Behavioral Disorder: Schizophrenia & it's Case Study.pdf
Gene flow and cross-incompatibility in maize and teosinte
1. Adaptive (and not so adaptive)
introgression between maize and teosinte
Jeffrey Ross-Ibarra
@jrossibarra • www.rilab.org
Dept. Plant Sciences • Center for Population Biology • Genome Center
University of California Davis
photo by lady_lbrty
4. Hopkins 2013 New Phyt.Servedio 2004 PloS Bio
with little population differentiation, even though trait frequencies
may differ greatly due to local adaptation. This creates relatively
greater mating opportunities for foreign, rare males in each pop-
ulation, directly countering the effects of local adaptation and re-
ducing population differentiation at a trait locus. Importantly,
stronger preferences exaggerate this effect. Fisherian sexual selec-
tion is thus a double-edged sword in the development of isolation
under these conditions, potentially driving differentiation in allop-
atry but removing it if there is contact. Ultimately its role in allo-
patric speciation is tenuous, failing even if contact is initiated after
substantive trait and preference divergence has occurred.
Model and Results
We consider a two-locus population genetic model with polygyny
(Methods). Locus T has alleles T1 and T2, which control two
sexually selected phenotypes in males. Locus P determines a fe-
male preference; P1 females are 1 + α1 times as likely to mate
with a T1 than a T2 male upon encounter, whereas P2 females
similarly prefer T2 males with preference strength 1 + α2. Our
basic model, in accordance with the Fisherian models of Lande
(4) and Kirkpatrick (13), does not include costs to preferences
(this assumption is varied below). Our models are haploid to
facilitate analyses, but the key factors that lead to our qualitative
results should be readily generalizable to diploids. We assume
that two allopatric populations have diverged such that individ-
uals in population 1 have primarily P1 and T1 alleles and those in
population 2 have primarily P2 and T2 alleles. Secondary contact
occurs between these populations by symmetric migration with
rate m. The onset of migration leads to variation in preferences
and traits within each population, and linkage disequilibrium
Fig. 1. Male trait and female preference frequencies show a decrease i
their differentiation between populations when sexual selection is strong
Servedio and Bürger 2014 PNAS
9. ssp. mexicana
ssp. parviglumis
ssp. mays
Matsuoka et al. 2002 PNAS
Piperno et al. 2009 PNAS
the presence of maize (Table 2; Fig. 1); for comparison, Fig.
S1A–C shows modern teosinte and maize starch grains. For
example, the grains isolated from the preceramic- and ceramic-
Fig. 1. Starch grains from maize recovered from early preceramic grinding
stones 318d (A and B) and 318e (C and D). The grains have irregular shapes and
surface contours, along with defined compression facets and transverse fis-
sures (A) or y-shaped and other fissures (B–D).
Table 2. Morphology of maize starch grains recovered from the Xihu
Provenience
Tool
Cat. no.
Shape
Round Oval Bell Irregular
Unit 1
Ceramic
Layer B 310a 0 17 0 83
312a 0 0 0 100
Layer C 314c 46 0 0 54
315c 11 0 0 89
Preceramic
Layer D 316c 0 0 0 100
316d 9 0 3 88
Layer E 318e 13 1 0 86
318d 5 0 0 90
319d 12 0 0 88
322c 9 0 0 91
Unit 2
Ceramic
10. ssp. mexicana
ssp. parviglumis
ssp. mays
Matsuoka et al. 2002 PNAS
Piperno et al. 2009 PNAS
the presence of maize (Table 2; Fig. 1); for comparison, Fig.
S1A–C shows modern teosinte and maize starch grains. For
example, the grains isolated from the preceramic- and ceramic-
Fig. 1. Starch grains from maize recovered from early preceramic grinding
stones 318d (A and B) and 318e (C and D). The grains have irregular shapes and
surface contours, along with defined compression facets and transverse fis-
sures (A) or y-shaped and other fissures (B–D).
Table 2. Morphology of maize starch grains recovered from the Xihu
Provenience
Tool
Cat. no.
