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Use of Identity by Descent Mapping
Approaches for FHB Resistance
Jose L. GonzalezSOUTH DAKOTA STATE
UNIVERSITY2016 USWBSI Annual MeetingDecember 4-6; St Louis, MO
Acknowledgements• Umesh Rosyara (now U. Wisconsin)• Jonathan Eckard (now Monsanto)• Yuba Kandel (now Iowa St U.)• Yaqoob Thurston (PhD Student graduating this spring)
• SDSU- Karl Glover, William Berzonsky (currently Bayer), Sunish Sehgal, Shaukat Ali, Jeff Stein (currently Monsanto)
• KSU-William Bockus• UMN-James Anderson • NDSU- Francois Marais & Mohamed Mergoum (currently UGA) • USDA-ARS-Guihua Bai, Paul St. Amand, Shiaoman Chao • UNL- Steve Baenziger
Funding: • US Wheat and Barley Scab Initiative• South Dakota Wheat Commission • SDSU Agricultural Experiment Station
• U.R. Rosyara, J.L. Gonzalez-Hernandez*, K.D. Glover, K.R. Gedye And J.M. Stein 2009. Family-based Mapping Of Quantitative Trait Loci In Plant Breeding Populations With Fusarium Head Blight Resistance In Wheat As An Illustration. Theoretical And Applied Genetics. 118:1617-1631
• J.T. Eckard, J.L. Gonzalez-Hernandez*, S. Chao, P. St Amand, G. Bai. 2014. Construction Of Dense Linkage Maps "On The Fly" Using Early Generation Wheat Breeding Populations. Molecular Breeding 34:1281-1300
• Yuba R. Kandel, Karl D. Glover, Lawrence E. Osborne And Jose L. Gonzalez-Hernandez*. 2014. Mapping Quantitative Resistance Loci For Bacterial Leaf Streak Disease In Hard Red Spring Wheat Using An Identity By Descent Mapping Approach. Euphytica 201:53-65
• Eckard JT, Glover KD, Mergoum M, Aderson J, Gonzalez-Hernandez JL*. 2015. Multiple FusariumHead Blight Resistance Loci Mapped And Pyramided Onto Elite Spring Wheat Fhb1 Backgrounds Using An IBD-based Linkage Approach. Euphytica. 204 (1), 63-79
• Eckard JT, Gonzalez-Hernandez JL*, Caffe M, Berzonsky, W, Bockus WW, Marais GF, BaenzigerPS. 2015. Native Fusarium Head Blight Resistance From Winter Wheat Cultivars ‘Lyman,’ ‘Overland,’ ‘Ernie,’ And ‘Freedom’ Mapped And Pyramided Onto ‘Wesley’-fhb1 Backgrounds. Molecular Breeding. 35 (1), 1-16
• SOUTH DAKOTA STATE UNIVERSITY –PHD DISSERTATIONS: UMESH ROSYARA, MUNA KADARIA, YUBA KANDEL, JONATHAN E. TYLER,
Integrated Molecular Breeding ApproachQ
TL linkage m
appingM
arker-assisted pyram
iding
R/rR/R
R/RR/R
R/RR/RR/rR/R
R/RR/RR/RR/r
R/RR/rR/R
R/RR/rR/R
The resistant genotypes Sumai 3 derivatives (SD3851, Freyr, SD3776) crossed with other 46 susceptible wheat genotypes
82 families, average family size = 9
Test case. Fhb1
Variance component analysis (MERLIN), Pedigree-wide regression (MERLIN-Regress) and Linkage disequilibrium analysis for quantitative traits (QTDT )
LOD score
Variance component –linkage
Pedigree-wide regression
Results: Linkage Analysis
14 DAI 21 DAI 14 DAI 21 DAI
DAI: Days after inoculation
Linkage disequilibrium14 DAI 21 DAI
Marker AS* χ2TDT P-value χ2TDT P-value
Xgwm389-3B 131 0.4 >0.05 0.04 >0.05135 0.34 >0.05 0.03 >0.05
Xgwm533.1-3B 114 6.4 0.01 8.25 0.004158 15.5 8 x 10-5 25.5 4 x 10-7
155 8.5 0.003 15.1 0.0001Xbarc133-3B 88 7.3 0.06 5.3 0.02
120 11.2 0.006 11.1 0.0008118 8.0 0.0008 17.9 2 x 10-5
Xgwm493-3B 137 0.004 8.7 0.003157 10.7 0.001 14.2 0.0002192 18.6 2 x 10-5 18.6 4 x 10-7
*AS- allele size Alleles from resistant parent are labeled blue
After successfully mapping mapping two more lines we learned:
• We need to be able to make linkage maps for the materials in question
• Additional phenotyping opportunities• Computational challenges
Consensus mapping:
Plant studies, few large populations
Joint mapping:
Animal studies, many small populations
Pop. 1 (n = 150)
Pop. 2 (n = 200)
Pop. 3 (n = 100)
Map 1
Map 2
Map 3C
onsensus map
Pop. 1 (n = 3)
Pop. 2 (n = 10)
Pop. 3 (n = 6)
Pop. 4 (n = 5)
Pop. p (n = 2)
. . .
