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Indonesia 
- Bustamam 
- Utut 
KARI 
- Gethi 
Cornell 
Dissection, 
characterization 
and utilization 
of disease QTL 
IRRI 
- Vera Cruz 
- Leung 
- Brar 
CSU 
- Leach 
- Nelson 
- Smith 
NCSU 
- Balint-Kurti 
Rice Maize 
Generation Challenge 
Program 
Project #8 
Update 2008
5 6 7 8 9 
10 
9 
8 
7 
6 
5 
Gray Leaf Spot E-MBLUP 
Northern Leaf Blight E-MBLUP 
disease GLS NLB 
SLB ***0.61 ***0.62 
GLS - ***0.45 
SLB 
a: Unknown gene 
b: tasselseed2 
c: Glutathione S-Transferase 
4 
GLS 
NLB 
3 
2 
1 
Randy Wisser 
1 2 3 4 5 6 7 8 9 
1 2 3 4 
0 
Southern Leaf Blight E-MBLUP 
E 
E 
Association mapping 
population (Buckler; 
n=~300): 11 datasets 
for three diseases 
-0.4 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 
allele effect 
a 
b 
c 
{ 
{ 
{
QTL identified in NAM for NLB , SLB and GLS 
0 QTL identified in NAM for NLB , SLB and GLS 
-1 
-2 
-3 
-4 
-5 
Nested association 
mapping population 
(Buckler et al.; n=5,000): 
6 datasets for 3 diseases 
FLECKS 
-6 
-7 
-8 
-9 
-10 
SLB 
NLB 
GLS 
12 of 13 NLB-QTL in full NAM 
analysis are present both years 
K. Kump/PBK et al., NCSU; J. Poland and J. Benson/RJN et al., CU
9 
8 
7 
6 
5 
AUDPC 
Gray Leaf Spot: Allele effects at qCz4.06 
6 alleles? 
24 
22 
20 
18 
16 
14 
12 
10 
8 
6 
4 
LSmean Diseased Leaf Area 
(%) 
Northern Leaf Blight: Allele effects at qEt8.06 
Parental Allele 
3 alleles?
Near-isogenic lines 
Crop/lab Developer Source Background Target No. 
lines 
Rice / HL, JL Leung, Leac 
h 
Deletion library IR64 Whole 
genome 
n=12 
char. 
Rice / HL Leung SH2-2 TX2-13 (HIF) Chr. 6, 9 n=13 
Rice / 
Bustamam, 
OL5 Way Rarem Chr. 6, 9 n=2 
CMVC, MB 
Vera Cruz 
RRiiccee // CCMMVVCC MMoorroobbrrkknn VVaannddaannaa nn==77 nn==6600 
Maize / PBK Zwonitzer NC250 B73 n=12 n=137 
Maize / RJN Chung Tx303 B73 1.02, 
1.06 
n=17 
Maize / RJN Chung CML52 B73 (HIF) n=9 n=46 
Maize / RJN Chung DK888 S11 (HIF) n=5 n=23 
Maize / JG Gethi TZMi102, TZMi711, 
TZMi712, CML384, 
CML312. 
CML 204, CML 
373 (HIF) 
Whole 
genome 
n=72
NLB: 
histopathology 
Field 
Infection efficiency (2 days after inoculation) 
0 
0.2 
0.4 
0.6 
0.8 
1 
Tx3 03 
B73 
Maize genotype 
TBBC3_38_05F 
T BBC 3_42 _10E _2 
I n f e c ti o n e ffi c i e n c y 
(s u c c e s s f u l in f e c t io n / 
g e rm in a t e d c o n id ia ) 
Tx303 allele at the NLB QTL 
in bin 1.06 
QTL x E 
reduces fungal penetration 
SLB: Field 
Growth Chamber 
Incidence of E. turcicum growing into the xylem 
(4 days after inoculation) 
0 
0.1 
0.2 
0.3 
0.4 
0.5 
0.6 
Tx303 
B73 
Maize genotype 
TBBC3_38_05F 
TBBC3_42_10E_2 
Incidence 
(hyphae in xylem / infection site) 
B73 allele at the NLB QTL in 
bin 1.02 
More robust relative to 
reduces fungal colonization 
environments? 
