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Introgression and the origin of maize in Mexico and the Southwest US
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Introgression and the origin of maize in Mexico and the Southwest US
Jeffrey Ross-Ibarra @jrossibarra • www.rilab.org
Dept. Plant Sciences • Center for Population Biology • Genome Center University of California Davis
acknowledgements
Matt Hufford (Iowa State)
Rute Fonseca (Copenhagen)
Joost van Heerwaarden (Wageningen)
Tom Gilbert (Copenhagen) John Doebley (Wisconsin)
maize origins
maize origins
maize origins
Meyerowitz 1994 Current Biology Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maize
Meyerowitz 1994 Current Biology Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1
Meyerowitz 1994 Current Biology Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1
Meyerowitz 1994 Current Biology Duvick et al. 1999 US 6639132 B1
maize origins
Tripsacum extinct maizeF1F1
Matsuoka et al. 2002 PNAS Piperno et al. 2009 PNAS
mex
parv
mays
single origin from teosinte
Matsuoka et al. 2002 PNAS Piperno et al. 2009 PNAS
mex
parv
mays
paradox of maize ancestry
1,400 mm annually with over 90% falling during the June-to-October rainy season. The potential vegetation of the region istropical deciduous forest, seen today in remnants scatteredthroughout the region. Vegetational reconstructions indicatethat a species-diverse seasonal tropical forest f lourished thereafter the Pleistocene ended and until systematic human distur-bance began (27). The native vegetation contains legumes andmany other plants that would have been important subsistenceresources, such as Pithecolobium dulce, Prosopis spp, Leucaenaspp., Spondias spp., palms, Dioscorea spp., and others (27).Bedrock in the study area is predominantly limestone, althoughextrusive igneous formations are found in the eastern portion ofthe area. Both limestone and igneous formations provide cavesand overhangs that early occupants of the region used as shelters.The karstic landscape also resulted in the formation of anumber of permanent lakes near the shelters that offered astable and abundant supply of animal protein as well as diverseplant foods (27).
Our survey focused on caves and rock shelters because theywere commonly used by ancient peoples and because theyprovide better protection for perishable materials, such as plantremains, than open-air sites. We located 15 caves and rockshelters that had been occupied sometime in prehistory, basedon the stone and ceramic artifacts recovered from the sitesurfaces, and carried out excavations in 4 of these sites (Fig. 1).Two of the sites, Cueva del Agua and El Abra 2, contained onlyceramic-aged deposits. A third site, El Abra, was occupied atleast as early as 8330–8160 cal B.P. (14C AMS date of 7400 ! 40
B.P.), but the reworking of the rock shelter deposits in the early20th century has left them thoroughly mixed over most of thesite. At a fourth site, the Temaxcalapa Shelter, we recovered alarge number of chipped stone artifacts from the eroded slope infront of the shelter, including preceramic-aged spear points. Wewere unable to excavate this site (see SI Text, Site Descriptions foradditional information on these 4 sites). In a fifth site, theXihuatoxtla Shelter, our excavations encountered undisturbedpreceramic and ceramic deposits containing both chipped andground stone tools, plant remains, and ceramics (see Table S1 for14C dates from these sites).
ResultsThe Xihuatoxtla Shelter (964 m asl) is formed by the overhangof an enormous boulder (17 " 16 " 14 m) and contains #75 m2
of protected floor space inside the dripline (Fig. 2 and Fig. S1).It is located 260 m from Barranca Xihuatoxtla near the pointwhere the now-seasonal stream opens out onto a flat basin. Thenearly 1-m-deep stratigraphic sequence (Fig. 3) is anchored by4 radiocarbon dates on charcoal: (1) 1200 ! 40 B.P. (1240–1000cal B.P.) from layer B, 20–30 cm below surface, (2) 2790 ! 40B.P. (2970–2780 cal B.P.) from layer B, 30–40 cm below surface,(3) 4730 ! 40 B.P. (5590–5320 cal B.P.) from layer C, 49 cmbelow surface, and (4) 7920 ! 40 B.P. (8990–8610 cal B.P.) fromlayer D, 65 cm below surface. The cultural deposits extendedanother 35 cm below the 8990–8610 cal B.P. level, but we wereunable to date any of the samples recovered from these earlierdeposits. Though starch grains and phytoliths were well pre-
Fig. 2. A view of the enormous boulder that formed the Xihuatoxtla Shelter.