Linkage Maps With Multiple PopulationsJoint m
ap
Building Linkage Maps in Winter Wheat Breeding Populations
Population Pedigree SSR genotyped SNP genotyped01 Wesley-Fhb1-BC56 / NE06545 // Ernie / Overland 20 1902 Ernie / Wesley-Fhb1-BC06 // Ernie / NE06545 26 -03 Ernie / Wesley-Fhb1-BC06 // Lyman / AL-107-6106 22 1604 Ernie / Wesley-Fhb1-BC56 // Ernie / Lyman 40 3705 Ernie / Wesley-Fhb1-BC56 // NI08708 / Lyman 40 3806 Ernie / Lyman // Ernie / Wesley-Fhb1-BC06 12 -07 Ernie / Overland // Freedom / Wesley-Fhb1-BC56 5 -08 Ernie / Overland // Overland / Wesley-Fhb1-BC56 24 2309 Ernie / Overland // NI08708 / Wesley-Fhb1-BC06 33 30
10 Ernie / NE06545 // McGill / Wesley-Fhb1-BC56 28 -
11 Ernie / McGill // Lyman / Wesley-Fhb1-BC06 12 912 Freedom / Wesley-Fhb1-BC06 // Ernie / Overland 12 913 Freedom / Wesley-Fhb1-BC06 // Lyman / AL-107-6106 7 714 Freedom / Wesley-Fhb1-BC06 // Overland / Wesley-Fhb1-BC56 11 915 Freedom / Wesley-Fhb1-BC56 // Ernie / NE06545 4 -16 Freedom / Ernie // Overland / Wesley-Fhb1-BC56 34 3017 Freedom / Ernie // NI08708 / Wesley-Fhb1-BC06 29 -18 Freedom / Overland // Lyman / AL-107-6106 8 819 Freedom / NI08708 // Wesley-Fhb1-BC56 / NE06545 7 -20 AL-107-6106 / Overland // Lyman / Wesley-Fhb1-BC06 11 1021 AL-107-6106 / Overland // NI08708 / Lyman 14 1422 Lyman / Wesley-Fhb1-BC56 // Ernie / Lyman 37 3523 Lyman / Wesley-Fhb1-BC56 // NI08708 / Lyman 31 -24 Overland / Wesley-Fhb1-BC56 // Ernie / Lyman 44 4125 Overland / Wesley-Fhb1-BC56 // Ernie / NE06545 5 -26 Overland / McGill // Lyman / Wesley-Fhb1-BC06 12 927 NI08708 / Wesley-Fhb1-BC06 // Ernie / NE06545 8 -28 NI08708 / Lyman // Overland / Wesley-Fhb1-BC56 29 28
Total population 565 372Genotypic data points 15 M 3.3 MM
Methodology For Map Development
www.animalgenome.org
CRI-MAP – Provides multipoint maximum likelihood estimation in general pedigrees.
