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Using&NGS*enabled&genetics&to&improve&marker ...4D | 171 5A | 149 5B | 220 5D | 224 6A | 184 6B |...

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42
Using NGS*enabled genetics to improve marker selection and design in hexaploid wheat (Yr15) Ricardo H. Ramírez*González
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  • Using&NGS*enabled&genetics&to&improve&marker&selection&and&design&in&hexaploid&wheat&(Yr15)

    Ricardo&H.&Ramírez*González

  • The&Genome&Analysis&Centre

    Wheat&Yellow&Rust

    • Puccinia striiformis.• Fungus.• Traditionally&controlled&by&

    resistance&genes&(for&example,&Yr15).

    • Yr15 locus is&an&introgressionfrom T.2dicoccoides

    Segovia&VCereal&disease&http://www.hgca.com/minisite_manager.output/3625/3625/Cereal%20Disease%20Encyclopedia/Diseases/Yellow%20(Stripe)%20Rust.mspx?minisiteId=26

  • The&Genome&Analysis&Centre

    F 2 p

    opul

    atio

    n Se

    quen

    cing

    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    F 2 p

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    atio

    n Se

    quen

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    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Parental&PlantsAvocetAvocet+Yr1522*

    *Isogenic&line&developed&by&the&University&of&Sydney

    Segovia&VSegovia&V

    Segovia&V

  • The&Genome&Analysis&Centre

    F 2 p

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    cing

    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    F2 population

    Avocet ’S’Avocet ’S’ + Yr15

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    Expected&segregation:&&3&resistant&:&1&susceptible!2 P&=&0.049;&187&resistant&and&45&susceptible&F2 plants

  • The&Genome&Analysis&Centre

    F 2 p

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    Bioi

    nfor

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    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Transcriptome&size

    Wheat&genome:• ~17&Gbp• Hexaploid&AABBDD

    • Coverage:&~2X

    Coverage&per&Ilumina HiSeq 2000&lane&per&manufacturer&specification

    Wheat&transcriptome:• ~76&Mnt• Prone&to&gene&expression&bias

    • Coverage:&~440x

  • The&Genome&Analysis&Centre

    RNA*Seq

    Genomic DNA

    mRNA

    Exon Intron Exon Intron Exon Intron

  • The&Genome&Analysis&Centre

    RNA*Seq

    Yr15R1 R2 R3 S1 S2S3 AVS

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    4 lanes Illumina HiSeq 2000100 bp, read pair

  • The&Genome&Analysis&Centre

    F 2 p

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    atio

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    quen

    cing

    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Gene coverage per sample

    0x

    50x

    100x

    150x

    200x

    20x

    Gen

    e co

    vera

    ge

    UCW NCBI UniGene

    Yr15AVS

    Sequence&alignment

  • The&Genome&Analysis&Centre

    F 2 p

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    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Bulk&Frequency&Ratios

    1AS c t G t g G g a1BS c t T t g G g a 1DS c t G t g G g a

    Avocet S + Yr15

    Avocet S

    Genomic Sequence

    1AS c t G t g G g a1BS c t T t g A g a 1DS c t G t g G g a

    ✓✗

  • The&Genome&Analysis&Centre

    Bulk&Frequency&Ratios

    1AS c t G t g G g a1BS c t T t g G g a c t K t g G g a1DS c t G t g G g a

    Avocet S + Yr15

    Avocet S

    Genomic Sequence Consensus from parental

    Homoeologous Allelic

    1AS c t G t g G g a1BS c t T t g A g a c t K t g R g a1DS c t G t g G g a

    ✓✗

  • The&Genome&Analysis&Centre

    1AS c t G t g G g a1BS c t T t g G g a c t K t g G g a1DS c t G t g G g a

    Avocet S + Yr15

    Avocet S

    Genomic Sequence Consensus from parental

    Homoeologous Allelic

    Susceptible bulk Resistant Bulk

    1AS c t G t g G g a1BS c t T t g A g a c t K t g R g a1DS c t G t g G g a

    c t G t g G g a. . . . . . . .. . T . . . . .. . T . . . . .. . . . . . . .. . . . . A . .. . T . . . . .. . . . . . . .. . T . . . . .

