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Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

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Page 1: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Advances in breeding and genetics to improve carotenoids

content in cassava roots.

International Center for Tropical Agriculture(CIAT). Cali, Colombia

Page 2: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Why Cassava

• A basic staple where both poverty and malnutrition are widespread

• 70 million people rely on cassava for basic sustenance.

• Cassava grows in poor marginal soils, where other crops will fail.

Page 3: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Why CIAT

• Located in the center of diversity for the crop: access to in situ germplasm.

• Holds the largest ex-situ cassava germplasm collection >6,000 accessions.

• Well-established cassava breeding and genetics programs, and supporting lab facilities.

Page 4: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Sampling and processing protocols

Pre-selection based on NIRS

Genetics of carotenoids

Genetic progress

Next steps: the pathway to impact

Page 5: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Two challenges of root sampling and processing procedures for carotenoids:

a) Variation among roots from the same plant and/or roots from different plants within the same genotype (Ortiz et al., 2011).

b) In some cases a drastic variation in levels of pigmentation within a root (following slides).

This section describes solutions that have been implemented to overcome some of the problems listed above, and alternative approaches to quantify carotenoids in fresh roots of cassava.

Some key background work on protocols:

Page 6: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Variation of levels of pigmentation within the root

Page 7: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Variation of levels of pigmentation within the root

Source: Peter Kulakow (IITA)

Page 8: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Addressing the issue of root to root variation

Former standard procedure: only one root per plant was taken

Beginning in 2011: three roots per plant used in carotenoids quantification.

Uniform homogenized subsamples taken as follows:

a. Two capsules for Near Infrared Spectroscopy (NIRs) screeningb. Two samples (≈ 80g and 30g) for dry matter content estimationc. One sample (≈ 100g) for chromameter readingd. One sample (5g) for carotenoid extraction and quantification in spectrophotometer and HPLC

Page 9: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Food processor used to grind the roots rather than chopping them

Page 10: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Examples of the texture in ground root samples

Page 11: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Root sample ground, not chopped

Minolta Chromameter CR 410

Page 12: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Sampling and processing protocols

Analysis & pre-selection based on NIRS

Genetics of carotenoids

Genetic progress

Next steps: the pathway to impact

Page 13: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Minutes0 2 4 6 8 10 12 14 16 18 20 22 24

Minutes0 2 4 6 8 10 12 14 16 18 20 22 24

A

B

11

12

13 λ:348 nm5

7

11

12

135 λ:286 nm

6

Minutes0 2 4 6 8 10 12 14 16 18 20 22 24

59 104 8 λ:450 nm1311

31 2

12C

2 4 6 8 10 12 14 16 18 20 22 24Minutes

1 = Violaxanthin (5.5)2 = Antheraxanthin? (7.0)3 = Unknown (7.2)4 = Unknown (7.4)5 = Lutein (8.4)6 = Phytoene (12.6)7 = Phytofluene (13.5)8 = β-cryptoxanthin? (13.8)9 = Unknown (14.6)10 = 15-cis-β-carotene? (15.2)11 = 13-cis-β-carotene (15.7)12 = All-trans- β-carotene (17.8)13 = 9-cis-β-carotene (18.6)

GM3736-54

All-trans-beta carotenes= 29.47 ug/g DM

Phytoene = 13.69 ug/g DM

Phytofluene= 7.44 ug/g DM

Page 14: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Minutes0 2 4 6 8 10 12 14 16 18 20 22 24

Minutes0 2 4 6 8 10 12 14 16 18 20 22 24

Minutes0 2 4 6 8 10 12 14 16 18 20 22 24

A

11

12

135 λ:286 nm

6

B 1112

13λ:348 nm

5 7

59 104 8 λ:450 nm

1311

31 2

12C

2 4 6 8 10 12 14 16 18 20 22 24Minutes

1 = Violaxanthin (5.5)2 = Antheraxanthin? (7.0)3 = Unknown (7.2)4 = Unknown (7.4)5 = Lutein (8.4)6 = Phytoene (12.6)7 = Phytofluene (13.5)8 = β-cryptoxanthin? (13.8)9 = Unknown (14.6)10 = 15-cis-β-carotene? (15.2)11 = 13-cis-β-carotene (15.7)12 = All-trans- β-carotene (17.8)13 = 9-cis-β-carotene (18.6)

