46
Technology: What is in the Sorghum Pipeline

Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

  • Upload
    others

  • View
    16

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Technology: What is in the Sorghum Pipeline

Page 2: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Zhanguo Xin Gloria Burow Chad Hayes Yves Emendack

Lan Liu-Gitz, Halee Hughes, Jacob Sanchez, DeeDee Laumbach, Matt Nesbitt

Page 3: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

ENVIRONMENTAL CHALLENGES REDUCE YIELDS AT EVERY STAGE OF DEVELOPMENT

Data Items 2011 2010

SORGHUM - ACRES PLANTED 5,451,000 5,369,000

SORGHUM, GRAIN - ACRES HARVESTED 3,945,000 4,806,000

SORGHUM, GRAIN - YIELD, BU / ACRE 54 71.9

Source: NASS

Page 4: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Germplasm Evaluation:Drought Tolerance:

Pre-Flowering TolerancePost-Flowering Tolerance

Cold Tolerance:GerminationVigor

Irrigation SchedulingGermplasm Development:

Photoperiod Sensitivity ConversionDevelopment of RIL populations for Cold ToleranceDevelopment of Novel Inbred Lines with Improved YieldsDevelopment of Annotated Gene Discovery Population

Page 5: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Improving Stand Establishment

Page 6: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Ethiopian Cold Tolerance

2,000 125 25

Cold GerminationField Germination & Vigor

Page 7: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

COLD GERMINABILITY OF GERMPLASM

Cold Germination at 12 C for 72 h

Page 8: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

April 10

April 11

April 30

2013

Page 9: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

2015

Page 10: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Chinese Cold Tolerance RIL Populations

RTx430 x Gai Gaoliang (Released)BTx623 x Kaoliang (Ready for Release)BTx623 x Hong Ke Zi (Ready for Release)BTx623 x Niu Sheng Zui (1 Year Out)

Page 11: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Quantitative Trait Loci have been identified for cold germination and early season vigor.

Burow GB, Burke J., Franks CD, Xin, Z, 2011. Genetic dissection of early-season cold tolerance in sorghum (S. bicolor). Mol. Breeding, 28:391-402

Page 12: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Stand Establishment on Marginal Soils

We have recently identified a metabolic marker in sorghum that correlates with biomass accumulation on low nitrogen soils during the first three weeks following emergence.

Page 13: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Summary

• We have identified sorghum lines with excellent germination at low temperatures.

• We have identified sorghum lines with excellent vigor at low temperatures.

• We have mapped quantitative trait loci for cold tolerance during germination.

• We have identified a metabolic marker that correlates with improved seedling development in marginal soils having low nitrogen levels.

Presenter
Presentation Notes
It takes a community to fully mine the mutant library for beneficial traits. We need good mutants to feed the pipeline This resource is even more useful. For example, if you know a gene play important role in other crops, such rice, maize. We can search sorghum mutants for these gene to see if they play similar role in sorghum. These resources are available to anybody, especially to ARS scientist. I welcome you all take take advantage of the resources for the benefit of your own CRIS project.
Page 14: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Improving Drought Tolerance

Page 15: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

EARLY SEASON MOISTURE

Seasonal Rainfall Patterns

LATE SEASON MOISTURE

VARIABLE SEASON MOISTURE

Page 16: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

EARLY SEASON MOISTURE

Seasonal Rainfall Patterns

LATE SEASON MOISTURE

VARIABLE SEASON MOISTURE

Post-Flowering Drought Tolerance

Pre-Flowering Drought Tolerance

Pre- and Post-Flowering Drought Tolerance

Page 17: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Symptoms of pre-flowering drought stress: leaf rolling, uncharacteristic leaf erectness, leaf bleaching, leaf tip and margin burn, delayed flowering, saddle effect, poor panicle exsertion, panicle blasting and floret abortion, and reduced panicle size.

Post-flowering water-deficit stress can have direct effects on grain size, as well as effects on harvest due to premature plant death, increased susceptibility to charcoal rot, and lodging, all of which effect yield potential.

Sorghum Responses to Drought

Page 18: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

PRE - POST-

SCENECENT STAY-GREEN

Page 19: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

SORGHUM DROUGHT TOLERANCE BIOASSAY DEVELOPED

Researchers at the Cropping Systems Research Laboratory developed an assay to identify “stay-green” sorghums without the requirement of post flowering water stress.

Page 20: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Dhurrin Determinations:Conversion Panel BTx623 * Niu Sheng Zui RILsAssociation Panel CSRL Breeding LinesBTx 642 * Tx7000 RILs AIMS LinesSC 56 * Tx7000 RILs Industry LinesEthiopian Collection Sudanese LinesKSU RILs

Leaf Dhurrin Content is a Quantitative Measure of the Level of Pre- and Post-flowering Drought Tolerance in Sorghum. Crop Sci. 53:1056–1065

Post-Flowering Tolerance

Pre-Flowering Tolerance

Pre- and Post-Flowering Tolerance

Dhurrin

Page 21: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Natural Variation in Synthesis and Catabolism Genes Influences Dhurrin Content in Sorghum(Sorghum bicolor L. Moench)

Genome-wide association analysis (GWAS) using a panel of 700 diverse converted sorghum lines.