    181 184c t G t g G g a. . . . . . . .. . T . . A . .. . T . . A . .. . . . . . . .. . . . . A . .. . T . . A . .. . . . . A . .. . T . . A . .

    181 184PositionReference

    Bulk&Frequency&Ratios

    SNP&Index&184A:1

    8= 0.125

    6

    8= 0.75

    Bulk&Frequency&Ratio:&&0.75

    0.125= 6

    ✓✗

  • The&Genome&Analysis&Centre

    Bulk&Frequency&Ratios

    ALL 1 2 3 4 5 6 7 8 9 10

    1,000

    0

    100

    200

    300

    400

    500

    600

    700

    800

    900

    Minimum Bulk Frequency Ratio

    Num

    ber

    of

    SNPs

    100

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    Perc

    enta

    ge o

    f SN

    Ps

    SNPs on the short arm of chromosome group 1# SNPs AVS# SNP Yr15% SNPs Yr15

  • The&Genome&Analysis&Centre

    ALL

    Scale 0.58

    | 1621A

    | 1751B

    | 2101D

    | 1862A

    | 1892B

    | 1532D

    | 2083A

    | 1573B

    | 1673D

    | 1674A

    | 1234B

    | 1714D

    | 1495A

    | 2205B

    | 2245D

    | 1846A

    | 1286B

    | 1626D

    | 2457A

    | 1897B

    | 2427D

    161#cM1A

    174#cM1B

    209#cM1D

    185#cM2A

    188#cM2B

    152#cM2D

    207#cM3A

    156#cM3B

    166#cM3D

    166#cM4A

    122#cM4B

    170#cM4D

    148#cM5A

    219#cM5B

    223#cM5D

    183#cM6A

    127#cM6B

    161#cM6D

    244#cM7A

    188#cM7B

    241#cM7D

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    |

    Scale

    17%0%

    All&&SNPs SNPs&BFR>6

    S. Wang, et al (2014). Characterization of polyploid wheat genomic diversity using a high*density 90,000 SNP array. Plant Biotechnology Journal.

  • The&Genome&Analysis&Centre

    BFRs&near&the&1B&centromere

  • The&Genome&Analysis&Centre

    Selection&criteria• Origin&(Yr15)

    • Short&arm&Chromosome&group&1

    • BFR&>&6

    AVS Yr15

    161#cM1A

    174#cM1B

    209#cM1D

    |

    |

    |

    0 20 40 60 80 100

    0

    50

    100

    150

    200

    Infinity

    BFR

    R11

  • The&Genome&Analysis&Centre

    UCW gene models

    From Yr15(11,230)

    11,230

    Candidate&selection

    Putative&genes&with&SNP:&16,022&(17.01%)

    AVS Yr15

  • The&Genome&Analysis&Centre

    UCW gene modelsGroup 1S (554)

    From Yr15(11,230)

    385

    169

    10,845

    Candidate&selection

    Putative&genes&with&SNP:&16,022&(17.01%)

    AVS Yr15

    161#cM1A

    174#cM1B

    209#cM1D

    |

    |

    |

  • The&Genome&Analysis&Centre

    Candidate&selection

    Putative&genes&with&SNP:&16,022&(17.01%)

    UCW gene modelsGroup 1S (554)

    From Yr15(11,230)

    BFR > 6(643)

    98287 22

    481 42

    147

    10,364

    AVS Yr15

    161#cM1A

    174#cM1B

    209#cM1D

    |

    |

    |

    0 20 40 60 80 100

    0

    50

    100

    150

    200

    Infinity

    BFR

    R11

  • The&Genome&Analysis&Centre

    F 2 p

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    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Target&SNP&in&1B

