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Week 10: Quantitative Genetics Joe Felsenstein Genome 562 Week 10: Quantitative Genetics – p.1/11

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  • Week 10: Quantitative Genetics

    Joe Felsenstein

    Genome 562

    Week 10: Quantitative Genetics – p.1/11

  • The Biometricians

    Francis Galton (1822-1911) Karl Pearson (1857-1936)

    Week 10: Quantitative Genetics – p.2/11

  • Francis Galton sees a law of heredity

    ... or what he thinks is one. These days we’d just say he saw a bivariatenormal distribution.

    Week 10: Quantitative Genetics – p.3/11

  • Ronald Aylmer Fisher (1890-1962)

    about 1930 in 1952

    Fisher, R. A. 1918. The correlation between relatives on the supposition ofmendelian inheritance. Philosophical Transactions of the Royal Society ofEdinburgh, 52: 399 – 433.

    Week 10: Quantitative Genetics – p.4/11

  • A one-locus quantitative character

    Week 10: Quantitative Genetics – p.5/11

  • A two-locus quantitative character

    Week 10: Quantitative Genetics – p.6/11

  • Distributions with different numbers of locin = 1 n = 2

    n = 10n = 5

    Each has a number of completely dominant loci (all of equal effect), withsize of effects scaled so that overall genetic variance is equal, and with an

    environmental effect that contributes 20% of the variation.Week 10: Quantitative Genetics – p.7/11

  • Regression of offspring on a parent

    6 8 10 12 14

    6

    8

    10

    12

    14

    Off

    sp

    rin

    g

    Parent

    Week 10: Quantitative Genetics – p.8/11

  • Regression of offspring on a parent

    −4 −2 0 2 4

    −4

    −2

    0

    2

    4

    Parent − Mean

    Off

    sp

    rin

    g −

    Mean

    Week 10: Quantitative Genetics – p.9/11

  • Regression of effects at one locus on gene dose

    a12

    a11

    a22

    0 1 2

    11

    12

    22

    x (dosage of A )1

    a

    δ

    δ

    δ

    +1 1

    α α

    +α αα α+

    1 22 2

    ij

    Week 10: Quantitative Genetics – p.10/11

  • Jay L. Lush (1896-1982)

    about 1960 Animal Breeding Plans

    Week 10: Quantitative Genetics – p.11/11

    The BiometriciansFrancis Galton sees a law of heredityRonald Aylmer Fisher (1890-1962)

    A one-locus quantitative characterA two-locus quantitative characterDistributions with different numbers of lociRegression of offspring on a parentRegression of offspring on a parentRegression of effects at one locus on gene doseJay L. Lush (1896-1982)