Genes for biosynthesis and catabolism are important in determiningnatural variation for leaf dhurrin in sorghum in different environments.

Page 22: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

BTx642/Tx7000 RIL QTL

Stay-green (1993-1998) and Dhurrin

Page 23: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sudanese Stay-Green

367 8 3

Efficiency of Quantum YieldDhurrin levels

Page 24: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Ethiopian Stay-Green

2,000 125

Efficiency of Quantum YieldMaintenance of lower leaves under low lightDhurrin levels

22

Page 25: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Conversion of Photoperiod Sensitive Stay-Green Ethiopian Lines

Page 26: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Post-Flowering Tolerance

Pre-Flowering Tolerance

Pre- and Post-Flowering Tolerance

Dhurrin

Page 27: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted
Page 28: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted
Page 29: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Summary

• We have identified a relationship between leaf dhurrin levels and the level of post-flowering drought tolerance.

• We have identified the chromosomal regions associated with dhurrin accumulation and turnover.

• We have identified and released lines with pre-and post-flowering drought tolerance.

Presenter
Presentation Notes
It takes a community to fully mine the mutant library for beneficial traits. We need good mutants to feed the pipeline This resource is even more useful. For example, if you know a gene play important role in other crops, such rice, maize. We can search sorghum mutants for these gene to see if they play similar role in sorghum. These resources are available to anybody, especially to ARS scientist. I welcome you all take take advantage of the resources for the benefit of your own CRIS project.
Page 30: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

We have developed technology to move from Quantitative Trait Loci (QTLs) to specific gene identification and subsequent development of perfect trait markers for molecular assisted breeding.

Page 31: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

F1

Pooled F2 plants homozygous for target trait

Background SNPs

Target Trait Gene

Other Genes

BTx623 Plant with target trait

Page 32: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Yield

Protein Content

Protein Digestibility

Mineral Content (Iron, Zinc, etc.)

Page 33: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

MODERN SORGHUM HYBRIDS DO NOT SET SEED AT EVERY FLOWER!!!

Traits of Interest:

Yield

Page 34: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Traits of Interest:

Yield

Sorghum Gene Discovery Population for Trait Improvement

Screen Gene Discovery Population for Multi-seed Trait

Page 35: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

F1

Pooled F2 plants homozygous for msd trait

Background SNPs

Mutli-seedTrait Gene

Other Genes

BTx623 Plant with msd trait

Page 36: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Having identified the gene controlling the multiseed trait, we create msd gene specific markers for molecular breeding.

Screen segregating populations of inbredsused for hybrid production for the homozygous msd gene.

msd

Wild Type

Heterozygous

Page 37: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

YieldWe can now move the multi-seed trait into any sorghum line.

Seed with this trait has been provided to seven sorghum seed companies.

Page 38: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Yield ✓

Protein Content

Protein Digestibility

Mineral Content (Iron, Zinc, etc.)

Page 39: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Protein Content

Screen Gene Discovery Population for Protein Content

Scott Bean, ARS, Manhattan, KS

Page 40: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Yield ✓

Protein Content ✓

Protein Digestibility

Mineral Content (Iron, Zinc, etc.)

Page 41: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Protein Digestibility

Screen Gene Discovery Population for Protein DigestibilityScott Bean, ARS, Manhattan, KS

Page 42: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Yield ✓

Protein Content ✓

Protein Digestibility ✓

Mineral Content (Iron, Zinc, etc.)

Page 43: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:Mineral Content (Iron, Zinc, etc.)

Mike Grusak 2014

02468

10121416

Zn

02468

1012141618

Fe

Page 44: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Sorghum Gene Discovery Population for Trait Improvement

Traits of Interest:

Yield ✓

Protein Content ✓

Protein Digestibility ✓

Mineral Content (Iron, Zinc, etc.) ✓

Page 45: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Summary

• The gene discovery library possesses many beneficial traits for sorghum improvement.

• An efficient pipeline has been established to identify genes underlying important traits.

• The sequenced population covers over 93% of the genes, enabling in sillico identification of the population for important genes.

Presenter
Presentation Notes
It takes a community to fully mine the mutant library for beneficial traits. We need good mutants to feed the pipeline This resource is even more useful. For example, if you know a gene play important role in other crops, such rice, maize. We can search sorghum mutants for these gene to see if they play similar role in sorghum. These resources are available to anybody, especially to ARS scientist. I welcome you all take take advantage of the resources for the benefit of your own CRIS project.
Page 46: Technology: What is in the Sorghum Pipeline...Dhurrin Content in Sorghum (Sorghum bicolor L. Moench) Genome-wide association analysis (GWAS) using a panel of 700 diverse converted

Special thanks to the Sorghum Checkoff Program for their support of this research.