Set threshold
Extend map
Permutateorders
Ordered loci
Recombination fractions
(CRI-MAP)
Linkage grouping (JoinMap)
SNP thinning
(R)
(CRI-MAP)
Map Development
Polymorphic loci
• 4,000
Genetic bins (𝜃𝜃 < 0.001)
• 1,269
Linkage groups
• 31 (consolidated to 21)
Linkage maps
Chromosome 3B𝑟𝑟𝑆𝑆 = 0.976
Chromosome 3A𝑟𝑟𝑆𝑆 = 0.980
5443, 77710.0447, 5427, 4927, 5430, (8)0.278611.76387, 2993, 82802.52737, 27383.140667.5
8127, 85113.5
8105, 8106, 393917.9480420.2425722.0
199647.4634048.73448, 5642, 373949.088549.84334, 4335, 4333, 755253.3641354.1539956.5515156.6702256.944357.3197257.75763, 8526, 6334, 1812, (9)58.9687759.02763, 2095, 33559.35387, 5444, 9059.5161460.56306, 63760.672061.2143, 2156, 1922, 4912, (5)61.4379461.86187, 531662.12153, 215462.4202362.5701262.7625662.83071, 6923, 7010, 3069, (5)62.9516463.61487, 3156, 4397, 462, (13)63.9731964.82617, 234, 108565.54923, 2750, 2886, 3930, (13)66.53836, 6170, 678366.7407566.88580, 711467.58465, 133, 743, 512467.85315, 7541, 2801, 5994, (14)69.33250, 411069.53999, 1701, 1536, 1700, (22)69.65286, 7159, 5285, 1678, (11)70.0319870.5183173.5837474.7816278.9177880.4925, 4926, 4851, 1260, (5)80.8405381.55419, 5596, 8455, 1892, (6)86.9716987.4189187.91611, 85589.36996, 6997, 129491.47696, 3524, 545695.55980, 5213, 5982, 5212, (5)101.9524, 799, 523, 2029, (5)107.46396120.37297, 1207, 2372134.77812, 1367149.795, 94152.33559, 3560158.33493159.65111159.95112161.54258, 7835, 2949162.18000, 7999, 2396, 6716, (5)166.33949170.84407, 1457, 602, 2870171.6
3Agwm389, 1950.066513.6barc1335.854269.8529910.62908, 75812.0gwm49316.0288, 289, 249320.61187, 71635.5830339.7663, 280, 4625, 5618, (5)46.7734246.8398352.86632, 3425, 342656.54235 2662, 2663, 4054, 378759.45325, 3117, 3716, 347, (5)59.9390461.46192, 3150, 3149, 691961.6584362.3748, 74763.56482, 3731, 3732, 726764.51458, 4838, 3390, 145964.92409, 2408, 484365.12074, 2119, 7748, 1416, (7)66.14040, 4310, 7860, 4039, (5)66.24755, 7294, 6165, 6243, (14)66.4380, 376, 5351, 729, (6)69.3210, 377, 563869.66017, 9170.6gwm285, 299071.73021, 6814, 6655, 249472.0262272.1120672.31383, 1607, 7247, 4193, (10)73.06793, 2329, 6677, 4452, (15)73.1300073.4537, 5613, 629774.02782, 3710, 3711, 5101, (10)75.3443975.5751075.7577075.95880, 5677, 249277.4629, 628, 638178.0579278.25775, 4653, 5710, 4218, (8)81.8586983.23245, 461383.6408584.9735385.2barc164, 4156, 707885.6571185.8450786.2615787.16221, 6222, 1148, 713187.33305, 3306, 649387.46254, 1467, 7225, 1196, (8)87.56223, 5805, 6158, 330487.7301888.2472188.3649288.56104, 610588.77946, 343989.8212491.71598, 2399, 2510, 133192.21332, 2361, 3833, 383592.36552, 7870, 813692.48137, 1333, 133492.52204, 3244, 3834, 445792.63046, 3402, 360192.72720, 2721, 2661, 