GM3739-13

All-trans-BC= 20.53 ug/g DM

Phytoene = 2.15 ug/g DM

Phytofluene= 1.39 ug/g DM

Page 15: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Missing values

Min Max Mean

Dry matter content (%) 36 9.8 52 34HCN Total(ppm) 2621 23.3 3927 792Total carotenoids (ug/g fresh weight) By spectrophotometer 24 0.24 25 10 By HPLC 271 0.11 26 10β-carotene (ug/g FW) 270 0.0 17 6.0Anteroxanthins (ug/g FW) 279 0.0 3.0 0.3Violaxanthins (ug/g FW) 707 0.0 1.6 0.3Luteins (ug/g FW) 277 0.0 3.9 0.4β-Criptoxantihns (ug/g FW) 854 0.0 1.1 0.115-cis-β carotene (ug/g FW) 705 0.0 1.5 0.113-cis-β carotene (ug/g FW) 277 0.0 3.4 0.99-cis- βcarotene (ug/g FW) 277 0.0 3.4 0.9Phytoen(ug/g FW) 986 0.0 18.6 3.6Phytofluen(ug/g FW) 1564 0.0 8.8 1.8Parameters from Minolta Chromameterl* 1985 53 104 73a* 1985 -3.8 52 24b* 1985 44 127 97

Wet chemistry descriptive statistics (2009-2012 data; N=3419)

Page 16: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Calibration curves (2009-2011)

Dry Matter

Total HCN

R2: 0.947SECV: 1.604R2 SECV: 0.937RPD: 4.0

R2: 0.812SECV: 309.0R2 SECV: 0.766RPD: 2.1

Page 17: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Total Carotenoids Colorimetry

Total Carotenoids HPLC

R2: 0.911SECV: 1.191R2 SECV: 0.906RPD: 3.3

R2: 0.897SECV: 1.500R2 SECV: 0.887RPD: 3.0

Page 18: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Beta Carotene HPLC

Provitamin A

R2: 0.928SECV: 0.837R2 SECV: 0.922RPD: 3.6

R2: 0.910SECV: 1.099R2 SECV: 0.901RPD: 3.2

Page 19: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Scatter plot of Dry Matter Content NIRS predicted values (from equations developed using 2009-2011 data) vs. laboratory values (from 2012 nursery)

Page 20: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Scatter plot of total carotenoids NIRS predicted values vs. laboratory values (HPLC and spectrophotometer).

Page 21: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Scatter plot of β-carotene NIRS predicted values (based on equations developed from 2009-2011 data) vs. laboratory values (from 2012 nursery)

Page 22: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Sampling and processing protocols

Analysis & pre-selection based on NIRS

Genetics of carotenoids

Genetic progress

Next steps: the pathway to impact

Page 23: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

The Molecular Genetics Approach -- Requires:

• Understanding of the factors affecting high β-carotene accumulation.

• Understanding of the β-carotene biosynthetic pathway.

• A good segregating mapping population (F1 vs. Fn).

• Large number of molecular markers (e.g. SNPs)

• Good field design.

• A high-fidelity phenotyping system.

Page 24: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Carotene biosynthetic pathway

IPP

Geranylgeranyl diphosphate

Phytoene

Lycopene

-carotene(vitamin A precursor)

Phytoene synthase

Phytoene desaturase

Lycopene-beta-cyclase

ξ-carotene desaturase

isopentenyl diphosphate

Page 25: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Segregation for beta carotene and its building blocks in an F2 population

