More Related Content Similar to 27 qtl discovery and-perspectives_e. van de weg Similar to 27 qtl discovery and-perspectives_e. van de weg (20) More from fruitbreedomics More from fruitbreedomics (20) 27 qtl discovery and-perspectives_e. van de weg1. PBA workshop, MSU JUNE’ 10 1
QTL Discovery
& Perspectives of use of
markers in fruit breeding programs
3. Introduction
QTL discovery
Assessment of correlation trait ↔ molecular marker
Initial step towards Marker Assisted Breeding
Discovery Validation High Throughput markers Logistics
Validation
Reproducibility on multiple families, pedigrees
Mode of action
– Additive, Dominance
– Gene x Gene interactions? Independent action?
Allelic diversity
Relative importance
PBA workshop, MSU JUNE’ 10 3
R R R S S S
4. Introduction
QTL Discovery
Assessment of correlation trait ↔ molecular marker
Requirements:
1. Trait of interest
2. Phenotypic data
3. Segregating germplasm
4. Marker data, genome-wide
5. QTL-mapping software
PBA workshop, MSU JUNE’ 10 4
5. QTL-Discovery in FruitBreedomics - Peach
1. Fruit related Traits
PBA workshop, MSU JUNE’ 10 5
– Maturity time
– Fruit Size
– Flesh color
– Firm/soft melting
– Flesh adherence,
– Titrable acidity
– Total sugar
– Flowering time
– Flowering intensity
– White anthers
– Monilinia resistance
2. Phenotypic data
Historic
• EU-Projects
• National projects
New - FruitBreedomics
3. Segregating germplasm
18 families , ±1500 individuals
5 breeding programs, 2 countries
4. Marker Data
9K array
6. QTL-Discovery in FruitBreedomics - apple
1. Fruit Quality Traits: > 10
PBA workshop, MSU JUNE’ 10 6
Fruit Quality
– Taste
• Firmness
• Juiciness
• Crispness
• Total Sugar
• Acidity
– Storability
– Shelf life
– Harvest date
– Fruit size
– Skin Color
Resistance to Nectria
2. Phenotypic data
HiDRAS
• 3 Years, Multiple time moments
– Harvest, Storage 2 & 4M
– Shelf Life: 2wks - 2M storage
National projects
3. Segregating germplasm
24 families , ±1600 individuals
6 breeding programs, 6 countries
4. Marker Data
7. Discovery: Marker data
20K SNP array
New: available 2013 Jan 16
First marker data: Jan 18!
Great performance
Some SSR
previous projects
2013: Exciting year
PBA workshop, MSU JUNE’ 10 7
8. Perspectives:
PBA workshop, MSU JUNE’ 10 8
Great perspectives
• Many QTL discovered in EU-HiDRAS
• Large intervals due to low marker density (# individuals high!)
25
56
77
0.0
0.2
0.4
1
1
14
24
51
67
0.0
0.2
0.4
2
19
24
43
76
0.0
0.2
0.4
3
2
18
32
55
73
0.0
0.2
0.4
4
8
14
20
34
45
47
69
90
100
107
0.0
0.2
0.4
5
9
40
78
0.0
0.2
0.4
6
26
35
0.0
0.2
0.4
7
18
33
52
62
0.0
0.2
0.4
8
24
42
59
69
0.0
0.2
0.4
0.6
9
13
14
40
50
64
81
104
0.0
0.2
0.4
10
13
29
45
51
61
76
0.0
0.2
0.4
12
3
18
30
45
64
89
0.0
0.2
0.4
13
8
23
37
77
110
116
0.0
0.2
0.4
15
8
14
30
47
76
0.0
0.2
0.4
16
0
12
23
25
35
55
91
100
0.0
0.2
0.4
17
9. Validation & Marker development
On-going within FruitBreedomics
Development of SNP markers (WP1)
Firmness & Storability
2 genes involved in ethylene pathway
Relevance confirmed in multiple studies
Already in use for MAB
• WSU, Russian programs
PBA workshop, MSU JUNE’ 10 9
10. Validation & Marker development: RosBREED
RosBREED project
US, USDA-SCRI
Multi State, International
Apple, Peach, Cherry, Strawberry
www.RosBREED.org
Validation apple
Acidity:
• 2 loci, including Ma locus
Crispness, Juiciness (one LG)
Skin colour: Rf locus
Bitter pit: 3 loci
and others...
Validation Peach
Acidity
Sweetness
Maturity date
Fruit size
and others...
