Positioning CIAT as leader in next generation breeding for roots, tubers and bananas
description
Transcript of Positioning CIAT as leader in next generation breeding for roots, tubers and bananas
“Positioning CIAT as Leader in Next-Generation Breeding
for Roots, Tubers and Bananas”
Becerra Lopez-Lavalle L.A., CIAT’s Senior Scientist and CGIAR-RTB Leader for Variety
DevelopmentCIAT Seminar Series – Cali
10 February 2014
Core - Team: 2009 - 2010Tissue Culture Mol. Biology Breeding
06 Collaborators
02 Researchers02 Agronomist
Molecular Markers Technology efective but time-consuming
Core - Team: 2011 - 2014Tissue Culture Mol. Biology Bioinformatic & Data Management Post Harvest BreedingWhiteFly Res. VIGS
06 Collaborators
10 Researchers02 Agronomist02 Support Staff
Core - Team: 2011 - 2014Tissue Culture Mol. Biology Bioinformatic & Data Management Post Harvest BreedingWhiteFly Res. VIGS
06 Collaborators
10 Researchers02 Agronomist02 Support Staff
Staff Professional Deveploment Tissue Culture Mol. Biology Bioinformatic & Data Management Post Harvest BreedingWhiteFly Res. VIGS
03 Supervisors
3 Master Students
THANK YOU!!!!!!!Tissue Culture Mol. Biology Bioinformatic & Data Management Post Harvest BreedingWhiteFly Res. VIGS
06 Collaborators
10 Researchers02 Agronomist02 Support Staff
Current ResearchFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
Whitefly control: a durable solution to cassava-disease pandemics (Africa and Asia)
Bemisia tabaci J N410741
Bemisia tabaci J N410738
Bemisia tabaci biotypeB KF059959 CIAT
Bemisia tabaci biotypeA KF059958 CIAT
Bemisia tabaci AY521259
Aleurolobus marlatti J Q340188
Siphoninus philyreae J Q340199
Aleurocanthus inceratus HM150621
Aleurocanthus spiniferus J Q340176
Crenidorsum micheliae J Q340190
Aleurotrachelus trachoides KF059957 CIAT
Aleurothrachelus socialis KF059953 CIAT
Aleurothrixus floccosus KF059956 CIAT
Aleuroclava sp J Q340187
Dialeuropora J Q340197
Dialeurodes citri J Q340193
Dialeurodes hongkongensis J Q340195
Trialeurodes variabilis KF059962 CIAT
Trialeurodes vaporiariorum KF192508 CIAT
Trialeurodes vaporariorum AY521265
Aleuronudus melzeri KF059955 CIAT
Aleurodicus dugessi AY521251
Lecanoideus floccissimus KF059960 CIAT
Aleurodicus dispersus KF059954 CIAT
Aleurodicus dispersus EU581838
Aleurodicus dispersus EU581837
Drosophila melanogaster ADW61439
Drosophila melanogaster ADW61333
Drosophila melanogaster AGE13862
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0.000.050.100.150.20
Asia / Asia-Minor
New World
Ale
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dic
inae
Ale
yro
din
ae
A
B
C
D
E
F
G
H
I
New World
G-I
G-I
I
Asia
Asia
G-I
II
G-I
VG
-V
G-V
I
Asia
New World
New World
Asia
CMC-40
MEcu 72
A B
C D
Whitefly resistance
Whitefly molecular identification
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Carotenoid Synthase Pathway
Enhancing Cassava productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
pVA and Starch: WhyFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Carotenoid Synthase Pathway
Challenge: Malnutrition – Secure Source of Incomefor poor small-holder farmers
pVA and Starch: HypothesisFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Carotenoid Synthase Pathway
Amyloplast vs. Chromoplast
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPP
PSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
pVA and Starch: InfrastructureFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Carotenoid Synthase Pathway
Equipment needed:
pVA and Starch: Plant materialsFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Carotenoid Synthase Pathway
PEDIGREE:
pVA and Starch: PhenotypingFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Carotenoid Synthase Pathway
BIOCHEMICAL TEST:
pVA and Starch: Data consistencyFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
Three years evaluation 2011, 2012 and 2013
y = 1.0899x - 0.0065R² = 0.8194
0
2
4
6
8
10
12
14
16
0 2 4 6 8 10 12 14
2012
2011
β-carotene content (HPLC method)
b-carotene content (HPLC method) Linear (b-carotene content (HPLC method))