0.00

5.00

10.00

15.00

20.00

25.00

30.00

GM 3

732-

22GM

373

6-78

GM 3

736-

40GM

373

6-29

GM 3

736-

16GM

373

6-85

GM 3

736-

84GM

373

6-37

GM 3

732-

8GM

373

2-28

GM 3

736-

32GM

373

2-11

GM 3

736-

15GM

373

2-2

GM 3

732-

26GM

373

6-59

GM 3

736-

26GM

373

6-69

GM 3

732-

19GM

373

6-20

GM 3

736-

66GM

373

2-27

GM 3

732-

34GM

373

6-54

GM 3

736-

57GM

373

6-12

GM 3

732-

16GM

373

2-18

GM 3

736-

2GM

90

5-60

GM 3

736-

34GM

373

6-51

GM 3

732-

31GM

373

2-29

GM 3

732-

30GM

373

2-17

GM 3

736-

63GM

373

6-36

GM

905-

52GM

373

2-1

GM 3

736-

3GM

90

5-57

GM 3

736-

18GM

373

2-13

GM 3

732-

5GM

373

6-43

GM 3

736-

53GM

373

6-6

GM 3

732-

37GM

373

6-44

GM 3

736-

17GM

373

2-21

GM 3

736-

4GM

373

6-72

GM 3

732-

23GM

373

2-9

GM 3

736-

48GM

373

6-77

GM 3

736-

38GM

373

6-45

GM 3

736-

60GM

373

6-52

GM 3

732-

25GM

373

6-24

GM 3

736-

73GM

373

6-75

GM 3

732-

36GM

373

6-11

GM 3

736-

23GM

373

2-20

GM 3

732-

35GM

373

2-32

GM 3

736-

5GM

373

2-4

GM 3

736-

25GM

373

2-12

GM 3

732-

14GM

373

2-33

GM 3

736-

22GM

373

6-79

GM 3

736-

41GM

373

2-6

GM 3

732-

3GM

373

6-61

GM 3

736-

10GM

373

6-27

GM 3

736-

28GM

373

6-47

GM 3

736-

9GM

373

6-35

GM 3

736-

71GM

373

6-50

GM 3

736-

39GM

373

6-21

GM 3

732-

24GM

373

2-7

GM 3

736-

30GM

373

6-55

GM 3

736-

33GM

373

2-15

GM 3

736-

70GM

373

2-10

GM 3

736-

42GM

373

6-64

GM 3

736-

65GM

373

6-14

GM 3

736-

82GM

373

6-81

GM 3

736-

62GM

373

6-1

GM 3

736-

83GM

373

6-67

CaroTcol (μg/g) B.F. CaroTHPLC (μg/g) B.F. All trans BC (μg/g) B.F. 13-Cis-BC (μg/g) B.F. 9-Cis-BC (μg/g) B.F.

Antheraxanthin?? (μg/g) B.F. Lutein (μg/g) B.F. Phytoene (μg/g) B.F. Phytofluene (μg/g) B.F.

Highest β-carotene level was shown by genotype GM3732-22

GM

905-

52

GM

905-

57

GM

905-

60

Ƃ

Ƃƃ

ƃ

x GM3736

GM3732x

Page 26: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Carotenoid distribution in GM373X

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

Caro

teno

id G

aine

dCa

rote

noid

Pot

entia

l

IPP

Geranylgeranyl diphosphate

Phytoene

Lycopene

-carotene(vitamin A precursor)

Phytoene synthase

Phytoene desaturase

Lycopene-beta-cyclase

ξ-carotene desaturase

Potential of intermediate products that are being retained in the pathway (not converted to beta carotene)

Page 27: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Carotenoid distribution in GM373X

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

Caro

teno

id G

aine

dCa

rote

noid

Pot

entia

l

Potential contributions of carotenoids not being converted to pro-vitamin A (degraded)

Page 28: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Carotenoid distribution in GM373X

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

Caro

teno

id G

aine

dCa

rote

noid

Pot

entia

l

Unknown Carotenoids

Page 29: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Identification of unknown carotenoids

Figure 5: Cassava carotenoids profile at 286, 348 and 450 nm of wavelength

1 = Violaxanthin (5.5)

2 = Antheraxanthin? (7.0)

3 = Unknown (7.2)

4 = Unknown (7.4)

5 = Lutein (8.4)

6 = Phytoene (12.6)

7 = Phytofluene (13.5)

8 = β-cryptoxanthin? (13.8)

9 = Unknown (14.6)

10 = 15-cis-β-carotene? (15.2)

11 = 13-cis-β-carotene (15.7)

12 = All-trans- β-carotene (17.8)

13 = 9-cis-β-carotene (18.6)

11

11

12

12

13

135

59 104 8

λ:286 nm

λ:348 nm

λ:450 nm

A

B

C12

13113

2 4

12

5

7

6

6 8 10 12 14 16 18 20 22 24Minutes

9

10

Page 30: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Molecular Genetics

• Generate high density markers (SSRs and SNPs)

• Build a consensus genetic map.