Fig. 3. Stratigraphy of units 1 and 2 in the Xihuatoxtla Shelter.
Ranere et al. PNAS ! March 13, 2009 ! vol. 106 ! no. 13 ! 5015
AN
THRO
POLO
GY
SEE
COM
MEN
TARY
van Heerwaarden et al. 2011 PNAS
landrace and teosinte sampling
SNPs show highland similarity to teosinte
van Heerwaarden et al. 2011 PNAS
admixture explains patterns of diversity
van Heerwaarden et al. 2011 PNAS
mexicana parviglumis South/Caribbean West Highland
05001000150020002500
m
admixture explains patterns of diversity
van Heerwaarden et al. 2011 PNAS
0.0 0.2 0.4 0.6 0.8 1.0
0.2
00
.25
0.3
00
.35
0.4
00
.45
admixture proportion
F
0.0 0.2 0.4 0.6 0.8 1.0
0.2
50
.26
0.2
70
.28
0.2
9
admixture proportion
H
Genetic distance to parviglumis Heterozygosity
observed
observed
Pesach Lubinsky
Norm
Ellstrand
hybrids commonly observed
Pesach Lubinsky
admixture along the genome
maize
mexicana
Mb
% p
opul
atio
n ad
mix
ed
Chromosome 4
Hufford et al. 2013 PLoS Genetics
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
admixture localized, asymmetric
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
Hufford et al. 2013 PLoS Genetics Pyhäjärvi et al. 2013 GBE
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
admixture localized, asymmetric
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
Inv4n
Hufford et al. 2013 PLoS Genetics Pyhäjärvi et al. 2013 GBE
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
admixture localized, asymmetric
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
Inv4n
Hufford et al. 2013 PLoS Genetics Pyhäjärvi et al. 2013 GBE
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
admixture localized, asymmetric
El Porvenir
Opopeo
Xochimilco
Puruandiro
Tenango del Aire
Ixtlan
Nabogame
Santa Clara
San Pedro
Allopatric
*
**
* *Inv4n
Hufford et al. 2013 PLoS Genetics Pyhäjärvi et al. 2013 GBE
Lauter et al. 2004 Genetics Moose et al. 2004 Genetics
introgressions overlap with mexicana QTL
b1 in maize
Inv4n
Hufford et al. 2013 PLoS Genetics
introgressions show mexicana phenotypesN
o In
trogr
essio
nIn
trogr
essio
n
Hufford et al. 2013 PLoS Genetics
macrohairs
pigmentaton
introgressions grow faster at low temp
Introgressed
Not Introgressed
Hufford et al. 2013 PLoS Genetics
admixture confounds ancestral inference
compare to wild ancestor
origininferred origin
admixture confounds ancestral inference
compare to wild ancestor
origininferred origin
gene flow
origin
inferred origin
compare to wild ancestor
Gen
e fre
quen
cya solution: ancestral reconstruction
Nicholson et al 2002 J Roy Stat Soc. B
wild ancestor
0
1
origin
Gen
e fre
quen
cya solution: ancestral reconstruction
Nicholson et al 2002 J Roy Stat Soc. B
wild ancestor
0
1
0
1
origin
Gen
e fre
quen
cya solution: ancestral reconstruction
Nicholson et al 2002 J Roy Stat Soc. B
wild ancestor derivative 1 derivative 2
drift
drift
0
1
0
1
0
1
0
1
ancestral reconstruction resolves origins
gene flow
origin
inferred origin
wild ancestor
ancestral reconstruction resolves origins
ancestral reconstruction
origin
inferred origin
gene flowgene flow
origin
inferred origin
wild ancestor
maize origins in lowland west Mexico
van Heerwaarden et al. 2011 PNAS
Genetic distance from ancestor
dens
ity
Compared to wild teosinte Compared to ancestral maize
similarity of some of our maize groups violates the assumption ofindependent drift, we infer ancestral frequencies by averagingover estimates obtained for pairs of diverged maize groups andcalculate drift of individual populations with respect to thesefrequencies. In contrast to previous results, this comparisonidentifies the West Mexico group as being most similar to thecommon domesticated ancestor, followed by the MexicanHighland and Meso-American Lowland groups (Fig. 3C).Moreover, splitting the West Mexico group into highland(>2,000 m) and lowland (<1,500 m) components reveals that thelowland West Mexico group is most similar to the inferred an-cestral maize. Direct comparison of genetic drift among thelowland West Mexico, Mexican Highland, and each of theremaining eight clusters shows further that the lowland WestMexico group is significantly closer than the Mexican Highlandgroup to the inferred ancestor of each triplet (Fig. S4). Theseresults strongly suggest that maize from the western lowlands ofMexico is genetically most similar to the common ancestor ofmaize and is more closely related to other extant populationsthan is maize from the highlands of central Mexico.The ancestral position of the lowland West Mexico group is
confirmed in a spatially explicit analysis of current allele fre-quencies in modern landraces, in which we mapped the momentestimator of F with respect to inferred ancestral allele frequen-cies. Mapping against allele frequencies observed in parviglumis
