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Last Updated: 29/01/2025

Predicting infectious disease evolution in light of immune system diversity

Objectives

The three main aims of this projects are as follows:

  1. Understand the rules governing pathogen evolution in the presence of HLA variation.
  2. Identify if HLA population genetics affects the emergence of novel SARS-CoV-2 variants.
  3. Predict optimal antigens to use in Plasmodium falciparum vaccines.
Principal Investigators / Focal Persons

Bridget Penman

Rationale and Abstract

Immunogenetic diversity, including Human Leukocyte Antigen (HLA) diversity affects how individuals and populations respond to infectious diseases. However, beyond the study of one particular infection (HIV), HLA immunogenetics are little considered in infectious disease epidemiology. This will be changed by developing generalisable models of infectious diseases in immunogenetically diverse populations, and applying the insights from these models to two specific infectious diseases: SARS-CoV-2 and malaria.

For aim 1 mathematical and computational models will be developed, including agent-based models in which pathogen antigens explicitly co-evolve with immunogenetically diverse host populations. These models will then be used to (i) ascertain the range of possible pathogen behaviours in light of HLA genetic diversity and (ii) develop test statistics to identify regions of pathogen proteins that are likely HLA-restricted epitopes. For aims 2 and 3 the theoretical insights from aim 1 will be combined with novel analyses of population genetic and bioinformatics datasets in order to make specific predictions about SARS-CoV-2 (aim 2) and P. falciparum malaria (aim 3). This project will use HLA population genetic data from allelefrequencies.net; SARS-CoV-2 genomic data from the GISAID database and P. falciparum genomic data from the Malariagen project.

Thematic Categories

Genetics and Genomics
Immunology

Date

Jun 2022 — May 2024

Total Project Funding

$123,181

Funding Details
Academy of Medical Sciences (AMS), United Kingdom

Grant ID: SBF007100167
GBP 99,953
Project Site

United Kingdom

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