Paper · 2026 · BMC Genomics

Dissecting the population structure, diversity and genetic architecture of rust resistance in wild emmer wheat (Triticum turgidum subsp. dicoccoides)

Laxman Adhikari; Pablo D. Olivera; John Raupp; et al.

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claims
26
verbatim quotes
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citations
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Open access · cc-by-nc-nd

Abstract

Wild emmer wheat ( Triticum turgidum subsp. dicoccoides , WEW) was one of the first crops domesticated in the Neolithic revolution that shifted humanity to agrarian societies. Understanding its population genomics has both evolutionary significance and direct relevance to wheat improvement. Leveraging whole-genome sequencing (WGS) data from 291 accessions (~ 9.5x coverage), we identified 3.4 million high-quality SNPs for population genomics, evolutionary analysis, and genome-wide association studies (GWAS) of seedling-stage resistance to five races each of the stem, leaf, and stripe rust pathogens. Phylogenetic, principal component, and population structure analyses revealed three distinct WEW subgroups: the Northern Population (NP), Southern Levant (SL), and a highly differentiated judaicum subgroup consisting of accessions near the Sea of Galilee. Diversity and pairwise F ST analyses highlighted varying divergence among these subpopulations. The SL accessions exhibited higher resistance to all races of the three rust pathogens compared to the judaicum and NP. The SL accessions also exhibited the highest frequency of resistance to all rust pathogens, whereas NP lacked stem rust resistance but retained resistance to some leaf and stripe rust races. GWAS identified 27, 26, and 41 significant loci associated with stem, leaf, and stripe rust resistance, respectively, most of which were novel. A major resistance hotspot was identified on chromosome 1BS (~ 50–100 Mb), associated with multiple races of different rust pathogens, suggesting the presence of shared or tightly linked resistance factors in the region. The most significant loci explained up to 73% of the phenotypic variation, with some conferring race-specific and others multi-race resistance. Notably, several accessions exhibited broad-spectrum resistance, including lines resistant to all stripe rust races, others resistant to multiple leaf and stem rust races, and a subset combining resistance to multiple rust species, representing valuable germplasm for breeding durable resistance. This study provides a comprehensive genomic and phenotypic characterization of WEW, uncovering its population structure and identifying valuable genetic resources for rust resistance. The identified loci and resistant accessions offer key opportunities for the targeted introgression of novel resistance genes into cultivated wheat, contributing to durable and sustainable global wheat production.

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Claims 14

Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Whole-genome sequencing of 291 wild emmer wheat accessions yielded 3.4 million high-quality SNPs.

Taxon
wild emmer wheatTriticum dicoccoidest0
Outcome
high-quality SNPse1
Value
3.4 millione1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“we identified 3.4 million high-quality SNPs”

✓ located verbatim in the source · abstract, characters 377–420 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Phylogenetic, principal component and population structure analyses revealed three distinct wild emmer subgroups: Northern Population, Southern Levant and a differentiated judaicum subgroup.

Taxon
WEWe1
Outcome
three distinct WEW subgroupse1

Verbatim

e1

“revealed three distinct WEW subgroups: the Northern Population (NP), Southern Levant (SL), and a highly differentiated judaicum subgroup consisting of accessions near the Sea of Galilee”

✓ located verbatim in the source · abstract, characters 675–860 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Diversity and pairwise FST analyses showed varying divergence among the wild emmer subpopulations.

Taxon
wild emmer wheatTriticum dicoccoidest0
Outcome
varying divergencee1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“Diversity and pairwise F ST analyses highlighted varying divergence among these subpopulations”

✓ located verbatim in the source · abstract, characters 862–956 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Associationobservedoriginal resultpositivemeasured

Claim · model-written summary

SL accessions showed higher seedling resistance to all races of the three rust pathogens than the judaicum and NP subgroups.

Taxon
wild emmer wheatTriticum dicoccoidest0
Material
SL accessionse1
Interactor
rust pathogense1pathogen
Outcome
resistancee1
Direction
highere1
Comparator
judaicum and NPe1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“The SL accessions exhibited higher resistance to all races of the three rust pathogens compared to the judaicum and NP”

✓ located verbatim in the source · abstract, characters 958–1076 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

SL accessions had the highest frequency of resistance to all rust pathogens.

