9. Association analysis: plant materials and phenotypes
Seedling test : Greenhouse 2010, RSA
PTKST
SDL~ seedling resistance
Field trials: March 2009, Njoro, Kenya
Sept. 2009 , Njoro, Kenya
Oct. 2011, Greytown, RSA
PTKST/TTKST
SAI~ stem area infected
RT ~reaction type
SR phenotyping
(110)
(8)
(38)
(12)
(2)
(45)
(49)
JIC African wheat collection (235)
Ethiopia, Kenya, South Africa (RSA),
Sudan, Tunisia, Morocco, Zambia
Cultivars from RSA (39)
10. 0
10
20
30
40
50
60
70
80
90
100
1
5
10
20
30
40
50
60
70
no
score
Seedling and field data
Stem area infected
No.ofentries
Njoro 2009
0
5
10
15
20
25
30
35
40
45
50
Greytown 2011
No.ofentries
Stem area infected
Range of ITs
Range of stem rust severity
11. Association analyses
y = Xα + Qβ + Kv + ε
Statistical analyses:
Q1: GLM with Q1
Q2: GLM with Q2 (PCA eigenvectors)
K2: GLM with K2
Q1K1: MLM with the Q1 and K1
Q1K2: MLM with the Q1 and K2
Q2K1: MLM with the Q2 and K1
Q2K1 MLM with the Q2 and K2
Intra-chromosomal LD
Population structure: model based clustering (Q1), PCA
(Q2), kinship (K1 and K2)
0.0 0.2 0.4 0.6 0.8 1.0
0.00.20.40.60.81.0
SAI3a
Observed p-value
Cumulative%ofp-value
K2
Q1
Q2
Q1K1
Q1K2
Q2K1
Q2K2
observed p-values
Cumulative%ofp-values
0.0 0.2 0.4 0.6 0.8 1.0
0.00.20.40.60.81.0
K2
Q1
Q2
Q1K1
Q1K2
Q2K1
Q2K2
Genotypes
33 Gene-specific markers (12 Sr and Yr genes)
- Combining rare alleles in c, 155 retained marker alleles
3028 DArT markers (Wheat PstI(TaqI) _V3):
- Imputation with R:MissMDA package Version 1.2
- Elimination of markers with: f<0.05, R2≥0.99
2185 final markers (1471 markers mapped on the Wheat
Consensus Map provided by DArT PL)
0
2
4
6
8
10
0 2 4 6 8 10 12
Proportionofexplained
variance(%)
No. of principal component
13. MTAs: SDL~ seedling resistance
- Multiple testing correction: False discovery rate (FDR)
- R2 between 0.09 and 0.28
- Sr36 present in lines from Kenya, one line from RSA
Stm773-2 (Sr36)
14. Next step: Validation of MTAs
Two ‘novel’ Sr sources were identified for DH population development
Linkage maps completed
2nd Field trial (2013)
15. Project outputs
3)Association analysis of African collection
1) Kariega 2) Cappelle Desprez
New Sr sources and several
marker trait associations
6AS
6AS
3BS
6AL
16. Project outputs
PhD student trained and employed in wheat industry
QTL & markers already employed in MAS
Southern partners- increased capacity building
International conferences & team members visits
Equipment
New technologies
Strengthen North-South team
Foundation for next successful grant :
BBSRC-SCPRID (2012-2016)
Implementation of KASPar SNP
technology in Africa (mid-2013)
17. Acknowledgements
Funding
BBSRC-DFID
SA Winter Cereal Trust
National Research Foundation
Material
ARC-Small Grain Institute
Field Trials
KARI-Njoro staff & Davinder Singh
Pannar
Sensako
Technical assistance
CenGen: D Liebenberg, T Chama, D Snyman, L Rademeyer &
E Wessels
UFS: C Bender & C Botha
JIC: R Maccormack