of the vasculature
QTL isolines with impressive phenotypic effects 
in the field 
+ QTL – chr. 6 - QTL – chr. 6 + QTL – 1.02 - QTL – 1.02
A. flavus biomass estimated by 
Quantitative Real-Time PCR is 
strongly correlated with aflatoxin 
concentration 
4 
3 
2 
1 
0 
log Infection Coefficient 
2 3 4 5 6 7 8 
log (ppb+1) 
A. flavus Infection Coefficient (log IC) 
Aflatoxin Concentration (log ppb) 
Pearson correlation == 00..8855**** nn==2200 
QTL mapping for 
silk and young 
kernel resistance 
to colonization 
• CML322 x B73 RILs 
• Tx303 NILs (B73 background) 
Bin 7.02-7.03 
• CML52 HIFs (B73) Bin 6.05 
To be confirmed with 2008 field data (analysis in progress) S. Mideros, Cornell
MDR varieties in release process in Kenya 
Test Code Pedigree Region Tons Ha-1 
MTPEH200805 TZMi 712/CML 373//CML 312 Coastal lowlands 7.0 
KATEH200804 TZMi 102/CML 373//CML 312 Drylands 9.6 
MTPEH200801 CML 373/TZMi 711//CML 312 Coastal lowlands 8.9 
KATEH200803 CML 373/TZMi 711//CML 312 Drylands 9.3 
MTPEH200803 CML 373/TZMi 102//CML 312 Coastal lowlands 7.6 
MTPEH200802 CML 204/TZMi 711//CML 312 Coastal lowlands 8.8 
MTPEH200804 CML 204/TZMi 102//CML 312 Coastal lowlands 7.1 
KATEH200802 CML 204/TZMi 102//CML 312 Drylands 9.6 
KATEH200801 CML 204/CML 373//CML 312 Drylands 10.0 
J. Gethi, KARI
Vandana/Moroberekan-derived BC3F8 intermated lines for multilocation 
trials in India, 2008 
NAME Yield (g) Yield (g) 
Seedling 
blast 
(0-9) 
% DLA 
PBS 
(0-9) 
Neckblast 
(%) 
Seedling 
blast 
(0-9) 
Candidate 
Gene(s) 
Almora 
IRRI 
IRRI 
(50DAS) IRRI 
Almora 
Cavinti 
Hazaribag 
Grain 
Length 
Grain 
Shape 
Grain Quality 
Analysis 
Chalkiness 
(0-none, 9-large) 
Gelatinization 
Temperature 
Amylose 
Content (%) 
Aroma 
IR78221-19-3-196-B-B 
(Susceptible control) 
100 
5.0 85.0 4.0 57.5 8.25 10.0 4.0 CHI 5 5 9 HI/I 24.5 slight 
90 
IR78221-19-4-54-B-B 152.5 68.5 1.0 1.5 3.55 51.3 2.0 
CHI,OXO 
THAU7, POX 
OXLP 
3 1 9 HI/I 25.4 slight 
80 
IR78221-19-6-7-B-B 153.5 90.4 1.0 1.0 3.25 20.8 1.0 
OXO, HSP90 
POX 
3 1 9 I 24.7 none 
70 
Mean % diseased leaf area 
IR78221-19-6-33-B-B 105.0 94.8 1.0 2.0 3.95 2.4 1.5 
OXO, POX 
OXLP 
60 
50 
40 
30 
20 
10 
chitinase, oxalate 
oxidase, thaumatin, 
peroxidase, oxalate 
oxidase-like protein oxalate 
Traits of the advanced elite lines: 
• blast resistance based on early generation multi-location testing 
• morpho-agronomic traits comparable to Vandana 
• presence of candidate genes associated with blast resistance 
• yield comparable to Vandana under low rainfall during reproductive stage 
5 5 1 I 25.5 none 
IR78221-19-6-56-B-B 80.0 134.8 1.0 1.0 3.1 1.3 1.5 
CHI, OXO 
HSP90, POX 
3 1 9 I 25.3 none 
IR78221-19-6-82-B-B 165.0 70.0 1.0 1.0 3.4 7.5 1.0 
OXO, POX 
OXLP, PR10 
3 1 5 I 25.6 none 
IR78221-19-6-90-B-B 112.5 108.5 1.0 1.0 3.0 5.0 4.0 
OXO, POX 
OXLP 
3 1 0 I 25.2 slight 
IR78221-19-6-99-B-B 170.0 109.5 1.0 1.0 3.3 10.2 1.5 OXO 3 1 1 I 24.8 none 
IR78222-20-7-148-2-B 70.0 128.5 4.0 1.5 5.15 3.0 0.0 
CHI, OXO 
OXLP, DHAP 
5 5 5 HI/I 20.2 slight 
0 
196 54 7 33 56 82 90 99 2 IR64 
BC3F8 VxM intermated lines* 
oxidase
Deliverables over project lifetime 
• Understanding the trait 
• Dissecting the trait 
– QTL syntheses: published 
– Selection mapping: published 
– Deletion mapping by dot-blot & 
microarray: pub. & submitted 
– Large-scale QTL analyses 
• SLB, NLB and GLS 
– Sets of QTL NILs (maize, rice) 
