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Topic : Correlations
Dr Syed Shanaz
Division Of AGB
CORRELATIONS
• The correlation or correlation coefficient is a measure of the
strength of the relationship between two variables or two metric
characters
• Correlation between characters X and Y is given as rXY
• Correlations are used to describe the relationship between two
traits in a population
• Example: correlation between daily weight gain and feed
conversion efficiency in swine.
• The values for a correlation coefficient range from –1 to +1.
The correlation can either be positive or negative
Types of correlation
Three types of correlation are
• Phenotypic correlation (rP)
• Genetic correlation (rG) or (rA)
• Environmental correlation (rE)
• The association between two characters that can be directly observed is
the correlation of phenotypic values or phenotypic correlation (rP)
• It measures the strength of the relationship between phenotypic value in
one trait and phenotypic value in another trait
• Phenotypic correlation is partitioned into genetic (rA) and environmental
(rE) correlations
• Phenotypic correlation is determined from measurements of the two
characters in a number of individuals from the population
• Any correlation is the ratio of the appropriate covariance to the product
of the two standard deviations
PHENOTYPIC CORRELATION
Phenotypic correlation between two traits X and Y is
Where
• COVP(XY) is the phenotypic covariance between X and Y trait
• σP(X) and σP(Y) are the phenotypic standard deviations of X and Y
traits
• Phenotypic COV is the sum of the genetic and environmental
covariance .i.e. COVP = COVA + COVE
• Genetic correlation (rA) is the correlation of breeding values
between two characters
• Due to association between the breeding values of the two traits
• Genetic correlations are important If two traits are genetically
correlated, selection for one will cause genetic change in the other
Causes of Correlations
Mostly caused by genes with pleiotropic action
Pleiotropy: when a gene affects two or more characters, so that if
the gene is segregating it causes simultaneous variation in the
character it affects
Example: Genes that increase growth rate also increase both stature (height)
and weight, so that they cause correlation between these two characters.
GENETIC CORRELATIONS
Where
• COVA(XY) is the genetic covariance of the additive deviations
between X and Y traits and
• σA(X) and σA(Y) are the standard deviations of the additive genetic
value of the traits X and Y
Linkage is another cause of correlation and may persist for a few
generations until linkage is broken down due to recombination
USES / APPLICATIONS
Genetic correlation is important, because it affects the change brought by selection
The improvement of one character causes simultaneous changes in other character
 Correlated response (may be positive or negative)
Example:
• Milk yield and butter fat % are genetically negatively correlated
• Egg production and egg size are genetically negatively correlated
selection for milk yield in dairy cattle reduces the fat percentage. Likewise
selection for egg yield in poultry reduces egg size
Uses of genetic correlation are
 To predict the direction and magnitude of response of correlated character
during selection
 knowledge of genetic correlation is useful to forecast reduction in the
correlated traits in single trait selection if they are negatively correlated
 Indirect selection: Sometimes certain traits are difficult and costly to
measure. So these traits can be improved by selecting easily measurable trait
by correlated response
 The rP and rA are used in the construction of selection indices .
METHODS OF ESTIMATING GENETIC CORRELATION
The genetic correlation can be estimated by Parent - offspring analysis and
Sib-analysis
SIB-ANALYSIS
Half-sib analysis: The casual components of covariance are exactly similar to those of
components of variance. Thus analysis of half-sib families the components of COV
between sires estimates ¼ COVA(XY) i.e. one-quarter of the COV of breeding values of
two characters.
ENVIRONMENTAL CORRELATION
The Environmental correlation is the correlation of environmental deviations
together with non-additive genetic deviations between two characters
Where
COVE(XY) is the environmental covariance between X and Y traits and
σE(X) and σE(Y) are the standard deviations of the environmental values of the traits X
and Y.
