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Dr S. Shanaz
• All heritability estimates are based on how much more relatives
resemble each other for certain traits than non-relatives
• Relatives resemble each other more than non-relatives because
they have more genes in common
• The degree of resemblance provides the means of estimating the
amount of additive genetic variance (VA) and other components of
variance
• VP can be partitioned into components attributable to different
causes as VP = VA+VD+VI +VE.
• These components are causal components of variance. These
components cannot be estimated directly
Causal components of variance
• Measurement of degree of resemblance between
relatives depends on partitioning of the phenotypic
variance in a different way, into components
corresponding to the grouping of the individual into
families like half sib, full sib.
• After grouping we can measure the phenotypic values
between and within groups
• Observational components: Components are estimated
directly from phenotypic values, are denoted by symbol
σ2
Observational components of variance
HERITABILITY ESTIMATION METHODS
• The degree of resemblance between offspring and parent
is measured by regression coefficient and that between
full or half sib is measured by correlation
• Coefficients of the casual component
(variance components) in the Covariance (COV) with two
factor interactions of relatives
Coefficients of the casual component
Relatives Variance components and
their contribution
VA VD VAA VAD VDD
Offspring –
parent : covop
½ - 1/4 - -
Half sibs : cov(HS) ¼ - 1/16 - -
Full sibs : cov(FS) 1/2 1/4 1/4 1/8 1/16
• In case of full sib the COV includes VEc (common environmental
circumstances that cause differences between unrelated individual
are not a cause of differences between members of the same
family).
• The phenotypic covariance of different sorts of relationship the
amount VA obtained is
Relatives Amount of VA provided by COV
Relatives Amount of VA provided by COV
Offspring and one
parent
½ VA
Offspring and mid-
parent
½ VA
Half sib ¼ VA
Full sib ½VA+ ¼ VD + VEc
• Regression method : Regression of offspring on one parent
– Regression of offspring on mid parent
– Intra sire regression of offspring on dam
• Correlation method:
– Half sib correlation
– Full sib correlation
• Using twin data in human [Dizygotic (fraternal) and Monozygotic
(identical) twins]
– The genetic covariance of twins is very simple.
– Dizygotic twins the genetic COV are related as full sibs.
– The monozygotic twins have identical genotypes, so there is no genetic
variance within pairs and the whole of the genetic variance appears in the
between pair component.
– The genetic COV is therefore COV(MZ): VG
Heritability estimation methods
Heritability can also be estimated from selection experiment data
i.e. R = h2S
h2 = R/S
Where R = Response to selection and S = Selection differential
The heritability estimated by this way is called Realized
heritability.
 Here grouping of the observations is into pairs rather than groups.
That is one parent (or) mean of two parents – paired with their
one offspring (or) mean of several offsprings
 The degree of resemblance is expressed as the regression of
offspring on parents (Here correlation is often inappropriate)
.
 The regression is given by
In general, for regression method the data of both parent and
offspring are required
ESTIMATION OF HERITABILITY BY REGRESSION METHOD
REGRESSION OF OFFSPRING ON ONE PARENT
The cov between parent and offspring is 1/2VA+ 1/4 VAA.
Ignoring 1/4VAA which is negligible, then the regression is
REGRESSION OF OFFSPRING ON MID-PARENT
• The covariance of offspring with mean of both parents is the
same as the cov with a single parent i.e ½ VA.
• The total variance is ½ VP because in general, the variance of the
mean of ‘ n ’ individuals is one nth of the variance of single
individual.
• In farm animals a male is mated to several females and therefore the regression
of offspring on mid parent is inappropriate
• Since there are usually a few male parents and the mating is not random the
simple regression on one or other parents are both unsuitable
• h2 can be satisfactorily estimated from the average regression of offspring on
dams calculated within sire groups
• It is calculated separately for each set of dams mated to one sire and the
regression in each set is pooled in a weighted average
• The ISD estimates half the h2 as
This method eliminates the environmental cov that arises if sire groups have been
in different environment / herds. This method also helps to overcome the
differences among herds / breeds / sires.
