SlideShare uma empresa Scribd logo
1 de 17
Baixar para ler offline
A North-South partnership identifies
genetic biodiversity for durable rust
resistance in African wheat genotypes
SARID project (UK: BBSRC-DFID)
2008-2012
Renée Prins
Gloudi Agenbag
Zakkie Pretorius
Susanne Dreisigacker
Lesley Boyd
National Institute of Agricultural Botany
Project focus: Durable rust resistance
Objectives:
QTL mapping approach
1) Fine map YrAPR QTL on 2B & 4AL (Kariega)
2) Genetic analysis of Cappelle Desprez-derived YrAPR
Association mapping approach
3) New sources of resistance
Assess genetic diversity for stem and stripe rust resistances -
JIC African wheat collection
Kariega Yr16DH70 (Cappelle-Desprez)
Fine map QTL Identify QTL
Susceptible parent Avocet S Palmiet
Mapping population 254 DH
1020 F2
201 RIL
Markers AFLP
SSR
DArT STS
EST
SSR
DArT
Phenotypic screen Greenhouse
Field trials
Field trials
Linkage map Whole genome Limited coverage (BC)
QTL map CIM/MQM CIM
Kariega: EST marker approach
5	
  
BLAT
	
  
Kariega: Chromosome 2BS QTL
Kariega: Chromosome 4AL QTL
Slow rusting
CD-derived resistance (Yr16DH70)
Theor Appl Genet 125: 109-120 (2012)
R2 =23-53% (LAI & RT)
wPt-743339
wPt-731381
wPt-733314
wPt-1722 wPt-5647
wPt-4197 tPt-1041
Xwmc407
Xgwm636
wPt-7721 wPt-0003
wPt-8490 wPt-740658
tPt-9405
Xwmc177
Xcfa2201
wPt-664251 wPt-5029
wPt-5498 tPt-3109
wPt-0553
wPt-1657 wPt-743211
wPt-5251
Xcfa2263
Xcfa2043
Xgwm294
wPt-7024
wPt-2293
wPt-3244
Xgwm312
Xwmc181a
2A
QYr.ufs-2A
Xgwm484
Xwmc453 Xcfd43
wPt-666389
wPt-667312
wPt-740836
Xgwm102
Xwmc18
Xwmc245
wPt-734322
wPt-664520
Xgwm539
wPt-3692
wPt-666518
Xcfd73
Xcfd233
Xwmc445 Xbarc228
Xwmc41 Xwmc181b
Xbarc206
wPt-732882
wPt-6752
wPt-4691
wPt-671892
wPt-2160
wPt-730541
Xgwm349
Xwmc167
wPt-4559
wPt-9848
wPt-0153
Xcfd239 Xgwm311
Xgwm382 Xgwm301
Xbarc159
2D
QYr.ufs-2D (Yr16)
R2 =4.7-10.3% (LAI & RT)
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)
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
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
Population structure
DArT Gene-specific markers
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)
Next step: Validation of MTAs
Two ‘novel’ Sr sources were identified for DH population development
Linkage maps completed
2nd Field trial (2013)
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	
  
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)
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

Mais conteúdo relacionado

Semelhante a A North-South partnership Identifies Genetic Biodiversity for Durable Rust Resistance in African Wheat Genotypes

Khanal beltwide conference_2021
Khanal beltwide conference_2021Khanal beltwide conference_2021
Khanal beltwide conference_2021Sameer Khanal
 
JMCmastersthesispresentation
JMCmastersthesispresentationJMCmastersthesispresentation
JMCmastersthesispresentationJohn McLaughlin
 
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...Kate Barlow
 
Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...
Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...
Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...FOODCROPS
 
25 fruit breedomics-f. laurens
25 fruit breedomics-f. laurens25 fruit breedomics-f. laurens
25 fruit breedomics-f. laurensfruitbreedomics
 
Microarray biotechnologg ppy dna microarrays
Microarray biotechnologg ppy dna microarraysMicroarray biotechnologg ppy dna microarrays
Microarray biotechnologg ppy dna microarraysayeshasattarsandhu
 
Searching via association mapping for novel sources of resistance to Ug99 and...
Searching via association mapping for novel sources of resistance to Ug99 and...Searching via association mapping for novel sources of resistance to Ug99 and...
Searching via association mapping for novel sources of resistance to Ug99 and...CIMMYT
 
Electrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21k
Electrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21kElectrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21k
Electrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21kCarl Chen
 
Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...
Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...
Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...ICRISAT
 
Genetica forense curso 2012
Genetica forense curso 2012Genetica forense curso 2012
Genetica forense curso 2012braguetin
 
Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR...
 Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR... Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR...
Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR...ICRISAT
 
GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...
GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...
GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...CGIAR Generation Challenge Programme
 
S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...
S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...
S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...CIMMYT
 
Sustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needsSustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needsInternational Potato Center
 
Next generation genomics for chickpea (Cicer arietinum L.) improvement
Next generation genomics for chickpea (Cicer arietinum L.) improvementNext generation genomics for chickpea (Cicer arietinum L.) improvement
Next generation genomics for chickpea (Cicer arietinum L.) improvementICRISAT
 
Antagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in Wheat
Antagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in WheatAntagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in Wheat
Antagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in WheatBorlaug Global Rust Initiative
 

Semelhante a A North-South partnership Identifies Genetic Biodiversity for Durable Rust Resistance in African Wheat Genotypes (20)

Khanal beltwide conference_2021
Khanal beltwide conference_2021Khanal beltwide conference_2021
Khanal beltwide conference_2021
 
JMCmastersthesispresentation
JMCmastersthesispresentationJMCmastersthesispresentation
JMCmastersthesispresentation
 
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
Two-Tailed PCR - New Ultrasensitive and Ultraspecific Technique for the Quant...
 
QTL mapping
QTL mappingQTL mapping
QTL mapping
 
Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...
Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...
Jiankang Wang. Principle of QTL mapping and inclusive composite interval mapp...
 
25 fruit breedomics-f. laurens
25 fruit breedomics-f. laurens25 fruit breedomics-f. laurens
25 fruit breedomics-f. laurens
 
Microarray biotechnologg ppy dna microarrays
Microarray biotechnologg ppy dna microarraysMicroarray biotechnologg ppy dna microarrays
Microarray biotechnologg ppy dna microarrays
 
Searching via association mapping for novel sources of resistance to Ug99 and...
Searching via association mapping for novel sources of resistance to Ug99 and...Searching via association mapping for novel sources of resistance to Ug99 and...
Searching via association mapping for novel sources of resistance to Ug99 and...
 
Electrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21k
Electrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21kElectrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21k
Electrostatic Interactions Between CD46(SCR1-2) and Ad11k-Ad21k
 
Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...
Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...
Fine mapping of the linkage group 2 drought tolerance QTL in Pearl millet [Pe...
 
Data analysis pipelines for NGS applications
Data analysis pipelines for NGS applicationsData analysis pipelines for NGS applications
Data analysis pipelines for NGS applications
 
Genetica forense curso 2012
Genetica forense curso 2012Genetica forense curso 2012
Genetica forense curso 2012
 
Homology directed repair (HDR) Knock-in
Homology directed repair (HDR) Knock-inHomology directed repair (HDR) Knock-in
Homology directed repair (HDR) Knock-in
 
Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR...
 Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR... Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR...
Genotyping-by-Sequencing using double digest Restriction Associated DNA (ddR...
 
GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...
GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...
GRM 2013: Improve groundnut productivity for marginal environments from Sub-S...
 
S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...
S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...
S2.3. INCORPORATION OF DOWNY MILDEW RESISTANCE IN TARGETED MAIZE BREEDING/PAR...
 
Sustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needsSustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needs
 
Roslin qtl mapping
Roslin qtl mappingRoslin qtl mapping
Roslin qtl mapping
 
Next generation genomics for chickpea (Cicer arietinum L.) improvement
Next generation genomics for chickpea (Cicer arietinum L.) improvementNext generation genomics for chickpea (Cicer arietinum L.) improvement
Next generation genomics for chickpea (Cicer arietinum L.) improvement
 
Antagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in Wheat
Antagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in WheatAntagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in Wheat
Antagonistic Interactions Among Stripe and Stem Rust Resistance QTLs in Wheat
 

Mais de Borlaug Global Rust Initiative

A comparison of stem rust in oats and yellow rust in wheat: A Swedish example
A comparison of stem rust in oats and yellow rust in wheat: A Swedish exampleA comparison of stem rust in oats and yellow rust in wheat: A Swedish example
A comparison of stem rust in oats and yellow rust in wheat: A Swedish exampleBorlaug Global Rust Initiative
 
Sources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild TetraploidsSources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild TetraploidsBorlaug Global Rust Initiative
 
Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers
Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers
Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers Borlaug Global Rust Initiative
 
Public-­‐Private Partnership in India: A Need for breakthrough in Whe...
Public-­‐Private  Partnership  in  India: A  Need  for  breakthrough  in  Whe...Public-­‐Private  Partnership  in  India: A  Need  for  breakthrough  in  Whe...
Public-­‐Private Partnership in India: A Need for breakthrough in Whe...Borlaug Global Rust Initiative
 