    1DS

    1BS

    1AS

  • The&Genome&Analysis&Centre

    PolyMarker:&Input

  • The&Genome&Analysis&Centre

    PolyMarker:&Search&sequence

  • The&Genome&Analysis&Centre

    PolyMarker:&Local&alignment

    cgcatttGcgcgYgcgataccggcgcctKtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgYgcgataccggcgcctKtgAgaatatttgcagcgaaggcgtg

    cgcatttGcgcgcgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgcgcgataccggcgcctTtgGgaatatttgc---gaaggcgtg

    c--atttGcgcgTgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    SNP-1 A

    SNP-1 B

    IWGSC-1A

    IWGSC-1B

    IWGSC-1D

  • The&Genome&Analysis&Centre

    cgcatttGcgcgYgcgataccggcgcctKtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgYgcgataccggcgcctKtgAgaatatttgcagcgaaggcgtg

    cgcatttGcgcgcgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgcgcgataccggcgcctTtgGgaatatttgc---gaaggcgtg

    c--atttGcgcgTgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    -------------------------------&----------------------

    SNP-1 A

    SNP-1 B

    IWGSC-1A

    IWGSC-1B

    IWGSC-1D

    SNPnon&homoeologous.

    PolyMarker:&Candidate&SNP

  • The&Genome&Analysis&Centre

    PolyMarker:&Candidate&SNP

    ✓✗cgcatttGcgcgYgcgataccggcgcctKtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgYgcgataccggcgcctKtgAgaatatttgcagcgaaggcgtg

    cgcatttGcgcgcgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgcgcgataccggcgcctTtgGgaatatttgc---gaaggcgtg

    c--atttGcgcgTgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    -------:-----------------------&----------------------

    SNP-1 A

    SNP-1 B

    IWGSC-1A

    IWGSC-1B

    IWGSC-1D

    SNPhomoeologous,

  • The&Genome&Analysis&Centre

    PolyMarker:&Genome&Semi*Specific

    ✓✗

    cgcatttGcgcgYgcgataccggcgcctKtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgYgcgataccggcgcctKtgAgaatatttgcagcgaaggcgtg

    cgcatttGcgcgcgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgcgcgataccggcgcctTtgGgaatatttgc---gaaggcgtg

    c--atttGcgcgTgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    -------:----c------------------&----------------------

    SNP-1 A

    SNP-1 B

    IWGSC-1A

    IWGSC-1B

    IWGSC-1D

    semi%specific

  • The&Genome&Analysis&Centre

    PolyMarker:&Genome&specific

    cgcatttGcgcgYgcgataccggcgcctKtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgYgcgataccggcgcctKtgAgaatatttgcagcgaaggcgtg

    cgcatttGcgcgcgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgcgcgataccggcgcctTtgGgaatatttgc---gaaggcgtg

    c--atttGcgcgTgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    -------:----c---------------T--&----------------------

    SNP-1 A

    SNP-1 B

    IWGSC-1A

    IWGSC-1B

    IWGSC-1D

    specific

    ✓✗

    ✓ ✓✓

  • The&Genome&Analysis&Centre

    SNP-1 A

    SNP-1 B

    IWGSC-1A

    IWGSC-1B

    IWGSC-1D

    cgcatttGcgcgYgcgataccggcgcctKtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgYgcgataccggcgcctKtgAgaatatttgcagcgaaggcgtg

    cgcatttGcgcgcgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    cgcatttAcgcgcgcgataccggcgcctTtgGgaatatttgcagcgaaggcgtg

    cgcatttGcgcgTgcgataccggcgcctGtgGgaatatttgcagcgaaggcgtg

    -------:----c---------------T--&----------------------

    PolyMarker:&Selected&primerTested&with&Primer3

    ✓✗

    ✓ ✓✓

    Ramirez*Gonzalez, R, et al. (2014). RNA*Seq bulked segregant analysis enables theidentification of high*resolution genetic markers for breeding in hexaploid wheat. PlantBiotech. J, 12(9), 1–12.

