
Epidemics modeling and Analysis


Investigating the early spread of the HIV epidemic
HIV jumped to humans multiple times through zoonotic events in Central and Western Africa, but all epidemic lineages emerged in the early 20th century. In a long-standing collaboration with Joao Sousa and Annemie Vandamme (KU Leuven) we used stochastic agent-based computer simulations to investigate how the transition from traditional tribal societies to colonial settlements created a permissive time window for the origin and initial spread of epidemic HIV strains and also how the introduction of drugs against bacterial sexually transmitted infections—which increase HIV transmission through genital ulcers—by the 1950’s contributed to closing this window. Our subsequent work developed this theory further, examining the enhanced heterosexual transmission of HIV due to various factors in the early 20th century. Key findings included the observation that the epicenters of HIV-2 emergence in Western Africa aligned with regions where male circumcision rates were lower compared to neighboring territories, and the identification of a peak of bacterial sexually transmitted infections coinciding with the early epicenter of pandemic HIV-1. We also summarized evidence on the dramatic impact of genital ulcers on HIV transmission.
After its initial spread in African epicenters, HIV-1 expanded to all continents, establishing a global phylogeographic pattern characterized by strong founder effects, where local epidemics arose from the expansion of a single viral lineage. We investigated the factors that hinder the mixing of similarly transmissible lineages and have contributed to the formation of this distinct phylogeographic pattern.
COVID-19 analyses
The COVID-19 pandemic has prompted a lockdown in many countries to control the exponential spread of the SARS-CoV-2 virus. We contributed to a study quantifying the relative contribution of mobility restrictions, and that of behavioral changes that occurred already before the lockdowns, on the reduction of transmission during lockdowns in Western countries in early 2020. Additionally, we conducted a comprehensive literature review to provide a collection of host, viral and environmental factors that have been shown or (in some cases) hypothesized to be associated with severe clinical outcomes.

Relevant publications
- Sousa, J.D. de; Müller, V.; Lemey, P.; Vandamme, A.-M. High GUD Incidence in the Early 20th Century Created a Particularly Permissive Time Window for the Origin and Initial Spread of Epidemic HIV Strains. PLOS ONE 2010, 5, e9936, doi:10.1371/journal.pone.0009936.
- Sousa, J.D. de; Alvarez, C.; Vandamme, A.-M.; Müller, V. Enhanced Heterosexual Transmission Hypothesis for the Origin of Pandemic HIV-1. Viruses 2012, 4, 1950–1983, doi:10.3390/v4101950.
- Ferdinandy, B.; Mones, E.; Vicsek, T.; Müller, V. HIV Competition Dynamics over Sexual Networks: First Comer Advantage Conserves Founder Effects. PLOS Computational Biology 2015, 11, e1004093, doi:10.1371/journal.pcbi.1004093.
- Sousa, J.D.; Temudo, M.P.; Hewlett, B.S.; Camacho, R.J.; Müller, V.; Vandamme, A.-M. Male Circumcision and the Epidemic Emergence of HIV-2 in West Africa. PLOS ONE 2016, 11, e0166805, doi:10.1371/journal.pone.0166805.
- Sousa, J.D.; Müller, V.; Vandamme, A.-M. The Epidemic Emergence of HIV: What Novel Enabling Factors Were Involved? Future Virology 2017, doi:10.2217/fvl-2017-0042.
- Sousa, J.D.; Havik, P.J.; Müller, V.; Vandamme, A.-M. Newly Discovered Archival Data Show Coincidence of a Peak of Sexually Transmitted Diseases with the Early Epicenter of Pandemic HIV-1. Viruses 2021, 13, 1701, doi:10.3390/v13091701.
- Sousa, J.D.; Müller, V.; Vandamme, A.-M. The Impact of Genital Ulcers on HIV Transmission Has Been Underestimated—A Critical Review. Viruses 2022, 14, 538, doi:10.3390/v14030538.
- Deforche, K.; Vercauteren, J.; Müller, V.; Vandamme, A.-M. Behavioral Changes before Lockdown and Decreased Retail and Recreation Mobility during Lockdown Contributed Most to Controlling COVID-19 in Western Countries. BMC Public Health 2021, 21, 654, doi:10.1186/s12889-021-10676-1.
- Zsichla, L.; Müller, V. Risk Factors of Severe COVID-19: A Review of Host, Viral and Environmental Factors. Viruses 2023, 15, 175, doi:10.3390/v15010175.

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