INTRA SIRE REGRESSION OF OFFSPRING ON DAM
• This method is used when data of progeny but not of
parents are averaged
• Here the individuals are grouped as half sib or full sib
families
• By analysis of variance the total observed variance can be
partitioned into between groups and within groups
• The ratio of between group component to total variance is
the intraclass correlation coefficient and is given by
ESTIMATION OF HERITABILITY BY CORRELATION
• The between group component expresses the
amount of variation that is common to
members of the same group and it can be
referred as cov of members of the groups
• The intra class correlation (t) among half sib or
full sib is used to estimate h2.
HALF SIB CORRELATION
• Half sibs are relatives, which have one parent common
• The coefficient of relationship between half sib is 0.25
• The cov between half sib is due to ¼ VA+ 1/16 VAA
• Ignoring 1/16 VAA, which is negligible, the h2 estimate in
half sib correlation is
The intraclass correlation (t) between half sibs is multiplied by 4 to get
heritability
• Full sibs are relatives who have both parents in
common
• The coefficient of relationship between full sibs is 0.50
• The cov between full sibs is due to ½ VA + ¼ VD + VEc.
FULL SIB CORRELATION
• The heritability based upon full sib correlation is
often over estimated since it includes
¼ VD+Vec
• Intraclass correlation among full sibs can be used
to estimate heritability of those character in
which the effects of VEc and VD are negligible.
CHOICE OF METHOD FOR DETERMINING HERITABILITY AND
PRECISION OF HERITABILITY ESTIMATE
 Depends on the circumstances and the data available.
• Two points to be considered in estimation of heritability
1.Bias and 2. Precision
Bias:
It is introduced by environmental source of cov and non-additive
genetic causes.
• Absence of non-additive genetic causes and maternal
environmental variance (VEc) are the most important criteria in
choosing method.
– Example, in full sib, cov includes the ¼ VD+VEc and in regression of offspring on
dam, it includes VEc.
• The estimate of heritability from full sib or regression of offspring-
dam is valid or reliable only in the absence of VD and VEc.
• Generally the half sib correlation and regression of offspring on sire
are the most reliable from this point of view.
• The precision of an estimate of heritability is indicated by
its standard error (S.E.)
• Normally the estimate of heritability is valid or reliable only
when it has very low standard error
• In general, the closer the relationship the more precise is
the estimate
Precision
Heretability

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Heretability

  • 2. • All heritability estimates are based on how much more relatives resemble each other for certain traits than non-relatives • Relatives resemble each other more than non-relatives because they have more genes in common • The degree of resemblance provides the means of estimating the amount of additive genetic variance (VA) and other components of variance • VP can be partitioned into components attributable to different causes as VP = VA+VD+VI +VE. • These components are causal components of variance. These components cannot be estimated directly Causal components of variance
  • 3. • Measurement of degree of resemblance between relatives depends on partitioning of the phenotypic variance in a different way, into components corresponding to the grouping of the individual into families like half sib, full sib. • After grouping we can measure the phenotypic values between and within groups • Observational components: Components are estimated directly from phenotypic values, are denoted by symbol σ2 Observational components of variance
  • 4. HERITABILITY ESTIMATION METHODS • The degree of resemblance between offspring and parent is measured by regression coefficient and that between full or half sib is measured by correlation • Coefficients of the casual component (variance components) in the Covariance (COV) with two factor interactions of relatives
  • 5. Coefficients of the casual component Relatives Variance components and their contribution VA VD VAA VAD VDD Offspring – parent : covop ½ - 1/4 - - Half sibs : cov(HS) ¼ - 1/16 - - Full sibs : cov(FS) 1/2 1/4 1/4 1/8 1/16
  • 6. • In case of full sib the COV includes VEc (common environmental circumstances that cause differences between unrelated individual are not a cause of differences between members of the same family). • The phenotypic covariance of different sorts of relationship the amount VA obtained is Relatives Amount of VA provided by COV Relatives Amount of VA provided by COV Offspring and one parent ½ VA Offspring and mid- parent ½ VA Half sib ¼ VA Full sib ½VA+ ¼ VD + VEc
  • 7. • Regression method : Regression of offspring on one parent – Regression of offspring on mid parent – Intra sire regression of offspring on dam • Correlation method: – Half sib correlation – Full sib correlation • Using twin data in human [Dizygotic (fraternal) and Monozygotic (identical) twins] – The genetic covariance of twins is very simple. – Dizygotic twins the genetic COV are related as full sibs. – The monozygotic twins have identical genotypes, so there is no genetic variance within pairs and the whole of the genetic variance appears in the between pair component. – The genetic COV is therefore COV(MZ): VG Heritability estimation methods
  • 8. Heritability can also be estimated from selection experiment data i.e. R = h2S h2 = R/S Where R = Response to selection and S = Selection differential The heritability estimated by this way is called Realized heritability.
