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www.iita.orgA member of CGIAR consortium
Towards molecular breeding in banana: challenges
and opportunities working with perennial polyploid
crops.
Al Brown
www.iita.orgA member of CGIAR consortium
www.iita.orgA member of CGIAR consortium
Quick Introduction
NARITA 1
NARITA 5
NARITA 7
NARITA 19
NARITA 17
• Univ. Minnesota (Sweet Corn)
– Conventional Breeding
• New Mexico State (Chile Peppers)
– Conventional Breeding
• Univ. Illinois (Broccoli)
– Marker Assisted Breeding
• Washington State/USDA (Peas)
– Marker assisted breeding
• USDA Parlier CA (Prickly Pear)
• N. Carolina State (Broccoli, Blueberry)
– Marker assisted, genomics bioinformatics
www.iita.orgA member of CGIAR consortium
Blueberry Banana
www.iita.orgA member of CGIAR consortium
Banana
• Triploid
• Clonally propagated
• Perennial (suckers)
• Spacing 2 to 2.5 m
• 2-3 years before
evaluation
• Limited genetic/genomic
resources
• Inbreeding not feasible
Blueberry
• Tetraploid, Hexaploid
• Clonally propagated
• Perennial (canes)
• Spacing 1.5 to 2 m
• 3+ years before
evaluation
• Limited genetic/genomic
resources
• Inbreeding not feasible
due to inbreeding
depression
www.iita.orgA member of CGIAR consortium
Conventional breeding: slow and expensive
3x4x
2x
2x3x
10 – 17 years
www.iita.orgA member of CGIAR consortium
Conventional breeding: slow and expensive
1 plant per 6 m2
Playing with ploidy
Parthenocarpy
Unpredictable seed production (3x)
Poor seed/embryo germination
Field Tissue culture
Screenhouse Field
First selection after 2-3 years
99.9% of the hybrids discarded in EET
www.iita.orgA member of CGIAR consortium
Suggestions
NARITA 1
NARITA 5
NARITA 7
NARITA 19
NARITA 17
• Resource development (takes the most time)
– Utilizing random molecular markers the fastest but generally the
least informative approach
– Utilizing information, conserved sequences from related crops
– Generating de novo resources (takes the longest, requires the
greatest cash outlay and bioinformatic expertise
Before you build the house, you need the tools
www.iita.orgA member of CGIAR consortium
Blueberry Tool building
2007
• ~50 SSR Markers
• 20,000 ESTs
• 1 incomplete linkage map
• No sequence information
• No BAC Library
• No database
2015
• >42,000 SSR Markers
• Several RNA SEQ
Libraries
– Multiple tissues, conditions
• 3 Genetic linkage maps
– MSU, USDA, UFL)
• Draft assembly 8,000
scaffolds, N50 =250 kb
• 1 BAC Library (w/ UFL)
• Vaccinium.org (w/ WSU)
www.iita.orgA member of CGIAR consortium
Gupta, Brown et al. GigaScience (2015) 4:5
www.iita.orgA member of CGIAR consortium
Mol. Breeding (2014) 34:675–689
www.iita.orgA member of CGIAR consortium
Northern High Bush
Southern High Bush
Canker resistance
www.iita.orgA member of CGIAR consortium
Utilizing information from related crops
NARITA 1
NARITA 5
NARITA 7
NARITA 19
NARITA 17
• Illumina 60K SNP array Brassica napus AACC (Rapeseed,
canola)
– Generated first saturated linkage map of B. oleracea (CC) (broccoli)
– Multiple QTL studies impacting health-related compounds
– Most effective for closely related crops
– Information currently used by Monsanto and General Mills (Green
Giant) Proprietary issues.
www.iita.orgA member of CGIAR consortium
www.iita.orgA member of CGIAR consortium
www.iita.orgA member of CGIAR consortium
Brown et al., 2015. Theor Appl Genet 128:1431-7
www.iita.orgA member of CGIAR consortium
Suggestions
NARITA 1
NARITA 5
NARITA 7
NARITA 19
NARITA 17
• Partnering with Industry (Dole, Monsanto, General Mills)
– Identify common goals, objectives and concessions
– Address Intellectual property issues at the onset
– Bring your own lawyer to the table!
www.iita.orgA member of CGIAR consortium
Suggestions
NARITA 1
NARITA 5
NARITA 7
NARITA 19
NARITA 17
• Wider crosses
– Increase the time needed to obtain finished product
– Greater potential gains, multiple purposes
– Expand phenotyping beyond narrow specific targets
– automate?