(Fig. 4A) recapitulates earlier genetic results identifying highlandmaize as most similar to its wild ancestor (5). Points in the lower0.05 quantile of F cluster in the highlands, with a mean altitudeof 1,745 m. In contrast, mapping F with respect to inferred an-cestral allele frequencies (Fig. 4B) identifies the lowest 0.05quantile of F values in the lowlands of western Mexico, includingthe Balsas region and the region south of the Mexican highlands,resulting in an average altitude of 1,268 m; this analysis alsoclearly estimates higher values of F for maize in the Mexicanhighlands, particularly in areas of high inferred introgressionfrom mexicana (Fig S5).
DiscussionResolving the origins and spread of domesticated crops is a fas-cinating and challenging endeavor that requires the integrationof botanical, archeological, and genetic evidence (26, 27, 28).Maize provides an exceptional opportunity for studying theprocesses of domestication and subsequent diffusion because ofthe wealth of existing archaeobotanical data, germplasm acces-sions, and molecular markers. The contradiction between evi-dence supporting the earliest cultivation in the lowlands and thegenetically ancestral position of Mexican Highland maize istherefore of particular interest. The disagreement is important,because the adaptive differences between highland and lowlandmaize are profound (14, 29). In other crops, uncertainty about
mexicana parviglumis Meso-American Lowland West Mexico Mex. Highland
05001000150020002500
m
Fig. 2. (Lower) Bar plot of assignment values for the sample of Mexican accessions: Mexicana (red), parviglumis (green), and mays (blue). (Upper) The solidblack line indicates the altitude for each sample. The dotted line marks the minimum altitude at which mexicana occurs.
0.1 0.2 0.3 0.4
F F
0.1 0.2 0.3 0.40.1 0.2 0.3 0.4
F
South-West USCentral USS American Lowland Bolivian LowlandMeso-American Lowland West MexicoCoastal BrazilMexican Highland North USAndean Highland
A B C
Fig. 3. Posterior densities of the genetic drift parameter F for 10 genetic groups with respect to (A)mexicana and (B) parviglumis. Only lowland accessions ofthe West Mexico group (light blue) were included. (C) Drift of all 10 genetic groups with respect to inferred ancestral frequencies. Light blue represents WestMexico; dotted line indicates the division between lowlands (<1,500 m, solid line) and highlands (>2,000 m).
van Heerwaarden et al. PNAS Early Edition | 3 of 5
EVOLU
TION
similarity of some of our maize groups violates the assumption ofindependent drift, we infer ancestral frequencies by averagingover estimates obtained for pairs of diverged maize groups andcalculate drift of individual populations with respect to thesefrequencies. In contrast to previous results, this comparisonidentifies the West Mexico group as being most similar to thecommon domesticated ancestor, followed by the MexicanHighland and Meso-American Lowland groups (Fig. 3C).Moreover, splitting the West Mexico group into highland(>2,000 m) and lowland (<1,500 m) components reveals that thelowland West Mexico group is most similar to the inferred an-cestral maize. Direct comparison of genetic drift among thelowland West Mexico, Mexican Highland, and each of theremaining eight clusters shows further that the lowland WestMexico group is significantly closer than the Mexican Highlandgroup to the inferred ancestor of each triplet (Fig. S4). Theseresults strongly suggest that maize from the western lowlands ofMexico is genetically most similar to the common ancestor ofmaize and is more closely related to other extant populationsthan is maize from the highlands of central Mexico.The ancestral position of the lowland West Mexico group is
confirmed in a spatially explicit analysis of current allele fre-quencies in modern landraces, in which we mapped the momentestimator of F with respect to inferred ancestral allele frequen-cies. Mapping against allele frequencies observed in parviglumis
(Fig. 4A) recapitulates earlier genetic results identifying highlandmaize as most similar to its wild ancestor (5). Points in the lower0.05 quantile of F cluster in the highlands, with a mean altitudeof 1,745 m. In contrast, mapping F with respect to inferred an-cestral allele frequencies (Fig. 4B) identifies the lowest 0.05quantile of F values in the lowlands of western Mexico, includingthe Balsas region and the region south of the Mexican highlands,resulting in an average altitude of 1,268 m; this analysis alsoclearly estimates higher values of F for maize in the Mexicanhighlands, particularly in areas of high inferred introgressionfrom mexicana (Fig S5).