  • 9.  Here grouping of the observations is into pairs rather than groups. That is one parent (or) mean of two parents – paired with their one offspring (or) mean of several offsprings  The degree of resemblance is expressed as the regression of offspring on parents (Here correlation is often inappropriate) .  The regression is given by In general, for regression method the data of both parent and offspring are required ESTIMATION OF HERITABILITY BY REGRESSION METHOD
  • 10. REGRESSION OF OFFSPRING ON ONE PARENT The cov between parent and offspring is 1/2VA+ 1/4 VAA. Ignoring 1/4VAA which is negligible, then the regression is
  • 11. REGRESSION OF OFFSPRING ON MID-PARENT • The covariance of offspring with mean of both parents is the same as the cov with a single parent i.e ½ VA. • The total variance is ½ VP because in general, the variance of the mean of ‘ n ’ individuals is one nth of the variance of single individual.
  • 12. • In farm animals a male is mated to several females and therefore the regression of offspring on mid parent is inappropriate • Since there are usually a few male parents and the mating is not random the simple regression on one or other parents are both unsuitable • h2 can be satisfactorily estimated from the average regression of offspring on dams calculated within sire groups • It is calculated separately for each set of dams mated to one sire and the regression in each set is pooled in a weighted average • The ISD estimates half the h2 as This method eliminates the environmental cov that arises if sire groups have been in different environment / herds. This method also helps to overcome the differences among herds / breeds / sires. INTRA SIRE REGRESSION OF OFFSPRING ON DAM
  • 13. • This method is used when data of progeny but not of parents are averaged • Here the individuals are grouped as half sib or full sib families • By analysis of variance the total observed variance can be partitioned into between groups and within groups • The ratio of between group component to total variance is the intraclass correlation coefficient and is given by ESTIMATION OF HERITABILITY BY CORRELATION
  • 14. • The between group component expresses the amount of variation that is common to members of the same group and it can be referred as cov of members of the groups • The intra class correlation (t) among half sib or full sib is used to estimate h2.
  • 15. HALF SIB CORRELATION • Half sibs are relatives, which have one parent common • The coefficient of relationship between half sib is 0.25 • The cov between half sib is due to ¼ VA+ 1/16 VAA • Ignoring 1/16 VAA, which is negligible, the h2 estimate in half sib correlation is The intraclass correlation (t) between half sibs is multiplied by 4 to get heritability
  • 16. • Full sibs are relatives who have both parents in common • The coefficient of relationship between full sibs is 0.50 • The cov between full sibs is due to ½ VA + ¼ VD + VEc. FULL SIB CORRELATION
  • 17. • The heritability based upon full sib correlation is often over estimated since it includes ¼ VD+Vec • Intraclass correlation among full sibs can be used to estimate heritability of those character in which the effects of VEc and VD are negligible.
  • 18. CHOICE OF METHOD FOR DETERMINING HERITABILITY AND PRECISION OF HERITABILITY ESTIMATE  Depends on the circumstances and the data available. • Two points to be considered in estimation of heritability 1.Bias and 2. Precision Bias: It is introduced by environmental source of cov and non-additive genetic causes. • Absence of non-additive genetic causes and maternal environmental variance (VEc) are the most important criteria in choosing method. – Example, in full sib, cov includes the ¼ VD+VEc and in regression of offspring on dam, it includes VEc. • The estimate of heritability from full sib or regression of offspring- dam is valid or reliable only in the absence of VD and VEc. • Generally the half sib correlation and regression of offspring on sire are the most reliable from this point of view.
  • 19. • The precision of an estimate of heritability is indicated by its standard error (S.E.) • Normally the estimate of heritability is valid or reliable only when it has very low standard error • In general, the closer the relationship the more precise is the estimate Precision