– Glucosinolates, Carotenoids,
– Polyphenolics, Mineral accumulation, sugars, amino acids
www.iita.orgA member of CGIAR consortium
• QTL analysis in diploid populations
– Fusarium wilt
– Weevil
– Nematode
– Dwarfness
• Genomic selection
– Yield
– Agronomic traits
• GWAS
– Drought
– Parthenocarpy
Speeding up selection
www.iita.orgA member of CGIAR consortium
• Gene expression
– Drought
• Genomics
– Sequencing of matooke and plantain breeding
material (100 accessions each): AOCC, ICRAF
• Others
– Metabolomics
– Flower biology
– Vitamin and mineral content
– Chromosome doubling (2x doubled to 4x)
– Heterosis
Speeding up selection
www.iita.orgA member of CGIAR consortium
Progress: Genomic selection
NARITA 1
NARITA 5
NARITA 7
NARITA 19
NARITA 17
• Phenotypic data:
– 320 genotypes:
– Since 2012
– 2 fields in Sendusu with contrasting management
– 1 field in Mbarara
– Yield-related traits (fruit feeling, suckering behavior,
bunch weight, etc.)
– Data collection for 2 to 3 cycles
– About 60% of data collected
www.iita.orgA member of CGIAR consortium
• Each crop is different and often requires modifications
to strategies, however, important to learn from the
experiences (good and bad) of colleagues
• Banana presents challenging but not insurmountable
problems that will require innovative approaches
• Banana is quickly shifting from resource building to
utilization of these tools
• The current strategy is to utilize multiple approaches,
evaluate effectiveness, and modify as necessary
• We are not re-inventing the wheel but determining
which wheel fits our car.
Conclusions
www.iita.orgA member of CGIAR consortium

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Towards molecular breeding in banana: challenges and opportunities working with perennial polyploid crops.

  • 1. www.iita.orgA member of CGIAR consortium Towards molecular breeding in banana: challenges and opportunities working with perennial polyploid crops. Al Brown
  • 2. www.iita.orgA member of CGIAR consortium
  • 3. www.iita.orgA member of CGIAR consortium Quick Introduction NARITA 1 NARITA 5 NARITA 7 NARITA 19 NARITA 17 • Univ. Minnesota (Sweet Corn) – Conventional Breeding • New Mexico State (Chile Peppers) – Conventional Breeding • Univ. Illinois (Broccoli) – Marker Assisted Breeding • Washington State/USDA (Peas) – Marker assisted breeding • USDA Parlier CA (Prickly Pear) • N. Carolina State (Broccoli, Blueberry) – Marker assisted, genomics bioinformatics
  • 4. www.iita.orgA member of CGIAR consortium Blueberry Banana
  • 5. www.iita.orgA member of CGIAR consortium Banana • Triploid • Clonally propagated • Perennial (suckers) • Spacing 2 to 2.5 m • 2-3 years before evaluation • Limited genetic/genomic resources • Inbreeding not feasible Blueberry • Tetraploid, Hexaploid • Clonally propagated • Perennial (canes) • Spacing 1.5 to 2 m • 3+ years before evaluation • Limited genetic/genomic resources • Inbreeding not feasible due to inbreeding depression
  • 6. www.iita.orgA member of CGIAR consortium Conventional breeding: slow and expensive 3x4x 2x 2x3x 10 – 17 years
  • 7. www.iita.orgA member of CGIAR consortium Conventional breeding: slow and expensive 1 plant per 6 m2 Playing with ploidy Parthenocarpy Unpredictable seed production (3x) Poor seed/embryo germination Field Tissue culture Screenhouse Field First selection after 2-3 years 99.9% of the hybrids discarded in EET
  • 8. www.iita.orgA member of CGIAR consortium Suggestions NARITA 1 NARITA 5 NARITA 7 NARITA 19 NARITA 17 • Resource development (takes the most time) – Utilizing random molecular markers the fastest but generally the least informative approach – Utilizing information, conserved sequences from related crops – Generating de novo resources (takes the longest, requires the greatest cash outlay and bioinformatic expertise Before you build the house, you need the tools