DiscussionResolving the origins and spread of domesticated crops is a fas-cinating and challenging endeavor that requires the integrationof botanical, archeological, and genetic evidence (26, 27, 28).Maize provides an exceptional opportunity for studying theprocesses of domestication and subsequent diffusion because ofthe wealth of existing archaeobotanical data, germplasm acces-sions, and molecular markers. The contradiction between evi-dence supporting the earliest cultivation in the lowlands and thegenetically ancestral position of Mexican Highland maize istherefore of particular interest. The disagreement is important,because the adaptive differences between highland and lowlandmaize are profound (14, 29). In other crops, uncertainty about
mexicana parviglumis Meso-American Lowland West Mexico Mex. Highland
05001000150020002500
m
Fig. 2. (Lower) Bar plot of assignment values for the sample of Mexican accessions: Mexicana (red), parviglumis (green), and mays (blue). (Upper) The solidblack line indicates the altitude for each sample. The dotted line marks the minimum altitude at which mexicana occurs.
0.1 0.2 0.3 0.4
F F
0.1 0.2 0.3 0.40.1 0.2 0.3 0.4
F
South-West USCentral USS American Lowland Bolivian LowlandMeso-American Lowland West MexicoCoastal BrazilMexican Highland North USAndean Highland
A B C
Fig. 3. Posterior densities of the genetic drift parameter F for 10 genetic groups with respect to (A)mexicana and (B) parviglumis. Only lowland accessions ofthe West Mexico group (light blue) were included. (C) Drift of all 10 genetic groups with respect to inferred ancestral frequencies. Light blue represents WestMexico; dotted line indicates the division between lowlands (<1,500 m, solid line) and highlands (>2,000 m).
van Heerwaarden et al. PNAS Early Edition | 3 of 5
EVOLU
TION
maize origins in lowland west Mexico
van Heerwaarden et al. 2011 PNAS
1750m 1250m
J. ROSS-IBARRA / UC DAVIS
2. Coastal route
1. Highland route
SW
Mexico
how did maize arrive and adapt to SW US?
Fonseca et al. 2015 Nature Plants
Ronald Humeyestewa
Fonseca et al. 2015 Nature Plants Hufford et al. 2012 Nature Genetics
ancient cobs to investigate chronology
J. ROSS-IBARRA / UC DAVIS
DNA capture to enrich for subset of genome
Fonseca et al. 2015 Nature Plants
J. ROSS-IBARRA / UC DAVIS
ancient DNA data analysis: ANGSD
Fonseca et al. 2015 Nature Plants
erro
r ra
te
SW shares ancestry with highland Mexico
J. ROSS-IBARRA / UC DAVIS
6
Fi
gure
6. B
arpl
ots
of S
TRU
CTU
RE
q-m
atric
es (2
310
mod
ern
mai
ze la
ndra
ces
and
teos
inte
) fro
m k
=3 to
k=1
0 w
here
k is
the
num
ber o
f gro
ups
assi
gned
. Eac
h in
divi
dual
gr
oup
is s
orte
d fro
m lo
w to
hig
h el
evat
ion
(top
to b
otto
m).
