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Dairy Cattle Genetics

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4 million cow records annually in the US. Accurate information on individual cows ... If cows aren't there they can't be selected ... Example: Cow REL = 50 ... – PowerPoint PPT presentation

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Title: Dairy Cattle Genetics


1
Dairy Cattle Genetics
  • AVS 346

2
Breeding Dairy Cattle
  • Easier than in most other types of livestock
  • Milk is most important economic trait
  • Large database of information
  • USDA-AIPL, DHIA studs
  • 4 million cow records annually in the US
  • Accurate information on individual cows
  • Controversial
  • No two breeders can agree on how to breed 
  • Complicated formulas
  • Population genetics is entirely statistics

3
Milk Production Is Primary Trait
  • Every other trait is minor in comparison
  • Quantitative trait
  • Controlled by a large number of gene pairs
  • Expression affected greatly by the environment of
    the individual
  • Moderate heritability
  • 0.25 - 0.30
  • Large database of information aids in calculating
    BV
  • USDA-AIPL, DHIA studs
  • 4 million cow records annually in the US
  • Accurate information on individual cows

4
Phenotypic and Genotypic Trends in Holstein Cattle
5
Dairy Cattle Breeder Tools
  • Selection
  • Picking the animals that will be parents of the
    next generation
  • Mating
  • Matching cows and bulls
  • Culling
  • Eliminating undesirable individuals from the
    population
  • Actually influences selection
  • If cows arent there they cant be selected

6
Genetic Change/Year
  • Accuracy x Intensity x Genetic Variation
  • Generation Interval

7
Genetic Variation
  • Cannot practice genetic selection unless genetic
    differences exist between animals
  • Breeding for white in the Angus breed

8
Selection
  • Picking the parents of the next generation
  • Not much selection done on the maternal side
  • Increase frequency of good genes in population
  • Influenced by
  • Genetic Variation
  • Accuracy of Selection
  • Intensity of selection
  • Number of traits selecting for
  • Generation Interval

9
Accuracy of Selection
  • Correlation between the phenotype and genotype
  • Is what you see what you get? (Genetically
    speaking)
  • Ability to accurately predict the breeding value
    of an individual
  • Higher repeatability and heritability improves
    accuracy
  • Power in numbers
  • More information on more relatives means higher
    accuracy
  • In the animal model the accuracy of the
    prediction in the reliability

10
Phenotype
  • Visible properties of an organism
  • Measured or observed
  • Three components G E permanent E temporary
  • Genetic effects
  • The variability due to genetics is heritability
  • Permanent environmental effects
  • Care a calf receives while growing up
  • Illness that causes permanent effect
  • Temporary environmental effects
  • Age at calving 
  • Illness with no permanent effect

11
Repeatability
  • Expression of the trait at different times in the
    animals lifetime.
  • Range from 0 to 100
  • Sum of genotypic and permanent environmental
    effects.
  • A 0 means trait has no genetic and permanent
    environmental effects
  • Important in estimating animals genotype
  • Fraction of difference in a single record that
    will occur in a subsequent record(s).
  • Repeatability of milk production is about 0.5
  • First lactation animal produces 1000 over herd
    average, at 50 repeatability she should produce
    an average of 500 above average in future
    lactations

12
Repeatability of Dairy Traits
13
Heritability
  • Heritability extent to which genetics influences
    a trait
  • Determines the extent to which offspring resemble
    their parents
  • Proportion of the phenotypic differences we see
    that are due to genetics.
  • Range from 0 to 100
  • Helps estimate animals genotype
  • Even lowly heritable traits, such as fertility,
    can have a genetic component
  • Estimate of the genetic progress that may be
    achieved with selection.
  • Measure of how much of a trait will be passed on
    to next generation
  • Faster genetic progress can be made for traits
    with high heritability

14
Heritability of Dairy Traits
15
Environment
  • Animals opportunity to express a trait
  • Conditions under which the animal is raised
  • Some conditions have very short term effects,
    Others very long or permanent.
  • Short term
  • What she was fed today
  • Long term
  • Pneumonia as a calf

16
Breeding Value
  • Estimate of animals genotype
  • Genetic superiority of inferiority
  • Information is power
  • More measurements on a individual increases
    accuracy of BV estimate
  • More measurements on relatives increases accuracy
    of BV estimate
  • Half of breeding value is transmitted to
    offspring
  • Predicted Transmitting Ability

