Population Genetics and COVID-19
Introduction to Population Genetics
- Population genetics examines the genetic composition of populations and how it changes over time.
- Focus on the variability of genetic traits across populations with respect to factors like disease resistance (e.g. COVID-19).
Basis of COVID-19 Genetic Variability
- COVID-19 infection severity varies from asymptomatic to severe outcomes.
- Key Concept: Genetic factors (alleles/genotypes) contribute to differential susceptibility to COVID-19.
Understanding Tolerance/Resistance Factors
- Factors influencing tolerance/resistance involve genetic variation among populations.
- Address the following questions:
- What are the tolerance/resistance factors to COVID-19?
- How are these factors distributed globally?
- How do these factors propagate in populations?
- A combined odds ratio (OR) for COVID-19 associated SNPs calculated using elements indexed by their respective sets.
Core Concepts in Population Genetics
- Key topics include:
- Hardy-Weinberg (H-W) equilibrium: A foundational principle in population genetics.
- Chi-square test: Tool for testing genetic equilibrium.
- 1000 Genomes Project: A large project for understanding human genetic variation.
Learning Outcomes
- Understand terms like allele, genotype, mutation, selection, and fixation index.
- Explore processes affecting allele frequencies:
- Mutation
- Migration
- Natural selection
- Genetic drift
- Gene flow
Hardy-Weinberg Equilibrium (HWE) Principles
- Assumes:
- Infinite population size
- Random mating
- No selection, migration, or mutation.
- HWE formula for a two-allele locus:
(p+q)2=p2+2pq+q2 where $p$ and $q$ are allele frequencies - Use as a null model for goodness of fit analysis.
Example Calculation for Allele Frequencies
- Using beak phenotype in birds:
- Allele frequencies defined as:
- $p = rac{#A ext{ alleles}}{# ext{ total alleles}}$
- $q = rac{#a ext{ alleles}}{# ext{ total alleles}}$
- Confirm $p+q=1$ for verification.
Chi-square Test in HWE
- Application in a newt population study:
- Expected vs Observed counts used to validate population structure and prediction of allele distribution.
Evolutionary Forces Impacting Populations
- Genetic Drift: Random changes in allele frequencies, significant in small populations (e.g. bottleneck and founder effects).
- Natural Selection: Differential survival and reproduction influenced by inherited traits.
- Gene Flow/Migration: Introduction of new alleles and changes due to inter-population breeding.
- Sexual Selection: Affects mate choice within populations.
- Mutation: Birth of new genetic variations, sourcing evolution.
1000 Genomes Project Overview
- Launched to catalog human genetic variation (2008-2013).
- Sampled over 2,500 individuals from diverse ethnic groups.
- Data aids research in genetics and evolution.
Insights from Genetic Variations
- Shared variants among populations assist in understanding historical migrations and genetic relationships.
- Variants may indicate population structure and historical interactions through patterns of allele distribution.
Fixation Index (Fst)
- Measures genetic differentiation between populations:
- Formula: F<em>ST=H</em>TH</em>T−H<em>S
- Indicates how much genetic variance is shared.
- Fst values range from 0 (no differentiation) to 1 (complete differentiation).
Fst Across Chromosomes
- Differences observed in Fst values between autosomal vs sex chromosomes, with sexual chromosomes showing higher differentiation exemplifying lower gene flow.
Application of Fixation Index in Blue Eye Gene Variation
- Analysis indicates higher Fst values for the allele associated with blue eyes, suggesting significant population subdivision and historical context influencing trait prevalence.