11. Perspectives on use in breeding
Discovery : great potential
Validation : completed for 1st genes
Marker Development : started
Logistics : started
Enhancement through intercontinental collaborations?
RosBREED
Plant & Food Research
PBA workshop, MSU JUNE’ 10 11
13. Introduction on Nectria
PBA workshop, MSU JUNE’ 10 13
Causes canker in apple
Problem in NW-Europe (Humid climates)
Many (popular) cvs extremely susceptible
Braeburn, Cox, Gala, Kanzi, Rubens, Prima
Fungicides for Scab act also to Nectria
Problems with Nectria may increase
Scab resistance
Susceptible parents
14. Introduction to Nectria
Breeding for resistance is hard
R – highly quantitative
Only few cultivars show reasonable resistance
• Jonathan, Golden Delicious, Lombart’s Calvillle, Santana
Resistance tests are laborious and time-lasting
Availability of markers: highly useful
Difficult to develop
PBA workshop, MSU JUNE’ 10 14
15. Discovery
Germplasm
Jonathan x Prima
• Jonathan: cv with highest level of resistance
• Prima: highly susceptible: chopped down in biological production
PBA workshop, MSU JUNE’ 10 15
16. Discovery: National Project
Germplasm
Jonathan x Prima
PBA workshop, MSU JUNE’ 10 16
Phenotyping
Artificial inoculation (1994)
Greenhouse: no 2nd infection
Colonization rate: Length of cankers in time (1996)
17. Phenotypic data: Frequency Distribution
Size of cankers (in mm)
#progeny
0
5
10
15
20
25
30
35
56
4
8
12
16
20
24
28
32
36
40
44
48
52
60
64
68
72
76
1
28
25
16
12
5
4
2
1
13
30
18
8
6
3
1
4
5
3
1 11 1 11 1
• Prima: Large experimental variation
Jonathan x Prima
Jonathan
Prima
• JP-Population: sub-groups
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E33M47-113-15-Fd+ 7.7
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CH01d03-138/158 -26.6
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CH02h11a-124/130+-31.4
E35M51-88-18 -31.5
E33M51-225-4-Pf-fD +32.2
E35M61-256-4 -45.4
E34M51-278-3 -47.3
CH02c02b-112/116+-59.5
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CH03g12z-170/154+- 0.0
E35M50-137-12- 10.0
E35M53-168-6- 12.2
E34M49-199-3- 12.5
E35M52-133-7+ 26.5
E33M47-97-16+ 27.4
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E31M52-90-13-
E35M51-305-pF-5- 43.8
E33M47-76-17- 44.0
E31M52-90-18- 44.1
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CH02f06-158/150-+ 0.0
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E34M48-171-18-pF-Fd+
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E35M52-89-10- 50.1
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CH05e03-182/176+-27.9
CH03d01-113/111-+36.2
E34M50-110-16 +41.5
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E34M47-128-10- 0.0
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E35M53-120-7 + ***49.1
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E31M48-173-16-Fd+ 0.0
CH04e02-155/148-+* 3.4
E35M51-198-14- 18.9
E34M47-137-9- 19.0
E34M50-122-14- 19.1
E31M48-127-20- 20.1
E34M55-317-5- 20.4
GD162-223/247?-+ 25.5
E35M52-292-pF-3- 26.2
CH02h11a-104/120-+ 29.2
E32M50-395-2+ 50.7
E35M54-206-5- 61.4
E34M51-250-5- 66.7
CH04e02-155/163 -+0.0
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CH01d03-138/158 -26.6
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P7
E31M49-206-5-Fd- 0.0
E34M56-230-2- 1.1
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14.5
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E34M53-169-7- 0.0
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P7
