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Genetics and Genetic Prediction in Plant Breeding 2010

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Page 1: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Genetics and

Genetic Prediction

in Plant Breeding

2010

Page 2: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Qualitative Genetics

Controlled by alleles at a single locus

Quantitative genetics

Controlled by polygenic systems

Population Genetics

Frequency of alleles in populations

Cytogenetics

Properties of chromosomes.

Molecular Genetics

Involves studies at the molecular level

Page 3: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Qualitative Genetics

Segregation, linkage,

epistasis, tetraploid, 2

Quantitative Genetics

Continuous variation, genetic

models, model testing

QTL’s

Page 4: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Heritability

Broad-sense & narrow-sense

Diallel

Griffing analysis, GCA, SCA

Hayman & Jink’s

Cross prediction

Page 5: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Augustinian Monk, St.

Thomas in Brünn.

Started genetics work with

pea in 1856.

Published genetics paper

1866 (ignored).

Vries, Correns, Tschermak

(independently) rediscover

Mendel's work.

Gregor Johann Mendel

Page 6: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Parents F1

Progeny

F2

Progeny

F2

Dom:Rec

round x wrinkled round 5,474 rd

1,850 wr 2.96 : 1

yellow x green yellow 6,022 ye

2,001 gr 3.01 : 1

long x short stem long 787 lo

277 sh 2.84 : 1

axil x terminal axil 651 ax

207 ter 3.15 : 1

Page 7: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Chose Pisum Sativum as a research species.

diploid species.

homozygous parental lines. Did research beyond the F2 generation.

Concentrated on qualitatively inherited characters.

Kept meticulous records of plant counts and could

trace lineage of all progeny.

Page 8: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Genotype ?

Phenotype. Environment.

Large effect on quantitative traits, small effect on qualitative traits.

Dominance (allelic interactions). Expression on one allele is masked by another

allele at the same locus.

Epistasis (non-allelic interactions).

Expression of one allele is masked by another allele at a different locus.

Page 9: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Parents tall x dwarf 6-row x 2-row

Page 10: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Parents tall x dwarf 6-row x 2-row

F1 tall 6-row

Page 11: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Parents tall x dwarf 6-row x 2-row

F1 tall 6-row

F2 3 tall:1 short 3 6-row : 1 2-row

Page 12: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Parents tall x dwarf 6-row x 2-row

F1 tall 6-row

F2

3 tall:1 short

TT:Tt:tt

1:2:1

3 6-row : 1 2-row

SS:Ss:ss

1:2:1

Page 13: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Parents AA x aa

F1 Aa

F2

Frequn

AA

¼

Aa

½

aa

¼

F3

Frequn

AA

¼

AA

1/8

Aa

¼

aa

1/8

aa

¼

3/8 ¼ 3/8

Page 14: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F1

TtSs

Self

TS Ts tS ts

Page 15: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS

Ts

tS

ts

Page 16: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS TSTS

Ts

tS

ts

Page 17: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS TSTS TSTs TStS TSts

Ts TsTS TsTs TstS Tsts

tS tSTS tSTs tStS tSts

ts tsTS tsTs tstS tsts

Page 18: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS TTSS TTSs TtSS TtSs

Ts TTSs TTss TtSs Ttss

tS TtSS TtSs ttSS ttSs

ts TtSs Ttss ttSs ttss

Page 19: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS TTSS TTSs TtSS TtSs

Ts TTSs TTss TtSs Ttss

tS TtSS TtSs ttSS ttSs

ts TtSs Ttss ttSs ttss

1 TTSS:2 TTSs:1 TTss:2 TtSS:4 TsSs:2 Ttss:1 ttSS:2 ttSs:1 ttss

Page 20: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS TTSS TTSs TtSS TtSs