The Global O currence and Economic Consequences of Stripe Rust in Wheat
The Global O currence and Economic Consequences of Stripe Rust in WheatThe Global O currence and Economic Consequences of Stripe Rust in Wheat
The Global O currence and Economic Consequences of Stripe Rust in WheatBorlaug Global Rust Initiative
 
Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...
Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...
Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...Borlaug Global Rust Initiative
 
Molecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western CanadaMolecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western CanadaBorlaug Global Rust Initiative
 
New evidence supporting the occurrence of sexual reproduction in the wheat st...
New evidence supporting the occurrence of sexual reproduction in the wheat st...New evidence supporting the occurrence of sexual reproduction in the wheat st...
New evidence supporting the occurrence of sexual reproduction in the wheat st...Borlaug Global Rust Initiative
 
Achieving sustainable leaf rust control in durum wheat: What have we...
Achieving  sustainable  leaf  rust  control  in  durum  wheat: What  have  we...Achieving  sustainable  leaf  rust  control  in  durum  wheat: What  have  we...
Achieving sustainable leaf rust control in durum wheat: What have we...Borlaug Global Rust Initiative
 
Denmark's investment in the Global Rust Reference Center (GRRC)
Denmark's investment in the Global Rust Reference Center (GRRC)Denmark's investment in the Global Rust Reference Center (GRRC)
Denmark's investment in the Global Rust Reference Center (GRRC)Borlaug Global Rust Initiative
 
BGRI 2009- 2014: An effective platform for global coordination
BGRI 2009- 2014: An effective platform for global coordinationBGRI 2009- 2014: An effective platform for global coordination
BGRI 2009- 2014: An effective platform for global coordinationBorlaug Global Rust Initiative
 

Mais de Borlaug Global Rust Initiative (20)

A comparison of stem rust in oats and yellow rust in wheat: A Swedish example
A comparison of stem rust in oats and yellow rust in wheat: A Swedish exampleA comparison of stem rust in oats and yellow rust in wheat: A Swedish example
A comparison of stem rust in oats and yellow rust in wheat: A Swedish example
 
2013 Wheat Stem Rust Outbreaks: Global Response
2013 Wheat Stem Rust Outbreaks: Global Response 2013 Wheat Stem Rust Outbreaks: Global Response
2013 Wheat Stem Rust Outbreaks: Global Response
 
Sources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild TetraploidsSources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild Tetraploids
 
Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers
Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers
Agrovegetal 15 years of releasing new wheat cultivars for Spanish farmers
 
Field pathogenomics of wheat yellow (stripe) rust
Field pathogenomics of wheat yellow (stripe) rust Field pathogenomics of wheat yellow (stripe) rust
Field pathogenomics of wheat yellow (stripe) rust
 
Public-­‐Private Partnership in India: A Need for breakthrough in Whe...
Public-­‐Private  Partnership  in  India: A  Need  for  breakthrough  in  Whe...Public-­‐Private  Partnership  in  India: A  Need  for  breakthrough  in  Whe...
Public-­‐Private Partnership in India: A Need for breakthrough in Whe...
 
Importance of data sharing and germplasm movement
Importance of data sharing and germplasm movementImportance of data sharing and germplasm movement
Importance of data sharing and germplasm movement
 
The Global O currence and Economic Consequences of Stripe Rust in Wheat
The Global O currence and Economic Consequences of Stripe Rust in WheatThe Global O currence and Economic Consequences of Stripe Rust in Wheat
The Global O currence and Economic Consequences of Stripe Rust in Wheat
 
Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...
Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...
Population divergence in the wheat leaf rust fungus Puccinia triticina is cor...
 
Molecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western CanadaMolecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western Canada
 
New evidence supporting the occurrence of sexual reproduction in the wheat st...
New evidence supporting the occurrence of sexual reproduction in the wheat st...New evidence supporting the occurrence of sexual reproduction in the wheat st...
New evidence supporting the occurrence of sexual reproduction in the wheat st...
 
2014 bgri gichangi
2014 bgri gichangi2014 bgri gichangi
2014 bgri gichangi
 
2014 bgri de pauw presentation
2014 bgri de pauw presentation2014 bgri de pauw presentation
2014 bgri de pauw presentation
 
2014 bgri dieseth presentation
2014 bgri dieseth presentation2014 bgri dieseth presentation
2014 bgri dieseth presentation
 
Achieving sustainable leaf rust control in durum wheat: What have we...
Achieving  sustainable  leaf  rust  control  in  durum  wheat: What  have  we...Achieving  sustainable  leaf  rust  control  in  durum  wheat: What  have  we...
Achieving sustainable leaf rust control in durum wheat: What have we...
 
