9th Summer Institute in Statistics and Modeling in Infectious Diseases

Module 15: Pathogen Evolution, Selection, and Immunity

Week 3, Session 5, Monday 8:30 AM - Wednesday 12:00 PM: Mon Jul 24 to Wed Jul 26
Instructor(s):

Assumes material from Module 2: Mathematical Models of Infectious Diseases. Material from Module 13: Evolutionary Dynamics and Molecular Epidemiology of Viruses would be helpful, but not required. Programming exercises will be conducted in Python; some familiarity would be helpful, but not required.

This module provides an introduction to modeling antigenically diverse pathogen populations. Complementary epidemiological and evolutionary approaches will be covered.

The first part of the course will introduce multistrain compartmental models and potential mechanisms of competition. These simple models will be contrasted with models with more complex assumptions (e.g., multiple forms of immunity and spatial structure). We will review how to statistically investigate multistrain models with longitudinal data from individuals and time series data from populations.

The second part of the course will show how, using the coalescent as a neutral expectation, evolutionary pressures can be quantified using sequence data. We will detail bioinformatic methods to build phylogenies, quantify selective pressures and estimate pathogen population structure. Methods to measure pathogen phenotypic similarity and antigenic evolution, such as antigenic cartography, will be introduced.

 

Materials will be available in class. No pre-reading required.