L22Biol261W2013Q Genetics Copy

Embed Size (px)

Citation preview

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    1/30

    Lecture 22:

    Quantitativegenetics

    Estimating broad

    (H2)and narrow sense

    (h2)heritabilities

    (1)Problems for

    next week are on the

    Moodle site

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    2/30

    A

    B

    C

    D

    D

    F

    G

    1

    2

    3

    4

    5

    6

    7

    8

    Additive effectsat

    some or all loci

    coding for

    enzymes A-G

    where there are:

    Partial loss of function

    mutations

    or, enzyme over expression,

    or some net expression

    of a pathway - a

    character variant

    in a population

    andEnvironmental effects

    (temperature,

    nutrients, ph) on

    the rate of pigment

    production

    3

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    3/30

    Variance Components

    V = variance: variancesare squared, so they maybe added (s2or 2).

    VG- genetic variance

    VE- environmentalvariance

    VP- phenotypic variance

    H2 = VG

    (VG+V

    E)= VG

    (VP)

    4

    Broad sense heritability(H2) indicates the influence (%) ofinherited variation,

    variation transmitted from parents to offspring,

    variation segregating in a populationsharing a defined environment.

    Broad-sense heritability(H2) measures what proportion of phenotype ( a

    character e.g. height) variationis due to differences in genotype (all sources of

    transmitted genetic variance: (1) ancestry; (2)number and kind of interacting genes

    and ; (3) for each of these, the effects of different alleles, of substituting alleles one for

    another )

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    4/30

    Generation Mean

    height (in)

    Phenotypic

    variance

    (in height)

    P1Ramona

    Strain

    13.0 11.0

    P2Baart

    Strain

    27.6 10.0

    F1 18.5 5.0

    F2 21.2 40.0

    There are 2 pure-breeding varieties or strains of

    wheat that a farmer wants to cross, trying to breed a

    mid-sized strain of grain with low size variation.

    Broad sense heritability H2?

    VP= VG+ VE

    VE=

    VP

    =

    VG= (VP- VE)=

    H2=5

    (1) Variance Components

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    5/30

    Expected and observed H2, based on familial relationships:

    There is an expected positivegenetic correlationamong individuals in

    a family (relatives) due to their (high) proportion of shared alleles

    (100%, 50%, 25% etc.).

    TRC is one of several fingerprint characters.

    6

    Method 2

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    6/30

    8

    Genetic Contribution to Variation in IQ tests

    IQ tests , score word use, number problems, memory processes, spatial configuration

    matrices and reaction times and are thought to measure both cognitive abilities and a

    general inherited intelligence.

    IQ heritability is estimated using sib data, preferred estimates use monozygotic

    estimates, assuming they represent minimize environmental differences:

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    7/30

    Different kinds of twin and other familial studies find that IQ heritability estimates

    center on 0.75 (Nessier et al. 1996.American Psychologist 51: 77 - 101), although the

    range is from 0.4 to 0.9. This suggests that variation due to environmental differences

    (education) has less influence on IQ than inheritance.

    The problem with this argument is the progressive gains in IQ scores, about 6 IQ points

    per decade(Flynn, J.R. 1999 Am. Psychologist 54 5-20). How would you explain this ?

    Note: the differences

    between countries indicate

    how the tests were

    standardized, gain can be

    compared among nations

    but IQ score cannot.

    9

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    8/30

    There are other influences some which are genetic but are not directly

    inherited: dominance (VD);genotype/ environment interaction (VGE);

    epistatic variation or inter-locus interaction (VEp).

    All of these variance components are in the numerator of broad

    sense heritability (H2) of monozygotic twins, clones or inbred strains,

    or they inflate the size of H2compared to h2.

    h2 =VA

    VE + (VA +VEp +VGxE +VD )

    H2=

    VG

    (VG+V

    E)

    =

    VG

    (VP)

    10

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    9/30

    Broad sense heritability (H2) isestimated from:1) Partitioning components of variancein breeding designs

    2) expected genetic correlationsamong relatives,3) In particular, monozygotic and dizygotic twin studies.

    Broad-sense twin heritability estimates make assumptions :

    (a)

    Ignoring treatments that decrease the environmentalvariance of a group - maternal effects, socially treating twinsthe same.

    (b) Ignoring differences between monozygotic and dizygotictwins (dizygotic differences in sex, monozygotic same).

    (c) dominance effects are unimportant.

    (d) genotype - environment interaction is insignificant.11

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    10/30

    h2 =VA

    VE + (VA +VEp +VGxE +VD )

    H2=

    VG

    (VG+V

    E)=

    VG

    (VP)

    12

    Dominance varianceis the variance that is due to interactions betweenalleles: effects due to two alleles interacting to make the trait greater (or lesser)than the sum of the two alleles acting alone (non-additive), and it is nottransmitted, because gametes are haploid.

    Interactions between different genes, is called epistasis variance, by

    definition it is also non additive and it depends on genotype which is partlyrecombined each generation

    GE interactions depend on genotype and environment which are nottransmitted directly.

    VD Dominance varianceEpistatic varianceVEp

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    11/30

    H2indicates the proportion of phenotype variation attributable to

    genotype differences in a population, but it does not tell us how

    estimate or predict the fraction of inherited resemblance

    transmitted between generations, unless VG= VA.

    Narrow sense heritability (VA/VP= h2) is a measurement of the extent

    to which variation in phenotypesis determined by the sum of allelic

    differences of genes with additive effects, segregating in the parental

    generation, transmitted to offspring in a population.