• Conduct statistical association between trait values and the genotypes of marker loci

• Evaluate changes at the DNA sequence level on genes involved in the carotenoid that may explain high β-carotene varietal improvement (MePSY2 SNP-AC)1.

SSRY171b0.0

CDM-24841644.2

CDM-24748460.2CDM-24878560.9CDM-24721561.7CDM-8131268.0CDM-24941068.1CDM-8191971.4SSRY79c80.1

CK65126789.4

CDM-250088120.3SSRY32123.5

1

CK643307b0.0

SSRY177c12.3

CDM-8165624.7

CDM-24802451.3CDM-25513051.4

CDM-25572779.0CDM-24923079.2SSRY10590.3

CDM-82740141.2CDM-81911148.6

NS40a188.1

CK643307a204.1

2

1 Welsch, R. et al. Provitamin A Accumulation in Cassava (Manihot esculenta) Roots Driven by a Single Nucleotide Polymorphism in a Phytoene Synthase Gene. The Plant Cell Online 22, 3348-3356, doi:10.1105/tpc.110.077560 (2010).

Page 31: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Conclusions from genetics studies

• Potential both to promote synthesis of beta carotene and stop the degradation

• Fully characterizing beta carotene biosynthesis pathway to maximize genetic gains

• Explored one mutation associated with the color trait. Yellow color determined by more than one gene.

Page 32: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Sampling and processing protocols

Analysis & pre-selection based on NIRS

Genetics of carotenoids

Genetic progress

Next steps: the pathway to impact

Page 33: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

high-carotenoids progenitors crossed

Seed germinated, F1 plants evaluated at 11 MAP

Visual selection in the field. Pre-selection by NIRS. Selection based on total carot. content and total beta carotene

Planting of a new crossing nursery

RAPID CYCLING RECURRENT SELECTION

(3-year cycle)

Clonal evaluation trial

Preliminary yield trial

Advanced yield trial

Regional trial

IN PALMIRATO ACID SOILSAVANNAS FORSED AND CBB

Page 34: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Dry Matter %

Total carot. (spectroph.)

Total carot. (HPLC)

Total β-carotene

Total carot. (DW basis)

YEAR OF ORIGINAL NURSERY2004 35 7.8 8.2 5.3 252005 38 9.2 9.6 5.5 262006 36 7.5 7.3 4.7 212007 37 10.3 10.9 7.2 302008 37 10.4 10.9 6.2 302009A 38 11.8 12.4 7.5 322009B 39 13.0 13.8 8.6 36AGE OF PLANTS SAMPLED (MAP)8 38 9.5 10.0 6.5 269 38 10.4 11.1 7.1 2910 38 10.6 10.7 6.7 2811 35 10.1 10.5 5.8 30

Nutritional traits across years and plant ages

Page 35: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Human consumption: Results of evaluation nurseries for high-carotenoids roots

2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 20130

5

10

15

20

25

30

35

40

45

f(x) = 2.06 x − 4118.48R² = 0.877804592153342

f(x) = − 0.233333333333333 x + 502.955555555555R² = 0.0470867100163315

45

40

35

30

Evolution of dry matter content

Evolution of total carotenoids content

Tota

l car

oten

oids

con

tent

(μg/

g FW

)

Dry

matt

er c

onte

nt (%

)

Year

Page 36: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

DM Content Total carot.

(spectro.)

Total carot.

(HPLC)

Total

β-carotene

Total carot.

(DW basis)

Across Locs 0.49 0.82 0.90 0.54 2.03

Uni. Nac. 0.13 0.72 0.94 0.64 2.47

CIAT 0.66 0.84 0.86 0.48 1.76

Regression for carotenes and carotenoids on year of selection

(Independent variable is year of original nursery)

Results indicate that an indirect effect of selection for high-carotenoids content was an increase in DMC !!!

