Phylodynamics

One-Sentence Definition

Phylodynamics combines pathogen genome phylogenies with sampling dates and epidemiological models to estimate timing, transmission dynamics, and population history of outbreaks.

Simple Explanation

Trees plus dates: when did this lineage emerge, how fast is it spreading, where did it come from?

Detailed Scientific Explanation

  • Molecular clock: substitutions accumulate roughly with time → time-scaled trees (BEAST, TreeTime)
  • Estimates: time to most recent common ancestor (tMRCA), effective population size trajectories, R₀-like growth parameters
  • Phylogeography: discrete/continuous trait models to infer geographic spread
  • Requires temporal signal (root-to-tip regression) — bacteria with slow clocks and dense recombination are harder than RNA viruses
  • Sampling bias is the dominant practical limitation

Mechanism

Bayesian inference jointly over tree, clock rate, and population model, conditioned on dated tips.

Clinical Importance

  • Was this hospital cluster imported once and spread locally, or repeatedly introduced? Different interventions follow.

Research Importance

  • Pandemic-scale genomic epidemiology (widely used for SARS-CoV-2, influenza); emergence of resistant lineages

Diagnostic Relevance

  • Public health rather than individual diagnostics

AMR Relevance

  • Dates emergence and expansion of resistant clones and plasmid lineages

Active Recall Questions

  1. What is tMRCA?
  2. How do you check for temporal signal?
  3. Why is sampling bias so damaging in phylodynamics?

Connections