Ts TTSs TtSs

tS TtSS TtSs

ts TtSs

Page 21: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS

Ts TTss Ttss

tS

ts Ttss

Page 22: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS

Ts

tS ttSS ttSs

ts ttSs

Page 23: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS

Ts

tS

ts ttss

Page 24: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Gametes from

female parent

Gametes from male parent

TS Ts tS ts

TS TTSS TTSs TtSS TtSs

Ts TTSs TTss TtSs Ttss

tS TtSS TtSs ttSS ttSs

ts TtSs Ttss ttSs ttss

9 T_S_ : 3 T_ss : 3 ttS_ : 1 ttss

Page 25: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F2

Gametes TT – ¼ Tt – ½ tt – ¼

SS – ¼ 1/16 TTSS 2/16 TtSS 1/16 ttSS

Ss – ½ 2/16 TTSs 4/16 TtSs 2/16 ttSs

ss – ¼ 1/16 TTss 2/16 Ttss 1/16 ttss

9 T_S_ : 3 T_ss : 3 ttS_ : 1 ttss

1TTSS: 2TTSs:1TTss:2TtSS: 4TsSs: 2Ttss:1ttSS: 2ttSs:1 ttss

Page 26: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3

Gametes TT – 3/8 Tt – 2/8 tt – 3/8

SS – 3/8 9/64 TTSS 6/64 TtSS 9/64 ttSS

Ss – 2/8 6/64 TTSs 4/64 TtSs 6/64 ttSs

ss – 3/8 9/64 TTss 6/64 Ttss 9/64 ttss

25 T_S_ : 15 T_ss : 15 ttS_ : 9 ttss

9 TTSS:6 TTSs:9 TTss:6 TtSS:4 TsSs:6 Ttss:9 ttSS:6 ttSs:9 ttss

Page 27: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F2 TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs Ttss

1/16 2/16 1/16 2/16 4/16 2/16 1/16 2/16 1/16

Page 28: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F2 TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs Ttss

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

Page 29: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs ttss

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

TTSS 4

TTSs -

TTss -

TtSS -

TtSs -

Ttss -

ttSS -

ttSs -

ttss -

Page 30: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs ttss

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

TTSS 4 2

TTSs - 4

TTss - 2

TtSS - -

TtSs - -

Ttss - -

ttSS - -

ttSs - -

ttss - -

Page 31: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs ttss

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

TTSS 4 2 -

TTSs - 4 -

TTss - 2 4

TtSS - - -

TtSs - - -

Ttss - - -

ttSS - - -

ttSs - - -

ttss - - -

Page 32: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs ttss

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

TTSS 4 2 - 2 1 - - - -

TTSs - 4 - - 2 - - - -

TTss - 2 4 - 1 2 - - -

TtSS - - - 4 2 - - - -

TtSs - - - - 4 - - - -

Ttss - - - - 2 4 - - -

ttSS - - - 2 1 - 4 2 -

ttSs - - - - 2 - - 4 -

ttss - - - - 1 2 - 2 4

Page 33: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs ttss Total

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

TTSS 4 2 - 2 1 - - - - 9

TTSs - 4 - - 2 - - - - 6

TTss - 2 4 - 1 2 - - - 9

TtSS - - - 4 2 - - - - 6

TtSs - - - - 4 - - - - 4

Ttss - - - - 2 4 - - - 6

ttSS - - - 2 1 - 4 2 - 9

ttSs - - - - 2 - - 4 - 6

ttss - - - - 1 2 - 2 4 9

Page 34: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TtSS TtSs Total

4/64 8/64 8/64 16/64

TTSS 4 2 2 1 9

TTSs - 4 - 2 6

TTss - 2 - 1 3

TtSS - - 4 2 6

TtSs - - - 4 4

Ttss - - - 2 2

ttSS - - 2 1 3

ttSs - - - 2 2

ttss - - - 1 1

Page 35: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

F3 F2

TTSS TTSs TTss TtSS TtSs Ttss ttSS ttSs ttss Total

4/64 8/64 4/64 8/64 16/64 8/64 4/64 8/64 4/64

TTSS - - 0

TTSs - - 0

TTss - - 0

TtSS - - 0

TtSs - - 0

Ttss - - 0

ttSS 4 2 6

ttSs - 4 4

ttss - 2 2

Page 36: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Selection

stage

Dominant

Character

Recessive

Character

1 trait 2 trait 1 trait 2 trait

F2 75% 56% 25% 6%

F3 63% 39% 37% 14%

F4 56% 32% 44% 19%

F 50% 25% 50% 25%

Selection

Page 37: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Selection

stage

Dominant

Character

Recessive

Character

1 trait 2 trait 1 trait 2 trait

F2 +33 % +55 % -33 % -20 %

F3 +21 % +35 % -21 % -13 %

F4 +11 % +22 % -11 % -7 %

F 0 % 0 % 0 % 0 %

Mis-selection

Page 38: Genetics and Genetic Prediction in Plant Breeding · in Plant Breeding 2010 Qualitative ... Quantitative Genetics Continuous variation, genetic models, model testing ... Selection

Linkage (allelic

interactions) & Epistasis

(non-allelic interactions)