– Deletions in 14 rice mutants 
– Association analysis for MDR: in mapped 
preparation 
– Phylogenomics of candidate genes 
– Win-win and win-lose QTL 
• Improving the trait 
– QTL characterization 
– Histopathology 
– Fine-mapping in progress for 
several QTL in maize 
– Maize lines with MDR in advanced trials in Kenya 
– Disease resistant elite rice lines in India and 
Indonesia

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ARM 2008: Dissection, characterisation and utilisation of disease QTL -- R Nelson

  • 1. Indonesia - Bustamam - Utut KARI - Gethi Cornell Dissection, characterization and utilization of disease QTL IRRI - Vera Cruz - Leung - Brar CSU - Leach - Nelson - Smith NCSU - Balint-Kurti Rice Maize Generation Challenge Program Project #8 Update 2008
  • 2. 5 6 7 8 9 10 9 8 7 6 5 Gray Leaf Spot E-MBLUP Northern Leaf Blight E-MBLUP disease GLS NLB SLB ***0.61 ***0.62 GLS - ***0.45 SLB a: Unknown gene b: tasselseed2 c: Glutathione S-Transferase 4 GLS NLB 3 2 1 Randy Wisser 1 2 3 4 5 6 7 8 9 1 2 3 4 0 Southern Leaf Blight E-MBLUP E E Association mapping population (Buckler; n=~300): 11 datasets for three diseases -0.4 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 allele effect a b c { { {
  • 3. QTL identified in NAM for NLB , SLB and GLS 0 QTL identified in NAM for NLB , SLB and GLS -1 -2 -3 -4 -5 Nested association mapping population (Buckler et al.; n=5,000): 6 datasets for 3 diseases FLECKS -6 -7 -8 -9 -10 SLB NLB GLS 12 of 13 NLB-QTL in full NAM analysis are present both years K. Kump/PBK et al., NCSU; J. Poland and J. Benson/RJN et al., CU
  • 4. 9 8 7 6 5 AUDPC Gray Leaf Spot: Allele effects at qCz4.06 6 alleles? 24 22 20 18 16 14 12 10 8 6 4 LSmean Diseased Leaf Area (%) Northern Leaf Blight: Allele effects at qEt8.06 Parental Allele 3 alleles?
  • 5. Near-isogenic lines Crop/lab Developer Source Background Target No. lines Rice / HL, JL Leung, Leac h Deletion library IR64 Whole genome n=12 char. Rice / HL Leung SH2-2 TX2-13 (HIF) Chr. 6, 9 n=13 Rice / Bustamam, OL5 Way Rarem Chr. 6, 9 n=2 CMVC, MB Vera Cruz RRiiccee // CCMMVVCC MMoorroobbrrkknn VVaannddaannaa nn==77 nn==6600 Maize / PBK Zwonitzer NC250 B73 n=12 n=137 Maize / RJN Chung Tx303 B73 1.02, 1.06 n=17 Maize / RJN Chung CML52 B73 (HIF) n=9 n=46 Maize / RJN Chung DK888 S11 (HIF) n=5 n=23 Maize / JG Gethi TZMi102, TZMi711, TZMi712, CML384, CML312. CML 204, CML 373 (HIF) Whole genome n=72
  • 6. NLB: histopathology Field Infection efficiency (2 days after inoculation) 0 0.2 0.4 0.6 0.8 1 Tx3 03 B73 Maize genotype TBBC3_38_05F T BBC 3_42 _10E _2 I n f e c ti o n e ffi c i e n c y (s u c c e s s f u l in f e c t io n / g e rm in a t e d c o n id ia ) Tx303 allele at the NLB QTL in bin 1.06 QTL x E reduces fungal penetration SLB: Field Growth Chamber Incidence of E. turcicum growing into the xylem (4 days after inoculation) 0 0.1 0.2 0.3 0.4 0.5 0.6 Tx303 B73 Maize genotype TBBC3_38_05F TBBC3_42_10E_2 Incidence (hyphae in xylem / infection site) B73 allele at the NLB QTL in bin 1.02 More robust relative to reduces fungal colonization environments? of the vasculature
  • 7. QTL isolines with impressive phenotypic effects in the field + QTL – chr. 6 - QTL – chr. 6 + QTL – 1.02 - QTL – 1.02