722192.9455394.92862, 7889, 2620, 3455, (11)96.5216796.6168296.7206396.84906, 654296.9154197.0168397.17561, 859497.25646102.7714, 5941, 6375, 6299, (6)102.92951, 3592, 1095, 3591, (6)104.31731, 3170, 6002, 4498, (10)115.33332, 3331117.63667118.45013, 5014, 5015, 4778, (5)119.14600125.01094133.1barc84133.37542134.6784139.5787, 785, 8628139.9786140.25594, 8058141.0939141.56930149.04312, 4311152.66273, 8185156.9
3B
3250.0
5469, 7468, 5695, 1321, (5)26.3767228.8464731.1229331.5
648556.2
7526, 408160.66777, 4683, 179660.98059, 1715, 7274, 8578, (7)65.0153, 1624, 4877, 3012, (7)65.6
523078.3
3D3A 3B 3D
Summary of Linkage Maps
Chrom Mapped loci Geneticbins
Total cM distance
Mean interval
Rank-ordercorrelation
Observedcrossovers
1A 350 88 174 2.0 0.953 1,0741B 193 59 160 2.8 0.990 9191D 110 30 92 3.2 - 4642A 214 92 225 2.5 0.992 1,4502B 364 72 142 2.0 0.640 9172D 50 25 103 4.3 - 5963A 231 76 171 2.3 0.980 1,1073B 288 116 156 1.4 0.976 1,2453D 30 11 78 7.8 - 2054A 104 56 151 2.8 0.992 9944B 104 47 140 3.1 0.969 9014D 9 7 39 6.6 - 585A 296 104 255 2.5 0.997 1,7505B 335 113 212 1.9 0.986 1,2845D 39 22 190 9.1 - 7476A 242 72 176 2.5 0.976 9266B 338 85 133 1.6 0.519 8406D 44 16 45 3.0 - 1047A 316 105 206 1.9 0.993 1,2637B 189 58 186 3.3 0.928 1,1617D 29 15 36 2.7 - 189Overall 3,875 1,269 3,080 2.5 0.921 18,194
Founders of Spring Wheat Breeding PopulationsFounder Pedigree Class Xumn10 Resistance lociAZ10-1859 SD3934 / Granger // Granger HRSW 238 Fhb1AZ10-1876 SD3934 / SD4101 // HW010 HRSW 238 Fhb1AZ10-1913 SD3934 / SD4027 // Sonalika HRSW 238 Fhb1AZ10-1941 SD3934 / SD4101 // SD3997 HRSW 238 Fhb1AZ10-1973 SD3934 / SD3948 // Oxen HRSW 238 Fhb1AZ10-2029 SD3934 / SD4011 // Granger HRSW 238 Fhb1AZ10-2158 SD3934 / SD3948 // SD3934 / SD4102 HRSW 238 Fhb1NZ10-3716 SD3746 / SD3776 // SD4032 HRSW 238 Fhb1NZ10-3750 MN01197 / SD3851 // SD4070 HRSW 238 Fhb1NZ10-3785 MN01057-3-1 / SD3851 // SD4032 HRSW null .NZ10-3772 FN1504-124 / SD3851 // Glenn HRSW 238 Fhb1NZ10-3773 FN1504-124 / SD3851 // Glenn HRSW 238 Fhb1NZ10-3789 WEAVERCOMPLEX / SD3851 // Glenn HRSW 238 Fhb1NZ10-3790 WEAVERCOMPLEX / SD3851 // Glenn HRSW 238 Fhb1NZ10-3794 WEAVERCOMPLEX / SD3851 // Glenn HRSW 238 Fhb1MN99112-10-2-4 MN93377 / MN94350 HRSW 235 .MN99126-1-3-7-5 MN94053 / MN2514 HRSW 235 .RIL35 Wheaton / PI 81791 HRSW 235 2B, 3B, 3DRIL59 Wheaton / PI 81791 HRSW 235 2B, 3B, 3DMULT 757 PI 271127 HRSW 235 7B
Founders of Winter Wheat Breeding Populations
Founder Pedigree Class Loci
Wesley-Fhb1-BC06 Wesley / 2*ND2928 HWW FHB1
Wesley-Fhb1-BC56 Wesley / 2*ND2928 HWW FHB1
AL-107-6106 Alsen / NE00403 // NE02583-107 HWW FHB1
Ernie Pike / MO9965 SWW 5A, 3B, 4B, 2B
Freedom GR876 / OH217 SWW 2AS
Lyman KS93U134 / Arapahoe HWW .