Shape
Round Oval Bell Irregular
Unit 1
Ceramic
Layer B 310a 0 17 0 83
312a 0 0 0 100
Layer C 314c 46 0 0 54
315c 11 0 0 89
Preceramic
Layer D 316c 0 0 0 100
316d 9 0 3 88
Layer E 318e 13 1 0 86
318d 5 0 0 90
319d 12 0 0 88
322c 9 0 0 91
Unit 2
Ceramic
11. mexicana parviglumis South/Caribbean West Highland
0
500
1000
1500
2000
2500
m
van Heerwaarden et al. 2011 PNAS
clearly separated clusters, but evidence of admixture is inferred from domesticated maize alone. Because the genetic
Fig. 1. (A) Map of sampled maize accessions colored by genetic group. (B) First three genetic PCs of all sampled accessions.
EVOLUTION
altitude
mexicana parviglumis mays
12. mexicana parviglumis
Lauter et al. (2004) Genetics
Pyhäjärvi et al. GBE 2013
Lauter et al. 2004 Genetics
0
10
20
30
40
60 80 100 120
days to pollen
count
subpsecies
parviglumis
mexicana
Rodriguez et al. (2006) Maydica
13. Environmental Association for temperature/altitude
mexicana parviglumis
Lauter et al. (2004) Genetics
Pyhäjärvi et al. GBE 2013
Lauter et al. 2004 Genetics
30. Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize orig
TF1
allopatric
maize
ff;mm
allopatric
mexicana
ff;M-
M m
F- ✓ ✗
ff ✓ ✓
31. Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize orig
TF1
allopatric
maize
ff;mm
allopatric
mexicana
ff;M-
M m
F- ✓ ✗
ff ✓ ✓
32. Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize orig
TF1
allopatric
maize
ff;mm
allopatric
mexicana
ff;M-
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
mexicana
ff;M-
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize
ff;MM
sympatry
ff;mm
M m
F- ✓ ✗
ff ✓ ✓
33. Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize orig
TF1
allopatric
maize
ff;mm
allopatric
mexicana
ff;M-
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
mexicana
ff;M-
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize
ff;MM
sympatry
FM haplotype arises & increases in
frequency in sympatry due to reinforcement
ff;mm FF;MM
M m
F- ✓ ✗
ff ✓ ✓
34. Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize orig
TF1
allopatric
maize
ff;mm
allopatric
mexicana
ff;M-
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
mexicana
ff;M-
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
maize
ff;MM
sympatry
fM increases in sympatric maize due to
extra pollination afforded by M
FF;MM
M m
F- ✓ ✗
ff ✓ ✓
35. A a
Genotype Fitness
A A 1
A a 1 – 0.5s
a a 1 – s
Genotype Fitness
A A 1 – s
A a 1 – 0.5 s
a a 1
F1
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
Tripsacum extinct maizeF1
Alison Wardlaw
mexicana (A) maize (a)
Yaniv Brandvain
r
F M
m
A
36. 0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
Genotype Frequency
Generation
Meyerowitz 1994 Current Biology
maize origins
Tripsacum extinct maizeF1F1
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
Tripsacum extinct maizeF1F1
0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
mexicana (A)
maize (a)
m = 0.1
s = 1
r = 0.01
fMA
FMA
FmA
fmA
FMa
fMa
Fma
fma
37. 0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
Genotype Frequency
Generation
Meyerowitz 1994 Current Biology
maize origins
Tripsacum extinct maizeF1F1
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
Tripsacum extinct maizeF1F1
0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
FML
fML
FmL
fmL
FMl
fMl
Fml
fml
M at high frequency in mexicana
F at low frequency
f,m at high frequency in maize
fMA
FMA
fma
fMa
mexicana (A)
maize (a)
m = 0.1