Taxon
wild emmer wheatTriticum dicoccoidest0
Interactor
rust pathogense1pathogen
Outcome
highest frequency of resistancee1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“The SL accessions also exhibited the highest frequency of resistance to all rust pathogens”

✓ located verbatim in the source · abstract, characters 1078–1168 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultnegativemeasured

Claim · model-written summary

NP accessions lacked stem rust resistance.

Taxon
wild emmer wheatTriticum dicoccoidest0
Interactor
stem ruste1pathogen
Outcome
lacked stem rust resistancee1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“NP lacked stem rust resistance”

✓ located verbatim in the source · abstract, characters 1178–1208 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

NP accessions retained resistance to some leaf and stripe rust races.

Taxon
wild emmer wheatTriticum dicoccoidest0
Interactor
leaf and stripe ruste1pathogen
Outcome
retained resistance to some leaf and stripe rust racese1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“retained resistance to some leaf and stripe rust races”

✓ located verbatim in the source · abstract, characters 1213–1267 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

GWAS identified 27 significant loci associated with stem rust resistance in wild emmer wheat.

Taxon
wild emmer wheatTriticum dicoccoidest0
Outcome
significant loci associated with stem, leaf, and stripe rust resistancee1
Value
27e1
Qualifier
steme1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“GWAS identified 27, 26, and 41 significant loci associated with stem, leaf, and stripe rust resistance, respectively”

✓ located verbatim in the source · abstract, characters 1269–1385 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

GWAS identified 26 significant loci associated with leaf rust resistance in wild emmer wheat.

Taxon
wild emmer wheatTriticum dicoccoidest0
Outcome
significant loci associated with stem, leaf, and stripe rust resistancee1
Value
26e1
Qualifier
leafe1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“GWAS identified 27, 26, and 41 significant loci associated with stem, leaf, and stripe rust resistance, respectively”

✓ located verbatim in the source · abstract, characters 1269–1385 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultsignificant (as stated)measured

Claim · model-written summary

GWAS identified 41 significant loci associated with stripe rust resistance in wild emmer wheat.

Taxon
wild emmer wheatTriticum dicoccoidest0
Outcome
significant loci associated with stem, leaf, and stripe rust resistancee1
Value
41e1
Qualifier
stripee1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“GWAS identified 27, 26, and 41 significant loci associated with stem, leaf, and stripe rust resistance, respectively”

✓ located verbatim in the source · abstract, characters 1269–1385 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

A major resistance hotspot on chromosome 1BS (about 50-100 Mb) was associated with multiple races of different rust pathogens.

Taxon
wild emmer wheatTriticum dicoccoidest0
Interactor
rust pathogense1pathogen
Gene
chromosome 1BSe1
Outcome
major resistance hotspote1
Value
~ 50–100 Mbe1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“A major resistance hotspot was identified on chromosome 1BS (~ 50–100 Mb), associated with multiple races of different rust pathogens”

✓ located verbatim in the source · abstract, characters 1413–1546 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

The most significant loci explained up to 73% of the phenotypic variation.

Taxon
wild emmer wheatTriticum dicoccoidest0
Gene
most significant locie1
Outcome
phenotypic variatione1
Value
73%e1

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“The most significant loci explained up to 73% of the phenotypic variation”

✓ located verbatim in the source · abstract, characters 1634–1707 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

Several wild emmer accessions exhibited broad-spectrum rust resistance.

Taxon
wild emmer wheatTriticum dicoccoidest0
Outcome
broad-spectrum resistancee1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum dicoccoides
Triticum dicoccoides · TaxonRoger Culos · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“several accessions exhibited broad-spectrum resistance”

✓ located verbatim in the source · abstract, characters 1787–1841 · show in text ↑
t0

“wild emmer wheat”

✓ located verbatim in the source · title, characters 94–110 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The identified loci and resistant accessions offer opportunities for targeted introgression of novel resistance genes into cultivated wheat.

Taxon
cultivated wheatTriticum aestivume1
Outcome
targeted introgression of novel resistance genese1

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e1

“The identified loci and resistant accessions offer key opportunities for the targeted introgression of novel resistance genes into cultivated wheat”

✓ located verbatim in the source · abstract, characters 2259–2406 · show in text ↑