  • 8. A. flavus biomass estimated by Quantitative Real-Time PCR is strongly correlated with aflatoxin concentration 4 3 2 1 0 log Infection Coefficient 2 3 4 5 6 7 8 log (ppb+1) A. flavus Infection Coefficient (log IC) Aflatoxin Concentration (log ppb) Pearson correlation == 00..8855**** nn==2200 QTL mapping for silk and young kernel resistance to colonization • CML322 x B73 RILs • Tx303 NILs (B73 background) Bin 7.02-7.03 • CML52 HIFs (B73) Bin 6.05 To be confirmed with 2008 field data (analysis in progress) S. Mideros, Cornell
  • 9. MDR varieties in release process in Kenya Test Code Pedigree Region Tons Ha-1 MTPEH200805 TZMi 712/CML 373//CML 312 Coastal lowlands 7.0 KATEH200804 TZMi 102/CML 373//CML 312 Drylands 9.6 MTPEH200801 CML 373/TZMi 711//CML 312 Coastal lowlands 8.9 KATEH200803 CML 373/TZMi 711//CML 312 Drylands 9.3 MTPEH200803 CML 373/TZMi 102//CML 312 Coastal lowlands 7.6 MTPEH200802 CML 204/TZMi 711//CML 312 Coastal lowlands 8.8 MTPEH200804 CML 204/TZMi 102//CML 312 Coastal lowlands 7.1 KATEH200802 CML 204/TZMi 102//CML 312 Drylands 9.6 KATEH200801 CML 204/CML 373//CML 312 Drylands 10.0 J. Gethi, KARI
  • 10. Vandana/Moroberekan-derived BC3F8 intermated lines for multilocation trials in India, 2008 NAME Yield (g) Yield (g) Seedling blast (0-9) % DLA PBS (0-9) Neckblast (%) Seedling blast (0-9) Candidate Gene(s) Almora IRRI IRRI (50DAS) IRRI Almora Cavinti Hazaribag Grain Length Grain Shape Grain Quality Analysis Chalkiness (0-none, 9-large) Gelatinization Temperature Amylose Content (%) Aroma IR78221-19-3-196-B-B (Susceptible control) 100 5.0 85.0 4.0 57.5 8.25 10.0 4.0 CHI 5 5 9 HI/I 24.5 slight 90 IR78221-19-4-54-B-B 152.5 68.5 1.0 1.5 3.55 51.3 2.0 CHI,OXO THAU7, POX OXLP 3 1 9 HI/I 25.4 slight 80 IR78221-19-6-7-B-B 153.5 90.4 1.0 1.0 3.25 20.8 1.0 OXO, HSP90 POX 3 1 9 I 24.7 none 70 Mean % diseased leaf area IR78221-19-6-33-B-B 105.0 94.8 1.0 2.0 3.95 2.4 1.5 OXO, POX OXLP 60 50 40 30 20 10 chitinase, oxalate oxidase, thaumatin, peroxidase, oxalate oxidase-like protein oxalate Traits of the advanced elite lines: • blast resistance based on early generation multi-location testing • morpho-agronomic traits comparable to Vandana • presence of candidate genes associated with blast resistance • yield comparable to Vandana under low rainfall during reproductive stage 5 5 1 I 25.5 none IR78221-19-6-56-B-B 80.0 134.8 1.0 1.0 3.1 1.3 1.5 CHI, OXO HSP90, POX 3 1 9 I 25.3 none IR78221-19-6-82-B-B 165.0 70.0 1.0 1.0 3.4 7.5 1.0 OXO, POX OXLP, PR10 3 1 5 I 25.6 none IR78221-19-6-90-B-B 112.5 108.5 1.0 1.0 3.0 5.0 4.0 OXO, POX OXLP 3 1 0 I 25.2 slight IR78221-19-6-99-B-B 170.0 109.5 1.0 1.0 3.3 10.2 1.5 OXO 3 1 1 I 24.8 none IR78222-20-7-148-2-B 70.0 128.5 4.0 1.5 5.15 3.0 0.0 CHI, OXO OXLP, DHAP 5 5 5 HI/I 20.2 slight 0 196 54 7 33 56 82 90 99 2 IR64 BC3F8 VxM intermated lines* oxidase
  • 11. Deliverables over project lifetime • Understanding the trait • Dissecting the trait – QTL syntheses: published – Selection mapping: published – Deletion mapping by dot-blot & microarray: pub. & submitted – Large-scale QTL analyses • SLB, NLB and GLS – Sets of QTL NILs (maize, rice) – Deletions in 14 rice mutants – Association analysis for MDR: in mapped preparation – Phylogenomics of candidate genes – Win-win and win-lose QTL • Improving the trait – QTL characterization – Histopathology – Fine-mapping in progress for several QTL in maize – Maize lines with MDR in advanced trials in Kenya – Disease resistant elite rice lines in India and Indonesia