Paper · 2022 · Theoretical and Applied Genetics

Genetic architecture and QTL selection response for Kernza perennial grain domestication traits

Jared Crain; Steve Larson; Kevin Dorn; et al.

8
claims
16
verbatim quotes
13
citations
2
research areas
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Open access · cc-by

Abstract

Abstract Key message Analysis of multi-year breeding program data revealed that the genetic architecture of an intermediate wheatgrass population was highly polygenic for both domestication and agronomic traits, supporting the use of genomic selection for new crop domestication. Abstract Perennial grains have the potential to provide food for humans and decrease the negative impacts of annual agriculture. Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate that The Land Institute has been breeding since 2003. We evaluated four consecutive breeding cycles of IWG from 2016 to 2020 with each cycle containing approximately 1100 unique genets. Using genotyping-by-sequencing markers, quantitative trait loci (QTL) were mapped for 34 different traits using genome-wide association analysis. Combining data across cycles and years, we found 93 marker-trait associations for 16 different traits, with each association explaining 0.8–5.2% of the observed phenotypic variance. Across the four cycles, only three QTL showed an F ST differentiation > 0.15 with two corresponding to a decrease in floret shattering. Additionally, one marker associated with brittle rachis was 216 bp from an ortholog of the btr2 gene. Power analysis and quantitative genetic theory were used to estimate the effective number of QTL, which ranged from a minimum of 33 up to 558 QTL for individual traits. This study suggests that key agronomic and domestication traits are under polygenic control and that molecular methods like genomic selection are needed to accelerate domestication and improvement of this new crop.

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Claims 8

Observationobservedoriginal resultmeasured

Claim · model-written summary

The genetic architecture of the intermediate wheatgrass population was highly polygenic for domestication and agronomic traits.

Taxon
Intermediate wheatgrasse0
Outcome
genetic architecturee1
Qualifier
highly polygenic for both domestication and agronomic traitse1

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e1

“Analysis of multi-year breeding program data revealed that the genetic architecture of an intermediate wheatgrass population was highly polygenic for both domestication and agronomic traits”

✓ located verbatim in the source · abstract, characters 21–210 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

93 marker-trait associations were found for 16 traits across the breeding cycles of intermediate wheatgrass.

Taxon
Intermediate wheatgrasse0
Outcome
marker-trait associationse2
Value
93 marker-trait associationse2
Qualifier
16 different traitse2

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e2

“we found 93 marker-trait associations for 16 different traits, with each association explaining 0.8–5.2% of the observed phenotypic variance”

✓ located verbatim in the source · abstract, characters 886–1026 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Each marker-trait association explained 0.8–5.2% of the observed phenotypic variance.

Taxon
Intermediate wheatgrasse0
Outcome
observed phenotypic variancee2
Value
0.8–5.2%e2
Qualifier
each association explaininge2

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e2

“we found 93 marker-trait associations for 16 different traits, with each association explaining 0.8–5.2% of the observed phenotypic variance”

✓ located verbatim in the source · abstract, characters 886–1026 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Only three QTL showed an FST differentiation above 0.15 across the four breeding cycles.

Taxon
Intermediate wheatgrasse0
Outcome
F ST differentiatione3
Value
> 0.15e3
Qualifier
only three QTLe3

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e3

“Across the four cycles, only three QTL showed an F ST differentiation > 0.15 with two corresponding to a decrease in floret shattering”

✓ located verbatim in the source · abstract, characters 1028–1162 · show in text ↑
Associationobservedoriginal resultpositivemeasured

Claim · model-written summary

Two of the QTL with FST differentiation above 0.15 corresponded to a decrease in floret shattering.

Taxon
Intermediate wheatgrasse0
Gene
QTLe3
Outcome
floret shatteringe3
Direction
decreasee3

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e3

“Across the four cycles, only three QTL showed an F ST differentiation > 0.15 with two corresponding to a decrease in floret shattering”

✓ located verbatim in the source · abstract, characters 1028–1162 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

One marker associated with brittle rachis was 216 bp from an ortholog of the btr2 gene.

Taxon
Intermediate wheatgrasse0
Gene
btr2e4
Outcome
marker associated with brittle rachise4
Value
216 bpe4

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e4

“one marker associated with brittle rachis was 216 bp from an ortholog of the btr2 gene”

✓ located verbatim in the source · abstract, characters 1178–1264 · show in text ↑
Observationobservedoriginal resultsimulated

Claim · model-written summary

The effective number of QTL, estimated by power analysis and quantitative genetic theory, ranged from 33 up to 558 QTL for individual traits.

Taxon
Intermediate wheatgrasse0
Outcome
effective number of QTLe5
Value
33 up to 558 QTLe5
Qualifier
for individual traitse5

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e5

“Power analysis and quantitative genetic theory were used to estimate the effective number of QTL, which ranged from a minimum of 33 up to 558 QTL for individual traits”

✓ located verbatim in the source · abstract, characters 1266–1433 · show in text ↑
Recommendationauthor interpretationoriginal resultbasis n/a

Claim · model-written summary

The authors recommend molecular methods such as genomic selection to accelerate domestication and improvement of intermediate wheatgrass.

Taxon
Intermediate wheatgrasse0
Outcome
genomic selectione6

Verbatim

e0

“Intermediate wheatgrass (IWG, Thinopyrum intermedium , Kernza®) is a promising perennial grain candidate”

✓ located verbatim in the source · abstract, characters 409–513 · show in text ↑
e6

“molecular methods like genomic selection are needed to accelerate domestication and improvement of this new crop”

✓ located verbatim in the source · abstract, characters 1536–1648 · show in text ↑