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E34M51-159-7+ 27.0
E33M47-140-12+ 31.6
E34M53-191-6 +0.0
E34M48-283-8 +5.2
E32M58-92-10 +5.8
E34M59-255-5-Pf +7.2
CH02g01-0/226 -9.1
E34M60-272-3 -26.5
E35M54-137-8 -35.7
E31M48-165-17 +50.7
E35M50-219-4 -
E31M49-139-8 -62.7
E35M54-207-6 -63.0
CH03h03-91/103 +-63.4
E33M47-348-2 -66.6
CH05f04-162/158 +-
E34M59-118-12 -
66.9
E35M58-134-5 -
E31M52-158-8 -
E33M47-165-10 -
E34M48-419-4-fD -
67.1
E31M52-158-13 -67.7
E34M48-275-9- 0.0
E31M56-328-1- 3.9
E32M47-209-3+ 5.0
E34M48-182-15-pF-Fd- 10.2
E34M50-265-3- 11.0
E34M55-106-12- 20.7
E31M52-75-14- 22.0
CH05g11-243/233+- 22.7
CH04c07-112/114-+ 24.6
CH05d03-158/173+- 33.0
E31M56-188-3+ 33.3
E34M57-250-7-Fd+ 36.2
E34M60-290-2a-Fd+ 37.8
E34M54-340-19- 41.8
E34M55-167-8+ 43.1
E34M53-225-4- 43.6
E32M52-148-8- 46.9
E31M48-228-10 -0.0
E31M48-195-12 -10.9
CH04f06-175/178 -+ ***13.6
E34M48-179-16-Pf +15.1
E32M47-92-19 +16.1
E33M51-112-15 +16.7
E33M47-172-9 +19.7
E33M47-275-4 -27.3
CH05g11-243/0 +-32.8
CH04c07-106/108 -+33.8
CH05d03-152/179 -+43.2
E34M60-247-6 +44.9
E34M49-170-4 -45.6
E35M47-149-16-Pf-fD +47.3
E34M55-166-9 +47.8
E35M58-95-8 -58.6
J13 P13 J14 P14
***
+-*****
********
+-********
*
E34M50-177-8- 0.0
CH05c06-104/118 16.3
E35M47-287-6- 17.1
CH05e04a-159/167 18.6
LY05b- 22.4
E32M52-264-4+ 34.1
CH05e04a-159/0 -+0.0
CH05c06-104/110 -+ ******0.2
E35M50-99-15 + ******3.4
E34M57-292-5 + *****10.4
E33M47-357-1 - ***21.8
E31M49-81-9 + ****26.0
CH05a04-163/183 +- ***27.8
J16 P16
Marker data
AFLP & SSR
1998-2000
19. QTL –mapping
PBA workshop, MSU JUNE’ 10 19
Effect QTL:
Additive
Q1+Q2 -> Cankers as small as
for Jonathan
• Prima 47 mm
• Jonathan: 23 mm
• JxP_Q1Q2: 23 mm
Highly effective!
6 . 7 . 8 . 9 . 10 . 11 . 12 . 13 . 14 . 15 .P-Q38 . 9 . 10 . 11 . 12 . 13 . 14 . 15 . 16 . 17 .
J-Q2. 12 . 13 . 14 . 15 . 16 . 17 .
J-Q1
3 QTL identified
2x Jonathan, 1x Prima
20. Fruitbreedomics
PBA workshop, MSU JUNE’ 10 20
6 . 7 . 8 . 9 . 10 . 11 . 12 . 13 . 14 . 15 .P-Q38 . 9 . 10 . 11 . 12 . 13 . 14 . 15 . 16 . 17 .
J-Q2. 12 . 13 . 14 . 15 . 16 . 17 .
J-Q1
Position?
J-Q1
• No markers for distal part
• Sub-optimum?
J-Q2
• 1 marker / 35 cM
• Position?
21. Fruitbreedomics
Progresses on these historic data
Fine-mapping
Increase marker density
PBA workshop, MSU JUNE’ 10 21
J01 J02 J03 J04 J05 J06 J07 J08 J09 J10 J11 J12 J13 J14 J15 J16 J17
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
• SNP-array: ±8000 markers for JxP
• ±3000 for Jonathan
22. Fruitbreedomics
Progresses on these historic data
Fine-mapping
Increase marker density
Validation:
Reproducibility: 2nd mapping population
Extension
Stability over environments
• Phenotype JxP in Sweden
Other parameters for resistance
• Infection percentage
Larisa
Gustavsson
Hilde
Nybom
23. Summary
Title: QTL Discovery & Perspectives of use of
markers in fruit breeding programs
QTL Discovery 1st step to application
Discovery Validation High Throughput markers Logistics
Assessment of correlation trait ↔ molecular marker
Potential - couple of years
Apple > 10 fruit quality traits + Nectria resistance
Peach > Flowering + Fruit traits + Monilinia resistance
Potential - short term (from / building on other projects)
Apple: Fruit firmness (ACS, ACO), Skin Color (Rf), Acidity (Ma), Bitter pit
Peach: Sub-acid/Acid, Flat/round (Peach/Nectarine, Yellow/white flesh)
Pipeline-Logistics: under development
PBA workshop, MSU JUNE’ 10 23