y = 1.0007x + 1.7402R² = 0.821
0
5
10
15
20
25
30
0 5 10 15 20 25
2012
2011
Total Carotenoid Content(HPLC method)
Total Carotenoid Content (HPLC method) Linear (Total Carotenoid Content (HPLC method))
pVA and Starch: The potentialFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
Three years evaluation 2011, 2012 and 2013
0
5
10
15
20
25
30
35
40
45
GM
3732
-28
GM
3736
-78
GM
3736
-84
GM
3736
-29
GM
3732
-19
GM
3732
-22
GM
3736
-75
GM
3736
-40
GM
3736
-56
GM
3736
-26
GM
3736
-45
GM
3736
-37
GM
3736
-34
GM
3732
-02
GM
3732
-05
GM
3732
-34
GM
3736
-17
GM
3736
-16
GM
3732
-17
GM
905-
57G
M37
36-3
2G
M37
36-1
5G
M37
32-1
8G
M37
36-5
8G
M37
36-5
9G
M37
32-1
1G
M37
32-0
8G
M37
36-7
7G
M37
36-2
0G
M37
36-6
9G
M90
5-60
GM
3732
-29
GM
3732
-30
GM
3736
-66
GM
3736
-38
GM
3736
-36
GM
3732
-01
GM
3736
-76
GM
3732
-21
GM
3736
-51
GM
3736
-43
GM
3732
-16
GM
3736
-18
GM
3736
-85
GM
3736
-12
GM
3736
-44
GM
3732
-37
GM
3732
-13
GM
3736
-13
GM
3736
-02
GM
3736
-06
GM
3736
-48
GM
3736
-53
GM
3736
-54
GM
3736
-74
GM
3732
-23
GM
3732
-36
GM
3736
-72
GM
3732
-31
GM
3736
-57
GM
905-
52G
M37
36-5
2G
M37
36-0
3G
M37
36-0
8G
M37
32-2
5G
M37
36-1
9G
M37
36-1
1G
M37
32-2
7G
M37
36-2
3G
M37
36-8
0G
M37
32-1
2G
M37
32-3
5G
M37
36-0
5G
M37
36-7
9G
M37
32-1
4G
M37
32-0
4G
M37
36-6
3G
M37
32-2
0G
M37
32-3
2G
M37
32-0
9G
M37
36-2
4G
M37
36-2
5G
M37
36-4
1G
M37
32-3
3G
M37
36-7
3G
M37
32-0
3G
M37
36-1
0G
M37
32-0
6G
M37
36-2
2G
M37
36-6
1G
M37
36-3
5G
M37
36-4
7G
M37
36-2
1G
M37
36-3
0G
M37
36-2
7G
M37
36-7
0G
M37
32-0
7G
M37
36-3
9G
M37
32-1
5G
M37
36-4
9G
M37
36-8
1G
M37
32-1
0G
M37
36-0
9G
M37
36-3
3G
M37
36-5
0G
M37
32-2
4G
M37
36-2
8G
M37
36-7
1G
M37
36-6
4G
M37
36-1
4G
M37
36-5
5G
M37
36-8
2G
M37
36-4
2G
M37
36-4
6G
M37
36-6
2G
M37
36-6
7G
M37
36-0
1G
M37
36-8
3
PTFN 2012
PTH 2012
TCH 2012
Car
ote
no
id
Gai
ne
dC
aro
ten
oid
P
ote
nti
al
IPP
Geranylgeranyl diphosphate
Phytoene
Lycopene
-carotene(vitamin A precursor)
Phytoene synthase
Phytoene desaturase
Lycopene-beta-cyclase
ξ-carotene desaturase
pVA and Starch: No Lycopene Functional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
Three years evaluation 2011, 2012 and 2013
Car
ote
no
id
Gai
ne
dC
aro
ten
oid
P
ote
nti
al
0
5
10
15
20
25
30
35
40
45
GM
3732
-28
GM
3736
-78
GM
3736
-84
GM
3736
-29
GM
3732
-19
GM
3732
-22
GM
3736
-75
GM
3736
-40
GM
3736
-56
GM
3736
-26
GM
3736
-45
GM
3736
-37
GM
3736
-34
GM
3732
-02
GM
3732
-05
GM
3732
-34
GM
3736
-17
GM
3736
-16
GM
3732
-17
GM
905-
57G
M37
36-3
2G
M37
36-1
5G
M37
32-1
8G
M37
36-5
8G
M37
36-5
9G
M37
32-1
1G
M37
32-0
8G
M37
36-7
7G
M37
36-2
0G
M37
36-6
9G
M90
5-60
GM
3732
-29
GM
3732
-30
GM
3736
-66
GM
3736
-38
GM
3736
-36
GM
3732
-01
GM
3736
-76
GM
3732
-21
GM
3736
-51
GM
3736
-43
GM
3732
-16
GM
3736
-18
GM
3736
-85
GM
3736
-12
GM
3736
-44
GM
3732
-37
GM
3732
-13
GM
3736
-13
GM
3736
-02
GM
3736
-06
GM
3736
-48
GM
3736
-53
GM
3736
-54
GM
3736
-74
GM
3732
-23
GM
3732
-36
GM
3736
-72
GM
3732
-31
GM
3736
-57
GM
905-
52G
M37
36-5
2G
M37
36-0
3G
M37
36-0
8G
M37
32-2
5G
M37
36-1
9G
M37
36-1
1G
M37
32-2
7G
M37
36-2
3G
M37
36-8
0G
M37
32-1
2G
M37
32-3
5G
M37
36-0
5G
M37
36-7
9G
M37
32-1
4G
M37
32-0
4G
M37
36-6
3G
M37
32-2
0G
M37
32-3
2G
M37
32-0
9G
M37
36-2
4G
M37
36-2
5G
M37
36-4
1G
M37
32-3
3G
M37
36-7
3G
M37
32-0
3G
M37
36-1
0G
M37
32-0
6G
M37
36-2
2G
M37
36-6
1G
M37
36-3
5G
M37
36-4
7G
M37
36-2
1G
M37
36-3
0G
M37
36-2
7G
M37
36-7
0G
M37
32-0
7G
M37
36-3
9G
M37
32-1
5G
M37
36-4
9G
M37
36-8
1G
M37
32-1
0G
M37
36-0
9G
M37
36-3
3G
M37
36-5
0G
M37
32-2
4G
M37
36-2
8G
M37
36-7
1G
M37
36-6
4G
M37
36-1
4G
M37
36-5
5G
M37
36-8
2G
M37
36-4
2G
M37
36-4
6G
M37
36-6
2G
M37
36-6
7G
M37
36-0
1G
M37
36-8
3
PTFN 2012
PTH 2012
TCH 2012
IPP
Geranylgeranyl diphosphate
Phytoene
Lycopene
-carotene(vitamin A precursor)
Phytoene synthase
Phytoene desaturase
Lycopene-beta-cyclase
ξ-carotene desaturase
pVA and Starch: Unknown carotenoidsFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
Three years evaluation 2011, 2012 and 2013
Car
ote
no
id
Gai
ne
dC
aro
ten
oid
P
ote
nti
al
0
