A Global Pathogen Detection System

Recombination-Aware Metagenomic Approaches for Outbreak Detection and Investigation in Clinical Settings

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Project Summary  

Timely detection and effective investigation of infectious disease outbreaks, including those caused by antimicrobial-resistant (AMR) pathogens in healthcare settings and viral pathogens with pandemic potential, are essential to public health. Pathogen genomics is increasingly central to these efforts, yet current methods are often limited by reliance on cultured isolates, complete genome assemblies, and assumptions of clonal evolution.

 This project will develop computational methods for outbreak detection and investigation using metagenomic long-read sequencing data obtained directly from clinical samples. It will focus on achieving strain-level resolution in polymicrobial infections, while addressing major analytical challenges including incomplete genome recovery and recombination. A key component of the project will be the extension of structured coalescent-based methods to operate in these settings, enabling accurate inference of transmission direction, within-host diversity, and the presence of unsampled intermediate cases.

 To address the limitations of traditional tree-based phylogenetic methods, the project will explore genealogical frameworks that explicitly model recombination and represent evolutionary history as a sequence of local trees. These approaches will be benchmarked and validated using both real and simulated outbreak datasets, spanning bacterial and viral pathogens. The outcomes will include new methods and open-source tools to support high-resolution, real-time genomic epidemiology, with direct application in hospital infection control and global pandemic preparedness. The project aims to bridge the gap between raw metagenomic data and actionable epidemiological insights.

Potential Supervisors

  • Dr Alistair Miles (Head of Epidemiological Informatics for the Kwiatkowski Group, Big Data Institute, University of Oxford)

Skills Recommended

  • To be confirmed

University DPhil Courses

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Supervisors

We are bringing together experts from across the globe, with a shared drive to create lasting impact.

Director of the Oxford Vaccine Group, Ashall Professor of Infection & Immunity

Professor Sir Andrew Pollard

Correlates of Immunity

Director of the Oxford Vaccine Group in the Department of Paediatrics at the University of Oxford.

Principal Scientist, Pathogen Program & Member of the Board of Directors

Professor Gil McVean

Principal Scientist, Pathogen Program & Member of the Board of Directors. Professor of Statistical Genetics at the Department of Statistics and the Nuffield Department of Medicine, University of Oxford.

Principal Scientist, Plant Biology Institute & Member of the Board of Directors

Professor Steve Kelly

Principal Scientist Plant Biology Institute & Member of the Board of Directors at EIT. Professor of Plant Sciences and Senior Research Fellow of the Queens College, University of Oxford.

Executive Director & Principal Scientist

Dr Danilo Jimenez Rezende

AI & Robotics Institute

Executive Director & Principal Scientist for AI & Robotics at EIT. Former Director at Google DeepMind.

Executive Director & Executive Vice President

Dr Matej Macak

AI & Robotics Institute

Executive VP, AI & Robotics at EIT. Chief Technologist at Every Cure.

Principal Scientist, Economics

Professor Andrew Scott CBE

Economics

Principal Scientist of Economics, Economics Professor at University of Oxford. Research covers economics and longevity in aging societies.

Executive Director & Principal Scientist, Materials & Devices for Life Sciences

Professor Hagan Bayley

Materials & Devices for Life Sciences

Professor of Chemical Biology at the University of Oxford. Founder of Oxford Nanopore Technologies. Fellow of the Royal Society.

Founding Director, Generative Biology Institute

Professor Jason Chin

Generative Biology Institute

Founding Director, of the Generative Biology Institute (GBI) and Professor of Chemistry and Chemical Biology at the University of Oxford.

Research Scientist

Dr Ben Chamberlain

AI & Robotics Institute

Research Scientist in the AI & Robotics Institute at EIT. Previously held leadership roles at biotechs Isomorphic Labs and Charm Therapeutics.

Senior Director Device Science

Dr James Clarke

Senior Director of Product Science in the Pathogen Project at EIT.

Principal Investigator

Dr Jérôme Zürcher

Generative Biology Institute

Principal Investigator within GBI at EIT. Former junior research fellow at Trinity College, Cambridge and visiting researcher at the Innovative Genomics Institute at UC Berkeley.

Group Leader

Dr Linna Zhou

Materials & Devices for Life Sciences
Program Co-Lead

Professor Daniela Ferreira

Correlates of Immunity

Professor of Mucosal Immunology and Vaccinology at the Oxford Vaccine Group, Paediatrics Department, University of Oxford.

Senior Director, Science Applications

Professor Justin O'Grady

Pathogen Program

Senior Director of Science Applications in the Pathogen Program at EIT. Honorary Professor at the University of East Anglia.

Senior Group Leader

Professor Yujia Qing

Materials & Devices for Life Sciences

A Senior Group Leader in the Materials & Devices for the Life Sciences program at EIT. An Associate Professor in the Department of Chemistry, University of Oxford

Staff Scientist, AMR and Applied Metagenomics

Dr Vicky Enne

Pathogen Program
Senior Group Leader, Cell Based Production

Professor Lee Sweetlove

Plant Biology Institute