Overland Millennium sib // Seward / Archer HWW .
NE06545 KS92-946-B-I5-1 / Alliance HWW .
NI08708 CO980829 / Wesley HWW .
McGill NE92458 / Ike HWW .
Spring Wheat Breeding PopulationsCross Four-way F1
sibsAZ10-1859 / MN99126 // NZ10-3785 / MULT757 24
AZ10-1859 / MN99126 // NZ10-3794 / RIL35 12
AZ10-1859 / RIL59 // NZ10-3716 / MN99112 20
AZ10-1859 / RIL59 // MN99126 / NZ10-3772 23
AZ10-1876 / RIL59 // AZ10-1859 / MN99112 23
AZ10-1876 / RIL59 // MULT757 / NZ10-3750 21
AZ10-1913 / MULT757 // NZ10-3772 / RIL35 24
AZ10-1913 / MULT757 // MULT757 / MN99112 9
AZ10-1941 / MULT757 // MN99126 / NZ10-3772 19
NZ10-3750 / MN99112 // NZ10-3785 / MULT757 20
NZ10-3785 / MULT757 // NZ10-3716 / MN99112 22
NZ10-3785 / MULT757 // RIL35 / AZ10-2158 18
NZ10-3772 / RIL35 // MN99126 / MULT757 20
NZ10-3790 / MN99112 // RIL35 / NZ10-3772 25
NZ10-3790 / RIL35 // MN99126 / MULT757 18
NZ10-3794 / RIL35 // MULT757 / MN99112 18
MN99112 / MN99126 // NZ10-3716 / MN99112 18
MN99112 / MN99126 // RIL35 / NZ10-3716 21
MN99112 / MN99126 // MULT757 / NZ10-3773 15
MN99112 / RIL59 // MN99126 / NZ10-3785 20
MN99112 / RIL59 // RIL59 / NZ10-3750 20
MN99126 / AZ10-1941 // AZ10-2029 / MN99112 22
Cross Four-way F1sibs
MN99126 / AZ10-1941 // MULT757 / NZ10-3772 23
MN99126 / NZ10-3785 // MN99112 / MN99126 15
MN99126 / NZ10-3785 // RIL35 / MN99112 20
MN99126 / MULT757 // NZ10-3750 / MN99112 21
MN99126 / MULT757 // RIL59 / NZ10-3750 14
RIL35 / AZ10-2158 // NZ10-3789 / MN99126 21
RIL35 / AZ10-2158 // RIL35 / MULT757 19
RIL35 / AZ10-2158 // MULT757 / NZ10-3772 18
RIL35 / NZ10-3772 // MN99112 / NZ10-3789 26
RIL35 / NZ10-3789 // AZ10-2029 / MN99112 19
RIL35 / MN99112 // NZ10-3785 / MULT757 22
RIL35 / MN99112 // MULT757 / AZ10-1859 17
RIL35 / MULT757 // MN99126 / NZ10-3772 22
RIL59 / NZ10-3750 // MN99126 / NZ10-3750 17
MULT757 / NZ10-3750 // AZ10-1859 / MN99112 15
MULT757 / NZ10-3750 // RIL35 / NZ10-3772 20
MULT757 / NZ10-3750 // RIL59 / NZ10-3794 26
MULT757 / MN99112 // AZ10-1859 / RIL59 17
MULT757 / MN99112 // MN99126 / NZ10-3750 25
MULT757 / RIL59 // AZ10-1859 / MN99126 15
MULT757 / RIL59 // MN99126 / AZ10-1941 2
Total population: 826
Winter Wheat Breeding PopulationsCross Four-way
F1 sibsWesley-Fhb1-BC56 / NE06545 // Ernie / Overland 20
Ernie / Wesley-Fhb1-BC06 // Ernie / NE06545 26
Ernie / Wesley-Fhb1-BC06 // Lyman / AL-107-6106 22
Ernie / Wesley-Fhb1-BC56 // Ernie / Lyman 40
Ernie / Wesley-Fhb1-BC56 // NI08708 / Lyman 40