s = 1
r = 0.01
fMA
FMA
FmA
fmA
FMa
fMa
Fma
fma
38. 0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
Genotype Frequency
Generation
Meyerowitz 1994 Current Biology
maize origins
Tripsacum extinct maizeF1F1
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
Tripsacum extinct maizeF1F1
0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
FML
fML
FmL
fmL
FMl
fMl
Fml
fml
fMA
FMA
fma
fMa
mexicana (A)
maize (a)
m = 0.1
s = 1
r = 0.01
fMA
FMA
FmA
fmA
FMa
fMa
Fma
fma
F increases in mexicana
due to selection against
maize pollen
39. 0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
Genotype Frequency
Generation
Meyerowitz 1994 Current Biology
maize origins
Tripsacum extinct maizeF1F1
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
Tripsacum extinct maizeF1F1
0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
FML
fML
FmL
fmL
FMl
fMl
Fml
fml
fMA
FMA
fma
fMa
mexicana (A)
maize (a)
m = 0.1
s = 1
r = 0.01
fMA
FMA
FmA
fmA
FMa
fMa
Fma
fma
F increases in mexicana
due to selection against
maize pollen
M increases in maize due
to sexual selection for
increased pollination
40. 0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
Genotype Frequency
Generation
Meyerowitz 1994 Current Biology
maize origins
Tripsacum extinct maizeF1F1
Meyerowitz 1994 Current Biology
Duvick et al. 1999 US 6639132 B1
Tripsacum extinct maizeF1F1
0 200 400 600 800 1000
0.0
0.2
0.4
0.6
0.8
1.0
FML
fML
FmL
fmL
FMl
fMl
Fml
fml
fMA
FMA
fma
fMa
mexicana (A)
maize (a)
m = 0.1
s = 1
r = 0.01
fMA
FMA
FmA
fmA
FMa
fMa
Fma
fma
M in maize overcomes
rep. isolation; allele
frequencies equilibrate
42. Lu et al. 2014 Plant Repro.
of the tested tubes had clustered callose plugs (Fig. 6).
Incompatible pollen tube growth in Ga2-s was distinct
from both Tcb1-s and Ga1-s. Like Tcb1-s and Ga1-s, the
Ga2-s barrier caused clustered callose plugs (18 % of
Ga2-s
8 HAP
(55)
9)
(60)
nts after
Ga1-s Ga2-stcb1
Phenotype )94(27)05(69)05(001 98 (50)
Tcb1-s
*
Silks
Pollen tcb1 ga1 ga2
d
n
r
e
e
of the silk length in Ga1-s and 8 % of the silk length in
Ga2-s (Fig. 3b). All three barriers are pre-zygotic and
caused by arrest of pollen tube growth. However, these
crossing barriers have different strengths in blocking
incompatible pollen.
0
20
40
60
80
100
tcb1 Tcb1-s Ga1-s Ga2-s
tcb1pollentubelength
(%ofthesilk)
(b)
Silk genotype
(40)
(50)
(62) (55)
Ga1-F Ga2-F
FF
ff
m
43. Allopatry Sympatry
Locus mex maize mex maize
tcb1 fM fm FM fm
ga1 fM fm FM fM
ga2 fM fm FM fM
Lu et al. 2014 Plant Repro.
of the tested tubes had clustered callose plugs (Fig. 6).
Incompatible pollen tube growth in Ga2-s was distinct
from both Tcb1-s and Ga1-s. Like Tcb1-s and Ga1-s, the
Ga2-s barrier caused clustered callose plugs (18 % of
Ga2-s
8 HAP
(55)
9)
(60)
nts after
Ga1-s Ga2-stcb1
Phenotype )94(27)05(69)05(001 98 (50)
Tcb1-s
*
Silks
Pollen tcb1 ga1 ga2
d
n
r
e
e
of the silk length in Ga1-s and 8 % of the silk length in
Ga2-s (Fig. 3b). All three barriers are pre-zygotic and
caused by arrest of pollen tube growth. However, these
crossing barriers have different strengths in blocking
incompatible pollen.
0
20
40
60
80
100
tcb1 Tcb1-s Ga1-s Ga2-s
tcb1pollentubelength
(%ofthesilk)
(b)
Silk genotype
(40)
(50)
(62) (55)
Ga1-F Ga2-F
FF
ff
m
44. Allopatry Sympatry
Locus mex maize mex maize
tcb1 fM fm FM fm
ga1 fM fm FM fM
ga2 fM fm FM fM
Lu et al. 2014 Plant Repro.
of the tested tubes had clustered callose plugs (Fig. 6).