  • The&Genome&Analysis&Centre

    Primer&Validation

    R2 varieties0

    1

    Yr15Oc

    Co

    AVSRoCa

    0.5

    0.5R8 varieties

    0

    1

    0.5

    10.5

    Yr15

    Oc Bo

    Co

    AVSSh

    Ro Ca

    R8 F₂ population

    0

    1

    0.5

    10.5

  • The&Genome&Analysis&Centre

  • The&Genome&Analysis&Centre

    F 2 p

    opul

    atio

    n Se

    quen

    cing

    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No. o

    f rea

    ds

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Genetic&Map

    R19R21R43wms0413

    R8Yr15R11R5R16R22 Xbarc8

    0.5 cM

    1.791.020.511.280.26 0.26

    IndividualsXbarc8 wms0413Yr Score R19R21R43R8R11R5R16R22

    0.26

    distal

    B B B B B R B B B B B 51B B H H H R H H H H H 1B B B B B R B B B B H 6H H B B B R B B B B H 1H H B B B R B B B B B 1H H H B B R B B B B B 1H H H H H R H H B B - 1H H H H H R H H H H H 88A A A A A S A A A A A 37H H H H H S A A - A A 1H H H H H R H H A A A 2A H H H H R H H H H H 1A A H H H R H H H H H 2A A A A A R H H H H H 1A A A A A S H H H H H 1A A A A A S A A H H H 1

  • The&Genome&Analysis&Centre

    Validation&on&breeding&germplasm

    R5 R8R11

    C A T

    T A T

    T G C

    SNP haplotype

    Intermediate SusceptibleResistant

    - 6 16

    - 11 -

    79 1 -

    Reaction to P. striiformis

    Validation&on&113&UK&varieties

  • The&Genome&Analysis&Centre

    F 2 p

    opul

    atio

    n Se

    quen

    cing

    Bioi

    nfor

    mat

    ics

    Gen

    otyp

    ing

    Prog

    enito

    rs

    Avs Yr15a)

    4 lanes Illumina HiSeq 2000RNA-Seq100 bp, read pair

    Yr15R1 R2 R3 S1 S2S3 Avs

    1x1082x1083x1084x108

    Library

    No.

    of r

    eads

    31 2Lane 4

    c) -SNPs between progenitors-Ratio of alleles between bulks

    Sequence Alignments

    Bulk Frequency Ratios

    Primer design

    -NCBI Unigenes v60 56,954 genes-Krasileva’s gene models 94,177 genes

    BWA-0.5.9

    bioruby-1.4.3bioruby-samtools 0.6.1

    blat-0.3.4exonerate-2.2.0

    MAFFT-7.055primer3-2.3.4

    -Homoeologous in IWGSC scaffolds-Genome specific primer

    d)

    KASP Assays Genetic mapValidation by breeders

    SNP Markerse)

    ResistantR1: 70 ind.R2: 67 ind.R3: 50 ind.

    SusceptibleS1: 15 ind.S2: 17 ind.S3: 13 ind.

    F1

    b)

  • The&Genome&Analysis&Centre

    Acknowledgments

    • TGAC– Mario&Caccamo– Sarah&Ayling– Paul&Bailey– Jon&Wright

    • JIC– Cristobal&Uauy– Nick&Bird– Vanesa Segovia– Martin&Trick&

    • Limagrain– Paul&Fenwick– Simon&Berry

    • RAGT&Seeds– Sarah&Holdgate– Peter&Jack

    • University&of&Sidney– Robert&McIntosh

  • The&Genome&Analysis&Centre

    Building(Excellence(in(Genomics(and(Computational(Bioscience

    Thank&you&for&listening.

    Ramirez*Gonzalez, R, et al. (2014). RNA*Seq bulked segregant analysis enables theidentification of high*resolution genetic markers for breeding in hexaploid wheat. PlantBiotech. J, 12(9), 1–12.


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