Exam Review: Heritability
Exam Preparation Notes
Heritability Equations
- Equations for variance, covariance, and correlation will be provided.
- Focus on using these equations to calculate different types of heritability.
- Understand the slope of the regression line and its meaning in terms of narrow-sense heritability.
Types of Heritability
- Broad-sense heritability:
- Narrow-sense heritability:
- Measured two ways (plus a third method not covered in class).
- Heritability equation (definition) will not be provided.
Review of Heritability Measurements
Broad-Sense Heritability
- Definition: Proportion of total phenotypic variation in a population due to all genetic contributions.
- Calculated by comparing overall genetic variance to overall phenotypic variance.
- Uses clones to estimate.
Clonal Experiments:
- Clones have identical genotypes, so VG=0 (genetic variance is zero).
- Total variance in phenotype of clones (V<em>P) is due to environment (V</em>E).
- V<em>P=V</em>E for clones.
- For a heterogeneous population (non-clones), V<em>P=V</em>G+VE.
- Broad-sense heritability: H2=fracV<em>GV</em>T, where VT denotes total variance.
Narrow-Sense Heritability (Mother-Daughter Correlation)
- Measured by correlating the weight (or trait) of mothers and daughters.
- Correlation reflects how similar mothers and daughters look relative to the population average.
Calculation:
- Calculate the observed correlation (R observed) between mothers and daughters.
- Covariance=n−1∑(x<em>i−xˉ)(y</em>i−yˉ) (where x<em>i is individual mom, xˉ is mean for moms, y</em>i is individual daughter, yˉ is mean for daughters)
- Calculate correlation as r=σ<em>xσ</em>yCov(x,y) (covariance divided by the product of the standard deviations).
- Divide by the expected amount of correlation (R expected).
- For mothers and daughters, Rexpected=0.5 because they share half their genes.
- Narrow-sense heritability: h2=R</em>expectedR<em>observed.
Narrow-Sense Heritability (Selection Experiment - Not Covered)
- Measure response to selection to estimate heritability.
- R=h2S where:
- S is the strength of selection (difference between breeding individuals and the average).
- R is the response to selection (how much the trait evolves).
- Higher heritability means a greater response to selection.
- Can solve for h2 if R and S are known, h2=R/S.
Narrow-Sense Heritability (Parent-Offspring Regression)
- Uses regression analysis to calculate narrow-sense heritability.
- h2 represents how much of the total phenotypic variation is due to additive genetic components.
- X-axis: Mid-parent value (average of mother and father for a trait).
- Y-axis: Mid-offspring value (average of all children for that trait).
- Each data point represents a family unit.
- Perform a linear regression: y=mx+b.
- The slope (m) is the measure of narrow-sense heritability.
Interpreting the Slope:
- Slope of zero: No relationship between parent and offspring traits; offspring are average size regardless of parents.
- h2=0, all offspring are the population average size, regardless of parental size.
- B (y-intercept) represents the average in the population.
- Environment determines offspring height, not genetics.
- Slope of one: Perfect prediction of offspring trait based on parents.
- h2=1, offspring size can be perfectly predicted by parental size.
- Traits are 100% determined by genes from parents.
- Slope between zero and one: Partial prediction; some influence of genetics.
- 0 < h^2 < 1; some predictability of offspring size from parental size, with some uncertainty.
- Example: y=0.75x+68 cm, heritability is 75%.
- The steeper the line, we get more spread as we go across. Flatter lines cluster around the mean.
Assignment: Class Data Analysis
- Calculate mid-parent values from the Excel spreadsheet.
- Plot mid-parent height against mid-offspring height.
- Perform a linear regression.
- The slope of the regression line is the estimated narrow-sense heritability.
Comparison with Mid-Friend Data
- Plot mid-friend height against mid-offspring height.
- Expect a flat line because there's no genetic relation between friends and offspring.
- Cumulative data shows a slight positive slope, possibly due to self-aggregation or heightism.