  • 9. www.iita.orgA member of CGIAR consortium Blueberry Tool building 2007 • ~50 SSR Markers • 20,000 ESTs • 1 incomplete linkage map • No sequence information • No BAC Library • No database 2015 • >42,000 SSR Markers • Several RNA SEQ Libraries – Multiple tissues, conditions • 3 Genetic linkage maps – MSU, USDA, UFL) • Draft assembly 8,000 scaffolds, N50 =250 kb • 1 BAC Library (w/ UFL) • Vaccinium.org (w/ WSU)
  • 10. www.iita.orgA member of CGIAR consortium Gupta, Brown et al. GigaScience (2015) 4:5
  • 11. www.iita.orgA member of CGIAR consortium Mol. Breeding (2014) 34:675–689
  • 12. www.iita.orgA member of CGIAR consortium Northern High Bush Southern High Bush Canker resistance
  • 13. www.iita.orgA member of CGIAR consortium Utilizing information from related crops NARITA 1 NARITA 5 NARITA 7 NARITA 19 NARITA 17 • Illumina 60K SNP array Brassica napus AACC (Rapeseed, canola) – Generated first saturated linkage map of B. oleracea (CC) (broccoli) – Multiple QTL studies impacting health-related compounds – Most effective for closely related crops – Information currently used by Monsanto and General Mills (Green Giant) Proprietary issues.
  • 14. www.iita.orgA member of CGIAR consortium
  • 15. www.iita.orgA member of CGIAR consortium
  • 16. www.iita.orgA member of CGIAR consortium Brown et al., 2015. Theor Appl Genet 128:1431-7
  • 17. www.iita.orgA member of CGIAR consortium Suggestions NARITA 1 NARITA 5 NARITA 7 NARITA 19 NARITA 17 • Partnering with Industry (Dole, Monsanto, General Mills) – Identify common goals, objectives and concessions – Address Intellectual property issues at the onset – Bring your own lawyer to the table!
  • 18. www.iita.orgA member of CGIAR consortium Suggestions NARITA 1 NARITA 5 NARITA 7 NARITA 19 NARITA 17 • Wider crosses – Increase the time needed to obtain finished product – Greater potential gains, multiple purposes – Expand phenotyping beyond narrow specific targets – automate? – Glucosinolates, Carotenoids, – Polyphenolics, Mineral accumulation, sugars, amino acids
  • 19. www.iita.orgA member of CGIAR consortium • QTL analysis in diploid populations – Fusarium wilt – Weevil – Nematode – Dwarfness • Genomic selection – Yield – Agronomic traits • GWAS – Drought – Parthenocarpy Speeding up selection
  • 20. www.iita.orgA member of CGIAR consortium • Gene expression – Drought • Genomics – Sequencing of matooke and plantain breeding material (100 accessions each): AOCC, ICRAF • Others – Metabolomics – Flower biology – Vitamin and mineral content – Chromosome doubling (2x doubled to 4x) – Heterosis Speeding up selection
  • 21. www.iita.orgA member of CGIAR consortium Progress: Genomic selection NARITA 1 NARITA 5 NARITA 7 NARITA 19 NARITA 17 • Phenotypic data: – 320 genotypes: – Since 2012 – 2 fields in Sendusu with contrasting management – 1 field in Mbarara – Yield-related traits (fruit feeling, suckering behavior, bunch weight, etc.) – Data collection for 2 to 3 cycles – About 60% of data collected
  • 22. www.iita.orgA member of CGIAR consortium • Each crop is different and often requires modifications to strategies, however, important to learn from the experiences (good and bad) of colleagues • Banana presents challenging but not insurmountable problems that will require innovative approaches • Banana is quickly shifting from resource building to utilization of these tools • The current strategy is to utilize multiple approaches, evaluate effectiveness, and modify as necessary • We are not re-inventing the wheel but determining which wheel fits our car. Conclusions
  • 23. www.iita.orgA member of CGIAR consortium