Denmark's investment in the Global Rust Reference Center (GRRC)
Denmark's investment in the Global Rust Reference Center (GRRC)Denmark's investment in the Global Rust Reference Center (GRRC)
Denmark's investment in the Global Rust Reference Center (GRRC)
 
BGRI 2009- 2014: An effective platform for global coordination
BGRI 2009- 2014: An effective platform for global coordinationBGRI 2009- 2014: An effective platform for global coordination
BGRI 2009- 2014: An effective platform for global coordination
 
2014 bgri dodds rev
2014 bgri dodds rev2014 bgri dodds rev
2014 bgri dodds rev
 
2014 bgri futrell
2014 bgri futrell2014 bgri futrell
2014 bgri futrell
 
2014 bgri ammar
2014 bgri ammar2014 bgri ammar
2014 bgri ammar
 

Último

UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfNirmal Dwivedi
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...Poonam Aher Patil
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxDr. Ravikiran H M Gowda
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsMebane Rash
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the ClassroomPooky Knightsmith
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and ModificationsMJDuyan
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxJisc
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...Nguyen Thanh Tu Collection
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptxMaritesTamaniVerdade
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - Englishneillewis46
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17Celine George
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17Celine George
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxJisc
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.MaryamAhmad92
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Pooja Bhuva
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...pradhanghanshyam7136
 

Último (20)

UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
General Principles of Intellectual Property: Concepts of Intellectual Proper...
General Principles of Intellectual Property: Concepts of Intellectual  Proper...General Principles of Intellectual Property: Concepts of Intellectual  Proper...
General Principles of Intellectual Property: Concepts of Intellectual Proper...
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptx
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the Classroom
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptx
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - English
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptx
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
 

A North-South partnership Identifies Genetic Biodiversity for Durable Rust Resistance in African Wheat Genotypes

  • 1. A North-South partnership identifies genetic biodiversity for durable rust resistance in African wheat genotypes SARID project (UK: BBSRC-DFID) 2008-2012 Renée Prins Gloudi Agenbag Zakkie Pretorius Susanne Dreisigacker Lesley Boyd National Institute of Agricultural Botany
  • 2.
  • 3. Project focus: Durable rust resistance Objectives: QTL mapping approach 1) Fine map YrAPR QTL on 2B & 4AL (Kariega) 2) Genetic analysis of Cappelle Desprez-derived YrAPR Association mapping approach 3) New sources of resistance Assess genetic diversity for stem and stripe rust resistances - JIC African wheat collection
  • 4. Kariega Yr16DH70 (Cappelle-Desprez) Fine map QTL Identify QTL Susceptible parent Avocet S Palmiet Mapping population 254 DH 1020 F2 201 RIL Markers AFLP SSR DArT STS EST SSR DArT Phenotypic screen Greenhouse Field trials Field trials Linkage map Whole genome Limited coverage (BC) QTL map CIM/MQM CIM
  • 5. Kariega: EST marker approach 5   BLAT  
  • 7. Kariega: Chromosome 4AL QTL Slow rusting
  • 8. CD-derived resistance (Yr16DH70) Theor Appl Genet 125: 109-120 (2012) R2 =23-53% (LAI & RT) wPt-743339 wPt-731381 wPt-733314 wPt-1722 wPt-5647 wPt-4197 tPt-1041 Xwmc407 Xgwm636 wPt-7721 wPt-0003 wPt-8490 wPt-740658 tPt-9405 Xwmc177 Xcfa2201 wPt-664251 wPt-5029 wPt-5498 tPt-3109 wPt-0553 wPt-1657 wPt-743211 wPt-5251 Xcfa2263 Xcfa2043 Xgwm294 wPt-7024 wPt-2293 wPt-3244 Xgwm312 Xwmc181a 2A QYr.ufs-2A Xgwm484 Xwmc453 Xcfd43 wPt-666389 wPt-667312 wPt-740836 Xgwm102 Xwmc18 Xwmc245 wPt-734322 wPt-664520 Xgwm539 wPt-3692 wPt-666518 Xcfd73 Xcfd233 Xwmc445 Xbarc228 Xwmc41 Xwmc181b Xbarc206 wPt-732882 wPt-6752 wPt-4691 wPt-671892 wPt-2160 wPt-730541 Xgwm349 Xwmc167 wPt-4559 wPt-9848 wPt-0153 Xcfd239 Xgwm311 Xgwm382 Xgwm301 Xbarc159 2D QYr.ufs-2D (Yr16) R2 =4.7-10.3% (LAI & RT)
  • 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