Page 37: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Fresh root yield

Harvest Index

Dry matter content

Dry matter yield

Plant type score

(t/ha) (0-1) (%) (t/ha) (1-5)

Data from 46 selected genotypes

Max 64 0.74 42 24 4.0

Min 23 0.37 32 9 1.0

Mean 40 0.51 36 14 2.8

Data from 170 genotypes evaluated

Max 64 0.74 42 24 5.0

Min 2.2 0.12 21 1 1.0

Mean 26 0.43 35 9 3.3

Clonal Evaluation Trial Results, 2011/12(First step in the selection for agronomic performance; based

on single row plots with 6-8 plants, no replications)

Page 38: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Evaluation Trials, Palmira, 2012

Clonal Evaluation TrialsPlanted May 2012 426 entriesPlanted August 2012 452 entries

Preliminary Yield TrialsPlanted August 2012 60 entries

Advanced Yield TrialsPlanted August 2012 30 entries

Page 39: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Results of evaluations for disease resistance in the acid soil savannas(Materials in preliminary and advanced trials, Palmira)

Disease score, 1= Excellent; 5= Very poor

Super Elongation Disease (SED) = 2.1 1.0 5.0

Cassava Bacterial Blight (CBB) = 1.0 1.0 3.0

Average Minimum Maximum

Page 40: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Sampling and processing protocols

Analysis & pre-selection based on NIRS

Genetics of carotenoids

Genetic progress

Next steps: the pathway to impact

Page 41: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Select high performance materials in multi-location yield trials• Tentative Partners: Corpoica (Colombia)

Prepare pathogen-free in-vitro materials for international shipment• CIAT GRU Plant Health Laboratory

Send selected clones to Haiti for recovery from in vitro culture and multiplication, and testing• Tentative partners: Catholic Relief Services

Processing trials and acceptability studies; studies on gender differentiation • Tentative partners: Catholic Relief Services; CRP 3.4 (Roots,

Tubers and Bananas)

Page 42: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Ortiz, D., T. Sánchez, N. Morante, H. Ceballos, H. Pachón, M.C. Duque, A.L. Chávez, and A.F. Escobar (2011). Sampling strategies for proper quantification of carotenoids content in cassava breeding. Journal of Plant Breeding and Crop Science 3(1):14-23.

Morillo-C., A. C., Y. Morillo-C., M. Fregene, H. Ramirez, A.L. Chávez, T. Sánchez, N. Morante and H. Ceballos-L. (2011). Diversidad genética y contenido de carotenos totales en accesiones del germoplasma de yuca (Manihot esculenta Crantz). Acta Agronómica 60(2): 97-107.

Ceballos, H., J. Luna, A.F. Escobar, J.C. Pérez, D. Ortiz, T. Sánchez, H. Pachón and D. Dufour (2012). Spatial distribution of dry matter in yellow fleshed cassava roots and its influence on carotenoids retention upon boiling. Food Research International (45:52-59).

Morillo-C., Y., T. Sánchez, N. Morante, A.L. Chávez, A.C. Morillo-C., A. Bolaños, and H. Ceballos (2012). Estudio preliminar de herencia del contenido de carotenoides en raíces de poblaciones segregantes de yuca (Manihot esculenta Crantz). Acta Agronómica 61(3):253-264.

Recent publications:

Page 43: Advances in breeding and genetics to improve carotenoids content in cassava roots. International Center for Tropical Agriculture (CIAT). Cali, Colombia

Contributors

• CIAT’s breeding team (Hernan Ceballos, Fernando Calle and Nelson Morante)

• CIAT’s starch quality lab (Dominique Dufour, Teresa Sanchez, Monica Pizarro)

• CIAT’s nutritional lab (Darwin Ortiz, Moralba Dominguez)

• CIAT’s cassava genetics lab (Luis Augusto Bececerra, Tatiana Ovalle, Adriana Alzate)

• CIARAD collaboration (Fabricio Davrieux )