5
10
15
20
25
30
35
40
45
GM
3732
-28
GM
3736
-78
GM
3736
-84
GM
3736
-29
GM
3732
-19
GM
3732
-22
GM
3736
-75
GM
3736
-40
GM
3736
-56
GM
3736
-26
GM
3736
-45
GM
3736
-37
GM
3736
-34
GM
3732
-02
GM
3732
-05
GM
3732
-34
GM
3736
-17
GM
3736
-16
GM
3732
-17
GM
905-
57G
M37
36-3
2G
M37
36-1
5G
M37
32-1
8G
M37
36-5
8G
M37
36-5
9G
M37
32-1
1G
M37
32-0
8G
M37
36-7
7G
M37
36-2
0G
M37
36-6
9G
M90
5-60
GM
3732
-29
GM
3732
-30
GM
3736
-66
GM
3736
-38
GM
3736
-36
GM
3732
-01
GM
3736
-76
GM
3732
-21
GM
3736
-51
GM
3736
-43
GM
3732
-16
GM
3736
-18
GM
3736
-85
GM
3736
-12
GM
3736
-44
GM
3732
-37
GM
3732
-13
GM
3736
-13
GM
3736
-02
GM
3736
-06
GM
3736
-48
GM
3736
-53
GM
3736
-54
GM
3736
-74
GM
3732
-23
GM
3732
-36
GM
3736
-72
GM
3732
-31
GM
3736
-57
GM
905-
52G
M37
36-5
2G
M37
36-0
3G
M37
36-0
8G
M37
32-2
5G
M37
36-1
9G
M37
36-1
1G
M37
32-2
7G
M37
36-2
3G
M37
36-8
0G
M37
32-1
2G
M37
32-3
5G
M37
36-0
5G
M37
36-7
9G
M37
32-1
4G
M37
32-0
4G
M37
36-6
3G
M37
32-2
0G
M37
32-3
2G
M37
32-0
9G
M37
36-2
4G
M37
36-2
5G
M37
36-4
1G
M37
32-3
3G
M37
36-7
3G
M37
32-0
3G
M37
36-1
0G
M37
32-0
6G
M37
36-2
2G
M37
36-6
1G
M37
36-3
5G
M37
36-4
7G
M37
36-2
1G
M37
36-3
0G
M37
36-2
7G
M37
36-7
0G
M37
32-0
7G
M37
36-3
9G
M37
32-1
5G
M37
36-4
9G
M37
36-8
1G
M37
32-1
0G
M37
36-0
9G
M37
36-3
3G
M37
36-5
0G
M37
32-2
4G
M37
36-2
8G
M37
36-7
1G
M37
36-6
4G
M37
36-1
4G
M37
36-5
5G
M37
36-8
2G
M37
36-4
2G
M37
36-4
6G
M37
36-6
2G
M37
36-6
7G
M37
36-0
1G
M37
36-8
3
PTFN 2012
PTH 2012
TCH 2012
IPP
Geranylgeranyl diphosphate
Phytoene
Lycopene
-carotene(vitamin A precursor)
Phytoene synthase
Phytoene desaturase
Lycopene-beta-cyclase
ξ-carotene desaturase
Unknown Carotenoids
pVA and Starch: DMC do not matterFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
Carotenoids vs Dry Matter Content (DMC)
Car
ote
no
id
Gai
ne
dC
aro
ten
oid
P
ote
nti
al
IPP
Geranylgeranyl diphosphate
Phytoene
Lycopene
-carotene(vitamin A precursor)
Phytoene synthase
Phytoene desaturase
Lycopene-beta-cyclase
ξ-carotene desaturase
0
5
10
15
20
25
30
35
40
45
50
GM
3732
-28
GM
3736
-78
GM
3736
-84
GM
3736
-29
GM
3732
-19
GM
3732
-22
GM
3736
-75
GM
3736
-40
GM
3736
-56
GM
3736
-26
GM
3736
-45
GM
3736
-37
GM
3736
-34
GM
3732
-02
GM
3732
-05
GM
3732
-34
GM
3736
-17
GM
3736
-16
GM
3732
-17
GM
905-
57G
M37
36-3
2G
M37
36-1
5G
M37
32-1
8G
M37
36-5
8G
M37
36-5
9G
M37
32-1
1G
M37
32-0
8G
M37
36-7
7G
M37
36-2
0G
M37
36-6
9G
M90
5-60
GM
3732
-29
GM
3732
-30
GM
3736
-66
GM
3736
-38
GM
3736
-36
GM
3732
-01
GM
3736
-76
GM
3732
-21
GM
3736
-51
GM
3736
-43
GM
3732
-16
GM
3736
-18
GM
3736
-85
GM
3736
-12
GM
3736
-44
GM
3732
-37
GM
3732
-13
GM
3736
-13
GM
3736
-02
GM
3736
-06
GM
3736
-48
GM
3736
-53
GM
3736
-54
GM
3736
-74
GM
3732
-23
GM
3732
-36
GM
3736
-72
GM
3732
-31
GM
3736
-57
GM
905-
52G
M37
36-5
2G
M37
36-0
3G
M37
36-0
8G
M37
32-2
5G
M37
36-1
9G
M37
36-1
1G
M37
32-2
7G
M37
36-2
3G
M37
36-8
0G
M37
32-1
2G
M37
32-3
5G
M37
36-0
5G
M37
36-7
9G
M37
32-1
4G
M37
32-0
4G
M37
36-6
3G
M37
32-2
0G
M37
32-3
2G
M37
32-0
9G
M37
36-2
4G
M37
36-2
5G
M37
36-4
1G
M37
32-3
3G
M37
36-7
3G
M37
32-0
3G
M37
36-1
0G
M37
32-0
6G
M37
36-2
2G
M37
36-6
1G
M37
36-3
5G
M37
36-4
7G
M37
36-2
1G
M37
36-3
0G
M37
36-2
7G
M37
36-7
0G
M37
32-0
7G
M37
36-3
9G
M37
32-1
5G
M37
36-4
9G
M37
36-8
1G
M37
32-1
0G
M37
36-0
9G
M37
36-3
3G
M37
36-5
0G
M37
32-2
4G
M37
36-2
8G
M37
36-7
1G
M37
36-6
4G
M37
36-1
4G
M37
36-5
5G
M37
36-8
2G
M37
36-4
2G
M37
36-4
6G
M37
36-6
2G
M37
36-6
7G
M37
36-0
1G
M37
36-8
3
Dry Matter Content (2012)
High β-carotene has no penalty on DMC
Gains from 2010/12 to 2013From 25ug to 29ug in TCCFrom 15ug to 22ug in TBC
pVA and Starch: During 2014Functional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
SSR and SNPs
pVA and Starch: Which Molecular MarkersFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
α-carotene
PDS + Z-ISOZDS + CRTISO
LCYB
Phytoene
15µg
25 µg Total Carotenoid Content
Chromoplast
GGPPPSY
ζ-carotene
Lycopene
β-caroteneLCYB + LCYE
β+ε-OHase
Lutein
β-OHaseZeaxanthin
Carotenoid Synthase Pathway
Unraveling the genetics of high pVA61003 Mapping Pop.