The
high
ele
vatio
n gr
oups
in
the
SW, M
exic
o an
d G
uate
mal
a sh
are
ance
stry
with
eac
h ot
her a
nd to
var
ying
ext
ents
w
ith m
exic
ana.
parviglumis
mexicana
S. America
C. AmericaMexico
SWUS
Fonseca et al. 2015 Nature Plants
US
HUFFORD ET AL. 2012 PLOS GENETICS VAN HEERWAARDEN ET AL 2011 PNAS
allele counts support both hypotheses
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants
highlandSWUS coast teosinte
K=5
ChapaloteHighlands
Ancient Mexico
SW3KSW2K
SW750
Mex29Mex30Mex31Mex25Mex35
TPa10TPa06
TMx08
USA17
Reventador
TMx25
0.00 0.05 0.10 0.15 0.20TeosintesUSAMexicoCentral/South AmericaChile
Z. m. mexicana
Z. m. parviglumis
Coastal
Drift parameter
USA
Mexico
SW3KSW2K
SW750USA17
0.0 0.1 0.2-0.1-0.2
D
Coastal
Highlands
Outgroup
SW Coastal
Highlands
Outgroup
SW
a b c
Figure 1
HUFFORD ET AL. 2012 PLOS GENETICS VAN HEERWAARDEN ET AL 2011 PNAS
allele counts support both hypotheses
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants
highlandSWUS coast teosinte
K=5
ChapaloteHighlands
Ancient Mexico
SW3KSW2K
SW750
Mex29Mex30Mex31Mex25Mex35
TPa10TPa06
TMx08
USA17
Reventador
TMx25
0.00 0.05 0.10 0.15 0.20TeosintesUSAMexicoCentral/South AmericaChile
Z. m. mexicana
Z. m. parviglumis
Coastal
Drift parameter
USA
Mexico
SW3KSW2K
SW750USA17
0.0 0.1 0.2-0.1-0.2
D
Coastal
Highlands
Outgroup
SW Coastal
Highlands
Outgroup
SW
a b c
Figure 1
tree, admixture analyses support results
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants
ancient population genomics
J. ROSS-IBARRA / UC DAVIS
~750 years b.p.
~2000 years b.p.
Changes in shape and size
n=10
n=12
Fonseca et al. 2015 Nature Plants
selection affects patterns of diversity
selection affects patterns of diversity
SFSPr
opor
tion
SNPs
0
0.175
0.35
0.525
0.7
Individuals1 2 3 4
Prop
ortio
n SN
Ps
0
0.175
0.35
0.525
0.7
Individuals1 2 3 4
Taj D = 0
Taj D < 0
selection affects patterns of diversity
SFSPr
opor
tion
SNPs
0
0.175
0.35
0.525
0.7
Individuals1 2 3 4
Prop
ortio
n SN
Ps
0
0.175
0.35
0.525
0.7
Individuals1 2 3 4
Taj D = 0
Taj D < 0
PBS
700yr
2000yr
teosinte
J. ROSS-IBARRA / UC DAVIS
methods identify known domestication locimedian PBS values
PBS(parviglumis)
parviglumis
SW2KSW750
dehyd1A
zagl1
su1
parviglumis
SW2KSW750
parviglumis
SW2KSW750
parviglumis
SW2K
SW750
a b
Figure 2Fonseca et al. 2015 Nature Plants
domestication loci
median PBS values
PBS(parviglumis)
parviglumis
SW2KSW750
dehyd1A
zagl1
su1
parviglumis
SW2KSW750
parviglumis
SW2KSW750
parviglumis
SW2K
SW750
a b
Figure 2
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants Liu et al. 2013 PLOS Genetics
John Doebley
domestication loci
median PBS values
PBS(parviglumis)
parviglumis
SW2KSW750
dehyd1A
zagl1
su1
parviglumis
SW2KSW750
parviglumis
SW2KSW750
parviglumis
SW2K
SW750
a b
Figure 2
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants Liu et al. 2013 PLOS Genetics
John Doebley
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants
median PBS values
PBS(parviglumis)
parviglumis
SW2KSW750
dehyd1A
zagl1
su1
parviglumis
SW2KSW750
parviglumis
SW2KSW750
parviglumis
SW2K
SW750
a b
Figure 2
Liu et al. 2013 PLOS Genetics
median PBS values
PBS(parviglumis)
parviglumis
SW2KSW750
dehyd1A
zagl1
su1
parviglumis
SW2KSW750
parviglumis
SW2KSW750
parviglumis
SW2K
SW750
a b
Figure 2
adaptation loci
Bill Belknap
John Doebley
chronology of selection on starch pathway
J. ROSS-IBARRA / UC DAVISFonseca et al. 2015 Nature Plants
• introgression confounds simple estimates of origin
• ancestral reconstruction provides resolution
• introgression adapted maize to highlands
• Southwest US maize originated in highlands with subsequent gene flow from Pacific Coast
• ancient DNA allows chronology of gene flow, adaptation
concluding thoughts