Ernie / Lyman // Ernie / Wesley-Fhb1-BC06 12
Ernie / Overland // Freedom / Wesley-Fhb1-BC56 5
Ernie / Overland // Overland / Wesley-Fhb1-BC56 24
Ernie / Overland // NI08708 / Wesley-Fhb1-BC06 33
Ernie / NE06545 // McGill / Wesley-Fhb1-BC56 28
Ernie / McGill // Lyman / Wesley-Fhb1-BC06 12
Freedom / Wesley-Fhb1-BC06 // Ernie / Overland 12
Freedom / Wesley-Fhb1-BC06 // Lyman / AL-107-6106 7
Freedom / Wesley-Fhb1-BC06 // Overland / Wesley-Fhb1-BC56 11
Freedom / Wesley-Fhb1-BC56 // Ernie / NE06545 4
Freedom / Ernie // Overland / Wesley-Fhb1-BC56 34
Freedom / Ernie // NI08708 / Wesley-Fhb1-BC06 29
Freedom / Overland // Lyman / AL-107-6106 8
Freedom / NI08708 // Wesley-Fhb1-BC56 / NE06545 7
AL-107-6106 / Overland // Lyman / Wesley-Fhb1-BC06 11
AL-107-6106 / Overland // NI08708 / Lyman 14
Lyman / Wesley-Fhb1-BC56 // Ernie / Lyman 37
Cross Four-wayF1 sibs
Lyman / Wesley-Fhb1-BC56 // NI08708 / Lyman 31
Overland / Wesley-Fhb1-BC56 // Ernie / Lyman 44
Overland / Wesley-Fhb1-BC56 // Ernie / NE06545 5
Overland / McGill // Lyman / Wesley-Fhb1-BC06 12
NI08708 / Wesley-Fhb1-BC06 // Ernie / NE06545 8
NI08708 / Lyman // Overland / Wesley-Fhb1-BC56 29
Total population: 565
Greenhouse Evaluations of FHB Severity in Spring Wheat Populations
14 days after inoculation 21 days after inoculation
RIL 35MULT 757
Wheaton
MN99112AZ10-1859 (Fhb1)NZ10-3772 (Fhb1)
MN99126
RIL 59
MULT 757Wheaton
MN99126RIL 59
NZ10-3772 (Fhb1)
RIL 35
MN99112AZ10-1859 (Fhb1)
BLUPs
Spring Wheat Self-progeny Testing Four-way F1 Plants
Evaluation Inoculation method
F1 plants evaluated
Biological replicates
Spikes evaluated
Ave. FHB severity
Brookings, SD Spawn / spray 388 1 20 0.15
Volga, SD Spawn / spray 485 1 20 0.10
St. Paul, MN Spawn / spray 346 1 20 0.24
Prosper, ND Spawn 341 3 60 0.18
Combined Mixed 744 1-6 20-120 0.17
RIL 35,MULT 757
MN99126, MN99112,AZ10-1859 (Fhb1)
RIL 59
Wheaton
NZ10-3772 (Fhb1)
Winter Wheat Selfed-progeny Testing Four-way F1 Plants
Evaluation Inoculation method
F1 plants evaluated
Biological replicates
Spikes evaluated
Volga, SD Spawn / spray 501 1 20Manhattan, KS Spawn / spray 380 1 20Carrington, ND Spawn 201 1 20Combined Mixed 531 1-3 20-60
Lyman
Wesley-Fhb1-BC06Wesley-Fhb1-BC56
EverestAL-107-6106
Freedom, NE6545, McGill
Overland
Ernie, NI8708Overly
Genome Wide Genotyping for 3,875 SNPs and 22 SSR Loci in Winter Wheat Populations
Chrom Mapped loci Geneticbins
Total cM distance
Mean interval