CIR00030.0RGA-8A-1c2.9
CIR000966.6
CIR0199a86.4BNL169399.8
BNL0256232.8
BNL1160250.8
CIR0171c272.4
BNL1161315.1
CIR0166a338.0A1110349.4
BNL2960377.3
qF
5-VB
S
qF
4-VB
S
qF
5-VB
S
A10-Chr10
BNL40590.0CIR0272b6.3
BNL1673110.9
CIR0148140.5BNL1045a146.9CIR0293160.2BNL3537a172.8BNL0598b188.4
BNL0598a215.1BNL3537c218.0
CIR0272a248.9
BNL3537b274.7
BNL1045b310.4BNL2495326.3CIR0085b330.8
qF
3-FG
AW
6b
qF
3-FG
AW
6a qF
3-VB
Sa
qF
3-VB
Sb
qF
4-VB
S
qF
5-VB
Sq
F3-F
GA
W5
qF
3-FG
AW
6
qF
3-VB
S
A12-Chr12
61003 Mapping Pop.
BNL11450.0
CIR012148.7BNL383849.3BNL394863.4CIR0171b77.9BNL094688.8BNL399393.9CIR0171d104.2BNL0169128.7
CIR0166b149.8
qF
3-FG
AW
3
qF
3-FG
AW
4
qF
3-FG
AW
5
qF
3-FG
AW
6
qF
3-VB
S
qF
3-FG
AW
3
qF
3-FG
AW
4
qF
3-FG
AW
5
qF
3-FG
AW
6
qF
3-VB
S
D10-Chr20
Unig22B10b0.0Gate1AC11a12.3BNL019315.0BNL254420.5
BNL2652b61.9BNL107975.1BNL347987.1BNL3280b95.8
CIR0277158.7
qF
3-W3
qF
4-VB
S
qF
5-VB
S
qF
4-VB
S
D13-Chr18
pVA and Starch: Novel starchesFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Waxy and small-granule cassava
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
X
Easy hydrolysis good for bioethanol and bioplastic production
pVA and Starch: Novel starchesFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Waxy and small-granule cassava
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
X
100% amylopectin
pVA and Starch: Novel starchesFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Waxy and small-granule cassava
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
X
Important to bear in mind:Type and quality of the amylopectin is control by the starch-synthase pathway
pVA and Starch: Novel starchesFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Waxy and small-granule cassava
pVA and Starch: Novel starches WAXYFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
GBSSI: Responsible for Waxy cassava
• GBSSI in cassava is ~3400 bp• 2 to 4 allelic versions• Among 7 different sources of the
mutation span 126 SNPs• 3 are diagnostic of the trait
pVA and Starch: Novel starches WAXYFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Waxy and small-granule cassava
SM
3316
-24N
ewA
-V4W
x
AM
206-
5New
-V3W
x
24
CU
B58
-V5N
Wx
24
GB
SS
JF70
8949
Wx
24
SM
3316
-24N
ewA
-V2W
x
24
CL4
4-2N
ewA
-V6W
x
24
CL
44-2
New
A-V
3Wx
CL
44-
2N
ew
A-V
5W
x
67
24
CL
41
-1N
ew
AV
2W
x
24
CL
44
-2N
ew
A-V
4W
x
24
CL
41
-6N
ew
A-V
3W
x
CL
41
-6N
ew
A-V
7W
x91
24
CL
44
-2N
ew
A-V
2W
xC
L4
4-2
Ne
wA
-V1
Wx
70
24
AC
27-1
New
-V4W
xA
C27
-1N
ew-V
2Wx
AC
27-1
New
-V1W
xA
C27
-1N
ew-V
3Wx
514077
24
CL4
2-3N
ewA
-V5W
x
24
CL4
1-6N
ewA
-V5W
x
24
CL4
2-3N
ewA
-V7W
x
CL4
2-3N
ewA
-V4W
x
CU
B29
-V3N
Wx
5782
24
AM20
6-5N
ew-V
4Wx
AM20
6-5N
ew-V
6Wx
62
24
CL41-
6New
A-V2W
x
24
SM33
15-5NewA-V
1Wx
SM3315-5NewA-V
3Wx
86SM3315-5NewA-V
2Wx
SM3315-5NewA-V4Wx
7194
24
CL42-3NewA-V2Wx
24
CL41-6NewA-V1Wx
24
AM206-5New-V5Wx
24
CL41-1NewAV1Wx
CUB58-V2NWx
CUB29-V1NWx
AM206-5New-V2Wx
PAN139-V2NWx
PAN139-V3NWx76
CUB58-V3NWx
PAN139-V6NWx
VEN29-V7NWx
CL41-1NewAV3WxAM206-5New-V1WxCUB29-V5NWxCUB29-V7NWx
24
24
24
24
24
24
24
24
2424
3624
CL42-3NewA-V3WxCL42-3NewA-V6Wx
82
24
CL42-6NewA-V4Wx
CL42-6NewA-V2Wx
CL42-6NewA-V1Wx
75
53
24
CL41-1NewAV4Wx
SM3316-32NewA-V3Wx
SM3316-32NewA-V4Wx
82
26
36
CL41-6NewA-V6Wx
CL42-6NewA-V3Wx
CL42-6NewA-V5Wx
CL41-6NewA-V4Wx
CL41-6N
ewA-V8W
x
75
SM3316-24N
ewA-V1W
x
SM
3316-24New
A-V
3Wx
9999
2899
51
62
CL42-3N
ewA
-V1W
x
91
CU
B23-V
2NW
x
CU
B23-V
5NW
x
96
90
CU
B58-V
6NW
x
90
VE
N309aV
4NW
x
8954
CU
B2-V
2N
Wx
CU
B2
-V7
NW
x
9555
TM
E-3
Ne
wV
2P
Sg
NW
x
29C
4re
vV1
PS
gN
Wx
C4 rev V
2PS
g NW
x85
21
