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NORMAL DISTRIBUTIONS OF PHENOTYPES
Mice
Fruit Flies
In:Introduction to Quantitative Genetics Falconer & Mackay 1996
CHARACTERIZING A NORMAL DISTRIBUTION
Mean and variance are two quantities that describe a normal
distribution.
MEAN
VARIANCE
USEFUL PARAMETERS FOR QUANTITATIVE GENETICS
 Mean: The sum of all measurements divided by the
number of measurements





 i
n
x
N
N
x
x
x
x
1
...
2
1
 Variance: The average squared deviation of the
observations from the mean
       2
2
2
2
2
1 1
 







 x
x
N
N
x
x
x
x
x
x
Variance i
n

CORRELATIONS AMONG CHARACTERS OR RELATIVES
0 + —
Covariance:
    
y
y
x
x
N
y
x
Cov j
i 

 
1
,
COMPONENTS OF PHENOTYPIC VARIATION
 The total phenotypic variance for a character (VP) is a function of:
 Genetic variance (VG)– the variance among the mean phenotypes
of different genotypes
 Environmental variance (VE)– the variance among phenotypes
expressed by replicate members of the same genotype
VP = VG + VE
 Differences between monozygotic
twins are due to environmental
factors.
IN: Lynch & Walsh. 1998. Genetics and Analysis of Quantitative Traits. Sinauer Assoc.
ENVIRONMENTAL VARIATION WITHIN PURE LINES
COMPONENTS OF GENETIC VARIATION
VG = VA + VD + VI
 The total genetic variance for a character (VG) is a function
of:
 Additive genetic variance (VA) – variation due to the
additive effects of alleles
 Dominance genetic variation (VD) – variation due to
dominance relationships among alleles
 Epistatic genetic variation (VI) – variation due to
interactions among loci
DOMINANCE VERSUS ADDITIVE GENETIC VARIANCE
 Dominance variance is due to dominance
deviations, which describe the extent to which
heterozygotes are not exactly intermediate
between the homozygotes.
 The additive genetic variance is responsible for
the resemblance between parents and
offspring.
 The additive genetic variance is the basis for
the response to selection.
RESEMBLANCE BETWEEN RELATIVES
 When there is genetic variation
for a character there will be a
resemblance between relatives.
 Relatives will have more similar
trait values to each other than
to unrelated individuals.
RESEMBLANCE BETWEEN RELATIVES DEPENDS
ON THE DEGREE OF RELATIONSHIP
Monozygotic twins
Full sibs
Parent-offspring
Half sibs
Slope of a plot of two variables (x,y) = Cov (x,y) / Var (x)
x
y
DEGREE OF RELATEDNESS AND THE COMPONENTS
OF PHENOTYPIC COVARIANCE
VA = additive genetic variance
VD = dominance genetic variance
VEs = variance due to shared environment
Relationship Phenotypic covariance
Monozygotic twins: VA + VD + VEs
Parent-offspring ½ VA
Full sibs (½ VA) +(¼ VD) +VEs
Half sibs, or
Grandparent – grandchild ¼ VA

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Repeatability refers to the ability of a process or measurement to yield the same results when it is repeated under the same conditions.

  • 1. NORMAL DISTRIBUTIONS OF PHENOTYPES Mice Fruit Flies In:Introduction to Quantitative Genetics Falconer & Mackay 1996
  • 2. CHARACTERIZING A NORMAL DISTRIBUTION Mean and variance are two quantities that describe a normal distribution. MEAN VARIANCE
  • 3. USEFUL PARAMETERS FOR QUANTITATIVE GENETICS  Mean: The sum of all measurements divided by the number of measurements       i n x N N x x x x 1 ... 2 1  Variance: The average squared deviation of the observations from the mean        2 2 2 2 2 1 1           x x N N x x x x x x Variance i n 
  • 4. CORRELATIONS AMONG CHARACTERS OR RELATIVES 0 + — Covariance:      y y x x N y x Cov j i     1 ,
  • 5. COMPONENTS OF PHENOTYPIC VARIATION  The total phenotypic variance for a character (VP) is a function of:  Genetic variance (VG)– the variance among the mean phenotypes of different genotypes  Environmental variance (VE)– the variance among phenotypes expressed by replicate members of the same genotype VP = VG + VE  Differences between monozygotic twins are due to environmental factors.
  • 6. IN: Lynch & Walsh. 1998. Genetics and Analysis of Quantitative Traits. Sinauer Assoc. ENVIRONMENTAL VARIATION WITHIN PURE LINES
  • 7. COMPONENTS OF GENETIC VARIATION VG = VA + VD + VI  The total genetic variance for a character (VG) is a function of:  Additive genetic variance (VA) – variation due to the additive effects of alleles  Dominance genetic variation (VD) – variation due to dominance relationships among alleles  Epistatic genetic variation (VI) – variation due to interactions among loci
  • 8. DOMINANCE VERSUS ADDITIVE GENETIC VARIANCE  Dominance variance is due to dominance deviations, which describe the extent to which heterozygotes are not exactly intermediate between the homozygotes.  The additive genetic variance is responsible for the resemblance between parents and offspring.  The additive genetic variance is the basis for the response to selection.
  • 9. RESEMBLANCE BETWEEN RELATIVES  When there is genetic variation for a character there will be a resemblance between relatives.  Relatives will have more similar trait values to each other than to unrelated individuals.
  • 10. RESEMBLANCE BETWEEN RELATIVES DEPENDS ON THE DEGREE OF RELATIONSHIP Monozygotic twins Full sibs Parent-offspring Half sibs Slope of a plot of two variables (x,y) = Cov (x,y) / Var (x) x y
  • 11. DEGREE OF RELATEDNESS AND THE COMPONENTS OF PHENOTYPIC COVARIANCE VA = additive genetic variance VD = dominance genetic variance VEs = variance due to shared environment Relationship Phenotypic covariance Monozygotic twins: VA + VD + VEs Parent-offspring ½ VA Full sibs (½ VA) +(¼ VD) +VEs Half sibs, or Grandparent – grandchild ¼ VA