My past research has been focused on extracting information from genomes to better understand how they encode phenotypes. Extant living organisms are the result of an historical process that has unfolded over billions of years. Their genomes have accumulated footprints of past episodes of selection in response to interactions with their environment or with other species. I have developed computational methods based on probabilistic models to detect these footprints and interpret genomic data on a large scale.
In particular, I have used ancestral sequence reconstruction to study the lifestyles of organisms that lived billions of years ago, I have developed methods for reconstructing gene trees and species trees to better understand genome evolution, and I have developed and assessed methods to find examples of convergent genomic evolution.
My research in genomics these days mainly focuses on:
- using machine learning approaches to help in the fields of phylogenetic reconstruction and molecular evolution (collaboration with Johanna Trost, Luca Nesterenko, Philippe Veber and Laurent Jacob)
- detecting directional selection at the sequence level, notably to study convergent genomic evolution (collaboration with Louis Duchemin and Philippe Veber)
- exploiting information from horizontal gene transfers to date species phylogenies (e.g. see this manuscript and the associated recommendation by PCI Evol Biol)
I have recently broadened my interests in a variety of directions, which led me to study:
- how aphids, their predators, sugar beets and viruses interact, with the hope that a better understanding of this ecological network might help us avoid pesticides when growing sugar beets (collaboration with Baptiste Maucourt, Eric Tannier and Léo Girardin)
- wheat yields, and how they depend on meteorological conditions (collaboration with Louis Duchemin and Philippe Veber)
In terms of teaching, I have been involved in teaching Bayesian statistics, Computational Molecular Evolution, Genomics.
I also teach about the environmental footprint of our food systems as part of the course "Climat et transitions" at Université Lyon 1.
Publications
Affichage des publications 61 à 63 sur 63 au total
Phylogenetic dating and characterization of gene duplications in vertebrates: the cartilaginous fish reference
Molecular Biology and Evolution . 21 : 580-586
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voir la publicationPhylogenetic dating and characterization of gene duplications in vertebrates: the cartilaginous fish reference
Molecular Biology and Evolution . 21 ( 3 ) : 580-586
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voir la publicationComputational inference of scenarios for alpha-proteobacterial genome evolution
Proceedings of the National Academy of Sciences of the United States of America . 101 : 9722-9727
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