VE
N2
9-V
1N
Wx
TM
S3
05
55
V1
revP
Sg
NW
x
VE
N2
9-V
2N
Wx
34
26
19
CU
B2-
V5N
Wx
CU
B2-
V6N
Wx
34
CU
B2-
V3N
Wx
81
AM
506-
5NW
x
VE
N30
9bV
1NW
x
49
CU
B2-
V4N
Wx
CU
B2-
V1N
Wx
84 39 18
8
VE
N29
-V3N
Wx
11
GBS
SIcD
NAX
7416
0NW
x
VEN29
-V4N
Wx
25
CUB29-V
4NW
x
24
VEN29-V
9NW
x
24
VEN29-V10NW
x
24
PAN139-V4NW
x
22
VEN29-V5NW
x
CUB58-V4NWx
CUB23-V1NWx
CUB23-V6NWx
81
GBSSIX74160MANESYPAN139-V5NWx
SM3316-32NewA-V1WxSM3316-32NewA-V2Wx 99
TMS30555V2revPSgNWx 73
PAN139-V1NWxVEN29-V8NWxVEN29-V6NWx
CUB29-V2NWx
CUB58-V1NWx
TME-3NewV1PSgNWx
CUB23-V3NWx
VEN309bV2NWx
CUB23-V4NWx
GBSSJF708948NWx
CUB29-V6NWx 26
26
24
24
24
24
24
2518
18
24
2424
2424
2127
47
VEN309aV1NWx
VEN309aV2NWx
VEN309aV3NWx
87
99
66
XP_004495514CHICKPEA
ABK95833POPULUS
ACV72639COTTON
ACJ11751COTTON
99
46
66
All non-waxy landraces carried the non-waxy allele(s), but waxy types also carried non-waxy alleles
All waxy types carried the waxy allele(s)
pVA and Starch: Novel starches WAXYFunctional Genetic for high
quality cassava: pVA and Starch synthase pathways
GBSSI
SSISSII
SSIIISBEI
SBEIIDE
ADP
ADPG
25% Amylose
75% Amylopectin
ATP PPi
G1P
Amyloplast
Starch Synthase Pathway
Waxy and small-granule cassava
SM
3316
-24N
ewA
-V4W
x
AM
206-
5New
-V3W
x
24
CU
B58
-V5N
Wx
24
GB
SS
JF70
8949
Wx
24
SM
3316
-24N
ewA
-V2W
x
24
CL4
4-2N
ewA
-V6W
x
24
CL
44-2
New
A-V
3Wx
CL
44-
2N
ew
A-V
5W
x
67
24
CL
41
-1N
ew
AV
2W
x
24
CL
44
-2N
ew
A-V
4W
x
24
CL
41
-6N
ew
A-V
3W
x
CL
41
-6N
ew
A-V
7W
x91
24
CL
44
-2N
ew
A-V
2W
xC
L4
4-2
Ne
wA
-V1
Wx
70
24
AC
27-1
New
-V4W
xA
C27
-1N
ew-V
2Wx
AC
27-1
New
-V1W
xA
C27
-1N
ew-V
3Wx
514077
24
CL4
2-3N
ewA
-V5W
x
24
CL4
1-6N
ewA
-V5W
x
24
CL4
2-3N
ewA
-V7W
x
CL4
2-3N
ewA
-V4W
x
CU
B29
-V3N
Wx
5782
24
AM20
6-5N
ew-V
4Wx
AM20
6-5N
ew-V
6Wx
62
24
CL41-
6New
A-V2W
x
24
SM33
15-5NewA-V
1Wx
SM3315-5NewA-V
3Wx
86SM3315-5NewA-V
2Wx
SM3315-5NewA-V4Wx
7194
24
CL42-3NewA-V2Wx
24
CL41-6NewA-V1Wx
24
AM206-5New-V5Wx
24
CL41-1NewAV1Wx
CUB58-V2NWx
CUB29-V1NWx
AM206-5New-V2Wx
PAN139-V2NWx
PAN139-V3NWx76
CUB58-V3NWx
PAN139-V6NWx
VEN29-V7NWx
CL41-1NewAV3WxAM206-5New-V1WxCUB29-V5NWxCUB29-V7NWx
24
24
24
24
24
24
24
24
2424
3624
CL42-3NewA-V3WxCL42-3NewA-V6Wx
82
24
CL42-6NewA-V4Wx
CL42-6NewA-V2Wx
CL42-6NewA-V1Wx
75
53
24
CL41-1NewAV4Wx
SM3316-32NewA-V3Wx
SM3316-32NewA-V4Wx
82
26
36
CL41-6NewA-V6Wx
CL42-6NewA-V3Wx
CL42-6NewA-V5Wx
CL41-6NewA-V4Wx
CL41-6N
ewA-V8W
x
75
SM3316-24N
ewA-V1W
x
SM
3316-24New
A-V
3Wx
9999
2899
51
62
CL42-3N
ewA
-V1W
x
91
CU
B23-V
2NW
x
CU
B23-V
5NW
x
96
90
CU
B58-V
6NW
x
90
VE
N309aV
4NW
x
8954
CU
B2-V
2N
Wx
CU
B2
-V7
NW
x
9555
TM
E-3
Ne
wV
2P
Sg
NW
x
29C
4re
vV1
PS
gN
Wx
C4 rev V
2PS
g NW
x85
21
VE
N2
9-V
1N
Wx
TM
S3
05
55
V1
revP
Sg
NW
x
VE
N2
9-V
2N
Wx
34
26
19
CU
B2-
V5N
Wx
CU
B2-
V6N
Wx
34
CU
B2-
V3N
Wx
81
AM
506-
5NW
x
VE
N30
9bV
1NW
x
49
CU
B2-
V4N
Wx
CU
B2-
V1N
Wx
84 39 18
8
VE
N29
-V3N
Wx
11
GBS
SIcD
NAX
7416
0NW
x
VEN29
-V4N
Wx
25
CUB29-V
4NW
x
24
VEN29-V
9NW
x
24
VEN29-V10NW
x
24
PAN139-V4NW
x
22
VEN29-V5NW
x
CUB58-V4NWx
CUB23-V1NWx
CUB23-V6NWx
81
GBSSIX74160MANESYPAN139-V5NWx
SM3316-32NewA-V1WxSM3316-32NewA-V2Wx 99
TMS30555V2revPSgNWx 73
PAN139-V1NWxVEN29-V8NWxVEN29-V6NWx
CUB29-V2NWx
CUB58-V1NWx
TME-3NewV1PSgNWx
CUB23-V3NWx
VEN309bV2NWx
CUB23-V4NWx
GBSSJF708948NWx
CUB29-V6NWx 26
26
24
24
24
24
24
2518
18
24
2424
2424
2127
47
VEN309aV1NWx
VEN309aV2NWx
VEN309aV3NWx
87
99
66
XP_004495514CHICKPEA
ABK95833POPULUS
ACV72639COTTON
ACJ11751COTTON
99
46
66
All non-waxy landraces carried the non-waxy allele(s), but waxy types also carried non-waxy alleles
All waxy types carried the waxy allele(s)
Is cassava really diploid (2X)?
