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Quantitative genetics

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Quantitative genetics is a specialized branch of biology. It focuses on studying quantitative traits. These are phenotypes that vary continuously rather than in discrete categories. Examples include human height or the mass of an organism. This differs from Mendelian genetics, which often looks at distinct traits like eye color. In quantitative genetics, researchers study the outward appearance of living things. They use these observations to make summaries of the underlying genetics. Because these traits follow a continuous distribution, scientists must use complex statistical methods. They rely on concepts like the mean and the variance to link phenotypes to genotypes.

Gene effects
Gene effects

To understand how these traits work, we must look at specific gene effects. In diploid organisms, the genotypic value is determined by several factors. One factor is the allele effect. This is the average phenotypic deviation of a homozygote from a midpoint. This midpoint is the center between two contrasting homozygote phenotypes. Another factor is the dominance effect. This is the average deviation of a heterozygote from that same midpoint. Sometimes, genes at different locations interact with one another. This interaction is known as epistasis. Scientists also use quantitative trait loci, or QTLs, to study these patterns. A QTL is a specific region in the DNA genome associated with a quantitative trait.

Model Var 2
Model Var 2

We can see these mathematical principles through the work of Sir Ronald Fisher. Fisher was a statistician who founded this branch of genetics. He proposed the first mathematical framework for the field. He defined gene effects as deviations from a central value. This approach allowed him to apply statistical concepts like mean and variance to biology. He chose the midpoint between two opposing homozygotes as his central value. The deviation to the greater genotype is called +a. The deviation to the lesser genotype is called -a. This provided a precise way to measure how alleles influence a phenotype.

G mean
G mean

Gregor Mendel's research with pea plants provides a classic example of these effects. Mendel studied the attribute of stem length. His tall, true-breeding parents had a median length of 198 cm. His short parents had a median length of 34 cm. The midpoint between these two parental values was 116 cm. When Mendel created hybrids, the F1 generation had a median length of 206 cm. The allele effect in this case was 82 cm. The dominance effect, calculated from the hybrid's deviation from the midpoint, was 90 cm. This specific data shows how phenotype values and gene effects are mathematically linked.

Gene effects
Gene effects

Quantitative genetics also analyzes how sexual reproduction affects populations. Scientists look at the frequency of alleles in a gamete-pool. The frequency of the allele causing a "more" phenotype is labeled p. The frequency of the contrasting allele is labeled q. In a system called panmixia, mating occurs randomly. This means the distribution of alleles is uniform across the population. In panmixia, the frequency of alleles in the gamete-pool remains constant. This state is known as the Hardy-Weinberg equilibrium. If random fertilization occurs continually, it maintains these frequencies across generations.

Sexual-Repro-simpl
Sexual-Repro-simpl

However, panmixia rarely occurs perfectly in nature. Biological factors often cause local perturbations. For example, dispersal restrictions or specific behaviors can limit how gametes move. When small, actual gamete-pools are sampled from a larger potential pool, it causes genetic drift. Genetic drift is the random sampling of gametes that can change allele frequencies. This process causes the population to move away from equilibrium. The actual collection of gametes used for reproduction is called a gamodeme. Understanding the difference between potential and actual gamete-pools is vital for accurate modeling.

Genetic Drift example B3
Genetic Drift example B3

Finally, we can use math to predict the resulting genotypes from random fertilization. If the frequency of an allele is p, the frequency of the AA genotype is p squared. The frequency of the aa genotype is q squared. The frequency of the heterozygous Aa genotype is 2pq. This mathematical relationship is called a quadratic expansion. It shows that a population can never be more than half heterozygous. This maximum occurs when p and q both equal 0.5. This framework allows scientists to connect the tiny movements of alleles to the large-scale patterns of entire populations.

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🖼️ Images & Media (31)
File:Gene effects.jpg
Gene effects.jpg
File:Sexual-Repro-simpl.jpg
Sexual-Repro-simpl.jpg
File:G mean.jpg
G mean.jpg
File:Genetic Drift example B3.jpg
Genetic Drift example B3.jpg
File:RF Inbreeding.jpg
RF Inbreeding.jpg
File:RF Inbreeding B.jpg
RF Inbreeding B.jpg
File:Fertilization Patterns C.jpg
Fertilization Patterns C.jpg
File:RF Inbreeding C c.jpg
RF Inbreeding C c.jpg
File:Allele Substn.jpg
Allele Substn.jpg
File:Model Var 2.jpg
Model Var 2.jpg
File:Fisher Var 1.jpg
Fisher Var 1.jpg
File:VADf-p5.jpg
VADf-p5.jpg

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