.4T1G116.5NGA639.74460731513.6
4460647619.8MSAT1.123.52160761529.0AthZFPG30.3NGA24833.6
4460796351.7T27K12-SP655.32160754056.12160706561.74460715265.02160705767.9NGA280 2160692871.62160746374.2
2160770083.4
MSAT1.1389.6
NGA69296.82160703099.344606525101.7
1
MSAT2.50.0
NGA11457.9446063229.9CIW213.0
44606142 2160703820.5MSAT2.3823.2
CIW330.42160725931.8THY-136.8PHYB42.74460772748.34460791450.7PLS753.2NGA112660.5MSAT2.4162.34460782468.32160715771.9NGA36175.2MSAT2.775.8NGA16878.34460681080.94460792285.94460676988.94460653391.2
90J19T799.1
2
NGA320.0216074791.9446066078.1446072839.8ATCHIB211.62160717514.14460708719.2Z3081723.0
4460672145.5GL149.52160749654.3
T0410967.2
4460638779.5
2160768385.0
4460633094.6R3002597.4NGA6 44606273101.7
3
MSAT4.390.0
CIW56.0446080288.44460662312.0
NGA821.74460795528.82160760633.7MSAT4.2536.8MSAT4.1545.12160751348.44460754549.8CD3-6952.2MSAT4.1854.32160739456.32160718459.24460628963.8MSAT4.967.5nga113968.14460668870.2MSAT4.3374.0NGA110777.9MSAT4.3779.4
4
446070460.0
446072347.7NGA22511.6NGA24921.02160740222.94460615925.34460724227.84460616729.6MSAT5.1432.24460669633.5NGA13935.82160714839.74460766844.8MSAT5.2249.94460633852.6MI13755.94460645267.4CIW968.8MSAT5.969.54460634670.74460776773.04460780877.3NGA12980.8MSAT5.1287.34460799593.54460650994.64460741399.7LFY3102.4M555111.0
5Genetic map of the Kas-1 x Col-gl1 RIL population
55 markers from Wolyn et al. (2004) & 64 additional SNP markers.
Sweden 1
Col-gl1
Kas1
Sweden 2
Col-gl1
Kas1
Spain 1
Col-gl1
Kas1
Spain 2
Col-gl1
Kas1
Distribution of flowering time among 96 Kas-1/Col-gl1 RILs
Num
ber
of R
ILs
Num
ber
of R
ILs
Kas/Col flowering time QTL
Yan Li, poster #362
Chr4 FRI
Marker Chr. Location cM* Gene Environment Gene x Environment
t-value p-value
t-value
p-value
t-value
p-value
21607030 chr1.27650179
99.3 2.68 <0.01 -0.73 0.54 1.30 0.19
21607175 chr3.5140894
14.1 3.19 <0.01 0.85 0.49 -1.16 0.25
GL1 chr3.10361870
49.5 -4.94 <0.01 1.12 0.38 -1.89 0.06
MSAT4.39 chr4.89659 0 -15.94 <0.01 3.66 0.07 -5.82 <0.01
44607955 chr4.5591486
28.8 -7.98 <0.01 1.38 0.30 -2.25 0.02
44607234 chr5.1507224
7.7 -4.11 <0.01 2.03 0.18 -3.66 <0.01
Kas/Col flowering time QTL GxE
Chr4 FRI
768 VanC AIL-RILs149 + 87 SNPsStock Center Release(Evadne Smith)
768 VanC AIL-RILs149 + 87 SNPsStock Center Release(Evadne Smith)
Van no mitochondrial insertion
FLC
Total Leaf Number
QTL geneConfirmation
MarkerIdentificationGenotyping
Genomics path
Experimental DesignMapping population PhenotypingQTL AnalysisFine Mapping
Candidate genePolymorphismsgene expressionloss of function
QTL gene
Confirmation
Experimental Design
Mapping population
Phenotyping
QTL Analysis
Fine Mapping
With the Aid of Genomics
http://www.plosone.org/
Aquilegia (Columbines)
Scott Hodges (UCSB)
Elena Kramer (Harvard)
Magnus Nordborg (USC)
Justin Borevitz (U Chicago)
Jeff Tompkins (Clemson)
• 300 F4 RILs growing (Evadne Smith)• TIGR gene index 85,000 ESTs >16,00 SNPs• Complete BAC physical map Clemson• Nimblegen arrays of 5 floral whorls
Whole Genome Shotgun Sequencing 2007 JGI
Aquilegia (Columbines)
Recent adaptive radiation, 350Mb genome
> 20k dbEST 11/14/2003
Animal lineage: good coverage
Plant lineage: crop plant coverage
NaturalVariation.orgNaturalVariation.orgUSC
Magnus NordborgPaul Marjoram
Max Planck
Detlef Weigel
Scripps
Sam Hazen
University of Michigan
Sebastian Zollner
USC
Magnus NordborgPaul Marjoram
Max Planck
Detlef Weigel
Scripps
Sam Hazen
University of Michigan
Sebastian Zollner
University of Chicago
Xu ZhangYan Li
Peter RoycewiczEvadne Smith
Michigan State
Shinhan Shui
PurdueIvan Baxter
University of Chicago
Xu ZhangYan Li
Peter RoycewiczEvadne Smith
Michigan State
Shinhan Shui
PurdueIvan Baxter