Whitefly research: WHYWhitefly control: a durable
solution to cassava-disease pandemics (Africa and Asia)
Bemisia tabaci J N410741
Bemisia tabaci J N410738
Bemisia tabaci biotypeB KF059959 CIAT
Bemisia tabaci biotypeA KF059958 CIAT
Bemisia tabaci AY521259
Aleurolobus marlatti J Q340188
Siphoninus philyreae J Q340199
Aleurocanthus inceratus HM150621
Aleurocanthus spiniferus J Q340176
Crenidorsum micheliae J Q340190
Aleurotrachelus trachoides KF059957 CIAT
Aleurothrachelus socialis KF059953 CIAT
Aleurothrixus floccosus KF059956 CIAT
Aleuroclava sp J Q340187
Dialeuropora J Q340197
Dialeurodes citri J Q340193
Dialeurodes hongkongensis J Q340195
Trialeurodes variabilis KF059962 CIAT
Trialeurodes vaporiariorum KF192508 CIAT
Trialeurodes vaporariorum AY521265
Aleuronudus melzeri KF059955 CIAT
Aleurodicus dugessi AY521251
Lecanoideus floccissimus KF059960 CIAT
Aleurodicus dispersus KF059954 CIAT
Aleurodicus dispersus EU581838
Aleurodicus dispersus EU581837
Drosophila melanogaster ADW61439
Drosophila melanogaster ADW61333
Drosophila melanogaster AGE13862
100
100
75
99
46
95
99
99
99
81
100
99
88
99
89
98
93
98
97
96
73
68
45
30
0.000.050.100.150.20
Asia / Asia-Minor
New World
Ale
uro
dic
inae
Ale
yro
din
ae
A
B
C
D
E
F
G
H
I
New World
G-I
G-I
I
Asia
Asia
G-I
II
G-I
VG
-V
G-V
I
Asia
New World
New World
Asia
CMC-40
MEcu 72
A B
C D
Whitefly resistance
Whitefly molecular identification
Whiteflies have been called
“The pest of 21st Century”
Tomato Citrus Palm
Cotton Zucchini
Whitefly researchWhitefly control: a durable
solution to cassava-disease pandemics (Africa and Asia)
Bemisia tabaci J N410741
Bemisia tabaci J N410738
Bemisia tabaci biotypeB KF059959 CIAT
Bemisia tabaci biotypeA KF059958 CIAT
Bemisia tabaci AY521259
Aleurolobus marlatti J Q340188
Siphoninus philyreae J Q340199
Aleurocanthus inceratus HM150621
Aleurocanthus spiniferus J Q340176
Crenidorsum micheliae J Q340190
Aleurotrachelus trachoides KF059957 CIAT
Aleurothrachelus socialis KF059953 CIAT
Aleurothrixus floccosus KF059956 CIAT
Aleuroclava sp J Q340187
Dialeuropora J Q340197
Dialeurodes citri J Q340193
Dialeurodes hongkongensis J Q340195
Trialeurodes variabilis KF059962 CIAT
Trialeurodes vaporiariorum KF192508 CIAT
Trialeurodes vaporariorum AY521265
Aleuronudus melzeri KF059955 CIAT
Aleurodicus dugessi AY521251
Lecanoideus floccissimus KF059960 CIAT
Aleurodicus dispersus KF059954 CIAT
Aleurodicus dispersus EU581838
Aleurodicus dispersus EU581837
Drosophila melanogaster ADW61439
Drosophila melanogaster ADW61333
Drosophila melanogaster AGE13862
100
100
75
99
46
95
99
99
99
81
100
99
88
99
89
98
93
98
97
96
73
68
45
30
0.000.050.100.150.20
Asia / Asia-Minor
New World
Ale
uro
dic
inae
Ale
yro
din
ae
A
B
C
D
E
F
G
H
I
New World
G-I
G-I
I
Asia
Asia
G-I
II
G-I
VG
-V
G-V
I
Asia
New World
New World
Asia
CMC-40
MEcu 72
A B
C D
Whitefly resistance
Whitefly molecular identification
Whitefly Pest response Bio-assay
A
B
C
Whitefly researchWhitefly control: a durable
solution to cassava-disease pandemics (Africa and Asia)
Bemisia tabaci J N410741
Bemisia tabaci J N410738
Bemisia tabaci biotypeB KF059959 CIAT
Bemisia tabaci biotypeA KF059958 CIAT
Bemisia tabaci AY521259
Aleurolobus marlatti J Q340188
Siphoninus philyreae J Q340199
Aleurocanthus inceratus HM150621
Aleurocanthus spiniferus J Q340176
Crenidorsum micheliae J Q340190
Aleurotrachelus trachoides KF059957 CIAT
Aleurothrachelus socialis KF059953 CIAT
Aleurothrixus floccosus KF059956 CIAT
Aleuroclava sp J Q340187
Dialeuropora J Q340197
Dialeurodes citri J Q340193
Dialeurodes hongkongensis J Q340195
Trialeurodes variabilis KF059962 CIAT
Trialeurodes vaporiariorum KF192508 CIAT
Trialeurodes vaporariorum AY521265
Aleuronudus melzeri KF059955 CIAT
Aleurodicus dugessi AY521251
Lecanoideus floccissimus KF059960 CIAT
Aleurodicus dispersus KF059954 CIAT
Aleurodicus dispersus EU581838
Aleurodicus dispersus EU581837
Drosophila melanogaster ADW61439
Drosophila melanogaster ADW61333
Drosophila melanogaster AGE13862
100
100
75
99
46
95
99
99
99
81
100
99
88
99
89
98
93
98
97
96
73
68
45
30
0.000.050.100.150.20
Asia / Asia-Minor
New World
Ale
uro
dic
inae
Ale
yro
din
ae
A
B
C
D
E
F
G
H
I
New World
G-I
G-I
I
Asia
Asia
G-I
II
G-I
VG
-V
G-V
I
Asia
New World
New World
Asia
CMC-40
MEcu 72
A B
C D
Whitefly resistance
Whitefly molecular identification
Whitefly SSR and AFLP genetic map
SNP markers are underway
Whitefly researchWhitefly control: a durable
solution to cassava-disease pandemics (Africa and Asia)
Bemisia tabaci J N410741
Bemisia tabaci J N410738
Bemisia tabaci biotypeB KF059959 CIAT
Bemisia tabaci biotypeA KF059958 CIAT
Bemisia tabaci AY521259
Aleurolobus marlatti J Q340188
Siphoninus philyreae J Q340199
Aleurocanthus inceratus HM150621
Aleurocanthus spiniferus J Q340176
Crenidorsum micheliae J Q340190
Aleurotrachelus trachoides KF059957 CIAT
Aleurothrachelus socialis KF059953 CIAT
Aleurothrixus floccosus KF059956 CIAT
Aleuroclava sp J Q340187
Dialeuropora J Q340197
Dialeurodes citri J Q340193
Dialeurodes hongkongensis J Q340195
Trialeurodes variabilis KF059962 CIAT
