Abstract
We describe a unified set of methods for the inference of demographic history using genealogies reconstructed from gene sequence data. We introduce the skyline plot, a graphical, nonparametric estimate of demographic history. We discuss both maximum-likelihood parameter estimation and demographic hypothesis testing. Simulations are carried out to investigate the statistical properties of maximum-likelihood estimates of demographic parameters. The simulations reveal that (i) the performance of exponential growth model estimates is determined by a simple function of the true parameter values and (ii) under some conditions, estimates from reconstructed trees perform as well as estimates from perfect trees. We apply our methods to HIV-1 sequence data and find strong evidence that subtypes A and B have different demographic histories. We also provide the first (albeit tentative) genetic evidence for a recent decrease in the growth rate of subtype B.
MeSH Terms
Africa South of the Sahara/epidemiology
Computer Simulation
Disease Outbreaks/classification,statistics & numerical data
Europe/epidemiology
Genes, env/genetics
Genes, gag/genetics
Genetic Variation
Genetics, Population
HIV Infections/epidemiology,genetics,transmission
HIV-1/genetics
Humans
Likelihood Functions
Logistic Models
Models, Genetic
Pedigree
Phylogeny
Predictive Value of Tests
Statistical Distributions
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Pybus O G
Department of Zoology, University of Oxford, Oxford OX1 3PS, United Kingdom.
[email protected]
Rambaut A
Harvey P H
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