Back to search

ETH Zurich

Pathogen phylogenies for public health

Abstract

dc:description

An organism’s genome sequence is a rich source of information on its current characteristics and its evolutionary history. In this thesis, I refine and apply methods to extract information from pathogen genome sequences via phylogenetic reconstructions. I extend existing phylogeny-based models to new applications in genome-wide association studies (GWAS) and genomic epidemiology. First, I show that correlations in an infectious disease trait due to shared pathogen ancestry can reduce GWAS power. I extend a statistical model of evolution to estimate and correct for these correlations. Second, I apply a phylodynamic model to estimate the origin and early transmission patterns of the SARS-CoV-2 virus during the first European outbreaks of COVID-19. Third, I describe a data infrastructure we built to generate SARS-CoV-2 genome sequences from cases in Switzerland. Finally, I develop a phylogenetic and phylodynamic framework to perform a large-scale analysis on these data. In particular, I evaluate the effect of several major public health measures in Switzerland in 2020 on SARS-CoV-2 introduction and transmission dynamics. All together, this thesis aims to enhance our understanding of infectious diseases and how to combat them.

Degree

thesis:*
Grantor dc:publisher
ETH Zurich
Year dc:date
2022

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Nadeau, Sarah
Contributors dc:contributor
  • Stadler, Tanja; id_orcid0000-0001-6431-535X
  • Neher, Richard
  • Fellay, Jacques

Subjects

dc:subject × 2

Rights

dc:rights
Statement dc:rights
  • info:eu-repo/semantics/openAccess
  • Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Language dc:language
en

Identifiers

dc:identifier.*
OAI identifier oai:identifier
oai:www.research-collection.ethz.ch:20.500.11850/570421

Chain of custody

source
Harvested from
ETH Zürich
Base URL
www.research-collection.ethz.ch/oai/request
Last updated
2026-07-27
Source record
OAI-PMH GetRecord
citation

Nadeau, Sarah. Pathogen phylogenies for public health. ETH Zurich, 2022. http://hdl.handle.net/20.500.11850/570421