Trialeurodes vaporiariorum KF192508 CIAT
Trialeurodes vaporariorum AY521265
Aleuronudus melzeri KF059955 CIAT
Aleurodicus dugessi AY521251
Lecanoideus floccissimus KF059960 CIAT
Aleurodicus dispersus KF059954 CIAT
Aleurodicus dispersus EU581838
Aleurodicus dispersus EU581837
Drosophila melanogaster ADW61439
Drosophila melanogaster ADW61333
Drosophila melanogaster AGE13862
100
100
75
99
46
95
99
99
99
81
100
99
88
99
89
98
93
98
97
96
73
68
45
30
0.000.050.100.150.20
Asia / Asia-Minor
New World
Ale
uro
dic
inae
Ale
yro
din
ae
A
B
C
D
E
F
G
H
I
New World
G-I
G-I
I
Asia
Asia
G-I
II
G-I
VG
-V
G-V
I
Asia
New World
New World
Asia
CMC-40
MEcu 72
A B
C D
Whitefly resistance
Whitefly molecular identification
Grant to be approved in 2014
Whitefly researchWhitefly control: a durable
solution to cassava-disease pandemics (Africa and Asia)
Bemisia tabaci J N410741
Bemisia tabaci J N410738
Bemisia tabaci biotypeB KF059959 CIAT
Bemisia tabaci biotypeA KF059958 CIAT
Bemisia tabaci AY521259
Aleurolobus marlatti J Q340188
Siphoninus philyreae J Q340199
Aleurocanthus inceratus HM150621
Aleurocanthus spiniferus J Q340176
Crenidorsum micheliae J Q340190
Aleurotrachelus trachoides KF059957 CIAT
Aleurothrachelus socialis KF059953 CIAT
Aleurothrixus floccosus KF059956 CIAT
Aleuroclava sp J Q340187
Dialeuropora J Q340197
Dialeurodes citri J Q340193
Dialeurodes hongkongensis J Q340195
Trialeurodes variabilis KF059962 CIAT
Trialeurodes vaporiariorum KF192508 CIAT
Trialeurodes vaporariorum AY521265
Aleuronudus melzeri KF059955 CIAT
Aleurodicus dugessi AY521251
Lecanoideus floccissimus KF059960 CIAT
Aleurodicus dispersus KF059954 CIAT
Aleurodicus dispersus EU581838
Aleurodicus dispersus EU581837
Drosophila melanogaster ADW61439
Drosophila melanogaster ADW61333
Drosophila melanogaster AGE13862
100
100
75
99
46
95
99
99
99
81
100
99
88
99
89
98
93
98
97
96
73
68
45
30
0.000.050.100.150.20
Asia / Asia-Minor
New World
Ale
uro
dic
inae
Ale
yro
din
ae
A
B
C
D
E
F
G
H
I
New World
G-I
G-I
I
Asia
Asia
G-I
II
G-I
VG
-V
G-V
I
Asia
New World
New World
Asia
CMC-40
MEcu 72
A B
C D
Whitefly resistance
Whitefly molecular identification
Grant to be approved in 2014
Dr. Adriana Bohorquez Post Doctoral Fellow
Lesson learned:
Cassava genetic resource are critical to advance crop development. Understanding them fully is imperative
CMC-40
MEcu 72
A B
C D
Positioning CIAT as a Leader in RTB
Improvement
Cassava Genetics / Molecular breeding working like Swiss clock
By 2012
The Best Team
Tissue Culture Mol. Biology Bioinformatic & Data Management Post Harvest BreedingWhiteFly Res. VIGS
RTB Leader for Development of Varieties
Global Cassava Diversity: Cross-CuttingEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
Global Cassava Diversity: StrategyEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling mGWAS and GWAS
High pVAWaxy
Global Cassava Diversity: OMICSEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
Data generation and analysis pipeline
Sampling
RAD-SEQBioinformatic
Pipeline
Pop. GENOMICS
Whole Genome Region/Window
SNP-KIT
Genotype validation/
Identification
•Selection of relevant breeding genotypes
•Geographic distribution
•Mapping to REF-GENOME
•Adequate data filtering
• Variant detection and genotyping (NGSEP)
•Pop. Structure
•Pop. diversity
•Differential and random matting estimates
•Nucleotide diversity
•Tajima’s D
•Kernell smoothed FSTs
• Identification of highly informative SNPs to discriminate among cassava accessions
Global Cassava Diversity: OMICSEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
• 1,900 Experimental nurseries
• Nearly 15’000,000 data points
Global Cassava Diversity: OMICSEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
• Identification of the 139 founders CIAT’s cassava breeding program
• Important genotypes: MCol22, MCol1505, MCol1684, MBra12.
• Identification of 25 trait-specific genotypes to construct the Cassava-Basic Metabolome Profile
Genotypes
Fo
un
der
fre
q.
X
Global Cassava Diversity: OMICSEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
CIAT’s cassava collection compositions
• Founders CIAT’s breeding program 0139• CIAT’s Core collection 0429• Other Landraces 0163• Wild Manihot species 0054• Improved Cassava Materials 0170• African materials 0300
1255
SAMPLING:
Cassava Agro-biodiversityEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
NextGen sequencing: RAD-seq
820 acc.435 acc.
Cassava Agro-biodiversityEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
NextGen sequencing: Whole genome
11 acc.06 acc.
Cassava Agro-biodiversityEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
NGSEP
Cassava Agro-biodiversityEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
1. Sequence Analysis using NGSEP on 346 cassava specimens
• 292 Cassava accessions
from LAC
• 054 Wild Manihot species2. Strong differentiation between wild and cultivated specimens
• 614,000 SNPs were used to
trace for the closest wild
relatives to cassava3. Complex patterns of population structure within M. esculenta
• 99,037 SNPs were used.