Environmental covariance and variance are obtained by subtracting additive genetic
covariance and variance from the phenotypic covariance and variance
The phenotypic covariance is the sum of the genetic and
environmental covariances i.e., COVP = COVA + COVE
Correlations

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Correlations

  • 1. Topic : Correlations Dr Syed Shanaz Division Of AGB
  • 2. CORRELATIONS • The correlation or correlation coefficient is a measure of the strength of the relationship between two variables or two metric characters • Correlation between characters X and Y is given as rXY • Correlations are used to describe the relationship between two traits in a population • Example: correlation between daily weight gain and feed conversion efficiency in swine. • The values for a correlation coefficient range from –1 to +1. The correlation can either be positive or negative
  • 3. Types of correlation Three types of correlation are • Phenotypic correlation (rP) • Genetic correlation (rG) or (rA) • Environmental correlation (rE)
  • 4. • The association between two characters that can be directly observed is the correlation of phenotypic values or phenotypic correlation (rP) • It measures the strength of the relationship between phenotypic value in one trait and phenotypic value in another trait • Phenotypic correlation is partitioned into genetic (rA) and environmental (rE) correlations • Phenotypic correlation is determined from measurements of the two characters in a number of individuals from the population • Any correlation is the ratio of the appropriate covariance to the product of the two standard deviations PHENOTYPIC CORRELATION
  • 5. Phenotypic correlation between two traits X and Y is Where • COVP(XY) is the phenotypic covariance between X and Y trait • σP(X) and σP(Y) are the phenotypic standard deviations of X and Y traits • Phenotypic COV is the sum of the genetic and environmental covariance .i.e. COVP = COVA + COVE
  • 6. • Genetic correlation (rA) is the correlation of breeding values between two characters • Due to association between the breeding values of the two traits • Genetic correlations are important If two traits are genetically correlated, selection for one will cause genetic change in the other Causes of Correlations Mostly caused by genes with pleiotropic action Pleiotropy: when a gene affects two or more characters, so that if the gene is segregating it causes simultaneous variation in the character it affects Example: Genes that increase growth rate also increase both stature (height) and weight, so that they cause correlation between these two characters. GENETIC CORRELATIONS
  • 7. Where • COVA(XY) is the genetic covariance of the additive deviations between X and Y traits and • σA(X) and σA(Y) are the standard deviations of the additive genetic value of the traits X and Y Linkage is another cause of correlation and may persist for a few generations until linkage is broken down due to recombination
  • 8. USES / APPLICATIONS Genetic correlation is important, because it affects the change brought by selection The improvement of one character causes simultaneous changes in other character  Correlated response (may be positive or negative) Example: • Milk yield and butter fat % are genetically negatively correlated • Egg production and egg size are genetically negatively correlated selection for milk yield in dairy cattle reduces the fat percentage. Likewise selection for egg yield in poultry reduces egg size Uses of genetic correlation are  To predict the direction and magnitude of response of correlated character during selection  knowledge of genetic correlation is useful to forecast reduction in the correlated traits in single trait selection if they are negatively correlated  Indirect selection: Sometimes certain traits are difficult and costly to measure. So these traits can be improved by selecting easily measurable trait by correlated response  The rP and rA are used in the construction of selection indices .
  • 9. METHODS OF ESTIMATING GENETIC CORRELATION The genetic correlation can be estimated by Parent - offspring analysis and Sib-analysis SIB-ANALYSIS Half-sib analysis: The casual components of covariance are exactly similar to those of components of variance. Thus analysis of half-sib families the components of COV between sires estimates ¼ COVA(XY) i.e. one-quarter of the COV of breeding values of two characters.
  • 10. ENVIRONMENTAL CORRELATION The Environmental correlation is the correlation of environmental deviations together with non-additive genetic deviations between two characters Where COVE(XY) is the environmental covariance between X and Y traits and σE(X) and σE(Y) are the standard deviations of the environmental values of the traits X and Y. Environmental covariance and variance are obtained by subtracting additive genetic covariance and variance from the phenotypic covariance and variance
  • 11. The phenotypic covariance is the sum of the genetic and environmental covariances i.e., COVP = COVA + COVE