The Model-Based Evolutionary Genomics Unit works at the interface of computational and evolutionary biology. Currently, our two main focus areas are:
i) reconstructing the Tree of Life, including the history of early life forms by continuing to develop and apply state-of-art probabilistic models of molecular evolution and using machine learning to model co-evolutionary dependencies across biological scales to reconstruct ancient phenotypes and environments;
ii) understanding somatic evolution in hierarchically organised tissues and across the Tree of Life, both from a theoretical standpoint (e.g., To what extent has tissue organisation evolved to minimise somatic evolution humans? Why do both plants and animals have stem cells?) and from a more data orientated perspective (e.g., What can emerging data on genetic variation in healthy tissues tell us about tissue organisation, the emergence of tumours and ageing?).

Recent papers of ours concerning these topics include:

A Geological Timescale for Bacterial Evolution and Oxygen Adaptation
Davin, Woodcroft, ..., Szánthó, ..., Fischer, Donoghue, Spang, Hugenholtz*, Williams*, Szöllősi*
Science 2025
https://www.science.org/doi/10.1126/science.adp1853 (free author link)
Assuming that aerobic bacteria likely emerged after the Great Oxidation Event, our recent study not only better resolves the age of major bacterial groups, but also finds that oxygen utilisation predated its atmospheric rise by approximately 900 million years, potentially facilitating the evolution of oxygenic photosynthesis.
 
Phylogenetic Reconciliation: Making the Most of Genomes to Understand Microbial Ecology and Evolution
Williams, Davin, Szánthó, Stamatakis, Wahl, Woodcroft, ..., Spang, Hugenholtz, Szöllősi
The ISME Journal 2024
https://academic.oup.com/ismej/article/18/1/wrae129/7713227
In this review we explore how phylogenetic reconciliation can serve as a powerful tool to study genome evolution, offering insights into ancestral gene content and metabolic pathways, thereby enhancing our understanding of microbial ecology and evolution.
 
Divergent Genomic Trajectories Predate the Origin of Animals and Fungi
Ocaña-Pallarès, Williams, …, Bapteste, Tikhonenkov, Keeling, Szöllősi, Ruiz-Trillo
Nature 2022
https://www.nature.com/articles/s41586-022-05110-4
Our paper reveals that the distinct genetic paths leading to animals and fungi were established before the emergence of multicellularity.
 
Trade-off Between Reducing Mutational Accumulation and Increasing Commitment to Differentiation Determines Tissue Organization
Demeter, Derényi, Szöllősi
Nature Communications 2022
https://www.nature.com/articles/s41467-022-29004-1
In this paper, we demonstrate that tissue structures are shaped by a balance between minimizing mutation accumulation and enhancing differentiation commitment, providing insights into how tissues might have evolved to mitigate cancer risks.
 
A Rooted Phylogeny Resolves Early Bacterial Evolution
Coleman*, Davin*, Mahendrarajah, Szánthó, Spang, Hugenholtz*, Szöllősi*, Williams*
Science 2021
https://science.sciencemag.org/content/372/6542/eabe0511.abstract
We root the tree of bacterial without using an out-group using genome-scale phylogenetic reconciliationand show that the last bacterial common ancestor was a free-living, flagellated, rod-shaped organism with a double membrane.

*equal contrib.