1A 350 88 174 2.01B 193 59 160 2.81D 110 30 92 3.22A 214 92 225 2.52B 364 72 142 2.02D 50 25 103 4.33A 231 76 171 2.33B 288 116 156 1.43D 30 11 78 7.84A 104 56 151 2.84B 104 47 140 3.14D 9 7 39 6.65A 296 104 255 2.55B 335 113 212 1.95D 39 22 190 9.16A 242 72 176 2.56B 338 85 133 1.66D 44 16 45 3.07A 316 105 206 1.97B 189 58 186 3.37D 29 15 36 2.7Overall 3,875 1,269 3,080 2.5
Methods For Linkage Analysis
• Statistical Analysis for Genetic Epidemiology (S.A.G.E)
1. Pedigree error checking – ‘PEDINFO’
2. Mendelian error checking – ‘MARKERINFO’
3. Allele frequency estimation – ‘FREQ’
4. Multipoint IBD estimation – ‘GENIBD’
5. IBD-based linkage analysis – ‘RELPAL’
http://darwin.cwru.edu/sage/
Results From IBD-based Linkage Analysis
Xbarc2120Xgwm614.25
Xgwm35944
Xwmc52275
Xwmc29684
Xgwm296116
Xgwm658162
0 1 2 3 4
Xwmc7640Xgwm614.12
Xgwm42969
Xbarc16789Xgwm38896Xgwm501101Xbarc101.1104Xgwm120108Xwmc332117
Xgwm526127
Xwmc317154
0 1 2 3 4
-log10(p-value) for Vg -log10(p-value) for Vg
Greenhouse-14DAIGreenhouse-21DAISelfed-progeny
Chr.2A Chr.2B
Xgwm5330Xbarc1335Xbarc1477Xgwm49314
Xbarc101.238Xwmc62345
Xgwm56667Xgwm28573
Xbarc16484
Xwmc78796Xwmc291104Xgwm108107
Xbarc77139
Xgwm299159
Xgwm340182
0 1 2 3 4
Xgwm5690
Xgwm40034Xwmc7637
Xwmc75853Xgwm33358
Xbarc17666
Xwmc51785
Xwmc31197
Xgwm146135
0 1 2 3 4
-log10(p-value) for Vg -log10(p-value) for Vg
Greenhouse-14DAIGreenhouse-21DAISelfed-progenySelfed-progeny-Volga,SD
Results From IBD-based Linkage Analysis
Chr.3B Chr.7B
Greenhouse AUDPC
Selfed progeny
Qfhb-sdsu-1AS (5-10%) Lyman,
Overland
Qfhb-sdsu-1BS (5-12%) Lyman,
Overland
Fhb1(5-10%)
Qfhb-sdsu-4AC (5-10%) Lyman,Qfhb-sdsu-4AL
(7%) Wfhb1Qfhb-sdsu-4B (7%)Wfhb1
Qfhb-sdsu-6AC (5-15%)Wfhb1,
OverlandQfhb-sdsu-6AS
(10%) Overland,
Qfhb-sdsu-7D (3-5%) Wfhb1,AL
Qfhb-sdsu-6D (12%) Wfhb1,
Overland
Pyramiding Resistance Alleles Reduces FHB in
Winter Wheat Populations
F1 progeny in GH screenings
Self progeny in field screenings
SUMMARY1. We can develop reliable dense genetic maps using early generation
breeding populations.
2. We can detect multiple resistance QTL using generation breeding populations.
3. At the same time we generated breeding material; ~3,000 early generation lines and ~500-600 DHs
4. We need to address assumptions underlying existing implementations of linkage analysis for general pedigrees:1. Related pedigrees, Hermaphroditic mating systems, Inbred founders
and Simplifying MCMC algorithm