Cassava Agro-biodiversity
K1 Southern South AmericaK2 CaribbeanK3 MesoamericanK4 Andean Cordillera (High lands)K5 SavannaK6 Amazon and Eastern Brazil
Mesoamerica
And
ean
Ran
ges
Sav
anna
Amazon & Eastern Brazil
Sothern South America
Wild Manihots
Car
ibbe
an
FLA PER ALT
FLA PER TST
FLA CTH GUT
AES ALT
WKE
Cassava Agro-biodiversity
Southern South America
Caribbean Mesoamerica Savanna Andean Ranges Amazon & Eastern Brazil
Cassava Agro-biodiversity
K1 Southern South AmericaK2 CaribbeanK3 MesoamericanK4 Andean Cordillera (High lands)K5 SavannaK6 Amazon and Eastern Brazil
7%
70%
High level of genetic diversity found in Mesoamerican landraces
Cassava Agro-biodiversity
K1 Southern South AmericaK2 CaribbeanK3 MesoamericanK4 Andean Cordillera (High lands)K5 SavannaK6 Amazon and Eastern Brazil
K1
K1
K6
K5
K4
K3
K2
Cassava has a geographical sub-population distribution that suggest northward - southward movement.
Cassava Agro-biodiversity
Southern South America
Caribbean Mesoamerica Savanna Andean Ranges Amazon & Eastern Brazil
High pVA WF resistance
Signs of selection in cassava
Cassav
aW
ild
Cassava Chromosomes much needed
Global Cassava Diversity: Genomics
High Quality SNPs
SNPs shared between WGS and RAD-seq
Filters:Repetitive regions and CNVs
Quality Score: Higher than 40
DEVELOPING A CORE SET OF SNPs FOR VALIDATION AND IDENTIFICATION OF CASSAVA ACCESSIONS
Application: SNP-kit for variety ID
96 SNPs
96 DNAs
48 SNPs
48 DNAs
9,216 data points
2,304 data pointsHOM
HET
HOM
CIAT’s germplasm
Unknown germplasm
This core set of 181 SNPs enabled: • Accurate identifications of CIAT’s Cassava
materials, and • Allowed for the assessment of the
diversity of uncharacterized cassava collected in Amazonian native communities
A set of the most 181 informative SNPs discovered by RAD-seq were validated by Fluidigm SNP-type chip technology.
Global Cassava Diversity: MetabolomicsEnhancing Cassava productivity
through more targeted use of global genetic diversity
Next-generation sequencing
Metabolomic profiling
Genotype Trait Clones1 BRA488 High Cianide Content 62 DOM2 High Dry Matter Content 63 COL2017 High Sugar Content 64 PAR36 High Amilose Content 65 MPER183 High PPD Tolerance/Frog Skin disease/Low Carotene 66 MCOL2436 High Carotene/Trips Susceptible 67 MECU72 WF Resistance/Bacteriosis Susceptible 68 MCUB74 High Culinary Quality/Z06 adaptation 69 CUB23 Waxi Potential 6
10 PAN139 Trips Resistance 611 TMS604444 Transformacion 612 TME3 CMD 613 TMS305555 CMD 614 BRA1A High carotene 615 MCOL1505 Z01 nd Z04 adaptation 616 MCOL1522 Z05 adaptation 617 GUA35 Low Sugar Content 618 CUB25 Low Amilose Content 619 MVEN25 Low Culinary Quality 620 MCOL22 PPD susceptible 621 MGUA85 Adaptation Z02 622 MVEN77 Drought tolerance 623 MCOL113 Adaptation Z06 624 MCOL638 Bacteriosis resistance 625 MCOL1684 Z03 adaptation 6
150
Materials for Metabolomic profiling
Global RTB Diversity for breeding APPSEnhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
• It has been determined that there are approximately 31,000 genes in cassava, 37,000 in banana, and 39,000 in potato. For sweetpotato and yams is still unknown.
• However how these gene interact with each or in other words how are they connected in networks is UNKNOWN.
• The big challenge is: TO MEASURE HOW these genes interact in networks – METABOLOMICS is the best approach.
Why Metabolomics
Global RTB Diversity for breeding APPSEnhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
• Genome-scale metabolic networks provide a comprehensive structural framework for qualitative and quantitative measure of genotype-phenotype relationships.
Why Metabolomics
Breeding Applications: Statistical “omics” Enhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
Non-target Profiling
Making sense of the data
http://www.sciencedirect.com/science/article/pii/S0375960106006530#gr003
Enhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
Analytical Challenge
http://www.genengnews.com/Media/images/Article/UnivVA_MetabolicNetwork7514635831.jpg
System Biology Analysis for Breeding
RegulomicsRegulome
Breeding Applications: Statistical “omics”
Enhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
Future of Genetic Gain??
http://www.embl.de/research/units/scb/patil/
Regulome
Breeding Applications: Statistical “omics”
Enhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
Future of Genetic Gain??
http://www.embl.de/research/units/scb/patil/
Regulome
pVA
carotenoid biosynthetic pathways
Breeding Applications: Statistical “omics”
Enhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
Metabolite clusters-traits
Hoekenga Lab Pipeline: LC/MS Fingerprinting
Breeding Applications: Statistical “omics”
Metabolomics: TeamEnhancing RTB productivity through more targeted use of
global genetic diversity
Next-generation sequencing
Metabolomic profiling
Post-Doctoral fellow and PhD candidate appointed
Elisabete Barros-Carvalho (PhD)
Elliot Price (PhD candidate)
Paul Fraser (PhD)
RTB Transformational Breeding
DNA
RNA
Proteins
Metabolites
Phenotype
Trait
Genome Transcriptome Proteome Metabolome Phenome
QTL - GWAS & GSmQTL - mGWASpQTL eQTL
MWAS
Genotype Molecular networks Phenotype
System Biology Analysis for Breeding with high genetic gains
Positioning CIAT as a Leader in RTB breeding in 2nd CRP Phase
RTB Transformational Breeding Platform
Rich a consensus on GENETIC GAIN in RTBs
RTB genetic gains means: On the one hand, increasing the frequency of favorable alleles and opposing their losses through drift. On the other, reducing the frequency of deleterious alleles, which can result in an excess of genetic load
Positioning CIAT as a Leader in RTB breeding in 2nd CRP Phase
Acknowledgment
THANK YOU
AD1 – 800BC
AD1 – 800BC
AD800- 1000AD630