17
Breeding Values of Dairy Cattle
18
Estimating Genotype (Proofs)
  • Show winners
  • Dam - daughter comparisons
  • Herdmate comparisons
  • Nationwide comparisons
  • Modified contemporary comparisons
  •  Base year, cow index
  • Animal model
  • Considers all relatives
  • PTA

19
Animal ModelUsing All Available Information
  • In an animal model, an animals own phenotypic
    data is combined with data from all of its
    maternal and paternal relatives (more weight is
    given to data from closer relatives)

20
Reliability (REL)
  • Measures the accuracy of a PTA
  • Estimate of the squared correlation between a PTA
    and the animals true genetic merit
  • Example Cow REL 50
  • Means based on information from this cow and her
    relatives, the correlation between her PTA and
    her true transmitting ability is about 71

21
Reliability of Predicting BV for Milk Production
22
Reliability of Sire Proof for Milk Yield
23
Intensity of Selection
  • A measure of the degree by which performance of
    the selected group of parents exceeds the average
    of the population
  • Intensity is a function of
  • Population size
  • Percentage of animals selected
  • Few animals selected High intensity
  • Large population High intensity
  • The greater the intensity the greater the genetic
    progress
  • Different for cows and bulls
  • All cows need to carry calf to produce milk
  • A very small number of bulls needed to breed all
    cows
  • AI 0.0003
  • ET 25
  • Sexed Semen 50

24
Factors That Influence Selection Intensity
  • Selection Accuracy
  • Litter Size
  • Longevity
  • Reproductive Performance
  • Calf Mortality
  • Cow Mortality
  • Involuntary Culling
  • Reproductive Technologies
  • AI
  • ET
  • Cloning

25
Selection Intensity in AI
  • Two-Stage Selection
  • Selection of elite sires and dams to be parents
    of young bulls (top 1 of population)
  • Selection among young bulls based on progeny test
    results (top 10 are marketed)

26
Relative Progress in Primary From selecting for
Other Independent Traits
27
Selection Index
  • One trait that is a function of several traits
  • Can give each included trait a different weight
  • Simplifies selection because your looking at one
    trait
  • Maximizes genetic progress
  • Can calculate your own
  • Need to consider, mean, range and variation in
    each trait included

28
Indexes
  • Udder composite
  • Fore udder attachment
  • Rear udder height width
  • Udder depth and cleft
  • Front teat placement
  • Feet and leg composite
  • Rear legs side and rear view
  • Foot angle
  • Net merit
  • PTAM, PTAF, PTAP, pl, SCS
  • TPI
  • Type production index
  • Total performance index
  • PTAP, PTAF, PTAT, UDC, FLC, SCS

29
Generation Interval
  • Average age of parents
  • Quicker you turn over generations the more
    genetic progress youll make
  • Heifers have the most modern genetics in herd
  • Dairy cattle 4-5 years
  • AI Increases GI 7-8 years
  • ET Increase GI by 1 year
  • MOET Select heifers - GI 2

30
Genomic Selection
  • Selection based the actual DNA
  • As opposed to phenotypic traits
  • Identify DNA markers for an single trait at a
    single locus
  • Red in Holsteins, Polled, Genetic lethals
  • DNA techniques now make it possible to scan large
    sections of the DNA for little substitutions
  • Correlate what is seen phenotypically in the
    animal with the DNA sequences
  • Not just on simple traits but on milk production
    and other quantitative traits.
  • Revolutionize animal breeding!

31
SNPs
  • Single nucleotide polymorphisms
  • (pronounced snips)
  • Tiny changes in the sequence of nucleotides or
    mutations
  • A new chip developed by USDA can scan cattle
    50,000 points on the DNA for SNPs
  • Determine the breeding value by summing all the
    effects of the SNPs

32
Genomic Selection
  • Advantages
  • Decision to keep or cull an animal could be made
    earlier in an animals life.
  • Expensive progeny testing would not be required.
  • Generation interval could be reduced resulting in
    more rapid genetic gain.
  • Disadvantages
  • Variability available for future genetic gain
    would be reduced.
  • The rate of genetic gain would diminish over
    time.
  • Incorrect associations between phenotypes and the
    SNPs could lead to unexpected results, some of
    which would be unfavorable.

33
Other uses
  • Avoiding inbreeding
  • Identify related and diverse germplasm for
    conservation
  • Animal identification DNA fingerprints
  • Tracing of livestock products from farm to plate
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