Incompatible pollen tube growth in Ga2-s was distinct
from both Tcb1-s and Ga1-s. Like Tcb1-s and Ga1-s, the
Ga2-s barrier caused clustered callose plugs (18 % of
Ga2-s
8 HAP
(55)
9)
(60)
nts after
Ga1-s Ga2-stcb1
Phenotype )94(27)05(69)05(001 98 (50)
Tcb1-s
*
Silks
Pollen tcb1 ga1 ga2
d
n
r
e
e
of the silk length in Ga1-s and 8 % of the silk length in
Ga2-s (Fig. 3b). All three barriers are pre-zygotic and
caused by arrest of pollen tube growth. However, these
crossing barriers have different strengths in blocking
incompatible pollen.
0
20
40
60
80
100
tcb1 Tcb1-s Ga1-s Ga2-s
tcb1pollentubelength
(%ofthesilk)
(b)
Silk genotype
(40)
(50)
(62) (55)
Ga1-F Ga2-F
FF
ff
m
45. Allopatry Sympatry
Locus mex maize mex maize
tcb1 fM fm FM fm
ga1 fM fm FM fM
ga2 fM fm FM fM
Lu et al. 2014 Plant Repro.
of the tested tubes had clustered callose plugs (Fig. 6).
Incompatible pollen tube growth in Ga2-s was distinct
from both Tcb1-s and Ga1-s. Like Tcb1-s and Ga1-s, the
Ga2-s barrier caused clustered callose plugs (18 % of
Ga2-s
8 HAP
(55)
9)
(60)
nts after
Ga1-s Ga2-stcb1
Phenotype )94(27)05(69)05(001 98 (50)
Tcb1-s
*
Silks
Pollen tcb1 ga1 ga2
d
n
r
e
e
of the silk length in Ga1-s and 8 % of the silk length in
Ga2-s (Fig. 3b). All three barriers are pre-zygotic and
caused by arrest of pollen tube growth. However, these
crossing barriers have different strengths in blocking
incompatible pollen.
0
20
40
60
80
100
tcb1 Tcb1-s Ga1-s Ga2-s
tcb1pollentubelength
(%ofthesilk)
(b)
Silk genotype
(40)
(50)
(62) (55)
Ga1-F Ga2-F
FF
ff
m
50. maize
mexicana
B73:g/g
sample:?/?
x
19 F1 g/?
GBS, identify
both alleles
♀
♂
♂
x
B73:s/s
♀
?
x ?
♂
x
B73:g/g
♀
?
x ?
A
B
unknown
sample
tester:
ff;mm
19 F1
genotype to
find both
alleles
maize
mexicana
B73:g/g
sample:?/?
x
19 F1 g/?
GBS, identify
both alleles
♀
♂
♂
x
B73:s/s
♀
?
x ?
♂
x
B73:g/g
♀
?
x ?
A
B
tester: ff;mmtester: FF;MM
• how different are dynamics of funcXonal haplotypes
among populaXons?
• inbreeding depression, local selecXon, migraXon
differences
• how does evoluXon of reinforcement change with 3
interrelated loci?
• pollen compeXXon, epistasis, mutaXon change stability?
• how do alleles at these loci evolve?
• M in maize should originate from local mexicana
• M in allopatric mexicana arises de novo?
• M,F should show selecXon in maize, mexicana
57. Acknowledgments
HiLo Group
Graham Coop
Sherry Flint-Garcia
Matt Hufford
Ruben Rellan
Dan Runcie
Ruairidh Sawers
Lab Alumni
Matt Hufford (Iowa State)
Tanja Pyhäjärvi (Oulu)
Joost van Heerwaarden (Wageningen)
PanZea
Ed Buckler
John Doebley
Mike McMullen
UMN
Yaniv Brandvain
Alison Wardlaw
UCR
Norm Ellstrand
Pesach Lubinsky Carnegie Institution
Matt Evans