    In other words, h2represents the reliability of the phenotypic value of

    the parents as an index of the phenotypic value of the offspring

    (breeding value).

    3 ways of estimating VA :(1) regression of the offspring average on

    the mid-parental average

    : (2) selection

    (3) variance components in a breeding design.

    13

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    12/30

    A regression line expresses the general lineartrend ofywith increasingx (y = mx + b)

    14

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    13/30

    (1) The first method for estimating narrow heritability, h2, using

    Parent - offspring regressions. The regression of breeding value

    (offspring average) on phenotypic value (parental mean)

    h2represents the

    reliability of the

    phenotypic value of the

    parents as an index of

    offspring phenotypic

    expression .

    15

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    14/30

    Narrow sense heritability (VA/VP= h2

    ) is a measurement of theextent to which variation in phenotypesis determined by genes

    with additive effects, transmitted by parents to offspring in a

    population.

    In other words, h2

    represents the reliability of the parentalphenotypic value as a predictor of offspring value or expression.

    2 ways of estimating VA:(1) regression of the offspring average on

    the mid-parental average

    (2) selection

    Both estimates assume you have approximately normally-distributed

    character measurements.

    16

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    15/30

    S=Selection differential(differencebetween the meanof the original

    parental population, and the meanof the parental population subset

    selected to breed) .

    R=Response to selection or the differencebetween the meanof theparentalpopulation overall and the averageof their offspring)

    R= h2 * S

    Method of estimating h2(2)

    How the average character expression of selected individualsare related to the average size of their offspringis measured by

    the heritability (h2) of the character being selected.

    R=h2*S

    17

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    16/30

    Parentals

    Offspring

    S= difference betweenthe mean of the

    selected and the

    whole parental

    population

    R= difference between

    the mean of the

    offspring and parental

    generations

    R= 0 ? R=1.0 ?

    h2= R/S = 0.71 18

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    17/30

    h2represents the reliability

    of the phenotypic value ofthe parents as a guide to the

    phenotypic value of their

    offspring, it tells you how

    much of the phenotypic

    variation is governed byinheritance but it does not

    tell you anything about

    specific genes or alleles

    h2= R/S

    If R= S, h2= 1.0

    If R= 0, h2= 0

    19

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    18/30

    h2= ?

    20

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    19/30

    If h2=0.64, S=5,

    What do you predict will be corolla length

    in the next generation (i.e. R)?

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    20/30

    Long - term selection for increased oil content in corn (left)

    altered bristle number inDrosophila (right)

    21

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    21/30

    Sometimes you select on one character and affect another,

    because they share the same genes, they are negatively

    genetically correlated or are in a tradeoff.

    22

    Alternatively they may be positively correlatedbecause of

    non-random assortment of genesor pleiotropic effectsof

    genes on more than one character

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    22/30

    Flight muscle (DLM) and the number of eggs in

    cricket ovaries (ovary weight) have a negative

    genetic correlation, wing muscle size (DLM) and

    mobile energy reserves (acylglycerol)are

    positively correlated.

    23

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    23/30

    Narrow sense heritability (h2), an estimate of

    response to selection in populations of non-inbred,sexually-reproducing families.

    h2=

    VA

    VE + (VA +VGxE +VD )

    VA= additive genetic variation

    VGxE

    = genotype by environment interaction

    VD= dominance variance

    24

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    24/30

    Genotype (or Family) by Environment Interaction, VGxE,

    different families or cloneshave different responses to a

    change in environment.

    "P

    2="

    G

    2+"

    E

    2+"

    GxE

    2

    25

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    25/30

    Sometimes, different genotypes have the same (a) or (b) different

    responses to a change in environment.

    Figure 18-10

    26

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    26/30

    Fig. 15.10.Genotype-by-

    environment

    interaction in maize.

    [Data from W. A.Russell. 1974.

    Annual Corn &

    Sorghum Research

    Conference29: 81]

    27

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    27/30

    How do you recognize GXE ?

    Relations between

    environment andcharacter state of

    different inbred fly lines

    (colors). Each line

    connecting the character

    states expressed at each

    temperature is called a

    norm of reaction

    .

    Note that different strains

    in this population havedifferent norms of

    reaction,although in

    general, the population

    optimum is at 21 degrees. 28

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    28/30

    Our understanding of Genetics, summarized by the authors of your text book,pre-eminant geneticist of our generation, is.. Genes cannot generate or evendictate the structure of an organism by themselves. The environment

    (internal or external) has a crucial ongoing effect and sometimes it is acontrolling component of expression.

    Ch 1, Griffiths et al 9thedition.

    Model I:genetic determination- a set of instructions for turningundifferentiated environmental materials into a specific organism.

    Model II:environmental determinism- genes determine proteins , but aspecific environmentdetermines the actual course of development.

    Model III:genotype - environment interaction - the trajectory ofdevelopment depends on genes an individual inherits from its parents, and the

    sequence of specific environmentsan individual encounters.

    Model IV:genetic noise- the random element of expression that cannotbe attributed to specific genotype or environmental differences.

    29

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    29/30

    E1

    E2

    size

    small

    large

    ? VP=VG, VE, or VGxE

    1

    E1

    E2

    size

    small

    large2

    E1 E2

    s

    ize

    small

    large

    3

    E1 E2

    size

    small

    large

    4

    30

  • 8/9/2019 L22Biol261W2013Q Genetics Copy

    30/30